import deepxde as dde
from deepxde.backend import pytorch
import torch
import matplotlib.pyplot as plt
import numpy as np

from SIRD_deepxde_DiseaseModel import SIRD_deepxde_net
from DiseaseModel import SIR,SIRD,SIRDIm,SIRDImRel, SIRDImRelSimple, SIRD2Var, SIRD2VarRelSimple, GeneralModelSolver
from Plot import Plot

# %matplotlib widget

seed = 2
np.random.seed(seed)
dde.config.set_random_seed(seed)

Using backend: pytorch

default Torch device: cpu

time_delta = [0,365] # use three values here for intro time of second variant

# initial_conditions = {
#     "S": 1000000,
#     "I": 1,
#     "R": 0,
#     }
# static_parameters = {
#     "alpha": (0.15),
#     "beta": (0.07),
#     }
# sird_model = SIR(initial_conditions, static_parameters, time_delta)

# initial_conditions = {
#     "S": 1000000,
#     "I": 1,
#     "R": 0,
#     "D": 0,
#     }
# static_parameters = {
#     "alpha": (0.2),
#     "beta": (0.05),
#     "gamma": (0.001),
#     }
# sird_model = SIRD(initial_conditions, static_parameters, time_delta)

# initial_conditions = {
#     "S": 1000000,
#     "I": 15,
#     "R": 0,
#     "D": 0,
#     "Im": 0, # should be between 0 and 1
#     }
# static_parameters = {
#     "alpha": 0.12,
#     "beta": 0.07,
#     "gamma": 0.02,
#     "kappa": 0.2,
#     }
# sird_model = SIRDIm(initial_conditions, static_parameters, time_delta)
# initial_conditions = {
#     "S": 1000000,
#     "I": 15,
#     "R": 0,
#     "D": 0,
#     "Im": 0, # should be between 0 and 1
#     }
# static_parameters = {
#     "lambda_": 1.5,
#     "gamma": 0.000,
#     "kappa": 0.2,
#     }
# sird_model = SIRDImRel(initial_conditions, static_parameters, time_delta)
# initial_conditions = {
#     "S": 1000000,
#     "I": 15,
#     "R": 0,
#     "Im": 0, # should be between 0 and 1
#     }
# static_parameters = {
#     "lambda_": 1.5,
#     "kappa": 0.2,
#     }
# sird_model = SIRDImRelSimple(initial_conditions, static_parameters, time_delta)

# initial_conditions = {
#     "S": 1000000,
#     "Ia": 1,
#     "Ib": 0,
#     "Ra": 0,
#     "Rb": 0,
#     "D": 0,
#     "Im_a": 0, # should be between 0 and 1
#     "Im_b": 0, # should be between 0 and 1
#     }
# static_parameters = {
#     "alpha_a": 0.23  ,
#     "alpha_b": 0.18,
#     "beta_a": 0.1,
#     "beta_b": 0.08,
#     "gamma_a": 0.00,
#     "gamma_b": 0.00,
#     "kappa_a": 0.8,
#     "kappa_b": 0.5,
#     }
# static_parameters = {
#     "alpha_a": 0.11,
#     "alpha_b": 0.12,
#     "beta_a": 0.08,
#     "beta_b": 0.08,
#     "gamma_a": 0.00,
#     "gamma_b": 0.00,
#     "kappa_a": 0.1,
#     "kappa_b": 0.2,
#     }
# sird_model = SIRD2Var(initial_conditions, static_parameters, time_delta)

initial_conditions = {
    "S": 1000000,
    "Ia": 1,
    "Ib": 0,
    "Ra": 0,
    "Rb": 0,
    "Im_a": 0, 
    "Im_b": 0,
    }
static_parameters = {
    "lambda_a": 2.2  ,
    "lambda_b": 1.9,
    "kappa_a": 0.8, # should be between 0 and 1
    "kappa_b": 0.5,
    }

sird_model = SIRD2VarRelSimple(initial_conditions, static_parameters, time_delta)


t_synth, solution_synth_full = sird_model.simulate()
t_synth, solution_synth = sird_model.get_solution_as_sird()
sird_model.plot_solution()
sird_model.plot_sird()

print(sird_model)

A Disease Model with description: 'A model that simulates two concurrent diseases and natural herd immunity as a factor of the amount of recovered for each variant':
Parameters:
	lambda_a = 2.2
	lambda_b = 1.9
	kappa_a = 0.8
	kappa_b = 0.5

PDE groups and initial conditions:
	S = 1000000
	Ia = 1
	Ib = 0
	Ra = 0
	Rb = 0
	Im_a = 0
	Im_b = 0

PDE equations:
 	dS/dt = -(0.1*lambda_a/N)*Ia*S - (0.1*lambda_b/N)*Ib*S
	dIa/dt = (0.1*lambda_a/N)*S*Ia + (0.1*lambda_a/N)*(1 - Im_a)*(Ra + Rb)*Ia - 0.1*Ia
	dIb/dt = (0.1*lambda_b/N)*S*Ib + (0.1*lambda_b/N)*(1 - Im_b)*(Ra + Rb)*Ib - 0.1*Ib 
	dRa/dt = 0.1*Ia - (0.1*lambda_a/N)*(1 - (Im_a))*(Ra)*(Ia) - (0.1*lambda_b/N)*(1 - (Im_b))*(Ra)*(Ib)
	dRb/dt = 0.1*Ib - (0.1*lambda_a/N)*(1 - (Im_a))*(Rb)*(Ia) - (0.1*lambda_b/N)*(1 - (Im_b))*(Rb)*(Ib)
	dIm_a/dt = kappa_a*0.1*Ia/N
	dIm_b/dt = kappa_b*0.1*Ib/N
PINN PDE loss equations:
	dS_t - (-(0.1*lambda_a/N)*Ia*S - (0.1*lambda_b/N)*Ib*S)
	dIa_t - ((0.1*lambda_a/N)*S*Ia + (0.1*lambda_a/N)*(1 - Im_a)*(Ra + Rb)*Ia - 0.1*Ia)
	dIb_t - ((0.1*lambda_b/N)*S*Ib + (0.1*lambda_b/N)*(1 - Im_b)*(Ra + Rb)*Ib - 0.1*Ib )
	dRa_t - (0.1*Ia - (0.1*lambda_a/N)*(1 - (Im_a))*(Ra)*(Ia) - (0.1*lambda_b/N)*(1 - (Im_b))*(Ra)*(Ib))
	dRb_t - (0.1*Ib - (0.1*lambda_a/N)*(1 - (Im_a))*(Rb)*(Ia) - (0.1*lambda_b/N)*(1 - (Im_b))*(Rb)*(Ib))
	dIm_a_t - (kappa_a*0.1*Ia/N)
	dIm_b_t - (kappa_b*0.1*Ib/N)

# keep this even if not subsetting
t = t_synth
wsol = solution_synth

solver = GeneralModelSolver(sird_model)
# subset
# max_timestep = 300
# t_bool = t_synth < max_timestep
# t = t_synth[t_bool]
# wsol = wsol_synth[t_bool]

model = SIRD_deepxde_net(t, wsol,disease_model=sird_model, with_neumann=False, model_name="diseasemodel_test", with_softadapt=False)
print(model)
hyper_print_every = 2000
static_loss_weights = []
for key in (model.PDE_names + list(model.loss_points_dict.keys())):
    if "d" in key and "_t" in key:
        w = 2
    else:
        w = 0.2
    static_loss_weights.append(w)
model.init_model(lr=0.01, print_every=hyper_print_every, activation="tanh", loss="MSE", nn_layers=2, nn_layer_width=32, loss_weights=static_loss_weights)

PINN model:
Parameters: ['lambda_a', 'lambda_b', 'kappa_a', 'kappa_b']
Loss measures: ['dS_t', 'dIa_t', 'dIb_t', 'dRa_t', 'dRb_t', 'dIm_a_t', 'dIm_b_t', 'ic_Im_a', 'ic_Im_b', 'ic_S', 'observe_S', 'observe_I', 'observe_R', 'observe_SUM', 'sign_Ia', 'sign_Ib', 'sign_Ra', 'sign_Rb', 'sign_Im_a', 'sign_Im_b', 'L1_norm_init_Im_a', 'L1_norm_init_Im_b']
Compiling model...
'compile' took 0.000069 s

# prev_best_step = 0
# iters = 0

def intermediate_train(plot_every=hyper_print_every):
    TOTAL_ITER = 100_000
    iters = 0
    if not hasattr(intermediate_train, "prev_best_step"):
        setattr(intermediate_train, "prev_best_step", 0)
    try:
        while True:
            iters += plot_every
            # for n in range(TOTAL_ITER//plot_every):
            model.train_model(iterations=plot_every, print_every=hyper_print_every, use_LBFGSB=False)
            params_nn, best_step = model.get_best_params(out_func=np.exp) # parameters need to be extracted with the exponential functino as they have been modelled in logspace
            if best_step > intermediate_train.prev_best_step:
                setattr(intermediate_train, "prev_best_step", best_step)
                break
            elif iters >= TOTAL_ITER:
                break
    except KeyboardInterrupt:
        print("Training ended prematurely")

    params_nn, best_step = model.get_best_params() # parameters need to be extracted with the exponential functino as they have been modelled in logspace
    print(static_parameters, sep="\n")
    t_nn_param, wsol_nn_param, wsol_sird_nn_param = solver(*params_nn)
    # params_nn= tuple(np.exp([*params_nn]))
    # print(*params_nn)
    model.set_synthetic_data(t_synth, solution_synth_full) 
    model.set_nn_synthetic_data(t_nn_param, wsol_nn_param, wsol_sird_nn_param)
    plot = Plot(model, values_to_plot=sird_model.initial_conditions_keys) # class that contains plotting functions
    plot.show_known_and_prediction()


# plot.plot_param_history()
# plot.plot_loss_history()

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
0         [5.65e-04, 4.42e-03, 2.74e-01, 1.47e-01, 9.55e-03, 4.11e-03, 1.98e-02, 0.00e+00, 0.00e+00, 2.00e-01, 4.83e-02, 1.23e-01, 3.96e-01, 1.35e-01, 1.02e-02, 0.00e+00, 1.49e-01, 3.55e-04, 0.00e+00, 1.04e-01, 3.35e-02, 4.24e-02]    [5.65e-04, 4.42e-03, 2.74e-01, 1.47e-01, 9.55e-03, 4.11e-03, 1.98e-02, 0.00e+00, 0.00e+00, 2.00e-01, 4.83e-02, 1.23e-01, 3.96e-01, 1.35e-01, 1.02e-02, 0.00e+00, 1.49e-01, 3.55e-04, 0.00e+00, 1.04e-01, 3.35e-02, 4.24e-02]    []  
100       [2.09e-04, 2.06e-05, 1.19e-04, 1.55e-04, 6.83e-05, 6.11e-05, 7.64e-05, 4.31e-05, 3.01e-07, 5.28e-05, 6.07e-03, 2.40e-03, 3.48e-03, 1.74e-03, 3.91e-05, 1.19e-04, 1.66e-05, 2.70e-04, 1.53e-09, 2.77e-05, 3.88e-04, 1.48e-04]    [2.09e-04, 2.06e-05, 1.19e-04, 1.55e-04, 6.83e-05, 6.11e-05, 7.64e-05, 4.31e-05, 3.01e-07, 5.28e-05, 6.07e-03, 2.40e-03, 3.48e-03, 1.74e-03, 3.91e-05, 1.19e-04, 1.66e-05, 2.70e-04, 1.53e-09, 2.77e-05, 3.88e-04, 1.48e-04]    []  
200       [6.02e-05, 1.18e-05, 1.48e-05, 1.95e-05, 1.74e-05, 4.44e-06, 1.72e-05, 7.51e-10, 9.24e-09, 6.23e-07, 2.90e-03, 9.99e-04, 1.41e-03, 7.22e-05, 3.77e-06, 5.45e-06, 3.63e-05, 3.91e-05, 1.50e-09, 2.79e-06, 1.08e-05, 1.97e-05]    [6.02e-05, 1.18e-05, 1.48e-05, 1.95e-05, 1.74e-05, 4.44e-06, 1.72e-05, 7.51e-10, 9.24e-09, 6.23e-07, 2.90e-03, 9.99e-04, 1.41e-03, 7.22e-05, 3.77e-06, 5.45e-06, 3.63e-05, 3.91e-05, 1.50e-09, 2.79e-06, 1.08e-05, 1.97e-05]    []  
300       [3.18e-05, 1.11e-05, 1.36e-05, 1.03e-05, 1.02e-05, 6.26e-06, 1.23e-05, 2.69e-09, 6.62e-10, 9.87e-08, 2.22e-03, 9.16e-04, 1.07e-03, 5.48e-05, 4.55e-06, 4.93e-06, 1.52e-05, 1.13e-05, 3.96e-08, 6.02e-08, 5.92e-06, 2.01e-06]    [3.18e-05, 1.11e-05, 1.36e-05, 1.03e-05, 1.02e-05, 6.26e-06, 1.23e-05, 2.69e-09, 6.62e-10, 9.87e-08, 2.22e-03, 9.16e-04, 1.07e-03, 5.48e-05, 4.55e-06, 4.93e-06, 1.52e-05, 1.13e-05, 3.96e-08, 6.02e-08, 5.92e-06, 2.01e-06]    []  
400       [2.17e-05, 1.22e-05, 1.24e-05, 1.37e-05, 8.11e-06, 6.71e-06, 1.06e-05, 1.55e-07, 2.30e-07, 6.00e-08, 1.82e-03, 7.73e-04, 9.38e-04, 9.77e-05, 7.60e-06, 1.01e-05, 1.29e-05, 1.28e-05, 1.60e-06, 2.21e-07, 1.35e-05, 1.25e-06]    [2.17e-05, 1.22e-05, 1.24e-05, 1.37e-05, 8.11e-06, 6.71e-06, 1.06e-05, 1.55e-07, 2.30e-07, 6.00e-08, 1.82e-03, 7.73e-04, 9.38e-04, 9.77e-05, 7.60e-06, 1.01e-05, 1.29e-05, 1.28e-05, 1.60e-06, 2.21e-07, 1.35e-05, 1.25e-06]    []  
500       [2.96e-05, 2.03e-05, 1.56e-05, 1.75e-05, 1.27e-05, 1.53e-05, 1.96e-05, 1.61e-07, 1.83e-07, 1.05e-07, 1.43e-03, 6.90e-04, 8.55e-04, 1.03e-04, 1.56e-06, 6.05e-07, 1.29e-05, 1.13e-05, 1.31e-06, 6.53e-08, 1.06e-05, 1.02e-06]    [2.96e-05, 2.03e-05, 1.56e-05, 1.75e-05, 1.27e-05, 1.53e-05, 1.96e-05, 1.61e-07, 1.83e-07, 1.05e-07, 1.43e-03, 6.90e-04, 8.55e-04, 1.03e-04, 1.56e-06, 6.05e-07, 1.29e-05, 1.13e-05, 1.31e-06, 6.53e-08, 1.06e-05, 1.02e-06]    []  
600       [1.36e-05, 1.10e-05, 8.34e-06, 1.37e-05, 7.75e-06, 5.16e-06, 4.75e-06, 8.16e-07, 2.34e-08, 4.01e-08, 1.24e-03, 8.78e-04, 7.85e-04, 2.78e-05, 1.31e-05, 2.26e-05, 1.43e-05, 1.98e-05, 2.14e-07, 1.38e-07, 1.36e-05, 6.12e-07]    [1.36e-05, 1.10e-05, 8.34e-06, 1.37e-05, 7.75e-06, 5.16e-06, 4.75e-06, 8.16e-07, 2.34e-08, 4.01e-08, 1.24e-03, 8.78e-04, 7.85e-04, 2.78e-05, 1.31e-05, 2.26e-05, 1.43e-05, 1.98e-05, 2.14e-07, 1.38e-07, 1.36e-05, 6.12e-07]    []  
700       [7.06e-06, 9.49e-06, 8.61e-06, 1.23e-05, 7.39e-06, 5.35e-06, 7.46e-06, 1.80e-06, 1.11e-07, 2.00e-08, 9.19e-04, 5.36e-04, 7.21e-04, 2.61e-05, 3.49e-06, 1.33e-05, 1.39e-05, 1.57e-05, 2.48e-06, 1.22e-08, 1.40e-05, 4.91e-06]    [7.06e-06, 9.49e-06, 8.61e-06, 1.23e-05, 7.39e-06, 5.35e-06, 7.46e-06, 1.80e-06, 1.11e-07, 2.00e-08, 9.19e-04, 5.36e-04, 7.21e-04, 2.61e-05, 3.49e-06, 1.33e-05, 1.39e-05, 1.57e-05, 2.48e-06, 1.22e-08, 1.40e-05, 4.91e-06]    []  
800       [4.24e-05, 5.69e-06, 3.33e-05, 3.93e-05, 1.34e-05, 5.17e-06, 3.03e-05, 6.09e-06, 5.34e-08, 1.02e-06, 7.61e-04, 6.81e-04, 1.10e-03, 1.19e-03, 6.39e-07, 8.43e-08, 1.18e-06, 7.98e-08, 0.00e+00, 0.00e+00, 4.85e-05, 4.40e-05]    [4.24e-05, 5.69e-06, 3.33e-05, 3.93e-05, 1.34e-05, 5.17e-06, 3.03e-05, 6.09e-06, 5.34e-08, 1.02e-06, 7.61e-04, 6.81e-04, 1.10e-03, 1.19e-03, 6.39e-07, 8.43e-08, 1.18e-06, 7.98e-08, 0.00e+00, 0.00e+00, 4.85e-05, 4.40e-05]    []  
900       [2.70e-05, 8.92e-06, 1.01e-05, 1.08e-05, 8.72e-06, 1.10e-05, 1.23e-05, 2.77e-07, 2.70e-08, 2.83e-07, 6.24e-04, 5.88e-04, 7.25e-04, 4.21e-04, 2.72e-09, 5.23e-07, 2.18e-06, 2.79e-06, 2.57e-07, 3.28e-09, 7.24e-06, 2.49e-06]    [2.70e-05, 8.92e-06, 1.01e-05, 1.08e-05, 8.72e-06, 1.10e-05, 1.23e-05, 2.77e-07, 2.70e-08, 2.83e-07, 6.24e-04, 5.88e-04, 7.25e-04, 4.21e-04, 2.72e-09, 5.23e-07, 2.18e-06, 2.79e-06, 2.57e-07, 3.28e-09, 7.24e-06, 2.49e-06]    []  
1000      [8.04e-06, 3.99e-06, 3.44e-06, 4.84e-06, 5.86e-06, 4.58e-06, 4.77e-06, 4.07e-07, 1.05e-10, 3.33e-07, 4.99e-04, 3.95e-04, 6.20e-04, 8.75e-05, 3.09e-06, 8.09e-06, 1.31e-05, 1.51e-05, 1.40e-06, 2.21e-07, 7.49e-06, 9.24e-07]    [8.04e-06, 3.99e-06, 3.44e-06, 4.84e-06, 5.86e-06, 4.58e-06, 4.77e-06, 4.07e-07, 1.05e-10, 3.33e-07, 4.99e-04, 3.95e-04, 6.20e-04, 8.75e-05, 3.09e-06, 8.09e-06, 1.31e-05, 1.51e-05, 1.40e-06, 2.21e-07, 7.49e-06, 9.24e-07]    []  
1100      [7.59e-05, 4.72e-06, 5.44e-06, 8.72e-06, 1.34e-05, 5.58e-06, 4.09e-06, 1.63e-06, 7.41e-08, 1.43e-07, 4.31e-04, 9.60e-04, 7.06e-04, 1.58e-03, 3.99e-05, 7.28e-05, 1.72e-05, 2.10e-05, 7.72e-06, 1.75e-07, 4.53e-05, 1.11e-06]    [7.59e-05, 4.72e-06, 5.44e-06, 8.72e-06, 1.34e-05, 5.58e-06, 4.09e-06, 1.63e-06, 7.41e-08, 1.43e-07, 4.31e-04, 9.60e-04, 7.06e-04, 1.58e-03, 3.99e-05, 7.28e-05, 1.72e-05, 2.10e-05, 7.72e-06, 1.75e-07, 4.53e-05, 1.11e-06]    []  
1200      [5.29e-06, 2.56e-06, 2.14e-06, 3.39e-06, 3.83e-06, 4.21e-06, 3.47e-06, 3.55e-09, 9.99e-09, 1.94e-09, 3.40e-04, 3.61e-04, 5.33e-04, 2.97e-05, 1.39e-06, 2.54e-06, 5.36e-06, 5.66e-06, 1.34e-07, 7.61e-08, 2.76e-06, 8.58e-07]    [5.29e-06, 2.56e-06, 2.14e-06, 3.39e-06, 3.83e-06, 4.21e-06, 3.47e-06, 3.55e-09, 9.99e-09, 1.94e-09, 3.40e-04, 3.61e-04, 5.33e-04, 2.97e-05, 1.39e-06, 2.54e-06, 5.36e-06, 5.66e-06, 1.34e-07, 7.61e-08, 2.76e-06, 8.58e-07]    []  
1300      [3.95e-06, 3.17e-06, 1.80e-06, 2.13e-06, 3.82e-06, 3.61e-06, 3.70e-06, 3.29e-07, 2.79e-07, 3.44e-07, 2.95e-04, 3.66e-04, 5.11e-04, 3.73e-06, 7.89e-08, 3.89e-07, 8.43e-06, 3.94e-06, 9.41e-07, 1.41e-07, 4.70e-06, 9.64e-07]    [3.95e-06, 3.17e-06, 1.80e-06, 2.13e-06, 3.82e-06, 3.61e-06, 3.70e-06, 3.29e-07, 2.79e-07, 3.44e-07, 2.95e-04, 3.66e-04, 5.11e-04, 3.73e-06, 7.89e-08, 3.89e-07, 8.43e-06, 3.94e-06, 9.41e-07, 1.41e-07, 4.70e-06, 9.64e-07]    []  
1400      [1.33e-05, 2.47e-06, 2.93e-06, 2.05e-06, 3.99e-06, 4.04e-06, 3.47e-06, 1.54e-08, 4.94e-08, 5.48e-09, 2.76e-04, 4.26e-04, 4.90e-04, 2.91e-04, 7.59e-10, 1.63e-09, 1.03e-06, 4.74e-06, 5.29e-08, 2.27e-07, 1.78e-06, 8.43e-07]    [1.33e-05, 2.47e-06, 2.93e-06, 2.05e-06, 3.99e-06, 4.04e-06, 3.47e-06, 1.54e-08, 4.94e-08, 5.48e-09, 2.76e-04, 4.26e-04, 4.90e-04, 2.91e-04, 7.59e-10, 1.63e-09, 1.03e-06, 4.74e-06, 5.29e-08, 2.27e-07, 1.78e-06, 8.43e-07]    []  
1500      [4.74e-06, 1.17e-06, 2.53e-06, 3.65e-06, 2.25e-06, 3.65e-06, 3.12e-06, 1.19e-06, 2.05e-06, 6.76e-07, 2.11e-04, 3.74e-04, 5.58e-04, 1.23e-05, 2.92e-06, 1.05e-06, 5.82e-07, 1.46e-06, 1.03e-07, 8.14e-07, 3.86e-06, 1.50e-06]    [4.74e-06, 1.17e-06, 2.53e-06, 3.65e-06, 2.25e-06, 3.65e-06, 3.12e-06, 1.19e-06, 2.05e-06, 6.76e-07, 2.11e-04, 3.74e-04, 5.58e-04, 1.23e-05, 2.92e-06, 1.05e-06, 5.82e-07, 1.46e-06, 1.03e-07, 8.14e-07, 3.86e-06, 1.50e-06]    []  
1600      [2.75e-06, 6.54e-07, 1.52e-06, 2.31e-06, 1.29e-06, 4.11e-06, 3.76e-06, 4.88e-10, 3.17e-07, 6.05e-07, 2.55e-04, 3.81e-04, 5.00e-04, 1.59e-05, 5.87e-08, 3.14e-07, 1.50e-06, 9.30e-09, 8.37e-09, 4.52e-11, 3.91e-06, 1.05e-05]    [2.75e-06, 6.54e-07, 1.52e-06, 2.31e-06, 1.29e-06, 4.11e-06, 3.76e-06, 4.88e-10, 3.17e-07, 6.05e-07, 2.55e-04, 3.81e-04, 5.00e-04, 1.59e-05, 5.87e-08, 3.14e-07, 1.50e-06, 9.30e-09, 8.37e-09, 4.52e-11, 3.91e-06, 1.05e-05]    []  
1700      [2.14e-06, 2.17e-06, 2.49e-06, 2.56e-06, 9.45e-06, 4.39e-06, 6.16e-06, 6.54e-05, 1.35e-05, 1.49e-06, 2.06e-04, 3.83e-04, 4.81e-04, 1.34e-04, 5.35e-07, 6.79e-06, 2.15e-09, 1.90e-06, 0.00e+00, 0.00e+00, 2.63e-04, 1.32e-04]    [2.14e-06, 2.17e-06, 2.49e-06, 2.56e-06, 9.45e-06, 4.39e-06, 6.16e-06, 6.54e-05, 1.35e-05, 1.49e-06, 2.06e-04, 3.83e-04, 4.81e-04, 1.34e-04, 5.35e-07, 6.79e-06, 2.15e-09, 1.90e-06, 0.00e+00, 0.00e+00, 2.63e-04, 1.32e-04]    []  
1800      [2.32e-06, 4.55e-07, 7.63e-07, 2.48e-06, 1.94e-06, 3.58e-06, 3.85e-06, 9.30e-08, 1.06e-08, 8.44e-12, 8.33e-05, 3.54e-04, 3.77e-04, 3.32e-06, 9.06e-09, 7.73e-07, 1.03e-06, 1.30e-06, 1.80e-07, 1.52e-06, 2.33e-06, 1.06e-06]    [2.32e-06, 4.55e-07, 7.63e-07, 2.48e-06, 1.94e-06, 3.58e-06, 3.85e-06, 9.30e-08, 1.06e-08, 8.44e-12, 8.33e-05, 3.54e-04, 3.77e-04, 3.32e-06, 9.06e-09, 7.73e-07, 1.03e-06, 1.30e-06, 1.80e-07, 1.52e-06, 2.33e-06, 1.06e-06]    []  
1900      [1.31e-06, 6.67e-07, 1.32e-06, 4.10e-06, 2.11e-06, 4.72e-06, 3.28e-06, 2.25e-07, 2.43e-07, 4.90e-07, 9.46e-05, 3.72e-04, 3.94e-04, 3.35e-06, 3.68e-06, 1.47e-07, 5.65e-06, 3.08e-07, 1.23e-09, 1.37e-06, 4.79e-05, 3.06e-06]    [1.31e-06, 6.67e-07, 1.32e-06, 4.10e-06, 2.11e-06, 4.72e-06, 3.28e-06, 2.25e-07, 2.43e-07, 4.90e-07, 9.46e-05, 3.72e-04, 3.94e-04, 3.35e-06, 3.68e-06, 1.47e-07, 5.65e-06, 3.08e-07, 1.23e-09, 1.37e-06, 4.79e-05, 3.06e-06]    []  
2000      [2.22e-06, 3.97e-07, 7.72e-07, 2.31e-06, 2.28e-06, 3.62e-06, 3.74e-06, 2.00e-06, 5.04e-09, 4.15e-08, 6.41e-05, 3.51e-04, 3.21e-04, 2.93e-05, 0.00e+00, 1.35e-07, 1.18e-06, 2.07e-06, 1.15e-06, 8.05e-07, 5.41e-06, 1.49e-06]    [2.22e-06, 3.97e-07, 7.72e-07, 2.31e-06, 2.28e-06, 3.62e-06, 3.74e-06, 2.00e-06, 5.04e-09, 4.15e-08, 6.41e-05, 3.51e-04, 3.21e-04, 2.93e-05, 0.00e+00, 1.35e-07, 1.18e-06, 2.07e-06, 1.15e-06, 8.05e-07, 5.41e-06, 1.49e-06]    []  

Best model at step 1952:
  train loss: 7.56e-04
  test loss: 7.56e-04
  test metric: []

'train' took 43.226836 s

Best train step: 1952
lambda_a: 6.527816620207465
lambda_b: 6.151777773451638
kappa_a: 1.4564913024963801
kappa_b: 1.3889117219209661
Best train step: 1952
lambda_a: 1.876072526
lambda_b: 1.8167411089
kappa_a: 0.37603032589
kappa_b: 0.32852050662
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
2000      [2.22e-06, 3.97e-07, 7.72e-07, 2.31e-06, 2.28e-06, 3.62e-06, 3.74e-06, 2.00e-06, 5.04e-09, 4.15e-08, 6.41e-05, 3.51e-04, 3.21e-04, 2.93e-05, 0.00e+00, 1.35e-07, 1.18e-06, 2.07e-06, 1.15e-06, 8.05e-07, 5.41e-06, 1.49e-06]    [2.22e-06, 3.97e-07, 7.72e-07, 2.31e-06, 2.28e-06, 3.62e-06, 3.74e-06, 2.00e-06, 5.04e-09, 4.15e-08, 6.41e-05, 3.51e-04, 3.21e-04, 2.93e-05, 0.00e+00, 1.35e-07, 1.18e-06, 2.07e-06, 1.15e-06, 8.05e-07, 5.41e-06, 1.49e-06]    []  
2100      [5.78e-06, 4.26e-07, 9.73e-07, 1.78e-06, 2.77e-06, 2.58e-06, 3.45e-06, 6.68e-07, 9.36e-07, 1.96e-08, 5.40e-05, 3.88e-04, 3.12e-04, 5.39e-05, 2.16e-12, 0.00e+00, 5.42e-06, 4.96e-07, 1.32e-07, 2.65e-06, 1.33e-06, 5.82e-06]    [5.78e-06, 4.26e-07, 9.73e-07, 1.78e-06, 2.77e-06, 2.58e-06, 3.45e-06, 6.68e-07, 9.36e-07, 1.96e-08, 5.40e-05, 3.88e-04, 3.12e-04, 5.39e-05, 2.16e-12, 0.00e+00, 5.42e-06, 4.96e-07, 1.32e-07, 2.65e-06, 1.33e-06, 5.82e-06]    []  
2200      [8.05e-06, 5.71e-07, 6.13e-07, 2.74e-06, 2.69e-06, 3.85e-06, 4.39e-06, 1.97e-09, 2.37e-08, 5.00e-07, 4.06e-05, 3.75e-04, 3.04e-04, 1.15e-04, 1.59e-06, 4.47e-06, 6.92e-06, 3.60e-06, 6.68e-08, 1.56e-06, 1.17e-06, 3.33e-06]    [8.05e-06, 5.71e-07, 6.13e-07, 2.74e-06, 2.69e-06, 3.85e-06, 4.39e-06, 1.97e-09, 2.37e-08, 5.00e-07, 4.06e-05, 3.75e-04, 3.04e-04, 1.15e-04, 1.59e-06, 4.47e-06, 6.92e-06, 3.60e-06, 6.68e-08, 1.56e-06, 1.17e-06, 3.33e-06]    []  
2300      [2.24e-05, 2.00e-06, 1.30e-06, 3.74e-06, 7.49e-06, 3.62e-06, 6.30e-06, 5.74e-08, 4.72e-07, 1.99e-07, 1.38e-04, 5.41e-04, 6.91e-04, 1.26e-05, 1.01e-05, 1.30e-05, 3.94e-13, 1.10e-06, 1.19e-07, 2.57e-09, 2.17e-06, 1.42e-05]    [2.24e-05, 2.00e-06, 1.30e-06, 3.74e-06, 7.49e-06, 3.62e-06, 6.30e-06, 5.74e-08, 4.72e-07, 1.99e-07, 1.38e-04, 5.41e-04, 6.91e-04, 1.26e-05, 1.01e-05, 1.30e-05, 3.94e-13, 1.10e-06, 1.19e-07, 2.57e-09, 2.17e-06, 1.42e-05]    []  
2400      [3.13e-05, 9.41e-06, 1.23e-05, 2.18e-05, 1.14e-05, 4.72e-06, 9.12e-06, 2.85e-06, 1.70e-06, 2.82e-06, 9.23e-04, 1.59e-03, 9.26e-04, 2.81e-05, 2.45e-06, 9.46e-07, 4.47e-05, 1.53e-05, 1.14e-06, 3.79e-06, 1.86e-05, 7.50e-06]    [3.13e-05, 9.41e-06, 1.23e-05, 2.18e-05, 1.14e-05, 4.72e-06, 9.12e-06, 2.85e-06, 1.70e-06, 2.82e-06, 9.23e-04, 1.59e-03, 9.26e-04, 2.81e-05, 2.45e-06, 9.46e-07, 4.47e-05, 1.53e-05, 1.14e-06, 3.79e-06, 1.86e-05, 7.50e-06]    []  
2500      [1.93e-05, 7.77e-06, 8.98e-06, 1.29e-05, 1.43e-05, 2.52e-06, 2.60e-06, 1.09e-10, 6.94e-09, 1.69e-08, 6.40e-04, 1.31e-03, 7.06e-04, 1.67e-05, 3.06e-06, 2.54e-06, 7.17e-06, 8.82e-06, 5.84e-08, 1.93e-06, 3.03e-06, 3.35e-06]    [1.93e-05, 7.77e-06, 8.98e-06, 1.29e-05, 1.43e-05, 2.52e-06, 2.60e-06, 1.09e-10, 6.94e-09, 1.69e-08, 6.40e-04, 1.31e-03, 7.06e-04, 1.67e-05, 3.06e-06, 2.54e-06, 7.17e-06, 8.82e-06, 5.84e-08, 1.93e-06, 3.03e-06, 3.35e-06]    []  
2600      [1.34e-05, 7.05e-06, 7.33e-06, 9.74e-06, 1.45e-05, 1.68e-06, 2.03e-06, 2.29e-09, 3.58e-10, 6.79e-09, 5.27e-04, 1.06e-03, 6.30e-04, 1.48e-05, 1.41e-06, 1.77e-06, 5.54e-06, 7.63e-06, 6.85e-08, 1.04e-06, 2.96e-06, 1.94e-06]    [1.34e-05, 7.05e-06, 7.33e-06, 9.74e-06, 1.45e-05, 1.68e-06, 2.03e-06, 2.29e-09, 3.58e-10, 6.79e-09, 5.27e-04, 1.06e-03, 6.30e-04, 1.48e-05, 1.41e-06, 1.77e-06, 5.54e-06, 7.63e-06, 6.85e-08, 1.04e-06, 2.96e-06, 1.94e-06]    []  
2700      [9.43e-06, 6.87e-06, 6.42e-06, 8.26e-06, 1.32e-05, 1.22e-06, 1.16e-06, 8.98e-10, 4.82e-10, 6.39e-11, 4.02e-04, 7.67e-04, 5.71e-04, 1.32e-05, 6.69e-07, 1.33e-06, 5.61e-06, 6.04e-06, 6.11e-08, 5.23e-07, 2.13e-06, 1.56e-06]    [9.43e-06, 6.87e-06, 6.42e-06, 8.26e-06, 1.32e-05, 1.22e-06, 1.16e-06, 8.98e-10, 4.82e-10, 6.39e-11, 4.02e-04, 7.67e-04, 5.71e-04, 1.32e-05, 6.69e-07, 1.33e-06, 5.61e-06, 6.04e-06, 6.11e-08, 5.23e-07, 2.13e-06, 1.56e-06]    []  
2800      [6.13e-06, 5.68e-06, 5.19e-06, 6.88e-06, 1.04e-05, 1.09e-06, 8.73e-07, 2.37e-09, 1.82e-09, 4.43e-12, 2.66e-04, 5.94e-04, 5.43e-04, 6.85e-06, 8.10e-07, 1.33e-06, 4.48e-06, 4.16e-06, 8.39e-08, 2.19e-07, 2.10e-06, 1.40e-06]    [6.13e-06, 5.68e-06, 5.19e-06, 6.88e-06, 1.04e-05, 1.09e-06, 8.73e-07, 2.37e-09, 1.82e-09, 4.43e-12, 2.66e-04, 5.94e-04, 5.43e-04, 6.85e-06, 8.10e-07, 1.33e-06, 4.48e-06, 4.16e-06, 8.39e-08, 2.19e-07, 2.10e-06, 1.40e-06]    []  
2900      [4.69e-06, 4.23e-06, 3.80e-06, 5.12e-06, 8.02e-06, 1.15e-06, 1.02e-06, 6.56e-10, 3.37e-10, 1.32e-10, 1.72e-04, 5.32e-04, 5.30e-04, 3.10e-06, 8.95e-07, 1.18e-06, 3.54e-06, 3.00e-06, 9.25e-08, 7.21e-08, 2.04e-06, 9.37e-07]    [4.69e-06, 4.23e-06, 3.80e-06, 5.12e-06, 8.02e-06, 1.15e-06, 1.02e-06, 6.56e-10, 3.37e-10, 1.32e-10, 1.72e-04, 5.32e-04, 5.30e-04, 3.10e-06, 8.95e-07, 1.18e-06, 3.54e-06, 3.00e-06, 9.25e-08, 7.21e-08, 2.04e-06, 9.37e-07]    []  
3000      [4.32e-06, 3.18e-06, 2.67e-06, 3.77e-06, 6.69e-06, 1.38e-06, 1.33e-06, 1.59e-08, 1.19e-08, 8.72e-10, 1.26e-04, 5.15e-04, 5.22e-04, 1.77e-06, 8.51e-07, 9.61e-07, 2.77e-06, 2.43e-06, 8.11e-08, 7.05e-08, 2.21e-06, 9.14e-07]    [4.32e-06, 3.18e-06, 2.67e-06, 3.77e-06, 6.69e-06, 1.38e-06, 1.33e-06, 1.59e-08, 1.19e-08, 8.72e-10, 1.26e-04, 5.15e-04, 5.22e-04, 1.77e-06, 8.51e-07, 9.61e-07, 2.77e-06, 2.43e-06, 8.11e-08, 7.05e-08, 2.21e-06, 9.14e-07]    []  
3100      [4.86e-06, 2.58e-06, 2.07e-06, 2.94e-06, 6.52e-06, 1.74e-06, 1.55e-06, 2.64e-08, 1.23e-08, 6.43e-10, 1.06e-04, 5.11e-04, 5.25e-04, 1.58e-06, 1.39e-06, 7.52e-07, 7.57e-07, 1.89e-06, 1.10e-07, 1.68e-07, 2.51e-06, 1.06e-06]    [4.86e-06, 2.58e-06, 2.07e-06, 2.94e-06, 6.52e-06, 1.74e-06, 1.55e-06, 2.64e-08, 1.23e-08, 6.43e-10, 1.06e-04, 5.11e-04, 5.25e-04, 1.58e-06, 1.39e-06, 7.52e-07, 7.57e-07, 1.89e-06, 1.10e-07, 1.68e-07, 2.51e-06, 1.06e-06]    []  
3200      [4.29e-06, 1.99e-06, 1.31e-06, 2.62e-06, 4.67e-06, 1.64e-06, 2.03e-06, 7.87e-09, 1.61e-08, 2.83e-10, 1.01e-04, 5.14e-04, 5.15e-04, 1.79e-06, 2.63e-07, 7.28e-07, 2.37e-06, 2.66e-06, 8.55e-08, 8.71e-09, 1.85e-06, 6.33e-07]    [4.29e-06, 1.99e-06, 1.31e-06, 2.62e-06, 4.67e-06, 1.64e-06, 2.03e-06, 7.87e-09, 1.61e-08, 2.83e-10, 1.01e-04, 5.14e-04, 5.15e-04, 1.79e-06, 2.63e-07, 7.28e-07, 2.37e-06, 2.66e-06, 8.55e-08, 8.71e-09, 1.85e-06, 6.33e-07]    []  
3300      [4.24e-06, 1.61e-06, 1.07e-06, 2.32e-06, 4.01e-06, 1.73e-06, 2.31e-06, 4.82e-07, 4.18e-08, 3.22e-08, 9.56e-05, 5.13e-04, 5.11e-04, 2.59e-06, 1.90e-07, 8.16e-07, 2.67e-06, 2.37e-06, 4.34e-08, 2.43e-07, 1.49e-06, 1.35e-06]    [4.24e-06, 1.61e-06, 1.07e-06, 2.32e-06, 4.01e-06, 1.73e-06, 2.31e-06, 4.82e-07, 4.18e-08, 3.22e-08, 9.56e-05, 5.13e-04, 5.11e-04, 2.59e-06, 1.90e-07, 8.16e-07, 2.67e-06, 2.37e-06, 4.34e-08, 2.43e-07, 1.49e-06, 1.35e-06]    []  
3400      [4.32e-06, 1.47e-06, 1.15e-06, 2.26e-06, 4.15e-06, 2.13e-06, 1.97e-06, 1.15e-10, 1.63e-09, 9.21e-13, 8.59e-05, 5.06e-04, 5.13e-04, 1.57e-06, 8.12e-07, 5.64e-07, 1.27e-06, 1.19e-06, 1.02e-07, 4.08e-08, 1.88e-06, 6.84e-07]    [4.32e-06, 1.47e-06, 1.15e-06, 2.26e-06, 4.15e-06, 2.13e-06, 1.97e-06, 1.15e-10, 1.63e-09, 9.21e-13, 8.59e-05, 5.06e-04, 5.13e-04, 1.57e-06, 8.12e-07, 5.64e-07, 1.27e-06, 1.19e-06, 1.02e-07, 4.08e-08, 1.88e-06, 6.84e-07]    []  
3500      [4.14e-06, 1.18e-06, 5.85e-07, 2.09e-06, 3.10e-06, 1.83e-06, 2.17e-06, 5.62e-09, 1.30e-08, 3.94e-10, 8.48e-05, 5.09e-04, 5.07e-04, 1.73e-06, 4.34e-07, 3.98e-07, 1.87e-06, 1.79e-06, 3.60e-08, 1.09e-07, 7.05e-07, 8.22e-07]    [4.14e-06, 1.18e-06, 5.85e-07, 2.09e-06, 3.10e-06, 1.83e-06, 2.17e-06, 5.62e-09, 1.30e-08, 3.94e-10, 8.48e-05, 5.09e-04, 5.07e-04, 1.73e-06, 4.34e-07, 3.98e-07, 1.87e-06, 1.79e-06, 3.60e-08, 1.09e-07, 7.05e-07, 8.22e-07]    []  
3600      [4.32e-06, 9.14e-07, 6.52e-07, 2.52e-06, 2.37e-06, 1.76e-06, 2.27e-06, 1.49e-07, 7.23e-08, 1.25e-07, 1.11e-04, 5.13e-04, 5.35e-04, 3.62e-06, 4.61e-07, 6.19e-07, 3.08e-06, 2.36e-06, 8.81e-08, 6.33e-08, 5.70e-07, 2.33e-07]    [4.32e-06, 9.14e-07, 6.52e-07, 2.52e-06, 2.37e-06, 1.76e-06, 2.27e-06, 1.49e-07, 7.23e-08, 1.25e-07, 1.11e-04, 5.13e-04, 5.35e-04, 3.62e-06, 4.61e-07, 6.19e-07, 3.08e-06, 2.36e-06, 8.81e-08, 6.33e-08, 5.70e-07, 2.33e-07]    []  
3700      [4.24e-06, 8.61e-07, 4.44e-07, 2.27e-06, 2.05e-06, 1.99e-06, 2.23e-06, 1.22e-09, 4.14e-10, 2.69e-10, 7.26e-05, 5.03e-04, 5.03e-04, 1.17e-06, 4.30e-07, 3.88e-07, 1.15e-06, 1.05e-06, 3.28e-08, 3.15e-08, 4.83e-07, 1.88e-07]    [4.24e-06, 8.61e-07, 4.44e-07, 2.27e-06, 2.05e-06, 1.99e-06, 2.23e-06, 1.22e-09, 4.14e-10, 2.69e-10, 7.26e-05, 5.03e-04, 5.03e-04, 1.17e-06, 4.30e-07, 3.88e-07, 1.15e-06, 1.05e-06, 3.28e-08, 3.15e-08, 4.83e-07, 1.88e-07]    []  
3800      [4.92e-04, 1.83e-04, 2.69e-04, 3.22e-03, 2.92e-03, 2.46e-04, 1.95e-04, 2.22e-04, 1.26e-04, 2.99e-04, 3.17e-02, 2.61e-03, 5.18e-02, 2.19e-02, 4.25e-06, 2.59e-02, 3.22e-04, 1.18e-04, 1.21e-06, 6.85e-07, 9.81e-03, 7.61e-03]    [4.92e-04, 1.83e-04, 2.69e-04, 3.22e-03, 2.92e-03, 2.46e-04, 1.95e-04, 2.22e-04, 1.26e-04, 2.99e-04, 3.17e-02, 2.61e-03, 5.18e-02, 2.19e-02, 4.25e-06, 2.59e-02, 3.22e-04, 1.18e-04, 1.21e-06, 6.85e-07, 9.81e-03, 7.61e-03]    []  
3900      [2.62e-04, 9.52e-06, 3.51e-05, 1.22e-04, 6.94e-05, 9.14e-06, 3.98e-05, 3.79e-04, 1.27e-05, 1.25e-06, 2.77e-02, 1.80e-03, 2.69e-02, 9.59e-05, 2.99e-06, 1.47e-05, 1.11e-06, 3.52e-06, 1.19e-07, 1.07e-06, 6.97e-05, 5.14e-04]    [2.62e-04, 9.52e-06, 3.51e-05, 1.22e-04, 6.94e-05, 9.14e-06, 3.98e-05, 3.79e-04, 1.27e-05, 1.25e-06, 2.77e-02, 1.80e-03, 2.69e-02, 9.59e-05, 2.99e-06, 1.47e-05, 1.11e-06, 3.52e-06, 1.19e-07, 1.07e-06, 6.97e-05, 5.14e-04]    []  
4000      [4.54e-05, 1.22e-05, 4.22e-06, 2.41e-05, 1.24e-05, 1.12e-06, 8.74e-06, 3.41e-07, 7.24e-07, 1.35e-07, 1.76e-04, 1.36e-03, 9.10e-04, 5.76e-06, 1.21e-06, 6.28e-07, 4.51e-06, 4.07e-06, 5.84e-07, 5.59e-06, 3.13e-06, 2.44e-06]    [4.54e-05, 1.22e-05, 4.22e-06, 2.41e-05, 1.24e-05, 1.12e-06, 8.74e-06, 3.41e-07, 7.24e-07, 1.35e-07, 1.76e-04, 1.36e-03, 9.10e-04, 5.76e-06, 1.21e-06, 6.28e-07, 4.51e-06, 4.07e-06, 5.84e-07, 5.59e-06, 3.13e-06, 2.44e-06]    []  

Best model at step 2279:
  train loss: 6.65e-04
  test loss: 6.65e-04
  test metric: []

'train' took 43.618621 s

Best train step: 2279
lambda_a: 6.5161559581574435
lambda_b: 6.126451771111417
kappa_a: 1.4165919271632907
kappa_b: 1.4302492129243434
Best train step: 2279
lambda_a: 1.8742846251
lambda_b: 1.8126157522
kappa_a: 0.34825393558
kappa_b: 0.35784870386
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
4000      [4.54e-05, 1.22e-05, 4.22e-06, 2.41e-05, 1.24e-05, 1.12e-06, 8.74e-06, 3.41e-07, 7.24e-07, 1.35e-07, 1.76e-04, 1.36e-03, 9.10e-04, 5.76e-06, 1.21e-06, 6.28e-07, 4.51e-06, 4.07e-06, 5.84e-07, 5.59e-06, 3.13e-06, 2.44e-06]    [4.54e-05, 1.22e-05, 4.22e-06, 2.41e-05, 1.24e-05, 1.12e-06, 8.74e-06, 3.41e-07, 7.24e-07, 1.35e-07, 1.76e-04, 1.36e-03, 9.10e-04, 5.76e-06, 1.21e-06, 6.28e-07, 4.51e-06, 4.07e-06, 5.84e-07, 5.59e-06, 3.13e-06, 2.44e-06]    []  
4100      [1.72e-05, 8.16e-06, 3.26e-06, 9.20e-06, 9.32e-06, 2.07e-06, 5.09e-06, 5.58e-10, 3.65e-10, 1.96e-08, 1.39e-04, 9.13e-04, 6.09e-04, 1.61e-05, 4.87e-07, 8.29e-07, 9.93e-07, 7.21e-07, 4.06e-07, 2.05e-06, 5.13e-07, 1.57e-06]    [1.72e-05, 8.16e-06, 3.26e-06, 9.20e-06, 9.32e-06, 2.07e-06, 5.09e-06, 5.58e-10, 3.65e-10, 1.96e-08, 1.39e-04, 9.13e-04, 6.09e-04, 1.61e-05, 4.87e-07, 8.29e-07, 9.93e-07, 7.21e-07, 4.06e-07, 2.05e-06, 5.13e-07, 1.57e-06]    []  
4200      [1.05e-05, 4.96e-06, 3.61e-06, 6.15e-06, 6.60e-06, 2.23e-06, 2.28e-06, 5.42e-09, 1.11e-09, 8.12e-10, 1.17e-04, 6.62e-04, 5.71e-04, 8.37e-07, 1.14e-06, 9.84e-07, 6.00e-07, 5.50e-07, 7.33e-08, 9.74e-07, 4.24e-07, 1.20e-06]    [1.05e-05, 4.96e-06, 3.61e-06, 6.15e-06, 6.60e-06, 2.23e-06, 2.28e-06, 5.42e-09, 1.11e-09, 8.12e-10, 1.17e-04, 6.62e-04, 5.71e-04, 8.37e-07, 1.14e-06, 9.84e-07, 6.00e-07, 5.50e-07, 7.33e-08, 9.74e-07, 4.24e-07, 1.20e-06]    []  
4300      [9.41e-06, 4.54e-06, 3.60e-06, 5.68e-06, 5.32e-06, 1.80e-06, 1.12e-06, 1.11e-09, 1.40e-09, 7.88e-10, 8.63e-05, 6.08e-04, 5.68e-04, 9.33e-07, 1.56e-06, 1.03e-06, 3.65e-07, 3.93e-07, 5.53e-08, 4.93e-07, 3.16e-07, 1.02e-06]    [9.41e-06, 4.54e-06, 3.60e-06, 5.68e-06, 5.32e-06, 1.80e-06, 1.12e-06, 1.11e-09, 1.40e-09, 7.88e-10, 8.63e-05, 6.08e-04, 5.68e-04, 9.33e-07, 1.56e-06, 1.03e-06, 3.65e-07, 3.93e-07, 5.53e-08, 4.93e-07, 3.16e-07, 1.02e-06]    []  
4400      [9.27e-06, 4.18e-06, 3.48e-06, 4.90e-06, 4.61e-06, 1.46e-06, 6.19e-07, 7.08e-10, 2.33e-10, 3.20e-10, 6.68e-05, 5.87e-04, 5.66e-04, 8.58e-07, 1.34e-06, 8.84e-07, 2.36e-07, 2.88e-07, 4.52e-08, 2.63e-07, 2.48e-07, 9.22e-07]    [9.27e-06, 4.18e-06, 3.48e-06, 4.90e-06, 4.61e-06, 1.46e-06, 6.19e-07, 7.08e-10, 2.33e-10, 3.20e-10, 6.68e-05, 5.87e-04, 5.66e-04, 8.58e-07, 1.34e-06, 8.84e-07, 2.36e-07, 2.88e-07, 4.52e-08, 2.63e-07, 2.48e-07, 9.22e-07]    []  
4500      [9.66e-06, 3.83e-06, 3.39e-06, 4.14e-06, 4.04e-06, 1.27e-06, 4.25e-07, 2.63e-10, 7.96e-12, 1.77e-10, 5.53e-05, 5.75e-04, 5.63e-04, 7.83e-07, 1.10e-06, 6.94e-07, 1.66e-07, 2.20e-07, 3.78e-08, 1.61e-07, 2.32e-07, 7.95e-07]    [9.66e-06, 3.83e-06, 3.39e-06, 4.14e-06, 4.04e-06, 1.27e-06, 4.25e-07, 2.63e-10, 7.96e-12, 1.77e-10, 5.53e-05, 5.75e-04, 5.63e-04, 7.83e-07, 1.10e-06, 6.94e-07, 1.66e-07, 2.20e-07, 3.78e-08, 1.61e-07, 2.32e-07, 7.95e-07]    []  
4600      [1.02e-05, 3.56e-06, 3.32e-06, 3.58e-06, 3.53e-06, 1.12e-06, 3.33e-07, 2.23e-12, 2.77e-11, 5.30e-11, 4.83e-05, 5.68e-04, 5.61e-04, 7.39e-07, 9.17e-07, 5.60e-07, 1.34e-07, 1.80e-07, 4.03e-08, 1.19e-07, 2.38e-07, 7.46e-07]    [1.02e-05, 3.56e-06, 3.32e-06, 3.58e-06, 3.53e-06, 1.12e-06, 3.33e-07, 2.23e-12, 2.77e-11, 5.30e-11, 4.83e-05, 5.68e-04, 5.61e-04, 7.39e-07, 9.17e-07, 5.60e-07, 1.34e-07, 1.80e-07, 4.03e-08, 1.19e-07, 2.38e-07, 7.46e-07]    []  
4700      [1.07e-05, 3.37e-06, 3.26e-06, 3.19e-06, 3.10e-06, 1.02e-06, 2.91e-07, 4.78e-10, 1.56e-11, 6.12e-10, 4.40e-05, 5.63e-04, 5.58e-04, 7.29e-07, 8.01e-07, 4.91e-07, 1.17e-07, 1.47e-07, 4.48e-08, 8.53e-08, 2.59e-07, 6.52e-07]    [1.07e-05, 3.37e-06, 3.26e-06, 3.19e-06, 3.10e-06, 1.02e-06, 2.91e-07, 4.78e-10, 1.56e-11, 6.12e-10, 4.40e-05, 5.63e-04, 5.58e-04, 7.29e-07, 8.01e-07, 4.91e-07, 1.17e-07, 1.47e-07, 4.48e-08, 8.53e-08, 2.59e-07, 6.52e-07]    []  
4800      [1.10e-05, 3.22e-06, 3.20e-06, 2.95e-06, 2.74e-06, 9.50e-07, 2.80e-07, 1.39e-10, 1.23e-09, 8.41e-11, 4.11e-05, 5.60e-04, 5.54e-04, 7.55e-07, 7.07e-07, 4.47e-07, 1.13e-07, 1.30e-07, 5.27e-08, 7.63e-08, 2.89e-07, 5.68e-07]    [1.10e-05, 3.22e-06, 3.20e-06, 2.95e-06, 2.74e-06, 9.50e-07, 2.80e-07, 1.39e-10, 1.23e-09, 8.41e-11, 4.11e-05, 5.60e-04, 5.54e-04, 7.55e-07, 7.07e-07, 4.47e-07, 1.13e-07, 1.30e-07, 5.27e-08, 7.63e-08, 2.89e-07, 5.68e-07]    []  
4900      [1.12e-05, 3.12e-06, 3.11e-06, 2.75e-06, 2.48e-06, 9.02e-07, 2.86e-07, 7.37e-10, 3.11e-10, 1.48e-10, 3.89e-05, 5.56e-04, 5.50e-04, 8.26e-07, 6.10e-07, 4.17e-07, 1.17e-07, 1.27e-07, 5.72e-08, 5.62e-08, 3.01e-07, 4.51e-07]    [1.12e-05, 3.12e-06, 3.11e-06, 2.75e-06, 2.48e-06, 9.02e-07, 2.86e-07, 7.37e-10, 3.11e-10, 1.48e-10, 3.89e-05, 5.56e-04, 5.50e-04, 8.26e-07, 6.10e-07, 4.17e-07, 1.17e-07, 1.27e-07, 5.72e-08, 5.62e-08, 3.01e-07, 4.51e-07]    []  
5000      [1.11e-05, 3.02e-06, 3.01e-06, 2.57e-06, 2.28e-06, 8.62e-07, 3.03e-07, 5.26e-10, 5.89e-09, 2.82e-12, 3.72e-05, 5.51e-04, 5.45e-04, 8.72e-07, 4.86e-07, 3.63e-07, 1.53e-07, 1.47e-07, 5.77e-08, 6.24e-08, 3.23e-07, 3.88e-07]    [1.11e-05, 3.02e-06, 3.01e-06, 2.57e-06, 2.28e-06, 8.62e-07, 3.03e-07, 5.26e-10, 5.89e-09, 2.82e-12, 3.72e-05, 5.51e-04, 5.45e-04, 8.72e-07, 4.86e-07, 3.63e-07, 1.53e-07, 1.47e-07, 5.77e-08, 6.24e-08, 3.23e-07, 3.88e-07]    []  
5100      [8.68e-06, 3.14e-06, 2.76e-06, 2.07e-06, 3.05e-06, 7.39e-07, 3.37e-07, 1.86e-09, 1.03e-09, 8.78e-09, 4.32e-05, 5.20e-04, 5.18e-04, 3.64e-06, 8.17e-07, 3.77e-07, 6.97e-08, 2.69e-07, 9.72e-08, 9.47e-08, 3.32e-07, 7.58e-07]    [8.68e-06, 3.14e-06, 2.76e-06, 2.07e-06, 3.05e-06, 7.39e-07, 3.37e-07, 1.86e-09, 1.03e-09, 8.78e-09, 4.32e-05, 5.20e-04, 5.18e-04, 3.64e-06, 8.17e-07, 3.77e-07, 6.97e-08, 2.69e-07, 9.72e-08, 9.47e-08, 3.32e-07, 7.58e-07]    []  
5200      [1.10e-05, 2.67e-06, 2.70e-06, 2.55e-06, 2.08e-06, 7.82e-07, 4.22e-07, 2.91e-08, 5.65e-11, 6.11e-10, 3.95e-05, 5.45e-04, 5.32e-04, 6.00e-07, 7.41e-07, 4.05e-07, 3.61e-08, 6.56e-08, 4.55e-08, 3.36e-08, 4.46e-07, 3.64e-07]    [1.10e-05, 2.67e-06, 2.70e-06, 2.55e-06, 2.08e-06, 7.82e-07, 4.22e-07, 2.91e-08, 5.65e-11, 6.11e-10, 3.95e-05, 5.45e-04, 5.32e-04, 6.00e-07, 7.41e-07, 4.05e-07, 3.61e-08, 6.56e-08, 4.55e-08, 3.36e-08, 4.46e-07, 3.64e-07]    []  
5300      [1.06e-05, 2.54e-06, 2.62e-06, 2.38e-06, 1.98e-06, 7.53e-07, 4.16e-07, 1.01e-07, 4.56e-11, 1.84e-10, 3.85e-05, 5.39e-04, 5.26e-04, 6.77e-07, 5.24e-07, 3.26e-07, 5.44e-08, 7.30e-08, 3.82e-08, 3.41e-08, 6.35e-07, 3.00e-07]    [1.06e-05, 2.54e-06, 2.62e-06, 2.38e-06, 1.98e-06, 7.53e-07, 4.16e-07, 1.01e-07, 4.56e-11, 1.84e-10, 3.85e-05, 5.39e-04, 5.26e-04, 6.77e-07, 5.24e-07, 3.26e-07, 5.44e-08, 7.30e-08, 3.82e-08, 3.41e-08, 6.35e-07, 3.00e-07]    []  
5400      [1.19e-05, 2.36e-06, 3.29e-06, 3.92e-06, 1.41e-06, 1.03e-06, 8.93e-07, 3.48e-07, 3.03e-06, 4.14e-07, 4.96e-05, 5.41e-04, 5.18e-04, 1.56e-06, 1.11e-06, 6.15e-07, 3.63e-07, 7.89e-07, 1.46e-07, 8.44e-08, 5.23e-06, 1.51e-06]    [1.19e-05, 2.36e-06, 3.29e-06, 3.92e-06, 1.41e-06, 1.03e-06, 8.93e-07, 3.48e-07, 3.03e-06, 4.14e-07, 4.96e-05, 5.41e-04, 5.18e-04, 1.56e-06, 1.11e-06, 6.15e-07, 3.63e-07, 7.89e-07, 1.46e-07, 8.44e-08, 5.23e-06, 1.51e-06]    []  
5500      [1.02e-05, 2.09e-06, 2.54e-06, 2.60e-06, 2.01e-06, 7.72e-07, 7.06e-07, 7.62e-10, 6.94e-09, 4.40e-10, 4.24e-05, 5.34e-04, 5.09e-04, 4.49e-07, 6.63e-07, 3.55e-07, 2.99e-07, 2.64e-07, 1.26e-07, 7.97e-08, 4.05e-07, 9.45e-07]    [1.02e-05, 2.09e-06, 2.54e-06, 2.60e-06, 2.01e-06, 7.72e-07, 7.06e-07, 7.62e-10, 6.94e-09, 4.40e-10, 4.24e-05, 5.34e-04, 5.09e-04, 4.49e-07, 6.63e-07, 3.55e-07, 2.99e-07, 2.64e-07, 1.26e-07, 7.97e-08, 4.05e-07, 9.45e-07]    []  
5600      [1.01e-05, 2.04e-06, 2.34e-06, 2.37e-06, 1.96e-06, 6.80e-07, 6.40e-07, 8.17e-08, 6.45e-09, 8.75e-11, 4.22e-05, 5.27e-04, 5.00e-04, 3.99e-07, 5.39e-07, 3.75e-07, 1.58e-07, 1.66e-07, 1.29e-07, 4.80e-08, 5.39e-07, 7.19e-07]    [1.01e-05, 2.04e-06, 2.34e-06, 2.37e-06, 1.96e-06, 6.80e-07, 6.40e-07, 8.17e-08, 6.45e-09, 8.75e-11, 4.22e-05, 5.27e-04, 5.00e-04, 3.99e-07, 5.39e-07, 3.75e-07, 1.58e-07, 1.66e-07, 1.29e-07, 4.80e-08, 5.39e-07, 7.19e-07]    []  
5700      [1.02e-05, 2.04e-06, 2.26e-06, 2.23e-06, 1.92e-06, 6.69e-07, 6.33e-07, 8.02e-07, 3.03e-08, 1.58e-09, 6.04e-05, 5.26e-04, 5.15e-04, 4.16e-06, 2.48e-07, 8.95e-07, 4.80e-07, 8.55e-07, 9.26e-07, 1.27e-08, 5.79e-06, 5.91e-07]    [1.02e-05, 2.04e-06, 2.26e-06, 2.23e-06, 1.92e-06, 6.69e-07, 6.33e-07, 8.02e-07, 3.03e-08, 1.58e-09, 6.04e-05, 5.26e-04, 5.15e-04, 4.16e-06, 2.48e-07, 8.95e-07, 4.80e-07, 8.55e-07, 9.26e-07, 1.27e-08, 5.79e-06, 5.91e-07]    []  
5800      [1.11e-05, 2.07e-06, 2.20e-06, 2.38e-06, 1.61e-06, 6.01e-07, 7.07e-07, 1.93e-06, 9.11e-08, 3.51e-07, 6.24e-05, 5.20e-04, 4.96e-04, 7.76e-06, 1.93e-07, 7.19e-07, 2.25e-06, 1.13e-06, 6.51e-07, 3.85e-08, 3.85e-06, 3.10e-07]    [1.11e-05, 2.07e-06, 2.20e-06, 2.38e-06, 1.61e-06, 6.01e-07, 7.07e-07, 1.93e-06, 9.11e-08, 3.51e-07, 6.24e-05, 5.20e-04, 4.96e-04, 7.76e-06, 1.93e-07, 7.19e-07, 2.25e-06, 1.13e-06, 6.51e-07, 3.85e-08, 3.85e-06, 3.10e-07]    []  
5900      [9.61e-06, 1.86e-06, 2.05e-06, 1.93e-06, 1.56e-06, 5.63e-07, 6.77e-07, 1.26e-07, 1.33e-09, 7.51e-10, 6.70e-05, 5.14e-04, 4.87e-04, 2.22e-06, 1.56e-07, 4.47e-07, 1.00e-06, 6.28e-07, 2.02e-07, 3.30e-08, 9.88e-07, 2.45e-07]    [9.61e-06, 1.86e-06, 2.05e-06, 1.93e-06, 1.56e-06, 5.63e-07, 6.77e-07, 1.26e-07, 1.33e-09, 7.51e-10, 6.70e-05, 5.14e-04, 4.87e-04, 2.22e-06, 1.56e-07, 4.47e-07, 1.00e-06, 6.28e-07, 2.02e-07, 3.30e-08, 9.88e-07, 2.45e-07]    []  
6000      [1.22e-05, 1.86e-06, 1.97e-06, 2.84e-06, 1.70e-06, 6.79e-07, 7.36e-07, 3.10e-06, 1.57e-08, 7.51e-08, 1.68e-04, 5.21e-04, 7.88e-04, 5.38e-05, 1.27e-06, 2.64e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-08, 1.95e-05, 2.09e-07]    [1.22e-05, 1.86e-06, 1.97e-06, 2.84e-06, 1.70e-06, 6.79e-07, 7.36e-07, 3.10e-06, 1.57e-08, 7.51e-08, 1.68e-04, 5.21e-04, 7.88e-04, 5.38e-05, 1.27e-06, 2.64e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-08, 1.95e-05, 2.09e-07]    []  

Best model at step 2279:
  train loss: 6.65e-04
  test loss: 6.65e-04
  test metric: []

'train' took 43.977391 s

Best train step: 2279
lambda_a: 6.5161559581574435
lambda_b: 6.126451771111417
kappa_a: 1.4165919271632907
kappa_b: 1.4302492129243434
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
6000      [1.22e-05, 1.86e-06, 1.97e-06, 2.84e-06, 1.70e-06, 6.79e-07, 7.36e-07, 3.10e-06, 1.57e-08, 7.51e-08, 1.68e-04, 5.21e-04, 7.88e-04, 5.38e-05, 1.27e-06, 2.64e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-08, 1.95e-05, 2.09e-07]    [1.22e-05, 1.86e-06, 1.97e-06, 2.84e-06, 1.70e-06, 6.79e-07, 7.36e-07, 3.10e-06, 1.57e-08, 7.51e-08, 1.68e-04, 5.21e-04, 7.88e-04, 5.38e-05, 1.27e-06, 2.64e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-08, 1.95e-05, 2.09e-07]    []  
6100      [8.43e-06, 1.69e-06, 1.99e-06, 1.62e-06, 1.72e-06, 6.29e-07, 7.07e-07, 6.63e-06, 8.08e-08, 5.07e-08, 2.51e-04, 5.25e-04, 8.35e-04, 1.29e-04, 2.02e-08, 1.69e-06, 7.23e-06, 9.46e-06, 3.61e-06, 5.22e-08, 2.36e-05, 1.95e-07]    [8.43e-06, 1.69e-06, 1.99e-06, 1.62e-06, 1.72e-06, 6.29e-07, 7.07e-07, 6.63e-06, 8.08e-08, 5.07e-08, 2.51e-04, 5.25e-04, 8.35e-04, 1.29e-04, 2.02e-08, 1.69e-06, 7.23e-06, 9.46e-06, 3.61e-06, 5.22e-08, 2.36e-05, 1.95e-07]    []  
6200      [1.04e-05, 1.63e-06, 1.72e-06, 2.57e-06, 1.73e-06, 6.63e-07, 7.79e-07, 3.76e-06, 1.13e-08, 1.00e-08, 1.39e-04, 5.07e-04, 7.28e-04, 6.80e-05, 1.01e-06, 1.11e-07, 0.00e+00, 0.00e+00, 0.00e+00, 6.44e-09, 1.70e-05, 1.74e-07]    [1.04e-05, 1.63e-06, 1.72e-06, 2.57e-06, 1.73e-06, 6.63e-07, 7.79e-07, 3.76e-06, 1.13e-08, 1.00e-08, 1.39e-04, 5.07e-04, 7.28e-04, 6.80e-05, 1.01e-06, 1.11e-07, 0.00e+00, 0.00e+00, 0.00e+00, 6.44e-09, 1.70e-05, 1.74e-07]    []  
6300      [1.02e-05, 1.52e-06, 1.61e-06, 2.82e-06, 1.86e-06, 7.05e-07, 8.29e-07, 4.79e-06, 9.77e-08, 1.61e-10, 2.05e-04, 5.08e-04, 8.88e-04, 1.36e-04, 9.32e-07, 4.30e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.09e-09, 2.25e-05, 3.37e-07]    [1.02e-05, 1.52e-06, 1.61e-06, 2.82e-06, 1.86e-06, 7.05e-07, 8.29e-07, 4.79e-06, 9.77e-08, 1.61e-10, 2.05e-04, 5.08e-04, 8.88e-04, 1.36e-04, 9.32e-07, 4.30e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.09e-09, 2.25e-05, 3.37e-07]    []  
6400      [7.92e-06, 1.22e-06, 1.54e-06, 1.46e-06, 1.52e-06, 5.47e-07, 8.00e-07, 1.17e-06, 5.54e-08, 7.05e-08, 8.89e-05, 4.88e-04, 4.55e-04, 4.52e-06, 8.04e-08, 3.48e-07, 8.50e-07, 1.20e-06, 4.33e-07, 3.27e-08, 2.57e-06, 1.76e-07]    [7.92e-06, 1.22e-06, 1.54e-06, 1.46e-06, 1.52e-06, 5.47e-07, 8.00e-07, 1.17e-06, 5.54e-08, 7.05e-08, 8.89e-05, 4.88e-04, 4.55e-04, 4.52e-06, 8.04e-08, 3.48e-07, 8.50e-07, 1.20e-06, 4.33e-07, 3.27e-08, 2.57e-06, 1.76e-07]    []  
6500      [8.55e-06, 1.16e-06, 1.51e-06, 1.54e-06, 1.44e-06, 6.17e-07, 8.37e-07, 2.51e-06, 3.56e-07, 1.88e-08, 1.54e-04, 4.88e-04, 5.49e-04, 5.47e-05, 8.39e-08, 8.92e-07, 3.02e-06, 4.01e-06, 1.09e-06, 1.05e-07, 7.00e-06, 3.82e-07]    [8.55e-06, 1.16e-06, 1.51e-06, 1.54e-06, 1.44e-06, 6.17e-07, 8.37e-07, 2.51e-06, 3.56e-07, 1.88e-08, 1.54e-04, 4.88e-04, 5.49e-04, 5.47e-05, 8.39e-08, 8.92e-07, 3.02e-06, 4.01e-06, 1.09e-06, 1.05e-07, 7.00e-06, 3.82e-07]    []  
6600      [9.84e-06, 1.20e-06, 1.42e-06, 1.73e-06, 1.43e-06, 7.08e-07, 8.80e-07, 2.83e-07, 8.51e-08, 1.70e-07, 4.42e-05, 4.73e-04, 4.06e-04, 3.66e-06, 8.27e-07, 5.05e-07, 1.10e-08, 1.65e-07, 1.70e-09, 6.46e-08, 1.25e-06, 3.19e-07]    [9.84e-06, 1.20e-06, 1.42e-06, 1.73e-06, 1.43e-06, 7.08e-07, 8.80e-07, 2.83e-07, 8.51e-08, 1.70e-07, 4.42e-05, 4.73e-04, 4.06e-04, 3.66e-06, 8.27e-07, 5.05e-07, 1.10e-08, 1.65e-07, 1.70e-09, 6.46e-08, 1.25e-06, 3.19e-07]    []  
6700      [7.44e-06, 7.69e-07, 1.27e-06, 1.58e-06, 1.72e-06, 6.11e-07, 8.81e-07, 4.13e-06, 4.75e-07, 3.77e-07, 1.73e-04, 4.80e-04, 4.83e-04, 7.69e-06, 2.38e-09, 4.56e-07, 2.85e-06, 2.96e-06, 1.64e-06, 6.24e-08, 1.09e-05, 2.73e-07]    [7.44e-06, 7.69e-07, 1.27e-06, 1.58e-06, 1.72e-06, 6.11e-07, 8.81e-07, 4.13e-06, 4.75e-07, 3.77e-07, 1.73e-04, 4.80e-04, 4.83e-04, 7.69e-06, 2.38e-09, 4.56e-07, 2.85e-06, 2.96e-06, 1.64e-06, 6.24e-08, 1.09e-05, 2.73e-07]    []  
6800      [9.87e-06, 8.58e-07, 1.21e-06, 1.69e-06, 1.75e-06, 5.96e-07, 8.66e-07, 2.77e-09, 5.00e-07, 4.30e-08, 7.04e-05, 4.59e-04, 3.65e-04, 3.75e-05, 8.33e-07, 5.97e-07, 7.64e-07, 7.71e-07, 1.46e-08, 2.16e-07, 2.89e-07, 1.17e-06]    [9.87e-06, 8.58e-07, 1.21e-06, 1.69e-06, 1.75e-06, 5.96e-07, 8.66e-07, 2.77e-09, 5.00e-07, 4.30e-08, 7.04e-05, 4.59e-04, 3.65e-04, 3.75e-05, 8.33e-07, 5.97e-07, 7.64e-07, 7.71e-07, 1.46e-08, 2.16e-07, 2.89e-07, 1.17e-06]    []  
6900      [8.69e-06, 6.25e-07, 1.16e-06, 1.84e-06, 1.74e-06, 6.92e-07, 8.77e-07, 6.64e-10, 1.31e-07, 5.41e-08, 1.50e-04, 4.59e-04, 4.06e-04, 8.16e-06, 1.90e-07, 1.76e-07, 2.87e-06, 8.83e-07, 7.16e-08, 2.17e-08, 4.20e-07, 8.35e-08]    [8.69e-06, 6.25e-07, 1.16e-06, 1.84e-06, 1.74e-06, 6.92e-07, 8.77e-07, 6.64e-10, 1.31e-07, 5.41e-08, 1.50e-04, 4.59e-04, 4.06e-04, 8.16e-06, 1.90e-07, 1.76e-07, 2.87e-06, 8.83e-07, 7.16e-08, 2.17e-08, 4.20e-07, 8.35e-08]    []  
7000      [9.82e-06, 4.94e-07, 9.92e-07, 2.44e-06, 2.43e-06, 6.46e-07, 9.08e-07, 4.45e-07, 5.90e-07, 1.70e-08, 7.76e-05, 4.39e-04, 4.49e-04, 3.45e-05, 3.06e-07, 1.73e-07, 0.00e+00, 0.00e+00, 1.39e-11, 0.00e+00, 1.36e-06, 9.58e-07]    [9.82e-06, 4.94e-07, 9.92e-07, 2.44e-06, 2.43e-06, 6.46e-07, 9.08e-07, 4.45e-07, 5.90e-07, 1.70e-08, 7.76e-05, 4.39e-04, 4.49e-04, 3.45e-05, 3.06e-07, 1.73e-07, 0.00e+00, 0.00e+00, 1.39e-11, 0.00e+00, 1.36e-06, 9.58e-07]    []  
7100      [9.64e-06, 3.64e-07, 9.57e-07, 2.29e-06, 2.41e-06, 6.45e-07, 9.30e-07, 3.76e-08, 2.77e-08, 2.23e-09, 6.09e-05, 4.28e-04, 2.78e-04, 4.04e-06, 1.69e-07, 1.60e-07, 1.17e-07, 9.93e-08, 1.85e-08, 4.26e-10, 3.10e-07, 2.35e-07]    [9.64e-06, 3.64e-07, 9.57e-07, 2.29e-06, 2.41e-06, 6.45e-07, 9.30e-07, 3.76e-08, 2.77e-08, 2.23e-09, 6.09e-05, 4.28e-04, 2.78e-04, 4.04e-06, 1.69e-07, 1.60e-07, 1.17e-07, 9.93e-08, 1.85e-08, 4.26e-10, 3.10e-07, 2.35e-07]    []  
7200      [1.24e-05, 3.43e-07, 1.01e-06, 2.85e-06, 3.53e-06, 8.18e-07, 1.02e-06, 6.57e-07, 8.78e-08, 1.34e-07, 1.29e-04, 4.26e-04, 5.39e-04, 3.36e-05, 4.89e-07, 5.58e-07, 0.00e+00, 0.00e+00, 0.00e+00, 8.04e-09, 4.23e-06, 1.93e-07]    [1.24e-05, 3.43e-07, 1.01e-06, 2.85e-06, 3.53e-06, 8.18e-07, 1.02e-06, 6.57e-07, 8.78e-08, 1.34e-07, 1.29e-04, 4.26e-04, 5.39e-04, 3.36e-05, 4.89e-07, 5.58e-07, 0.00e+00, 0.00e+00, 0.00e+00, 8.04e-09, 4.23e-06, 1.93e-07]    []  
7300      [1.17e-05, 2.65e-07, 9.82e-07, 2.84e-06, 3.42e-06, 6.91e-07, 9.55e-07, 2.66e-08, 1.32e-07, 5.34e-08, 6.14e-05, 4.06e-04, 2.65e-04, 7.87e-07, 4.50e-07, 4.64e-07, 9.61e-09, 1.96e-08, 7.47e-09, 7.40e-10, 3.64e-07, 3.34e-07]    [1.17e-05, 2.65e-07, 9.82e-07, 2.84e-06, 3.42e-06, 6.91e-07, 9.55e-07, 2.66e-08, 1.32e-07, 5.34e-08, 6.14e-05, 4.06e-04, 2.65e-04, 7.87e-07, 4.50e-07, 4.64e-07, 9.61e-09, 1.96e-08, 7.47e-09, 7.40e-10, 3.64e-07, 3.34e-07]    []  
7400      [1.21e-05, 2.40e-07, 9.21e-07, 3.05e-06, 3.86e-06, 6.82e-07, 8.90e-07, 1.09e-11, 4.37e-09, 1.21e-08, 6.40e-05, 3.96e-04, 2.45e-04, 9.51e-07, 6.12e-07, 3.92e-07, 5.02e-09, 2.02e-08, 6.13e-09, 2.63e-08, 3.41e-07, 1.20e-07]    [1.21e-05, 2.40e-07, 9.21e-07, 3.05e-06, 3.86e-06, 6.82e-07, 8.90e-07, 1.09e-11, 4.37e-09, 1.21e-08, 6.40e-05, 3.96e-04, 2.45e-04, 9.51e-07, 6.12e-07, 3.92e-07, 5.02e-09, 2.02e-08, 6.13e-09, 2.63e-08, 3.41e-07, 1.20e-07]    []  
7500      [1.52e-05, 5.51e-07, 9.74e-07, 4.29e-06, 3.93e-06, 9.26e-07, 9.68e-07, 2.35e-07, 3.41e-06, 4.97e-07, 6.87e-05, 4.01e-04, 2.08e-04, 3.60e-05, 2.95e-06, 4.86e-07, 3.51e-08, 1.84e-07, 2.00e-10, 1.16e-06, 2.09e-06, 7.16e-06]    [1.52e-05, 5.51e-07, 9.74e-07, 4.29e-06, 3.93e-06, 9.26e-07, 9.68e-07, 2.35e-07, 3.41e-06, 4.97e-07, 6.87e-05, 4.01e-04, 2.08e-04, 3.60e-05, 2.95e-06, 4.86e-07, 3.51e-08, 1.84e-07, 2.00e-10, 1.16e-06, 2.09e-06, 7.16e-06]    []  
7600      [1.32e-05, 2.23e-07, 1.04e-06, 3.79e-06, 4.68e-06, 6.77e-07, 8.78e-07, 3.20e-06, 6.00e-08, 4.16e-08, 5.66e-05, 3.78e-04, 2.00e-04, 2.67e-06, 2.92e-07, 6.38e-07, 3.87e-09, 5.34e-08, 0.00e+00, 1.39e-08, 6.78e-06, 1.88e-07]    [1.32e-05, 2.23e-07, 1.04e-06, 3.79e-06, 4.68e-06, 6.77e-07, 8.78e-07, 3.20e-06, 6.00e-08, 4.16e-08, 5.66e-05, 3.78e-04, 2.00e-04, 2.67e-06, 2.92e-07, 6.38e-07, 3.87e-09, 5.34e-08, 0.00e+00, 1.39e-08, 6.78e-06, 1.88e-07]    []  
7700      [1.49e-05, 3.26e-07, 1.05e-06, 3.58e-06, 4.99e-06, 7.47e-07, 8.15e-07, 8.91e-07, 9.58e-07, 4.82e-07, 6.34e-05, 3.82e-04, 1.92e-04, 1.45e-05, 1.13e-06, 2.50e-06, 7.27e-09, 4.06e-08, 2.52e-07, 1.89e-10, 1.56e-06, 1.60e-06]    [1.49e-05, 3.26e-07, 1.05e-06, 3.58e-06, 4.99e-06, 7.47e-07, 8.15e-07, 8.91e-07, 9.58e-07, 4.82e-07, 6.34e-05, 3.82e-04, 1.92e-04, 1.45e-05, 1.13e-06, 2.50e-06, 7.27e-09, 4.06e-08, 2.52e-07, 1.89e-10, 1.56e-06, 1.60e-06]    []  
7800      [1.46e-05, 2.60e-07, 1.18e-06, 4.43e-06, 5.23e-06, 7.99e-07, 9.07e-07, 7.05e-07, 2.07e-05, 3.29e-06, 1.16e-04, 3.74e-04, 3.81e-04, 1.51e-05, 4.71e-08, 2.14e-06, 0.00e+00, 0.00e+00, 6.98e-07, 0.00e+00, 4.35e-06, 2.72e-05]    [1.46e-05, 2.60e-07, 1.18e-06, 4.43e-06, 5.23e-06, 7.99e-07, 9.07e-07, 7.05e-07, 2.07e-05, 3.29e-06, 1.16e-04, 3.74e-04, 3.81e-04, 1.51e-05, 4.71e-08, 2.14e-06, 0.00e+00, 0.00e+00, 6.98e-07, 0.00e+00, 4.35e-06, 2.72e-05]    []  
7900      [2.00e-05, 6.29e-07, 1.19e-06, 5.10e-06, 5.49e-06, 9.33e-07, 7.60e-07, 8.38e-07, 3.84e-10, 7.17e-07, 1.68e-04, 4.21e-04, 3.98e-04, 1.69e-05, 4.26e-06, 5.36e-06, 0.00e+00, 7.29e-09, 1.77e-07, 8.91e-09, 1.11e-06, 1.51e-07]    [2.00e-05, 6.29e-07, 1.19e-06, 5.10e-06, 5.49e-06, 9.33e-07, 7.60e-07, 8.38e-07, 3.84e-10, 7.17e-07, 1.68e-04, 4.21e-04, 3.98e-04, 1.69e-05, 4.26e-06, 5.36e-06, 0.00e+00, 7.29e-09, 1.77e-07, 8.91e-09, 1.11e-06, 1.51e-07]    []  
8000      [1.29e-05, 2.73e-07, 9.52e-07, 4.19e-06, 4.60e-06, 6.62e-07, 6.66e-07, 1.05e-06, 3.78e-06, 3.95e-07, 1.04e-04, 3.47e-04, 1.21e-04, 5.01e-07, 2.69e-07, 1.66e-07, 4.80e-07, 5.82e-07, 0.00e+00, 0.00e+00, 1.15e-06, 1.05e-05]    [1.29e-05, 2.73e-07, 9.52e-07, 4.19e-06, 4.60e-06, 6.62e-07, 6.66e-07, 1.05e-06, 3.78e-06, 3.95e-07, 1.04e-04, 3.47e-04, 1.21e-04, 5.01e-07, 2.69e-07, 1.66e-07, 4.80e-07, 5.82e-07, 0.00e+00, 0.00e+00, 1.15e-06, 1.05e-05]    []  

Best model at step 7992:
  train loss: 5.85e-04
  test loss: 5.85e-04
  test metric: []

'train' took 43.980453 s

Best train step: 7992
lambda_a: 5.03566242264143
lambda_b: 4.33895478344625
kappa_a: 1.3076039334132739
kappa_b: 1.292558202752876
Best train step: 7992
lambda_a: 1.6165450811
lambda_b: 1.4676334858
kappa_a: 0.26819640398
kappa_b: 0.25662335753
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
8000      [1.29e-05, 2.73e-07, 9.52e-07, 4.19e-06, 4.60e-06, 6.62e-07, 6.66e-07, 1.05e-06, 3.78e-06, 3.95e-07, 1.04e-04, 3.47e-04, 1.21e-04, 5.01e-07, 2.69e-07, 1.66e-07, 4.80e-07, 5.82e-07, 0.00e+00, 0.00e+00, 1.15e-06, 1.05e-05]    [1.29e-05, 2.73e-07, 9.52e-07, 4.19e-06, 4.60e-06, 6.62e-07, 6.66e-07, 1.05e-06, 3.78e-06, 3.95e-07, 1.04e-04, 3.47e-04, 1.21e-04, 5.01e-07, 2.69e-07, 1.66e-07, 4.80e-07, 5.82e-07, 0.00e+00, 0.00e+00, 1.15e-06, 1.05e-05]    []  
8100      [1.31e-05, 3.64e-07, 9.83e-07, 4.93e-06, 5.34e-06, 7.06e-07, 5.71e-07, 2.77e-08, 2.12e-07, 5.82e-08, 1.92e-04, 3.69e-04, 7.08e-04, 2.44e-04, 2.10e-07, 2.22e-07, 0.00e+00, 0.00e+00, 3.01e-08, 5.79e-09, 3.54e-07, 2.10e-07]    [1.31e-05, 3.64e-07, 9.83e-07, 4.93e-06, 5.34e-06, 7.06e-07, 5.71e-07, 2.77e-08, 2.12e-07, 5.82e-08, 1.92e-04, 3.69e-04, 7.08e-04, 2.44e-04, 2.10e-07, 2.22e-07, 0.00e+00, 0.00e+00, 3.01e-08, 5.79e-09, 3.54e-07, 2.10e-07]    []  
8200      [1.31e-05, 4.08e-07, 1.01e-06, 4.16e-06, 4.56e-06, 6.49e-07, 5.15e-07, 1.98e-08, 8.34e-07, 3.69e-07, 1.84e-04, 3.27e-04, 2.21e-04, 5.62e-05, 7.59e-07, 3.50e-07, 1.73e-06, 3.44e-06, 2.87e-09, 3.79e-07, 4.75e-07, 2.36e-06]    [1.31e-05, 4.08e-07, 1.01e-06, 4.16e-06, 4.56e-06, 6.49e-07, 5.15e-07, 1.98e-08, 8.34e-07, 3.69e-07, 1.84e-04, 3.27e-04, 2.21e-04, 5.62e-05, 7.59e-07, 3.50e-07, 1.73e-06, 3.44e-06, 2.87e-09, 3.79e-07, 4.75e-07, 2.36e-06]    []  
8300      [1.25e-05, 3.61e-07, 9.96e-07, 4.80e-06, 4.76e-06, 6.65e-07, 4.91e-07, 2.72e-06, 1.46e-07, 1.60e-08, 5.74e-05, 3.34e-04, 1.94e-04, 8.83e-05, 8.58e-08, 3.65e-07, 0.00e+00, 2.41e-08, 1.12e-06, 0.00e+00, 6.79e-06, 2.47e-06]    [1.25e-05, 3.61e-07, 9.96e-07, 4.80e-06, 4.76e-06, 6.65e-07, 4.91e-07, 2.72e-06, 1.46e-07, 1.60e-08, 5.74e-05, 3.34e-04, 1.94e-04, 8.83e-05, 8.58e-08, 3.65e-07, 0.00e+00, 2.41e-08, 1.12e-06, 0.00e+00, 6.79e-06, 2.47e-06]    []  
8400      [1.37e-05, 3.41e-07, 9.50e-07, 4.56e-06, 4.65e-06, 5.71e-07, 4.46e-07, 6.02e-07, 1.36e-06, 5.78e-09, 9.99e-05, 3.20e-04, 1.40e-04, 2.18e-05, 9.62e-08, 3.59e-08, 1.25e-06, 2.80e-06, 7.08e-08, 6.63e-07, 4.53e-07, 4.07e-06]    [1.37e-05, 3.41e-07, 9.50e-07, 4.56e-06, 4.65e-06, 5.71e-07, 4.46e-07, 6.02e-07, 1.36e-06, 5.78e-09, 9.99e-05, 3.20e-04, 1.40e-04, 2.18e-05, 9.62e-08, 3.59e-08, 1.25e-06, 2.80e-06, 7.08e-08, 6.63e-07, 4.53e-07, 4.07e-06]    []  
8500      [1.82e-05, 6.91e-07, 1.53e-06, 4.27e-06, 5.63e-06, 7.63e-07, 5.53e-07, 2.26e-06, 2.76e-07, 1.05e-07, 1.77e-04, 3.41e-04, 2.23e-04, 2.22e-04, 3.24e-06, 1.08e-05, 2.25e-06, 6.96e-07, 3.79e-07, 4.14e-08, 2.48e-06, 2.28e-07]    [1.82e-05, 6.91e-07, 1.53e-06, 4.27e-06, 5.63e-06, 7.63e-07, 5.53e-07, 2.26e-06, 2.76e-07, 1.05e-07, 1.77e-04, 3.41e-04, 2.23e-04, 2.22e-04, 3.24e-06, 1.08e-05, 2.25e-06, 6.96e-07, 3.79e-07, 4.14e-08, 2.48e-06, 2.28e-07]    []  
8600      [1.27e-05, 2.91e-07, 1.14e-06, 5.16e-06, 4.70e-06, 6.18e-07, 4.25e-07, 1.42e-06, 6.84e-06, 3.83e-06, 1.30e-04, 3.01e-04, 1.10e-04, 2.02e-06, 6.32e-08, 5.87e-07, 2.48e-07, 1.84e-06, 6.09e-08, 8.39e-07, 3.76e-07, 5.02e-06]    [1.27e-05, 2.91e-07, 1.14e-06, 5.16e-06, 4.70e-06, 6.18e-07, 4.25e-07, 1.42e-06, 6.84e-06, 3.83e-06, 1.30e-04, 3.01e-04, 1.10e-04, 2.02e-06, 6.32e-08, 5.87e-07, 2.48e-07, 1.84e-06, 6.09e-08, 8.39e-07, 3.76e-07, 5.02e-06]    []  
8700      [1.45e-05, 7.00e-07, 1.20e-06, 4.90e-06, 4.32e-06, 8.43e-07, 3.46e-07, 2.48e-05, 5.72e-08, 3.57e-07, 1.21e-04, 2.96e-04, 1.16e-04, 3.46e-05, 2.17e-06, 1.67e-06, 1.39e-06, 5.60e-08, 0.00e+00, 1.70e-08, 6.73e-05, 1.17e-07]    [1.45e-05, 7.00e-07, 1.20e-06, 4.90e-06, 4.32e-06, 8.43e-07, 3.46e-07, 2.48e-05, 5.72e-08, 3.57e-07, 1.21e-04, 2.96e-04, 1.16e-04, 3.46e-05, 2.17e-06, 1.67e-06, 1.39e-06, 5.60e-08, 0.00e+00, 1.70e-08, 6.73e-05, 1.17e-07]    []  
8800      [1.98e-05, 8.45e-07, 1.79e-06, 4.51e-06, 6.27e-06, 1.22e-06, 5.55e-07, 5.17e-05, 7.62e-06, 5.61e-06, 1.48e-04, 3.18e-04, 1.10e-04, 1.97e-05, 3.77e-06, 1.44e-05, 4.84e-08, 3.61e-08, 1.19e-05, 4.48e-07, 7.69e-05, 1.76e-06]    [1.98e-05, 8.45e-07, 1.79e-06, 4.51e-06, 6.27e-06, 1.22e-06, 5.55e-07, 5.17e-05, 7.62e-06, 5.61e-06, 1.48e-04, 3.18e-04, 1.10e-04, 1.97e-05, 3.77e-06, 1.44e-05, 4.84e-08, 3.61e-08, 1.19e-05, 4.48e-07, 7.69e-05, 1.76e-06]    []  
8900      [2.00e-05, 5.17e-06, 1.68e-06, 1.70e-05, 1.26e-05, 4.86e-06, 2.65e-06, 5.06e-05, 2.07e-05, 2.03e-06, 8.28e-04, 6.02e-04, 2.04e-03, 1.35e-03, 0.00e+00, 7.53e-06, 0.00e+00, 2.13e-06, 6.05e-05, 0.00e+00, 3.13e-04, 1.90e-04]    [2.00e-05, 5.17e-06, 1.68e-06, 1.70e-05, 1.26e-05, 4.86e-06, 2.65e-06, 5.06e-05, 2.07e-05, 2.03e-06, 8.28e-04, 6.02e-04, 2.04e-03, 1.35e-03, 0.00e+00, 7.53e-06, 0.00e+00, 2.13e-06, 6.05e-05, 0.00e+00, 3.13e-04, 1.90e-04]    []  
9000      [1.42e-05, 9.26e-07, 1.51e-06, 5.45e-06, 3.98e-06, 1.13e-06, 3.02e-07, 6.98e-09, 1.51e-07, 4.98e-08, 8.32e-05, 2.76e-04, 8.31e-05, 8.18e-07, 5.18e-07, 5.43e-07, 1.90e-07, 3.35e-07, 4.00e-08, 3.90e-08, 2.19e-07, 8.17e-07]    [1.42e-05, 9.26e-07, 1.51e-06, 5.45e-06, 3.98e-06, 1.13e-06, 3.02e-07, 6.98e-09, 1.51e-07, 4.98e-08, 8.32e-05, 2.76e-04, 8.31e-05, 8.18e-07, 5.18e-07, 5.43e-07, 1.90e-07, 3.35e-07, 4.00e-08, 3.90e-08, 2.19e-07, 8.17e-07]    []  
9100      [1.57e-05, 8.43e-07, 1.46e-06, 5.30e-06, 3.92e-06, 1.06e-06, 3.32e-07, 3.31e-09, 9.19e-08, 4.66e-07, 1.79e-04, 3.12e-04, 3.35e-04, 1.28e-06, 2.50e-07, 8.45e-07, 2.73e-12, 2.57e-08, 5.44e-10, 2.61e-08, 1.89e-07, 3.72e-07]    [1.57e-05, 8.43e-07, 1.46e-06, 5.30e-06, 3.92e-06, 1.06e-06, 3.32e-07, 3.31e-09, 9.19e-08, 4.66e-07, 1.79e-04, 3.12e-04, 3.35e-04, 1.28e-06, 2.50e-07, 8.45e-07, 2.73e-12, 2.57e-08, 5.44e-10, 2.61e-08, 1.89e-07, 3.72e-07]    []  
9200      [1.39e-05, 8.19e-07, 1.40e-06, 5.03e-06, 3.93e-06, 1.01e-06, 3.06e-07, 3.42e-10, 1.07e-08, 1.13e-07, 7.74e-05, 2.66e-04, 1.41e-04, 7.87e-07, 3.60e-07, 4.40e-07, 3.09e-09, 4.21e-09, 1.47e-09, 1.58e-08, 9.21e-08, 2.24e-07]    [1.39e-05, 8.19e-07, 1.40e-06, 5.03e-06, 3.93e-06, 1.01e-06, 3.06e-07, 3.42e-10, 1.07e-08, 1.13e-07, 7.74e-05, 2.66e-04, 1.41e-04, 7.87e-07, 3.60e-07, 4.40e-07, 3.09e-09, 4.21e-09, 1.47e-09, 1.58e-08, 9.21e-08, 2.24e-07]    []  
9300      [1.38e-05, 8.23e-07, 1.34e-06, 5.37e-06, 4.09e-06, 9.83e-07, 3.01e-07, 2.40e-08, 2.24e-08, 2.29e-07, 1.48e-04, 2.82e-04, 2.81e-04, 4.05e-06, 2.60e-07, 3.96e-07, 0.00e+00, 2.86e-10, 6.14e-12, 8.39e-08, 1.47e-07, 4.07e-07]    [1.38e-05, 8.23e-07, 1.34e-06, 5.37e-06, 4.09e-06, 9.83e-07, 3.01e-07, 2.40e-08, 2.24e-08, 2.29e-07, 1.48e-04, 2.82e-04, 2.81e-04, 4.05e-06, 2.60e-07, 3.96e-07, 0.00e+00, 2.86e-10, 6.14e-12, 8.39e-08, 1.47e-07, 4.07e-07]    []  
9400      [1.08e-05, 7.85e-07, 1.19e-06, 4.89e-06, 3.68e-06, 9.46e-07, 2.74e-07, 8.00e-11, 1.29e-08, 5.85e-08, 1.70e-04, 2.20e-04, 1.19e-04, 1.68e-06, 2.24e-07, 1.35e-07, 1.05e-06, 2.90e-07, 1.08e-09, 2.14e-09, 5.87e-08, 1.84e-07]    [1.08e-05, 7.85e-07, 1.19e-06, 4.89e-06, 3.68e-06, 9.46e-07, 2.74e-07, 8.00e-11, 1.29e-08, 5.85e-08, 1.70e-04, 2.20e-04, 1.19e-04, 1.68e-06, 2.24e-07, 1.35e-07, 1.05e-06, 2.90e-07, 1.08e-09, 2.14e-09, 5.87e-08, 1.84e-07]    []  
9500      [1.14e-05, 9.47e-07, 1.36e-06, 5.13e-06, 3.94e-06, 8.95e-07, 2.63e-07, 6.80e-09, 4.84e-07, 8.14e-08, 6.99e-05, 2.06e-04, 6.47e-05, 5.19e-07, 4.73e-07, 4.50e-07, 3.92e-07, 2.49e-08, 3.67e-09, 0.00e+00, 4.73e-08, 6.70e-07]    [1.14e-05, 9.47e-07, 1.36e-06, 5.13e-06, 3.94e-06, 8.95e-07, 2.63e-07, 6.80e-09, 4.84e-07, 8.14e-08, 6.99e-05, 2.06e-04, 6.47e-05, 5.19e-07, 4.73e-07, 4.50e-07, 3.92e-07, 2.49e-08, 3.67e-09, 0.00e+00, 4.73e-08, 6.70e-07]    []  
9600      [1.01e-05, 7.94e-07, 1.23e-06, 5.14e-06, 4.12e-06, 8.60e-07, 3.56e-07, 4.12e-07, 1.19e-05, 1.54e-06, 5.86e-05, 2.08e-04, 7.34e-05, 3.17e-05, 4.38e-09, 1.04e-08, 2.00e-07, 0.00e+00, 0.00e+00, 0.00e+00, 5.79e-07, 3.54e-05]    [1.01e-05, 7.94e-07, 1.23e-06, 5.14e-06, 4.12e-06, 8.60e-07, 3.56e-07, 4.12e-07, 1.19e-05, 1.54e-06, 5.86e-05, 2.08e-04, 7.34e-05, 3.17e-05, 4.38e-09, 1.04e-08, 2.00e-07, 0.00e+00, 0.00e+00, 0.00e+00, 5.79e-07, 3.54e-05]    []  
9700      [9.46e-06, 8.54e-07, 1.32e-06, 5.13e-06, 4.08e-06, 7.88e-07, 3.31e-07, 1.62e-08, 4.17e-06, 1.22e-06, 9.36e-05, 1.67e-04, 5.66e-05, 4.26e-06, 3.01e-07, 1.11e-07, 1.51e-07, 7.00e-08, 3.81e-09, 1.07e-06, 3.23e-08, 7.26e-06]    [9.46e-06, 8.54e-07, 1.32e-06, 5.13e-06, 4.08e-06, 7.88e-07, 3.31e-07, 1.62e-08, 4.17e-06, 1.22e-06, 9.36e-05, 1.67e-04, 5.66e-05, 4.26e-06, 3.01e-07, 1.11e-07, 1.51e-07, 7.00e-08, 3.81e-09, 1.07e-06, 3.23e-08, 7.26e-06]    []  
9800      [9.62e-06, 9.30e-07, 1.45e-06, 5.02e-06, 4.24e-06, 7.27e-07, 4.12e-07, 6.64e-08, 2.13e-06, 6.02e-07, 5.05e-05, 1.57e-04, 6.39e-05, 1.01e-06, 1.60e-07, 2.53e-07, 4.93e-08, 2.24e-09, 0.00e+00, 0.00e+00, 1.19e-07, 6.46e-06]    [9.62e-06, 9.30e-07, 1.45e-06, 5.02e-06, 4.24e-06, 7.27e-07, 4.12e-07, 6.64e-08, 2.13e-06, 6.02e-07, 5.05e-05, 1.57e-04, 6.39e-05, 1.01e-06, 1.60e-07, 2.53e-07, 4.93e-08, 2.24e-09, 0.00e+00, 0.00e+00, 1.19e-07, 6.46e-06]    []  
9900      [8.77e-06, 1.06e-06, 1.53e-06, 5.58e-06, 4.41e-06, 6.65e-07, 3.72e-07, 3.36e-07, 3.18e-06, 4.16e-07, 5.07e-05, 1.48e-04, 1.30e-04, 4.09e-05, 5.07e-09, 7.48e-09, 1.87e-11, 0.00e+00, 0.00e+00, 0.00e+00, 3.48e-07, 8.33e-06]    [8.77e-06, 1.06e-06, 1.53e-06, 5.58e-06, 4.41e-06, 6.65e-07, 3.72e-07, 3.36e-07, 3.18e-06, 4.16e-07, 5.07e-05, 1.48e-04, 1.30e-04, 4.09e-05, 5.07e-09, 7.48e-09, 1.87e-11, 0.00e+00, 0.00e+00, 0.00e+00, 3.48e-07, 8.33e-06]    []  
10000     [6.89e-06, 1.29e-06, 1.78e-06, 5.25e-06, 4.25e-06, 7.57e-07, 4.17e-07, 3.92e-07, 4.85e-06, 4.59e-07, 7.63e-05, 1.18e-04, 7.66e-05, 3.84e-07, 2.23e-08, 8.63e-10, 1.29e-06, 1.51e-07, 3.64e-08, 1.31e-06, 2.26e-07, 8.75e-06]    [6.89e-06, 1.29e-06, 1.78e-06, 5.25e-06, 4.25e-06, 7.57e-07, 4.17e-07, 3.92e-07, 4.85e-06, 4.59e-07, 7.63e-05, 1.18e-04, 7.66e-05, 3.84e-07, 2.23e-08, 8.63e-10, 1.29e-06, 1.51e-07, 3.64e-08, 1.31e-06, 2.26e-07, 8.75e-06]    []  

Best model at step 9996:
  train loss: 2.19e-04
  test loss: 2.19e-04
  test metric: []

'train' took 42.579022 s

Best train step: 9996
lambda_a: 4.702764556957238
lambda_b: 4.668697309256421
kappa_a: 1.341710406903822
kappa_b: 1.2868367858234908
Best train step: 9996
lambda_a: 1.5481505394
lambda_b: 1.540880084
kappa_a: 0.29394522309
kappa_b: 0.25218710303
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
10000     [6.89e-06, 1.29e-06, 1.78e-06, 5.25e-06, 4.25e-06, 7.57e-07, 4.17e-07, 3.92e-07, 4.85e-06, 4.59e-07, 7.63e-05, 1.18e-04, 7.66e-05, 3.84e-07, 2.23e-08, 8.63e-10, 1.29e-06, 1.51e-07, 3.64e-08, 1.31e-06, 2.26e-07, 8.75e-06]    [6.89e-06, 1.29e-06, 1.78e-06, 5.25e-06, 4.25e-06, 7.57e-07, 4.17e-07, 3.92e-07, 4.85e-06, 4.59e-07, 7.63e-05, 1.18e-04, 7.66e-05, 3.84e-07, 2.23e-08, 8.63e-10, 1.29e-06, 1.51e-07, 3.64e-08, 1.31e-06, 2.26e-07, 8.75e-06]    []  
10100     [7.38e-06, 1.62e-06, 2.25e-06, 5.81e-06, 4.45e-06, 6.27e-07, 4.72e-07, 1.25e-08, 6.82e-07, 1.85e-07, 3.78e-05, 8.12e-05, 3.83e-05, 3.92e-07, 2.50e-08, 2.14e-09, 2.65e-07, 2.28e-08, 0.00e+00, 0.00e+00, 1.39e-07, 2.67e-06]    [7.38e-06, 1.62e-06, 2.25e-06, 5.81e-06, 4.45e-06, 6.27e-07, 4.72e-07, 1.25e-08, 6.82e-07, 1.85e-07, 3.78e-05, 8.12e-05, 3.83e-05, 3.92e-07, 2.50e-08, 2.14e-09, 2.65e-07, 2.28e-08, 0.00e+00, 0.00e+00, 1.39e-07, 2.67e-06]    []  
10200     [8.80e-06, 1.98e-06, 2.79e-06, 4.91e-06, 4.95e-06, 6.98e-07, 5.87e-07, 1.50e-07, 6.94e-07, 3.05e-07, 3.11e-05, 7.20e-05, 3.27e-05, 1.47e-05, 6.99e-07, 1.93e-06, 1.67e-07, 8.19e-08, 0.00e+00, 0.00e+00, 5.90e-07, 2.59e-06]    [8.80e-06, 1.98e-06, 2.79e-06, 4.91e-06, 4.95e-06, 6.98e-07, 5.87e-07, 1.50e-07, 6.94e-07, 3.05e-07, 3.11e-05, 7.20e-05, 3.27e-05, 1.47e-05, 6.99e-07, 1.93e-06, 1.67e-07, 8.19e-08, 0.00e+00, 0.00e+00, 5.90e-07, 2.59e-06]    []  
10300     [1.63e-05, 2.84e-06, 4.31e-06, 7.82e-06, 7.63e-06, 6.92e-07, 8.45e-07, 1.60e-06, 1.95e-05, 9.89e-05, 1.05e-03, 2.02e-04, 2.74e-04, 6.01e-04, 1.15e-08, 7.65e-06, 4.06e-06, 3.32e-07, 2.47e-08, 0.00e+00, 3.75e-07, 2.76e-05]    [1.63e-05, 2.84e-06, 4.31e-06, 7.82e-06, 7.63e-06, 6.92e-07, 8.45e-07, 1.60e-06, 1.95e-05, 9.89e-05, 1.05e-03, 2.02e-04, 2.74e-04, 6.01e-04, 1.15e-08, 7.65e-06, 4.06e-06, 3.32e-07, 2.47e-08, 0.00e+00, 3.75e-07, 2.76e-05]    []  
10400     [2.82e-04, 5.19e-05, 1.15e-04, 1.09e-04, 4.16e-05, 2.45e-06, 6.10e-06, 2.01e-08, 9.54e-07, 1.94e-05, 2.97e-02, 2.63e-03, 2.80e-02, 5.79e-05, 1.66e-06, 3.73e-05, 6.57e-08, 2.30e-05, 4.22e-06, 5.49e-06, 2.28e-05, 2.55e-05]    [2.82e-04, 5.19e-05, 1.15e-04, 1.09e-04, 4.16e-05, 2.45e-06, 6.10e-06, 2.01e-08, 9.54e-07, 1.94e-05, 2.97e-02, 2.63e-03, 2.80e-02, 5.79e-05, 1.66e-06, 3.73e-05, 6.57e-08, 2.30e-05, 4.22e-06, 5.49e-06, 2.28e-05, 2.55e-05]    []  
10500     [3.09e-04, 2.90e-05, 3.68e-05, 9.73e-05, 4.68e-05, 8.86e-07, 3.62e-06, 2.76e-08, 1.30e-07, 5.16e-08, 3.03e-02, 1.77e-03, 2.86e-02, 3.57e-05, 2.97e-06, 1.83e-06, 7.45e-06, 4.80e-06, 1.63e-06, 1.44e-07, 3.87e-06, 3.98e-06]    [3.09e-04, 2.90e-05, 3.68e-05, 9.73e-05, 4.68e-05, 8.86e-07, 3.62e-06, 2.76e-08, 1.30e-07, 5.16e-08, 3.03e-02, 1.77e-03, 2.86e-02, 3.57e-05, 2.97e-06, 1.83e-06, 7.45e-06, 4.80e-06, 1.63e-06, 1.44e-07, 3.87e-06, 3.98e-06]    []  
10600     [2.69e-05, 7.77e-06, 1.33e-05, 1.61e-05, 1.35e-05, 4.30e-07, 2.11e-06, 1.15e-08, 3.53e-08, 1.03e-06, 1.04e-04, 1.30e-03, 1.01e-03, 7.35e-06, 4.61e-07, 1.26e-06, 1.35e-06, 6.92e-06, 5.34e-07, 5.76e-08, 1.34e-06, 8.03e-07]    [2.69e-05, 7.77e-06, 1.33e-05, 1.61e-05, 1.35e-05, 4.30e-07, 2.11e-06, 1.15e-08, 3.53e-08, 1.03e-06, 1.04e-04, 1.30e-03, 1.01e-03, 7.35e-06, 4.61e-07, 1.26e-06, 1.35e-06, 6.92e-06, 5.34e-07, 5.76e-08, 1.34e-06, 8.03e-07]    []  
10700     [1.94e-05, 1.05e-05, 1.80e-05, 7.41e-06, 9.57e-06, 2.84e-07, 2.96e-07, 6.66e-08, 5.17e-09, 5.77e-10, 1.17e-04, 7.46e-04, 7.14e-04, 7.16e-06, 1.15e-07, 4.82e-07, 5.13e-07, 4.53e-07, 1.66e-07, 1.09e-09, 8.75e-07, 2.19e-07]    [1.94e-05, 1.05e-05, 1.80e-05, 7.41e-06, 9.57e-06, 2.84e-07, 2.96e-07, 6.66e-08, 5.17e-09, 5.77e-10, 1.17e-04, 7.46e-04, 7.14e-04, 7.16e-06, 1.15e-07, 4.82e-07, 5.13e-07, 4.53e-07, 1.66e-07, 1.09e-09, 8.75e-07, 2.19e-07]    []  
10800     [2.32e-05, 1.22e-05, 1.84e-05, 5.78e-06, 6.72e-06, 9.96e-08, 2.29e-07, 2.76e-08, 4.05e-10, 6.87e-11, 5.29e-05, 6.53e-04, 6.75e-04, 4.33e-06, 1.76e-08, 2.31e-07, 2.78e-07, 2.78e-07, 5.16e-08, 6.62e-09, 3.31e-07, 1.46e-07]    [2.32e-05, 1.22e-05, 1.84e-05, 5.78e-06, 6.72e-06, 9.96e-08, 2.29e-07, 2.76e-08, 4.05e-10, 6.87e-11, 5.29e-05, 6.53e-04, 6.75e-04, 4.33e-06, 1.76e-08, 2.31e-07, 2.78e-07, 2.78e-07, 5.16e-08, 6.62e-09, 3.31e-07, 1.46e-07]    []  
10900     [2.64e-05, 1.19e-05, 1.56e-05, 4.59e-06, 3.65e-06, 3.74e-08, 1.83e-07, 7.31e-09, 2.77e-11, 4.48e-11, 2.51e-05, 6.07e-04, 6.39e-04, 2.57e-06, 0.00e+00, 1.12e-07, 1.95e-07, 2.24e-07, 1.75e-08, 1.82e-08, 1.26e-07, 1.17e-07]    [2.64e-05, 1.19e-05, 1.56e-05, 4.59e-06, 3.65e-06, 3.74e-08, 1.83e-07, 7.31e-09, 2.77e-11, 4.48e-11, 2.51e-05, 6.07e-04, 6.39e-04, 2.57e-06, 0.00e+00, 1.12e-07, 1.95e-07, 2.24e-07, 1.75e-08, 1.82e-08, 1.26e-07, 1.17e-07]    []  
11000     [2.63e-05, 1.09e-05, 1.21e-05, 4.02e-06, 1.95e-06, 1.96e-08, 1.76e-07, 2.36e-11, 2.48e-10, 9.73e-13, 1.49e-05, 5.71e-04, 6.07e-04, 1.80e-06, 6.05e-09, 8.10e-08, 1.76e-07, 2.47e-07, 1.36e-08, 2.59e-08, 4.04e-08, 1.31e-07]    [2.63e-05, 1.09e-05, 1.21e-05, 4.02e-06, 1.95e-06, 1.96e-08, 1.76e-07, 2.36e-11, 2.48e-10, 9.73e-13, 1.49e-05, 5.71e-04, 6.07e-04, 1.80e-06, 6.05e-09, 8.10e-08, 1.76e-07, 2.47e-07, 1.36e-08, 2.59e-08, 4.04e-08, 1.31e-07]    []  
11100     [2.36e-05, 9.70e-06, 9.05e-06, 3.82e-06, 1.36e-06, 1.78e-08, 1.99e-07, 5.67e-11, 1.30e-09, 5.76e-14, 1.52e-05, 5.31e-04, 5.64e-04, 1.45e-06, 5.38e-08, 1.22e-07, 2.54e-07, 3.73e-07, 7.79e-09, 3.16e-08, 3.19e-08, 1.77e-07]    [2.36e-05, 9.70e-06, 9.05e-06, 3.82e-06, 1.36e-06, 1.78e-08, 1.99e-07, 5.67e-11, 1.30e-09, 5.76e-14, 1.52e-05, 5.31e-04, 5.64e-04, 1.45e-06, 5.38e-08, 1.22e-07, 2.54e-07, 3.73e-07, 7.79e-09, 3.16e-08, 3.19e-08, 1.77e-07]    []  
11200     [2.02e-05, 8.70e-06, 6.66e-06, 3.88e-06, 1.50e-06, 1.96e-08, 2.47e-07, 1.07e-10, 2.18e-09, 3.14e-10, 2.94e-05, 4.84e-04, 5.06e-04, 1.23e-06, 2.56e-07, 2.83e-07, 6.50e-07, 6.98e-07, 5.02e-09, 4.86e-08, 2.85e-08, 2.41e-07]    [2.02e-05, 8.70e-06, 6.66e-06, 3.88e-06, 1.50e-06, 1.96e-08, 2.47e-07, 1.07e-10, 2.18e-09, 3.14e-10, 2.94e-05, 4.84e-04, 5.06e-04, 1.23e-06, 2.56e-07, 2.83e-07, 6.50e-07, 6.98e-07, 5.02e-09, 4.86e-08, 2.85e-08, 2.41e-07]    []  
11300     [1.84e-05, 8.13e-06, 5.24e-06, 4.09e-06, 1.89e-06, 2.82e-08, 3.32e-07, 2.31e-10, 9.55e-10, 1.20e-09, 4.89e-05, 4.43e-04, 4.50e-04, 1.04e-06, 6.55e-07, 5.36e-07, 1.23e-06, 1.05e-06, 4.08e-09, 8.04e-08, 2.80e-08, 3.94e-07]    [1.84e-05, 8.13e-06, 5.24e-06, 4.09e-06, 1.89e-06, 2.82e-08, 3.32e-07, 2.31e-10, 9.55e-10, 1.20e-09, 4.89e-05, 4.43e-04, 4.50e-04, 1.04e-06, 6.55e-07, 5.36e-07, 1.23e-06, 1.05e-06, 4.08e-09, 8.04e-08, 2.80e-08, 3.94e-07]    []  
11400     [1.73e-05, 7.56e-06, 4.49e-06, 4.25e-06, 2.11e-06, 3.52e-08, 4.41e-07, 1.24e-10, 4.61e-09, 1.73e-10, 5.94e-05, 4.14e-04, 4.07e-04, 8.86e-07, 8.32e-07, 6.98e-07, 1.40e-06, 1.26e-06, 4.29e-09, 1.15e-07, 3.42e-08, 6.83e-07]    [1.73e-05, 7.56e-06, 4.49e-06, 4.25e-06, 2.11e-06, 3.52e-08, 4.41e-07, 1.24e-10, 4.61e-09, 1.73e-10, 5.94e-05, 4.14e-04, 4.07e-04, 8.86e-07, 8.32e-07, 6.98e-07, 1.40e-06, 1.26e-06, 4.29e-09, 1.15e-07, 3.42e-08, 6.83e-07]    []  
11500     [1.62e-05, 6.93e-06, 3.95e-06, 4.32e-06, 2.20e-06, 3.17e-08, 5.24e-07, 1.68e-10, 3.69e-09, 4.81e-10, 6.66e-05, 3.85e-04, 3.64e-04, 8.12e-07, 8.50e-07, 6.87e-07, 1.26e-06, 1.35e-06, 3.90e-09, 1.42e-07, 3.81e-08, 9.02e-07]    [1.62e-05, 6.93e-06, 3.95e-06, 4.32e-06, 2.20e-06, 3.17e-08, 5.24e-07, 1.68e-10, 3.69e-09, 4.81e-10, 6.66e-05, 3.85e-04, 3.64e-04, 8.12e-07, 8.50e-07, 6.87e-07, 1.26e-06, 1.35e-06, 3.90e-09, 1.42e-07, 3.81e-08, 9.02e-07]    []  
11600     [1.50e-05, 6.29e-06, 3.51e-06, 4.50e-06, 2.20e-06, 1.64e-08, 6.32e-07, 5.37e-13, 3.37e-10, 3.04e-11, 7.18e-05, 3.53e-04, 3.20e-04, 9.63e-07, 6.10e-07, 4.60e-07, 1.13e-06, 1.87e-06, 4.97e-09, 1.71e-07, 3.04e-08, 1.47e-06]    [1.50e-05, 6.29e-06, 3.51e-06, 4.50e-06, 2.20e-06, 1.64e-08, 6.32e-07, 5.37e-13, 3.37e-10, 3.04e-11, 7.18e-05, 3.53e-04, 3.20e-04, 9.63e-07, 6.10e-07, 4.60e-07, 1.13e-06, 1.87e-06, 4.97e-09, 1.71e-07, 3.04e-08, 1.47e-06]    []  
11700     [1.40e-05, 5.56e-06, 3.21e-06, 4.59e-06, 2.16e-06, 1.49e-08, 6.95e-07, 6.87e-12, 5.25e-10, 4.58e-10, 7.79e-05, 3.17e-04, 2.74e-04, 1.11e-06, 5.26e-07, 4.29e-07, 1.28e-06, 1.47e-06, 8.94e-09, 1.05e-07, 3.14e-08, 1.06e-06]    [1.40e-05, 5.56e-06, 3.21e-06, 4.59e-06, 2.16e-06, 1.49e-08, 6.95e-07, 6.87e-12, 5.25e-10, 4.58e-10, 7.79e-05, 3.17e-04, 2.74e-04, 1.11e-06, 5.26e-07, 4.29e-07, 1.28e-06, 1.47e-06, 8.94e-09, 1.05e-07, 3.14e-08, 1.06e-06]    []  
11800     [1.34e-05, 4.99e-06, 2.95e-06, 4.50e-06, 2.28e-06, 1.57e-08, 7.72e-07, 1.74e-10, 3.72e-09, 1.43e-10, 8.15e-05, 2.85e-04, 2.28e-04, 1.00e-06, 4.96e-07, 4.82e-07, 1.10e-06, 9.67e-07, 8.74e-09, 4.01e-08, 3.89e-08, 6.13e-07]    [1.34e-05, 4.99e-06, 2.95e-06, 4.50e-06, 2.28e-06, 1.57e-08, 7.72e-07, 1.74e-10, 3.72e-09, 1.43e-10, 8.15e-05, 2.85e-04, 2.28e-04, 1.00e-06, 4.96e-07, 4.82e-07, 1.10e-06, 9.67e-07, 8.74e-09, 4.01e-08, 3.89e-08, 6.13e-07]    []  
11900     [1.33e-05, 4.58e-06, 2.77e-06, 4.25e-06, 2.37e-06, 1.72e-08, 8.07e-07, 5.85e-10, 3.83e-08, 5.94e-09, 8.43e-05, 2.55e-04, 1.85e-04, 9.13e-07, 5.37e-07, 5.51e-07, 7.94e-07, 4.45e-07, 6.01e-09, 1.52e-08, 3.63e-08, 5.02e-07]    [1.33e-05, 4.58e-06, 2.77e-06, 4.25e-06, 2.37e-06, 1.72e-08, 8.07e-07, 5.85e-10, 3.83e-08, 5.94e-09, 8.43e-05, 2.55e-04, 1.85e-04, 9.13e-07, 5.37e-07, 5.51e-07, 7.94e-07, 4.45e-07, 6.01e-09, 1.52e-08, 3.63e-08, 5.02e-07]    []  
12000     [1.33e-05, 4.30e-06, 2.66e-06, 4.01e-06, 2.51e-06, 2.17e-08, 8.34e-07, 1.47e-10, 5.98e-08, 1.90e-08, 8.74e-05, 2.28e-04, 1.44e-04, 8.38e-07, 5.88e-07, 5.81e-07, 5.01e-07, 1.65e-07, 3.39e-09, 1.48e-08, 2.86e-08, 4.71e-07]    [1.33e-05, 4.30e-06, 2.66e-06, 4.01e-06, 2.51e-06, 2.17e-08, 8.34e-07, 1.47e-10, 5.98e-08, 1.90e-08, 8.74e-05, 2.28e-04, 1.44e-04, 8.38e-07, 5.88e-07, 5.81e-07, 5.01e-07, 1.65e-07, 3.39e-09, 1.48e-08, 2.86e-08, 4.71e-07]    []  

Best model at step 10279:
  train loss: 1.24e-04
  test loss: 1.24e-04
  test metric: []

'train' took 42.554614 s

Best train step: 10279
lambda_a: 4.889118652108943
lambda_b: 4.959925494728879
kappa_a: 1.3620741631951314
kappa_b: 1.30281125053439
Best train step: 10279
lambda_a: 1.5870120525
lambda_b: 1.6013907194
kappa_a: 0.30900865793
kappa_b: 0.26452443004
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
12000     [1.33e-05, 4.30e-06, 2.66e-06, 4.01e-06, 2.51e-06, 2.17e-08, 8.34e-07, 1.47e-10, 5.98e-08, 1.90e-08, 8.74e-05, 2.28e-04, 1.44e-04, 8.38e-07, 5.88e-07, 5.81e-07, 5.01e-07, 1.65e-07, 3.39e-09, 1.48e-08, 2.86e-08, 4.71e-07]    [1.33e-05, 4.30e-06, 2.66e-06, 4.01e-06, 2.51e-06, 2.17e-08, 8.34e-07, 1.47e-10, 5.98e-08, 1.90e-08, 8.74e-05, 2.28e-04, 1.44e-04, 8.38e-07, 5.88e-07, 5.81e-07, 5.01e-07, 1.65e-07, 3.39e-09, 1.48e-08, 2.86e-08, 4.71e-07]    []  
12100     [1.38e-05, 4.08e-06, 2.52e-06, 3.93e-06, 3.00e-06, 3.22e-08, 8.97e-07, 4.01e-09, 3.98e-07, 4.46e-07, 9.01e-05, 2.21e-04, 1.33e-04, 2.90e-06, 5.39e-07, 4.41e-07, 2.15e-07, 4.54e-08, 5.91e-09, 1.68e-09, 2.63e-08, 1.68e-06]    [1.38e-05, 4.08e-06, 2.52e-06, 3.93e-06, 3.00e-06, 3.22e-08, 8.97e-07, 4.01e-09, 3.98e-07, 4.46e-07, 9.01e-05, 2.21e-04, 1.33e-04, 2.90e-06, 5.39e-07, 4.41e-07, 2.15e-07, 4.54e-08, 5.91e-09, 1.68e-09, 2.63e-08, 1.68e-06]    []  
12200     [1.45e-05, 4.14e-06, 2.70e-06, 3.96e-06, 2.86e-06, 4.98e-08, 9.27e-07, 3.44e-10, 1.45e-06, 4.55e-08, 1.06e-04, 1.79e-04, 8.94e-05, 9.61e-06, 1.43e-06, 7.35e-07, 1.08e-07, 1.63e-06, 6.89e-10, 1.82e-07, 5.29e-08, 9.12e-07]    [1.45e-05, 4.14e-06, 2.70e-06, 3.96e-06, 2.86e-06, 4.98e-08, 9.27e-07, 3.44e-10, 1.45e-06, 4.55e-08, 1.06e-04, 1.79e-04, 8.94e-05, 9.61e-06, 1.43e-06, 7.35e-07, 1.08e-07, 1.63e-06, 6.89e-10, 1.82e-07, 5.29e-08, 9.12e-07]    []  
12300     [1.45e-05, 3.69e-06, 2.54e-06, 4.65e-06, 3.96e-06, 5.26e-08, 9.93e-07, 1.04e-08, 4.49e-09, 5.62e-08, 1.43e-04, 2.41e-04, 2.76e-04, 4.92e-05, 4.12e-07, 1.40e-07, 0.00e+00, 0.00e+00, 3.01e-09, 2.30e-08, 3.33e-08, 5.63e-07]    [1.45e-05, 3.69e-06, 2.54e-06, 4.65e-06, 3.96e-06, 5.26e-08, 9.93e-07, 1.04e-08, 4.49e-09, 5.62e-08, 1.43e-04, 2.41e-04, 2.76e-04, 4.92e-05, 4.12e-07, 1.40e-07, 0.00e+00, 0.00e+00, 3.01e-09, 2.30e-08, 3.33e-08, 5.63e-07]    []  
12400     [1.55e-05, 3.91e-06, 2.73e-06, 4.50e-06, 3.56e-06, 6.82e-08, 1.04e-06, 1.06e-09, 2.41e-06, 5.60e-06, 1.43e-04, 1.48e-04, 1.14e-04, 9.15e-05, 2.61e-06, 1.44e-06, 7.98e-07, 2.83e-06, 1.72e-10, 0.00e+00, 8.59e-08, 4.62e-06]    [1.55e-05, 3.91e-06, 2.73e-06, 4.50e-06, 3.56e-06, 6.82e-08, 1.04e-06, 1.06e-09, 2.41e-06, 5.60e-06, 1.43e-04, 1.48e-04, 1.14e-04, 9.15e-05, 2.61e-06, 1.44e-06, 7.98e-07, 2.83e-06, 1.72e-10, 0.00e+00, 8.59e-08, 4.62e-06]    []  
12500     [1.69e-05, 3.87e-06, 2.89e-06, 4.88e-06, 3.72e-06, 7.35e-08, 1.08e-06, 1.20e-08, 3.02e-09, 5.31e-06, 2.02e-04, 1.39e-04, 2.13e-04, 1.67e-04, 3.43e-06, 2.37e-06, 3.27e-06, 3.41e-06, 7.46e-10, 2.14e-08, 3.77e-08, 1.58e-07]    [1.69e-05, 3.87e-06, 2.89e-06, 4.88e-06, 3.72e-06, 7.35e-08, 1.08e-06, 1.20e-08, 3.02e-09, 5.31e-06, 2.02e-04, 1.39e-04, 2.13e-04, 1.67e-04, 3.43e-06, 2.37e-06, 3.27e-06, 3.41e-06, 7.46e-10, 2.14e-08, 3.77e-08, 1.58e-07]    []  
12600     [1.19e-05, 3.62e-06, 2.56e-06, 5.50e-06, 4.11e-06, 8.45e-08, 1.03e-06, 2.17e-09, 5.69e-08, 1.67e-06, 1.27e-04, 1.31e-04, 4.16e-05, 1.78e-05, 4.26e-07, 4.16e-08, 2.43e-07, 3.23e-07, 7.75e-09, 1.21e-07, 4.06e-08, 5.77e-07]    [1.19e-05, 3.62e-06, 2.56e-06, 5.50e-06, 4.11e-06, 8.45e-08, 1.03e-06, 2.17e-09, 5.69e-08, 1.67e-06, 1.27e-04, 1.31e-04, 4.16e-05, 1.78e-05, 4.26e-07, 4.16e-08, 2.43e-07, 3.23e-07, 7.75e-09, 1.21e-07, 4.06e-08, 5.77e-07]    []  
12700     [1.22e-05, 3.41e-06, 2.41e-06, 6.35e-06, 4.86e-06, 9.12e-08, 9.30e-07, 9.89e-10, 2.84e-08, 6.00e-06, 8.87e-05, 1.92e-04, 2.04e-04, 2.21e-04, 6.29e-09, 2.45e-09, 0.00e+00, 0.00e+00, 7.69e-09, 3.54e-08, 3.77e-08, 3.13e-07]    [1.22e-05, 3.41e-06, 2.41e-06, 6.35e-06, 4.86e-06, 9.12e-08, 9.30e-07, 9.89e-10, 2.84e-08, 6.00e-06, 8.87e-05, 1.92e-04, 2.04e-04, 2.21e-04, 6.29e-09, 2.45e-09, 0.00e+00, 0.00e+00, 7.69e-09, 3.54e-08, 3.77e-08, 3.13e-07]    []  
12800     [1.39e-05, 3.72e-06, 2.78e-06, 5.63e-06, 4.15e-06, 1.22e-07, 1.07e-06, 1.40e-09, 8.80e-08, 1.04e-06, 1.21e-04, 1.05e-04, 6.67e-05, 4.16e-05, 1.69e-06, 9.36e-07, 1.42e-06, 7.13e-07, 5.14e-09, 3.36e-08, 2.74e-08, 8.19e-07]    [1.39e-05, 3.72e-06, 2.78e-06, 5.63e-06, 4.15e-06, 1.22e-07, 1.07e-06, 1.40e-09, 8.80e-08, 1.04e-06, 1.21e-04, 1.05e-04, 6.67e-05, 4.16e-05, 1.69e-06, 9.36e-07, 1.42e-06, 7.13e-07, 5.14e-09, 3.36e-08, 2.74e-08, 8.19e-07]    []  
12900     [1.12e-05, 3.64e-06, 2.58e-06, 6.06e-06, 4.36e-06, 1.27e-07, 8.69e-07, 1.37e-09, 1.84e-08, 5.36e-07, 9.58e-05, 1.04e-04, 2.91e-05, 8.51e-06, 4.92e-07, 1.15e-07, 5.21e-08, 1.53e-07, 7.26e-09, 7.29e-08, 3.10e-08, 3.06e-07]    [1.12e-05, 3.64e-06, 2.58e-06, 6.06e-06, 4.36e-06, 1.27e-07, 8.69e-07, 1.37e-09, 1.84e-08, 5.36e-07, 9.58e-05, 1.04e-04, 2.91e-05, 8.51e-06, 4.92e-07, 1.15e-07, 5.21e-08, 1.53e-07, 7.26e-09, 7.29e-08, 3.10e-08, 3.06e-07]    []  
13000     [2.38e-05, 4.71e-06, 3.77e-06, 6.91e-06, 5.16e-06, 1.92e-07, 9.02e-07, 4.10e-08, 1.79e-09, 2.45e-05, 2.64e-04, 1.66e-04, 6.90e-04, 1.04e-03, 1.17e-05, 9.56e-06, 1.21e-05, 1.39e-05, 1.09e-09, 3.74e-08, 1.45e-07, 1.86e-07]    [2.38e-05, 4.71e-06, 3.77e-06, 6.91e-06, 5.16e-06, 1.92e-07, 9.02e-07, 4.10e-08, 1.79e-09, 2.45e-05, 2.64e-04, 1.66e-04, 6.90e-04, 1.04e-03, 1.17e-05, 9.56e-06, 1.21e-05, 1.39e-05, 1.09e-09, 3.74e-08, 1.45e-07, 1.86e-07]    []  
13100     [1.18e-05, 3.97e-06, 2.93e-06, 6.29e-06, 4.30e-06, 1.75e-07, 8.56e-07, 1.86e-08, 4.13e-06, 5.25e-07, 1.70e-04, 7.59e-05, 1.86e-04, 8.40e-05, 1.76e-06, 7.20e-07, 3.18e-06, 2.59e-06, 5.68e-09, 1.77e-06, 3.77e-08, 1.14e-05]    [1.18e-05, 3.97e-06, 2.93e-06, 6.29e-06, 4.30e-06, 1.75e-07, 8.56e-07, 1.86e-08, 4.13e-06, 5.25e-07, 1.70e-04, 7.59e-05, 1.86e-04, 8.40e-05, 1.76e-06, 7.20e-07, 3.18e-06, 2.59e-06, 5.68e-09, 1.77e-06, 3.77e-08, 1.14e-05]    []  
13200     [2.52e-05, 5.31e-06, 4.41e-06, 1.22e-05, 8.33e-06, 3.17e-07, 1.04e-06, 3.29e-07, 4.88e-07, 7.54e-05, 1.26e-04, 5.28e-04, 7.70e-04, 2.65e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-07, 3.33e-07, 1.25e-06, 2.06e-06]    [2.52e-05, 5.31e-06, 4.41e-06, 1.22e-05, 8.33e-06, 3.17e-07, 1.04e-06, 3.29e-07, 4.88e-07, 7.54e-05, 1.26e-04, 5.28e-04, 7.70e-04, 2.65e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-07, 3.33e-07, 1.25e-06, 2.06e-06]    []  
13300     [9.58e-06, 3.98e-06, 2.78e-06, 7.12e-06, 4.74e-06, 2.19e-07, 8.69e-07, 7.99e-07, 2.45e-05, 7.87e-06, 8.11e-05, 1.20e-04, 5.55e-05, 2.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 9.59e-08, 2.58e-07, 0.00e+00, 1.52e-06, 4.50e-05]    [9.58e-06, 3.98e-06, 2.78e-06, 7.12e-06, 4.74e-06, 2.19e-07, 8.69e-07, 7.99e-07, 2.45e-05, 7.87e-06, 8.11e-05, 1.20e-04, 5.55e-05, 2.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 9.59e-08, 2.58e-07, 0.00e+00, 1.52e-06, 4.50e-05]    []  
13400     [1.07e-05, 3.80e-06, 2.91e-06, 7.06e-06, 5.63e-06, 2.68e-07, 7.73e-07, 6.65e-08, 4.77e-07, 3.99e-06, 9.91e-05, 1.51e-04, 4.18e-04, 3.24e-04, 1.21e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-07, 1.86e-09, 1.02e-06, 1.30e-06]    [1.07e-05, 3.80e-06, 2.91e-06, 7.06e-06, 5.63e-06, 2.68e-07, 7.73e-07, 6.65e-08, 4.77e-07, 3.99e-06, 9.91e-05, 1.51e-04, 4.18e-04, 3.24e-04, 1.21e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-07, 1.86e-09, 1.02e-06, 1.30e-06]    []  
13500     [8.15e-06, 4.15e-06, 3.13e-06, 7.75e-06, 5.17e-06, 2.36e-07, 7.07e-07, 2.53e-07, 1.15e-07, 3.35e-06, 5.84e-05, 1.13e-04, 9.71e-05, 2.08e-04, 7.78e-10, 0.00e+00, 0.00e+00, 1.96e-10, 1.16e-07, 9.69e-09, 6.20e-07, 4.27e-07]    [8.15e-06, 4.15e-06, 3.13e-06, 7.75e-06, 5.17e-06, 2.36e-07, 7.07e-07, 2.53e-07, 1.15e-07, 3.35e-06, 5.84e-05, 1.13e-04, 9.71e-05, 2.08e-04, 7.78e-10, 0.00e+00, 0.00e+00, 1.96e-10, 1.16e-07, 9.69e-09, 6.20e-07, 4.27e-07]    []  
13600     [4.73e-05, 4.76e-06, 5.75e-06, 8.20e-06, 1.04e-05, 6.68e-07, 1.43e-06, 2.43e-07, 1.93e-06, 8.89e-05, 1.75e-04, 5.76e-04, 1.24e-04, 1.76e-03, 4.38e-05, 6.77e-05, 4.33e-06, 2.83e-05, 1.81e-08, 9.19e-07, 1.06e-07, 6.00e-06]    [4.73e-05, 4.76e-06, 5.75e-06, 8.20e-06, 1.04e-05, 6.68e-07, 1.43e-06, 2.43e-07, 1.93e-06, 8.89e-05, 1.75e-04, 5.76e-04, 1.24e-04, 1.76e-03, 4.38e-05, 6.77e-05, 4.33e-06, 2.83e-05, 1.81e-08, 9.19e-07, 1.06e-07, 6.00e-06]    []  
13700     [7.84e-06, 4.09e-06, 3.42e-06, 7.79e-06, 5.51e-06, 3.56e-07, 8.87e-07, 1.06e-06, 4.70e-06, 6.16e-06, 5.39e-05, 1.19e-04, 8.23e-05, 3.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-07, 0.00e+00, 8.62e-07, 1.42e-05]    [7.84e-06, 4.09e-06, 3.42e-06, 7.79e-06, 5.51e-06, 3.56e-07, 8.87e-07, 1.06e-06, 4.70e-06, 6.16e-06, 5.39e-05, 1.19e-04, 8.23e-05, 3.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-07, 0.00e+00, 8.62e-07, 1.42e-05]    []  
13800     [1.64e-05, 5.14e-06, 3.69e-06, 6.20e-06, 5.76e-06, 6.58e-07, 1.45e-06, 9.31e-11, 1.66e-07, 1.38e-06, 1.04e-04, 1.20e-04, 6.05e-05, 5.61e-05, 6.95e-07, 2.43e-06, 3.27e-11, 1.22e-08, 1.93e-08, 7.82e-09, 7.26e-08, 2.42e-07]    [1.64e-05, 5.14e-06, 3.69e-06, 6.20e-06, 5.76e-06, 6.58e-07, 1.45e-06, 9.31e-11, 1.66e-07, 1.38e-06, 1.04e-04, 1.20e-04, 6.05e-05, 5.61e-05, 6.95e-07, 2.43e-06, 3.27e-11, 1.22e-08, 1.93e-08, 7.82e-09, 7.26e-08, 2.42e-07]    []  
13900     [7.85e-05, 1.17e-05, 9.85e-06, 1.35e-05, 1.21e-05, 1.91e-06, 3.04e-06, 1.38e-05, 1.68e-05, 1.13e-04, 3.24e-04, 8.39e-04, 9.77e-04, 5.52e-03, 8.20e-05, 9.02e-05, 2.40e-05, 6.52e-05, 0.00e+00, 0.00e+00, 6.07e-05, 8.19e-05]    [7.85e-05, 1.17e-05, 9.85e-06, 1.35e-05, 1.21e-05, 1.91e-06, 3.04e-06, 1.38e-05, 1.68e-05, 1.13e-04, 3.24e-04, 8.39e-04, 9.77e-04, 5.52e-03, 8.20e-05, 9.02e-05, 2.40e-05, 6.52e-05, 0.00e+00, 0.00e+00, 6.07e-05, 8.19e-05]    []  
14000     [7.10e-06, 4.26e-06, 3.88e-06, 6.59e-06, 4.77e-06, 4.27e-07, 6.86e-07, 5.31e-07, 4.45e-07, 7.16e-08, 3.74e-05, 3.49e-05, 2.16e-05, 4.99e-07, 1.30e-07, 5.44e-08, 1.87e-07, 2.10e-07, 0.00e+00, 2.43e-07, 3.51e-06, 1.51e-06]    [7.10e-06, 4.26e-06, 3.88e-06, 6.59e-06, 4.77e-06, 4.27e-07, 6.86e-07, 5.31e-07, 4.45e-07, 7.16e-08, 3.74e-05, 3.49e-05, 2.16e-05, 4.99e-07, 1.30e-07, 5.44e-08, 1.87e-07, 2.10e-07, 0.00e+00, 2.43e-07, 3.51e-06, 1.51e-06]    []  

Best model at step 10279:
  train loss: 1.24e-04
  test loss: 1.24e-04
  test metric: []

'train' took 42.743209 s

Best train step: 10279
lambda_a: 4.889118652108943
lambda_b: 4.959925494728879
kappa_a: 1.3620741631951314
kappa_b: 1.30281125053439
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
14000     [7.10e-06, 4.26e-06, 3.88e-06, 6.59e-06, 4.77e-06, 4.27e-07, 6.86e-07, 5.31e-07, 4.45e-07, 7.16e-08, 3.74e-05, 3.49e-05, 2.16e-05, 4.99e-07, 1.30e-07, 5.44e-08, 1.87e-07, 2.10e-07, 0.00e+00, 2.43e-07, 3.51e-06, 1.51e-06]    [7.10e-06, 4.26e-06, 3.88e-06, 6.59e-06, 4.77e-06, 4.27e-07, 6.86e-07, 5.31e-07, 4.45e-07, 7.16e-08, 3.74e-05, 3.49e-05, 2.16e-05, 4.99e-07, 1.30e-07, 5.44e-08, 1.87e-07, 2.10e-07, 0.00e+00, 2.43e-07, 3.51e-06, 1.51e-06]    []  
14100     [1.16e-05, 5.55e-06, 4.10e-06, 7.62e-06, 5.06e-06, 5.60e-07, 8.65e-07, 1.10e-08, 2.47e-07, 4.75e-06, 5.85e-05, 5.37e-05, 3.17e-05, 5.54e-05, 4.27e-06, 2.22e-06, 3.24e-06, 3.27e-09, 3.82e-09, 2.37e-07, 2.48e-07, 1.47e-06]    [1.16e-05, 5.55e-06, 4.10e-06, 7.62e-06, 5.06e-06, 5.60e-07, 8.65e-07, 1.10e-08, 2.47e-07, 4.75e-06, 5.85e-05, 5.37e-05, 3.17e-05, 5.54e-05, 4.27e-06, 2.22e-06, 3.24e-06, 3.27e-09, 3.82e-09, 2.37e-07, 2.48e-07, 1.47e-06]    []  
14200     [6.20e-06, 4.63e-06, 4.20e-06, 6.53e-06, 5.18e-06, 4.28e-07, 8.18e-07, 2.21e-06, 8.66e-08, 1.71e-08, 2.84e-05, 3.15e-05, 3.28e-05, 1.09e-05, 2.39e-08, 1.25e-08, 1.60e-07, 2.69e-09, 9.59e-07, 5.10e-09, 6.09e-06, 6.69e-07]    [6.20e-06, 4.63e-06, 4.20e-06, 6.53e-06, 5.18e-06, 4.28e-07, 8.18e-07, 2.21e-06, 8.66e-08, 1.71e-08, 2.84e-05, 3.15e-05, 3.28e-05, 1.09e-05, 2.39e-08, 1.25e-08, 1.60e-07, 2.69e-09, 9.59e-07, 5.10e-09, 6.09e-06, 6.69e-07]    []  
14300     [1.74e-05, 4.64e-06, 5.57e-06, 8.41e-06, 7.70e-06, 8.32e-07, 1.21e-06, 1.36e-06, 5.98e-07, 2.50e-05, 2.62e-04, 2.96e-04, 5.14e-05, 8.13e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.41e-06, 1.18e-06, 2.65e-09, 7.20e-06, 1.16e-06]    [1.74e-05, 4.64e-06, 5.57e-06, 8.41e-06, 7.70e-06, 8.32e-07, 1.21e-06, 1.36e-06, 5.98e-07, 2.50e-05, 2.62e-04, 2.96e-04, 5.14e-05, 8.13e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.41e-06, 1.18e-06, 2.65e-09, 7.20e-06, 1.16e-06]    []  
14400     [5.68e-06, 4.45e-06, 4.30e-06, 6.04e-06, 4.97e-06, 7.35e-07, 7.88e-07, 4.98e-06, 1.99e-07, 2.84e-07, 2.20e-05, 2.24e-05, 2.14e-05, 2.24e-06, 5.61e-09, 3.90e-08, 9.35e-08, 1.35e-07, 0.00e+00, 1.63e-09, 1.99e-05, 1.09e-06]    [5.68e-06, 4.45e-06, 4.30e-06, 6.04e-06, 4.97e-06, 7.35e-07, 7.88e-07, 4.98e-06, 1.99e-07, 2.84e-07, 2.20e-05, 2.24e-05, 2.14e-05, 2.24e-06, 5.61e-09, 3.90e-08, 9.35e-08, 1.35e-07, 0.00e+00, 1.63e-09, 1.99e-05, 1.09e-06]    []  
14500     [5.41e-06, 4.58e-06, 4.47e-06, 6.00e-06, 5.17e-06, 5.37e-07, 8.39e-07, 8.85e-08, 8.52e-07, 1.34e-08, 1.83e-05, 1.93e-05, 2.18e-05, 2.21e-06, 9.43e-09, 4.87e-08, 7.71e-08, 5.25e-08, 8.18e-08, 0.00e+00, 3.53e-07, 3.65e-06]    [5.41e-06, 4.58e-06, 4.47e-06, 6.00e-06, 5.17e-06, 5.37e-07, 8.39e-07, 8.85e-08, 8.52e-07, 1.34e-08, 1.83e-05, 1.93e-05, 2.18e-05, 2.21e-06, 9.43e-09, 4.87e-08, 7.71e-08, 5.25e-08, 8.18e-08, 0.00e+00, 3.53e-07, 3.65e-06]    []  
14600     [9.46e-06, 4.87e-06, 4.90e-06, 5.75e-06, 5.19e-06, 6.54e-07, 9.83e-07, 1.01e-07, 3.97e-06, 3.49e-06, 2.32e-05, 3.01e-05, 2.25e-05, 7.06e-05, 1.52e-06, 1.67e-06, 4.80e-07, 1.20e-06, 5.86e-08, 1.75e-06, 1.70e-07, 1.06e-05]    [9.46e-06, 4.87e-06, 4.90e-06, 5.75e-06, 5.19e-06, 6.54e-07, 9.83e-07, 1.01e-07, 3.97e-06, 3.49e-06, 2.32e-05, 3.01e-05, 2.25e-05, 7.06e-05, 1.52e-06, 1.67e-06, 4.80e-07, 1.20e-06, 5.86e-08, 1.75e-06, 1.70e-07, 1.06e-05]    []  
14700     [3.28e-05, 7.43e-06, 7.74e-06, 1.27e-05, 1.06e-05, 1.76e-06, 1.71e-06, 6.62e-06, 1.89e-06, 1.12e-05, 1.07e-04, 6.32e-04, 2.28e-04, 2.37e-03, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-07, 5.21e-06, 1.57e-08, 3.17e-05, 2.86e-07]    [3.28e-05, 7.43e-06, 7.74e-06, 1.27e-05, 1.06e-05, 1.76e-06, 1.71e-06, 6.62e-06, 1.89e-06, 1.12e-05, 1.07e-04, 6.32e-04, 2.28e-04, 2.37e-03, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-07, 5.21e-06, 1.57e-08, 3.17e-05, 2.86e-07]    []  
14800     [2.81e-05, 6.29e-06, 7.37e-06, 1.21e-05, 1.07e-05, 1.43e-06, 1.77e-06, 1.02e-07, 1.35e-07, 4.57e-06, 9.38e-05, 5.84e-04, 5.10e-05, 1.35e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.49e-07, 6.79e-07, 1.36e-06, 4.00e-06]    [2.81e-05, 6.29e-06, 7.37e-06, 1.21e-05, 1.07e-05, 1.43e-06, 1.77e-06, 1.02e-07, 1.35e-07, 4.57e-06, 9.38e-05, 5.84e-04, 5.10e-05, 1.35e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.49e-07, 6.79e-07, 1.36e-06, 4.00e-06]    []  
14900     [5.84e-06, 6.00e-06, 5.13e-06, 6.60e-06, 5.81e-06, 8.27e-07, 1.27e-06, 6.44e-07, 3.60e-06, 2.06e-07, 2.10e-05, 1.04e-04, 2.37e-05, 2.34e-04, 0.00e+00, 1.71e-09, 0.00e+00, 6.00e-08, 2.44e-12, 0.00e+00, 2.49e-06, 2.61e-06]    [5.84e-06, 6.00e-06, 5.13e-06, 6.60e-06, 5.81e-06, 8.27e-07, 1.27e-06, 6.44e-07, 3.60e-06, 2.06e-07, 2.10e-05, 1.04e-04, 2.37e-05, 2.34e-04, 0.00e+00, 1.71e-09, 0.00e+00, 6.00e-08, 2.44e-12, 0.00e+00, 2.49e-06, 2.61e-06]    []  
15000     [5.37e-06, 4.72e-06, 5.14e-06, 5.39e-06, 5.18e-06, 9.24e-07, 1.13e-06, 5.49e-06, 3.86e-08, 1.60e-06, 2.18e-05, 1.00e-05, 5.64e-05, 4.24e-05, 1.32e-07, 3.53e-07, 2.12e-06, 4.49e-07, 2.60e-06, 6.55e-09, 1.62e-05, 6.12e-07]    [5.37e-06, 4.72e-06, 5.14e-06, 5.39e-06, 5.18e-06, 9.24e-07, 1.13e-06, 5.49e-06, 3.86e-08, 1.60e-06, 2.18e-05, 1.00e-05, 5.64e-05, 4.24e-05, 1.32e-07, 3.53e-07, 2.12e-06, 4.49e-07, 2.60e-06, 6.55e-09, 1.62e-05, 6.12e-07]    []  
15100     [5.82e-06, 4.60e-06, 5.14e-06, 6.02e-06, 5.90e-06, 1.24e-06, 1.46e-06, 6.03e-06, 1.43e-06, 5.49e-08, 1.71e-05, 2.53e-05, 1.52e-04, 2.11e-04, 2.56e-09, 1.62e-08, 1.60e-08, 1.23e-08, 3.95e-06, 4.13e-07, 2.47e-05, 1.49e-06]    [5.82e-06, 4.60e-06, 5.14e-06, 6.02e-06, 5.90e-06, 1.24e-06, 1.46e-06, 6.03e-06, 1.43e-06, 5.49e-08, 1.71e-05, 2.53e-05, 1.52e-04, 2.11e-04, 2.56e-09, 1.62e-08, 1.60e-08, 1.23e-08, 3.95e-06, 4.13e-07, 2.47e-05, 1.49e-06]    []  
15200     [4.93e-06, 4.84e-06, 4.78e-06, 5.30e-06, 5.02e-06, 1.10e-06, 1.82e-06, 1.21e-05, 2.44e-06, 3.53e-07, 2.22e-05, 1.12e-05, 1.98e-05, 1.36e-05, 9.88e-08, 4.80e-08, 1.01e-08, 3.44e-07, 8.65e-06, 0.00e+00, 5.14e-05, 7.84e-05]    [4.93e-06, 4.84e-06, 4.78e-06, 5.30e-06, 5.02e-06, 1.10e-06, 1.82e-06, 1.21e-05, 2.44e-06, 3.53e-07, 2.22e-05, 1.12e-05, 1.98e-05, 1.36e-05, 9.88e-08, 4.80e-08, 1.01e-08, 3.44e-07, 8.65e-06, 0.00e+00, 5.14e-05, 7.84e-05]    []  
15300     [2.00e-05, 7.21e-06, 6.38e-06, 9.71e-06, 7.71e-06, 1.73e-06, 1.86e-06, 2.62e-10, 1.87e-06, 2.84e-06, 2.16e-04, 5.06e-04, 7.60e-05, 9.18e-04, 0.00e+00, 0.00e+00, 3.99e-07, 0.00e+00, 1.38e-06, 2.23e-08, 8.54e-06, 4.42e-07]    [2.00e-05, 7.21e-06, 6.38e-06, 9.71e-06, 7.71e-06, 1.73e-06, 1.86e-06, 2.62e-10, 1.87e-06, 2.84e-06, 2.16e-04, 5.06e-04, 7.60e-05, 9.18e-04, 0.00e+00, 0.00e+00, 3.99e-07, 0.00e+00, 1.38e-06, 2.23e-08, 8.54e-06, 4.42e-07]    []  
15400     [4.14e-06, 4.33e-06, 5.14e-06, 5.58e-06, 4.98e-06, 9.72e-07, 1.12e-06, 6.16e-09, 2.89e-07, 1.68e-07, 6.65e-06, 6.10e-06, 1.27e-05, 2.55e-07, 9.42e-08, 8.62e-08, 1.15e-07, 1.22e-07, 2.62e-08, 2.41e-09, 1.64e-07, 6.32e-07]    [4.14e-06, 4.33e-06, 5.14e-06, 5.58e-06, 4.98e-06, 9.72e-07, 1.12e-06, 6.16e-09, 2.89e-07, 1.68e-07, 6.65e-06, 6.10e-06, 1.27e-05, 2.55e-07, 9.42e-08, 8.62e-08, 1.15e-07, 1.22e-07, 2.62e-08, 2.41e-09, 1.64e-07, 6.32e-07]    []  
15500     [2.73e-06, 4.37e-06, 5.21e-06, 5.40e-06, 5.14e-06, 1.18e-06, 1.32e-06, 5.16e-07, 1.54e-08, 4.83e-08, 1.17e-04, 5.65e-05, 2.09e-04, 8.63e-06, 2.01e-09, 1.19e-08, 1.31e-06, 2.00e-06, 6.75e-07, 1.45e-07, 4.23e-06, 7.30e-07]    [2.73e-06, 4.37e-06, 5.21e-06, 5.40e-06, 5.14e-06, 1.18e-06, 1.32e-06, 5.16e-07, 1.54e-08, 4.83e-08, 1.17e-04, 5.65e-05, 2.09e-04, 8.63e-06, 2.01e-09, 1.19e-08, 1.31e-06, 2.00e-06, 6.75e-07, 1.45e-07, 4.23e-06, 7.30e-07]    []  
15600     [2.74e-05, 6.07e-06, 6.82e-06, 6.70e-06, 6.64e-06, 1.87e-06, 1.92e-06, 3.31e-07, 1.04e-06, 1.53e-06, 7.30e-05, 1.95e-04, 2.59e-04, 1.12e-03, 1.75e-05, 1.80e-05, 6.14e-06, 7.48e-06, 7.17e-07, 1.13e-07, 4.53e-06, 9.52e-07]    [2.74e-05, 6.07e-06, 6.82e-06, 6.70e-06, 6.64e-06, 1.87e-06, 1.92e-06, 3.31e-07, 1.04e-06, 1.53e-06, 7.30e-05, 1.95e-04, 2.59e-04, 1.12e-03, 1.75e-05, 1.80e-05, 6.14e-06, 7.48e-06, 7.17e-07, 1.13e-07, 4.53e-06, 9.52e-07]    []  
15700     [8.71e-06, 4.55e-06, 5.81e-06, 5.19e-06, 6.75e-06, 1.44e-06, 1.58e-06, 1.29e-06, 4.99e-07, 9.89e-09, 1.60e-04, 7.79e-05, 4.52e-04, 3.81e-04, 8.12e-07, 2.70e-06, 6.33e-06, 5.83e-06, 5.31e-07, 0.00e+00, 3.52e-06, 1.66e-05]    [8.71e-06, 4.55e-06, 5.81e-06, 5.19e-06, 6.75e-06, 1.44e-06, 1.58e-06, 1.29e-06, 4.99e-07, 9.89e-09, 1.60e-04, 7.79e-05, 4.52e-04, 3.81e-04, 8.12e-07, 2.70e-06, 6.33e-06, 5.83e-06, 5.31e-07, 0.00e+00, 3.52e-06, 1.66e-05]    []  
15800     [4.82e-06, 4.85e-06, 5.15e-06, 7.70e-06, 8.19e-06, 1.99e-06, 1.46e-06, 1.16e-05, 6.11e-06, 6.12e-06, 1.72e-04, 1.17e-04, 6.09e-04, 2.57e-04, 3.62e-07, 1.26e-06, 0.00e+00, 7.92e-08, 1.29e-05, 0.00e+00, 8.05e-05, 5.94e-05]    [4.82e-06, 4.85e-06, 5.15e-06, 7.70e-06, 8.19e-06, 1.99e-06, 1.46e-06, 1.16e-05, 6.11e-06, 6.12e-06, 1.72e-04, 1.17e-04, 6.09e-04, 2.57e-04, 3.62e-07, 1.26e-06, 0.00e+00, 7.92e-08, 1.29e-05, 0.00e+00, 8.05e-05, 5.94e-05]    []  
15900     [3.33e-06, 4.19e-06, 5.05e-06, 5.11e-06, 5.01e-06, 1.31e-06, 1.23e-06, 1.13e-09, 7.81e-08, 2.14e-08, 4.49e-06, 4.60e-06, 9.37e-06, 1.51e-06, 5.55e-08, 3.38e-08, 4.07e-08, 3.09e-08, 1.47e-08, 1.38e-07, 1.01e-07, 7.96e-07]    [3.33e-06, 4.19e-06, 5.05e-06, 5.11e-06, 5.01e-06, 1.31e-06, 1.23e-06, 1.13e-09, 7.81e-08, 2.14e-08, 4.49e-06, 4.60e-06, 9.37e-06, 1.51e-06, 5.55e-08, 3.38e-08, 4.07e-08, 3.09e-08, 1.47e-08, 1.38e-07, 1.01e-07, 7.96e-07]    []  
16000     [3.45e-06, 4.06e-06, 5.07e-06, 5.18e-06, 4.85e-06, 1.33e-06, 1.17e-06, 4.28e-08, 2.58e-09, 3.10e-10, 4.54e-06, 4.05e-06, 8.78e-06, 3.60e-07, 3.75e-08, 6.00e-08, 3.11e-08, 1.07e-07, 2.18e-08, 6.59e-09, 1.51e-07, 2.81e-07]    [3.45e-06, 4.06e-06, 5.07e-06, 5.18e-06, 4.85e-06, 1.33e-06, 1.17e-06, 4.28e-08, 2.58e-09, 3.10e-10, 4.54e-06, 4.05e-06, 8.78e-06, 3.60e-07, 3.75e-08, 6.00e-08, 3.11e-08, 1.07e-07, 2.18e-08, 6.59e-09, 1.51e-07, 2.81e-07]    []  

Best model at step 16000:
  train loss: 4.36e-05
  test loss: 4.36e-05
  test metric: []

'train' took 42.826419 s

Best train step: 16000
lambda_a: 5.494671166204551
lambda_b: 5.672029928217783
kappa_a: 1.4114822229308661
kappa_b: 1.3396819282242671
Best train step: 16000
lambda_a: 1.7037787437
lambda_b: 1.7355470657
kappa_a: 0.34464037418
kappa_b: 0.29243221879
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
16000     [3.45e-06, 4.06e-06, 5.07e-06, 5.18e-06, 4.85e-06, 1.33e-06, 1.17e-06, 4.28e-08, 2.58e-09, 3.10e-10, 4.54e-06, 4.05e-06, 8.78e-06, 3.60e-07, 3.75e-08, 6.00e-08, 3.11e-08, 1.07e-07, 2.18e-08, 6.59e-09, 1.51e-07, 2.81e-07]    [3.45e-06, 4.06e-06, 5.07e-06, 5.18e-06, 4.85e-06, 1.33e-06, 1.17e-06, 4.28e-08, 2.58e-09, 3.10e-10, 4.54e-06, 4.05e-06, 8.78e-06, 3.60e-07, 3.75e-08, 6.00e-08, 3.11e-08, 1.07e-07, 2.18e-08, 6.59e-09, 1.51e-07, 2.81e-07]    []  
16100     [7.37e-06, 4.35e-06, 5.25e-06, 4.99e-06, 5.01e-06, 1.57e-06, 1.35e-06, 2.63e-07, 4.60e-08, 1.66e-07, 1.17e-05, 2.40e-05, 2.04e-05, 1.14e-04, 2.19e-06, 2.05e-06, 7.41e-07, 7.29e-07, 2.86e-09, 2.51e-10, 4.07e-07, 1.15e-06]    [7.37e-06, 4.35e-06, 5.25e-06, 4.99e-06, 5.01e-06, 1.57e-06, 1.35e-06, 2.63e-07, 4.60e-08, 1.66e-07, 1.17e-05, 2.40e-05, 2.04e-05, 1.14e-04, 2.19e-06, 2.05e-06, 7.41e-07, 7.29e-07, 2.86e-09, 2.51e-10, 4.07e-07, 1.15e-06]    []  
16200     [3.41e-06, 4.08e-06, 4.97e-06, 5.02e-06, 4.92e-06, 1.47e-06, 1.22e-06, 1.00e-07, 1.29e-07, 4.03e-08, 4.30e-06, 3.62e-06, 7.56e-06, 6.90e-07, 1.26e-07, 3.52e-08, 7.05e-08, 2.95e-08, 1.22e-08, 8.42e-09, 2.58e-07, 2.21e-07]    [3.41e-06, 4.08e-06, 4.97e-06, 5.02e-06, 4.92e-06, 1.47e-06, 1.22e-06, 1.00e-07, 1.29e-07, 4.03e-08, 4.30e-06, 3.62e-06, 7.56e-06, 6.90e-07, 1.26e-07, 3.52e-08, 7.05e-08, 2.95e-08, 1.22e-08, 8.42e-09, 2.58e-07, 2.21e-07]    []  
16300     [4.01e-06, 4.01e-06, 5.00e-06, 4.96e-06, 4.85e-06, 1.53e-06, 1.17e-06, 3.00e-08, 3.00e-08, 9.58e-08, 4.03e-06, 4.67e-06, 9.10e-06, 4.43e-07, 3.19e-07, 1.82e-07, 2.49e-08, 4.14e-09, 2.13e-08, 0.00e+00, 1.48e-07, 4.81e-07]    [4.01e-06, 4.01e-06, 5.00e-06, 4.96e-06, 4.85e-06, 1.53e-06, 1.17e-06, 3.00e-08, 3.00e-08, 9.58e-08, 4.03e-06, 4.67e-06, 9.10e-06, 4.43e-07, 3.19e-07, 1.82e-07, 2.49e-08, 4.14e-09, 2.13e-08, 0.00e+00, 1.48e-07, 4.81e-07]    []  
16400     [2.83e-06, 3.97e-06, 4.96e-06, 5.17e-06, 5.21e-06, 1.56e-06, 1.18e-06, 1.36e-08, 1.96e-07, 9.41e-11, 1.42e-05, 1.47e-05, 6.61e-05, 7.06e-05, 1.10e-08, 6.63e-11, 2.57e-09, 0.00e+00, 4.60e-09, 8.13e-08, 7.15e-08, 4.89e-07]    [2.83e-06, 3.97e-06, 4.96e-06, 5.17e-06, 5.21e-06, 1.56e-06, 1.18e-06, 1.36e-08, 1.96e-07, 9.41e-11, 1.42e-05, 1.47e-05, 6.61e-05, 7.06e-05, 1.10e-08, 6.63e-11, 2.57e-09, 0.00e+00, 4.60e-09, 8.13e-08, 7.15e-08, 4.89e-07]    []  
16500     [3.08e-06, 3.94e-06, 5.05e-06, 5.26e-06, 5.13e-06, 1.85e-06, 1.39e-06, 5.12e-06, 4.93e-06, 4.15e-06, 1.13e-05, 8.32e-06, 5.98e-05, 1.29e-04, 1.85e-07, 1.16e-08, 0.00e+00, 0.00e+00, 1.44e-06, 1.91e-06, 9.41e-06, 1.17e-05]    [3.08e-06, 3.94e-06, 5.05e-06, 5.26e-06, 5.13e-06, 1.85e-06, 1.39e-06, 5.12e-06, 4.93e-06, 4.15e-06, 1.13e-05, 8.32e-06, 5.98e-05, 1.29e-04, 1.85e-07, 1.16e-08, 0.00e+00, 0.00e+00, 1.44e-06, 1.91e-06, 9.41e-06, 1.17e-05]    []  
16600     [1.37e-05, 5.37e-06, 4.71e-06, 5.71e-06, 6.61e-06, 2.31e-06, 2.09e-06, 6.05e-07, 1.24e-05, 1.18e-04, 4.08e-05, 2.64e-05, 1.44e-04, 2.38e-04, 2.29e-06, 4.30e-07, 9.20e-07, 1.45e-08, 3.61e-07, 7.32e-08, 2.16e-06, 7.62e-05]    [1.37e-05, 5.37e-06, 4.71e-06, 5.71e-06, 6.61e-06, 2.31e-06, 2.09e-06, 6.05e-07, 1.24e-05, 1.18e-04, 4.08e-05, 2.64e-05, 1.44e-04, 2.38e-04, 2.29e-06, 4.30e-07, 9.20e-07, 1.45e-08, 3.61e-07, 7.32e-08, 2.16e-06, 7.62e-05]    []  
16700     [3.06e-06, 4.01e-06, 4.81e-06, 4.86e-06, 4.97e-06, 1.61e-06, 1.04e-06, 8.46e-09, 1.49e-07, 1.65e-07, 1.07e-05, 1.02e-05, 3.20e-05, 1.66e-05, 5.49e-08, 8.26e-09, 1.33e-08, 2.38e-10, 1.41e-09, 4.00e-08, 7.26e-08, 2.31e-07]    [3.06e-06, 4.01e-06, 4.81e-06, 4.86e-06, 4.97e-06, 1.61e-06, 1.04e-06, 8.46e-09, 1.49e-07, 1.65e-07, 1.07e-05, 1.02e-05, 3.20e-05, 1.66e-05, 5.49e-08, 8.26e-09, 1.33e-08, 2.38e-10, 1.41e-09, 4.00e-08, 7.26e-08, 2.31e-07]    []  
16800     [4.63e-06, 4.14e-06, 4.97e-06, 4.35e-06, 5.00e-06, 1.84e-06, 1.20e-06, 6.50e-08, 2.15e-07, 6.62e-07, 2.58e-05, 1.41e-05, 8.93e-05, 1.02e-04, 6.36e-07, 4.66e-07, 1.32e-06, 1.09e-06, 0.00e+00, 0.00e+00, 6.61e-07, 2.40e-07]    [4.63e-06, 4.14e-06, 4.97e-06, 4.35e-06, 5.00e-06, 1.84e-06, 1.20e-06, 6.50e-08, 2.15e-07, 6.62e-07, 2.58e-05, 1.41e-05, 8.93e-05, 1.02e-04, 6.36e-07, 4.66e-07, 1.32e-06, 1.09e-06, 0.00e+00, 0.00e+00, 6.61e-07, 2.40e-07]    []  
16900     [2.42e-06, 3.85e-06, 4.77e-06, 4.78e-06, 4.85e-06, 1.75e-06, 1.08e-06, 6.14e-09, 5.80e-08, 1.09e-07, 4.60e-06, 7.90e-06, 2.33e-05, 3.12e-05, 3.40e-09, 0.00e+00, 2.35e-09, 1.70e-09, 3.73e-10, 7.36e-10, 9.18e-08, 1.16e-07]    [2.42e-06, 3.85e-06, 4.77e-06, 4.78e-06, 4.85e-06, 1.75e-06, 1.08e-06, 6.14e-09, 5.80e-08, 1.09e-07, 4.60e-06, 7.90e-06, 2.33e-05, 3.12e-05, 3.40e-09, 0.00e+00, 2.35e-09, 1.70e-09, 3.73e-10, 7.36e-10, 9.18e-08, 1.16e-07]    []  
17000     [5.65e-06, 4.18e-06, 5.22e-06, 4.47e-06, 5.17e-06, 1.93e-06, 1.24e-06, 7.28e-07, 2.94e-10, 1.28e-06, 9.32e-05, 4.87e-05, 3.36e-04, 3.00e-04, 5.01e-07, 8.84e-07, 4.53e-06, 4.07e-06, 7.84e-08, 3.23e-08, 4.88e-07, 1.85e-07]    [5.65e-06, 4.18e-06, 5.22e-06, 4.47e-06, 5.17e-06, 1.93e-06, 1.24e-06, 7.28e-07, 2.94e-10, 1.28e-06, 9.32e-05, 4.87e-05, 3.36e-04, 3.00e-04, 5.01e-07, 8.84e-07, 4.53e-06, 4.07e-06, 7.84e-08, 3.23e-08, 4.88e-07, 1.85e-07]    []  
17100     [7.71e-06, 4.16e-06, 5.63e-06, 3.89e-06, 5.94e-06, 2.04e-06, 1.63e-06, 6.16e-06, 1.12e-06, 2.74e-09, 5.51e-05, 4.04e-05, 1.13e-04, 1.05e-04, 7.72e-07, 4.86e-06, 1.09e-06, 2.06e-07, 5.50e-08, 6.13e-09, 2.55e-06, 1.21e-05]    [7.71e-06, 4.16e-06, 5.63e-06, 3.89e-06, 5.94e-06, 2.04e-06, 1.63e-06, 6.16e-06, 1.12e-06, 2.74e-09, 5.51e-05, 4.04e-05, 1.13e-04, 1.05e-04, 7.72e-07, 4.86e-06, 1.09e-06, 2.06e-07, 5.50e-08, 6.13e-09, 2.55e-06, 1.21e-05]    []  
17200     [6.09e-06, 5.37e-06, 5.41e-06, 5.65e-06, 5.83e-06, 2.14e-06, 1.42e-06, 3.25e-07, 2.19e-06, 4.82e-05, 1.17e-05, 1.27e-05, 1.51e-05, 2.06e-05, 8.16e-07, 2.65e-07, 8.15e-06, 5.08e-07, 4.71e-07, 1.20e-08, 2.87e-06, 1.20e-05]    [6.09e-06, 5.37e-06, 5.41e-06, 5.65e-06, 5.83e-06, 2.14e-06, 1.42e-06, 3.25e-07, 2.19e-06, 4.82e-05, 1.17e-05, 1.27e-05, 1.51e-05, 2.06e-05, 8.16e-07, 2.65e-07, 8.15e-06, 5.08e-07, 4.71e-07, 1.20e-08, 2.87e-06, 1.20e-05]    []  
17300     [2.29e-06, 3.83e-06, 4.84e-06, 4.39e-06, 5.02e-06, 1.80e-06, 1.07e-06, 6.16e-07, 6.16e-08, 2.39e-07, 1.36e-05, 6.45e-06, 2.11e-05, 9.06e-07, 3.18e-09, 2.05e-08, 1.88e-07, 8.33e-08, 6.74e-10, 4.74e-09, 2.82e-07, 9.24e-08]    [2.29e-06, 3.83e-06, 4.84e-06, 4.39e-06, 5.02e-06, 1.80e-06, 1.07e-06, 6.16e-07, 6.16e-08, 2.39e-07, 1.36e-05, 6.45e-06, 2.11e-05, 9.06e-07, 3.18e-09, 2.05e-08, 1.88e-07, 8.33e-08, 6.74e-10, 4.74e-09, 2.82e-07, 9.24e-08]    []  
17400     [2.38e-06, 3.91e-06, 5.00e-06, 4.46e-06, 5.03e-06, 1.99e-06, 1.38e-06, 1.94e-06, 6.11e-06, 4.10e-08, 1.52e-05, 6.08e-06, 1.63e-05, 3.04e-07, 1.88e-08, 8.38e-08, 2.34e-07, 1.04e-08, 6.92e-07, 3.22e-06, 4.55e-06, 2.02e-05]    [2.38e-06, 3.91e-06, 5.00e-06, 4.46e-06, 5.03e-06, 1.99e-06, 1.38e-06, 1.94e-06, 6.11e-06, 4.10e-08, 1.52e-05, 6.08e-06, 1.63e-05, 3.04e-07, 1.88e-08, 8.38e-08, 2.34e-07, 1.04e-08, 6.92e-07, 3.22e-06, 4.55e-06, 2.02e-05]    []  
17500     [2.20e-06, 3.87e-06, 5.02e-06, 4.53e-06, 5.11e-06, 1.92e-06, 1.12e-06, 2.97e-06, 8.26e-08, 1.00e-06, 3.90e-06, 3.44e-06, 4.71e-06, 1.41e-05, 8.12e-09, 4.26e-10, 6.32e-10, 0.00e+00, 1.80e-09, 2.97e-07, 3.73e-07, 1.88e-06]    [2.20e-06, 3.87e-06, 5.02e-06, 4.53e-06, 5.11e-06, 1.92e-06, 1.12e-06, 2.97e-06, 8.26e-08, 1.00e-06, 3.90e-06, 3.44e-06, 4.71e-06, 1.41e-05, 8.12e-09, 4.26e-10, 6.32e-10, 0.00e+00, 1.80e-09, 2.97e-07, 3.73e-07, 1.88e-06]    []  
17600     [1.87e-06, 3.88e-06, 5.08e-06, 4.37e-06, 5.07e-06, 1.98e-06, 1.07e-06, 6.92e-07, 1.65e-07, 5.29e-07, 5.07e-06, 9.31e-06, 5.80e-06, 8.15e-06, 3.56e-09, 1.29e-10, 3.85e-08, 3.22e-08, 0.00e+00, 1.58e-07, 2.26e-06, 1.02e-06]    [1.87e-06, 3.88e-06, 5.08e-06, 4.37e-06, 5.07e-06, 1.98e-06, 1.07e-06, 6.92e-07, 1.65e-07, 5.29e-07, 5.07e-06, 9.31e-06, 5.80e-06, 8.15e-06, 3.56e-09, 1.29e-10, 3.85e-08, 3.22e-08, 0.00e+00, 1.58e-07, 2.26e-06, 1.02e-06]    []  
17700     [3.34e-06, 3.68e-06, 5.09e-06, 4.62e-06, 5.22e-06, 1.99e-06, 9.51e-07, 4.91e-06, 2.57e-07, 2.91e-08, 4.70e-05, 3.10e-05, 1.36e-04, 3.96e-05, 2.86e-07, 2.63e-07, 0.00e+00, 3.65e-12, 0.00e+00, 0.00e+00, 9.20e-06, 6.72e-07]    [3.34e-06, 3.68e-06, 5.09e-06, 4.62e-06, 5.22e-06, 1.99e-06, 9.51e-07, 4.91e-06, 2.57e-07, 2.91e-08, 4.70e-05, 3.10e-05, 1.36e-04, 3.96e-05, 2.86e-07, 2.63e-07, 0.00e+00, 3.65e-12, 0.00e+00, 0.00e+00, 9.20e-06, 6.72e-07]    []  
17800     [2.57e-06, 3.73e-06, 5.07e-06, 4.31e-06, 4.97e-06, 2.00e-06, 1.00e-06, 9.47e-08, 4.19e-07, 8.15e-08, 1.41e-05, 7.04e-06, 3.68e-05, 1.26e-05, 2.08e-08, 9.00e-08, 3.18e-07, 5.69e-07, 1.62e-07, 0.00e+00, 9.72e-07, 4.44e-06]    [2.57e-06, 3.73e-06, 5.07e-06, 4.31e-06, 4.97e-06, 2.00e-06, 1.00e-06, 9.47e-08, 4.19e-07, 8.15e-08, 1.41e-05, 7.04e-06, 3.68e-05, 1.26e-05, 2.08e-08, 9.00e-08, 3.18e-07, 5.69e-07, 1.62e-07, 0.00e+00, 9.72e-07, 4.44e-06]    []  
17900     [4.11e-06, 3.81e-06, 5.06e-06, 3.91e-06, 4.93e-06, 2.07e-06, 1.04e-06, 7.07e-07, 1.35e-08, 3.50e-07, 4.41e-05, 2.30e-05, 1.59e-04, 1.47e-04, 3.47e-07, 3.77e-07, 2.31e-06, 1.87e-06, 8.27e-09, 5.41e-08, 1.06e-07, 3.41e-07]    [4.11e-06, 3.81e-06, 5.06e-06, 3.91e-06, 4.93e-06, 2.07e-06, 1.04e-06, 7.07e-07, 1.35e-08, 3.50e-07, 4.41e-05, 2.30e-05, 1.59e-04, 1.47e-04, 3.47e-07, 3.77e-07, 2.31e-06, 1.87e-06, 8.27e-09, 5.41e-08, 1.06e-07, 3.41e-07]    []  
18000     [4.21e-06, 3.94e-06, 5.12e-06, 4.47e-06, 4.75e-06, 2.07e-06, 9.76e-07, 3.51e-06, 3.92e-07, 2.60e-07, 4.60e-06, 6.17e-06, 8.63e-06, 4.10e-05, 5.98e-07, 4.92e-07, 1.74e-07, 7.31e-07, 1.02e-07, 0.00e+00, 6.09e-07, 6.58e-07]    [4.21e-06, 3.94e-06, 5.12e-06, 4.47e-06, 4.75e-06, 2.07e-06, 9.76e-07, 3.51e-06, 3.92e-07, 2.60e-07, 4.60e-06, 6.17e-06, 8.63e-06, 4.10e-05, 5.98e-07, 4.92e-07, 1.74e-07, 7.31e-07, 1.02e-07, 0.00e+00, 6.09e-07, 6.58e-07]    []  

Best model at step 17304:
  train loss: 3.23e-05
  test loss: 3.23e-05
  test metric: []

'train' took 44.262129 s

Best train step: 17304
lambda_a: 6.064589577166606
lambda_b: 5.745071033338507
kappa_a: 1.4747413234060918
kappa_b: 1.3330609068324915
Best train step: 17304
lambda_a: 1.8024668694
lambda_b: 1.7483422756
kappa_a: 0.38848260045
kappa_b: 0.2874777317
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
18000     [4.21e-06, 3.94e-06, 5.12e-06, 4.47e-06, 4.75e-06, 2.07e-06, 9.76e-07, 3.51e-06, 3.92e-07, 2.60e-07, 4.60e-06, 6.17e-06, 8.63e-06, 4.10e-05, 5.98e-07, 4.92e-07, 1.74e-07, 7.31e-07, 1.02e-07, 0.00e+00, 6.09e-07, 6.58e-07]    [4.21e-06, 3.94e-06, 5.12e-06, 4.47e-06, 4.75e-06, 2.07e-06, 9.76e-07, 3.51e-06, 3.92e-07, 2.60e-07, 4.60e-06, 6.17e-06, 8.63e-06, 4.10e-05, 5.98e-07, 4.92e-07, 1.74e-07, 7.31e-07, 1.02e-07, 0.00e+00, 6.09e-07, 6.58e-07]    []  
18100     [2.71e-06, 3.73e-06, 5.03e-06, 4.47e-06, 4.94e-06, 1.98e-06, 9.06e-07, 4.30e-07, 1.22e-08, 3.69e-07, 1.34e-05, 1.31e-05, 5.28e-05, 4.50e-05, 1.29e-08, 0.00e+00, 3.86e-09, 6.40e-09, 1.27e-07, 6.87e-09, 7.71e-07, 9.89e-08]    [2.71e-06, 3.73e-06, 5.03e-06, 4.47e-06, 4.94e-06, 1.98e-06, 9.06e-07, 4.30e-07, 1.22e-08, 3.69e-07, 1.34e-05, 1.31e-05, 5.28e-05, 4.50e-05, 1.29e-08, 0.00e+00, 3.86e-09, 6.40e-09, 1.27e-07, 6.87e-09, 7.71e-07, 9.89e-08]    []  
18200     [2.21e-06, 3.75e-06, 4.88e-06, 4.33e-06, 4.71e-06, 1.97e-06, 9.10e-07, 7.78e-08, 2.60e-07, 5.45e-07, 3.04e-06, 2.76e-06, 2.74e-06, 4.10e-06, 8.21e-09, 5.79e-10, 2.44e-08, 1.20e-08, 1.41e-07, 5.60e-08, 8.58e-07, 3.48e-07]    [2.21e-06, 3.75e-06, 4.88e-06, 4.33e-06, 4.71e-06, 1.97e-06, 9.10e-07, 7.78e-08, 2.60e-07, 5.45e-07, 3.04e-06, 2.76e-06, 2.74e-06, 4.10e-06, 8.21e-09, 5.79e-10, 2.44e-08, 1.20e-08, 1.41e-07, 5.60e-08, 8.58e-07, 3.48e-07]    []  
18300     [2.07e-06, 3.86e-06, 4.98e-06, 4.56e-06, 4.94e-06, 2.02e-06, 8.97e-07, 7.93e-08, 1.01e-06, 5.65e-07, 3.49e-06, 1.54e-05, 1.77e-05, 7.13e-05, 1.11e-09, 0.00e+00, 3.22e-09, 2.92e-12, 4.24e-08, 3.94e-07, 2.57e-07, 2.60e-06]    [2.07e-06, 3.86e-06, 4.98e-06, 4.56e-06, 4.94e-06, 2.02e-06, 8.97e-07, 7.93e-08, 1.01e-06, 5.65e-07, 3.49e-06, 1.54e-05, 1.77e-05, 7.13e-05, 1.11e-09, 0.00e+00, 3.22e-09, 2.92e-12, 4.24e-08, 3.94e-07, 2.57e-07, 2.60e-06]    []  
18400     [2.48e-06, 3.77e-06, 4.91e-06, 4.29e-06, 4.69e-06, 1.93e-06, 7.67e-07, 9.46e-07, 2.33e-08, 2.08e-09, 1.08e-06, 1.65e-06, 2.88e-06, 1.40e-06, 3.93e-08, 2.83e-08, 1.07e-09, 1.70e-07, 6.27e-09, 8.55e-10, 2.41e-06, 5.16e-08]    [2.48e-06, 3.77e-06, 4.91e-06, 4.29e-06, 4.69e-06, 1.93e-06, 7.67e-07, 9.46e-07, 2.33e-08, 2.08e-09, 1.08e-06, 1.65e-06, 2.88e-06, 1.40e-06, 3.93e-08, 2.83e-08, 1.07e-09, 1.70e-07, 6.27e-09, 8.55e-10, 2.41e-06, 5.16e-08]    []  
18500     [3.55e-06, 3.69e-06, 4.91e-06, 4.48e-06, 4.82e-06, 1.92e-06, 8.68e-07, 5.45e-07, 2.05e-07, 1.11e-08, 1.91e-05, 1.85e-05, 4.21e-05, 1.18e-06, 6.39e-07, 2.98e-07, 2.83e-10, 2.13e-09, 1.16e-08, 1.03e-07, 1.25e-07, 6.54e-07]    [3.55e-06, 3.69e-06, 4.91e-06, 4.48e-06, 4.82e-06, 1.92e-06, 8.68e-07, 5.45e-07, 2.05e-07, 1.11e-08, 1.91e-05, 1.85e-05, 4.21e-05, 1.18e-06, 6.39e-07, 2.98e-07, 2.83e-10, 2.13e-09, 1.16e-08, 1.03e-07, 1.25e-07, 6.54e-07]    []  
18600     [1.88e-06, 4.03e-06, 4.80e-06, 4.61e-06, 5.04e-06, 2.05e-06, 1.43e-06, 4.76e-06, 1.64e-06, 1.19e-07, 9.00e-05, 1.17e-04, 2.30e-04, 4.24e-06, 3.74e-09, 3.88e-08, 3.63e-06, 8.14e-07, 5.22e-08, 0.00e+00, 3.36e-06, 1.37e-04]    [1.88e-06, 4.03e-06, 4.80e-06, 4.61e-06, 5.04e-06, 2.05e-06, 1.43e-06, 4.76e-06, 1.64e-06, 1.19e-07, 9.00e-05, 1.17e-04, 2.30e-04, 4.24e-06, 3.74e-09, 3.88e-08, 3.63e-06, 8.14e-07, 5.22e-08, 0.00e+00, 3.36e-06, 1.37e-04]    []  
18700     [3.69e-06, 3.71e-06, 4.87e-06, 4.21e-06, 4.69e-06, 1.98e-06, 9.68e-07, 5.91e-08, 7.85e-08, 1.83e-07, 4.47e-06, 1.15e-05, 7.54e-06, 5.47e-06, 9.22e-07, 3.45e-07, 1.44e-08, 1.74e-08, 3.22e-10, 3.89e-08, 1.24e-06, 2.39e-07]    [3.69e-06, 3.71e-06, 4.87e-06, 4.21e-06, 4.69e-06, 1.98e-06, 9.68e-07, 5.91e-08, 7.85e-08, 1.83e-07, 4.47e-06, 1.15e-05, 7.54e-06, 5.47e-06, 9.22e-07, 3.45e-07, 1.44e-08, 1.74e-08, 3.22e-10, 3.89e-08, 1.24e-06, 2.39e-07]    []  
18800     [1.70e-03, 2.53e-04, 5.65e-04, 1.20e-03, 4.48e-04, 1.92e-05, 3.90e-05, 3.77e-04, 3.29e-03, 4.87e-03, 3.62e-02, 1.21e-02, 7.07e-02, 3.82e-02, 5.21e-03, 4.25e-05, 3.29e-03, 2.89e-03, 8.22e-05, 6.66e-05, 3.62e-04, 3.03e-04]    [1.70e-03, 2.53e-04, 5.65e-04, 1.20e-03, 4.48e-04, 1.92e-05, 3.90e-05, 3.77e-04, 3.29e-03, 4.87e-03, 3.62e-02, 1.21e-02, 7.07e-02, 3.82e-02, 5.21e-03, 4.25e-05, 3.29e-03, 2.89e-03, 8.22e-05, 6.66e-05, 3.62e-04, 3.03e-04]    []  
18900     [7.09e-05, 3.23e-05, 2.50e-05, 2.08e-05, 8.66e-05, 2.68e-06, 2.05e-06, 2.88e-05, 1.20e-05, 3.07e-05, 8.46e-04, 1.38e-03, 4.05e-03, 1.41e-03, 5.08e-05, 4.78e-06, 4.21e-06, 1.08e-06, 2.13e-07, 1.40e-07, 2.09e-05, 4.28e-06]    [7.09e-05, 3.23e-05, 2.50e-05, 2.08e-05, 8.66e-05, 2.68e-06, 2.05e-06, 2.88e-05, 1.20e-05, 3.07e-05, 8.46e-04, 1.38e-03, 4.05e-03, 1.41e-03, 5.08e-05, 4.78e-06, 4.21e-06, 1.08e-06, 2.13e-07, 1.40e-07, 2.09e-05, 4.28e-06]    []  
19000     [2.12e-05, 1.09e-05, 1.23e-05, 7.85e-06, 8.17e-06, 6.87e-07, 1.77e-06, 3.61e-08, 2.13e-08, 5.37e-11, 5.63e-05, 6.25e-04, 7.45e-04, 1.30e-05, 1.43e-06, 2.28e-06, 2.16e-06, 3.35e-06, 6.23e-09, 3.68e-07, 2.82e-07, 2.46e-06]    [2.12e-05, 1.09e-05, 1.23e-05, 7.85e-06, 8.17e-06, 6.87e-07, 1.77e-06, 3.61e-08, 2.13e-08, 5.37e-11, 5.63e-05, 6.25e-04, 7.45e-04, 1.30e-05, 1.43e-06, 2.28e-06, 2.16e-06, 3.35e-06, 6.23e-09, 3.68e-07, 2.82e-07, 2.46e-06]    []  
19100     [1.66e-05, 8.64e-06, 1.10e-05, 6.99e-06, 5.44e-06, 5.72e-07, 1.08e-06, 1.54e-09, 1.27e-09, 5.18e-10, 3.40e-05, 6.10e-04, 7.27e-04, 9.22e-06, 1.05e-06, 9.90e-07, 1.31e-06, 2.01e-06, 7.46e-09, 1.38e-07, 1.73e-07, 5.72e-07]    [1.66e-05, 8.64e-06, 1.10e-05, 6.99e-06, 5.44e-06, 5.72e-07, 1.08e-06, 1.54e-09, 1.27e-09, 5.18e-10, 3.40e-05, 6.10e-04, 7.27e-04, 9.22e-06, 1.05e-06, 9.90e-07, 1.31e-06, 2.01e-06, 7.46e-09, 1.38e-07, 1.73e-07, 5.72e-07]    []  
19200     [1.49e-05, 7.45e-06, 1.00e-05, 6.93e-06, 4.75e-06, 5.41e-07, 7.27e-07, 3.80e-09, 1.62e-09, 8.29e-10, 2.63e-05, 6.04e-04, 7.14e-04, 7.05e-06, 8.68e-07, 5.25e-07, 9.58e-07, 1.55e-06, 5.14e-09, 6.61e-08, 1.33e-07, 2.14e-07]    [1.49e-05, 7.45e-06, 1.00e-05, 6.93e-06, 4.75e-06, 5.41e-07, 7.27e-07, 3.80e-09, 1.62e-09, 8.29e-10, 2.63e-05, 6.04e-04, 7.14e-04, 7.05e-06, 8.68e-07, 5.25e-07, 9.58e-07, 1.55e-06, 5.14e-09, 6.61e-08, 1.33e-07, 2.14e-07]    []  
19300     [1.38e-05, 6.63e-06, 9.24e-06, 6.75e-06, 4.27e-06, 5.35e-07, 5.41e-07, 3.82e-08, 2.89e-09, 1.19e-09, 2.28e-05, 6.00e-04, 7.03e-04, 5.88e-06, 6.81e-07, 3.13e-07, 7.77e-07, 1.31e-06, 1.18e-08, 3.48e-08, 1.06e-07, 1.44e-07]    [1.38e-05, 6.63e-06, 9.24e-06, 6.75e-06, 4.27e-06, 5.35e-07, 5.41e-07, 3.82e-08, 2.89e-09, 1.19e-09, 2.28e-05, 6.00e-04, 7.03e-04, 5.88e-06, 6.81e-07, 3.13e-07, 7.77e-07, 1.31e-06, 1.18e-08, 3.48e-08, 1.06e-07, 1.44e-07]    []  
19400     [1.29e-05, 5.96e-06, 8.55e-06, 6.41e-06, 3.84e-06, 5.64e-07, 4.80e-07, 1.38e-10, 1.48e-09, 8.98e-10, 2.09e-05, 5.97e-04, 6.92e-04, 5.18e-06, 5.49e-07, 1.88e-07, 6.45e-07, 1.13e-06, 4.11e-09, 2.63e-08, 8.90e-08, 1.03e-07]    [1.29e-05, 5.96e-06, 8.55e-06, 6.41e-06, 3.84e-06, 5.64e-07, 4.80e-07, 1.38e-10, 1.48e-09, 8.98e-10, 2.09e-05, 5.97e-04, 6.92e-04, 5.18e-06, 5.49e-07, 1.88e-07, 6.45e-07, 1.13e-06, 4.11e-09, 2.63e-08, 8.90e-08, 1.03e-07]    []  
19500     [1.22e-05, 5.36e-06, 7.95e-06, 6.00e-06, 3.46e-06, 6.69e-07, 5.00e-07, 3.25e-09, 2.05e-09, 8.60e-10, 1.95e-05, 5.93e-04, 6.82e-04, 4.67e-06, 4.59e-07, 1.23e-07, 5.37e-07, 9.60e-07, 5.21e-09, 2.04e-08, 5.61e-08, 8.14e-08]    [1.22e-05, 5.36e-06, 7.95e-06, 6.00e-06, 3.46e-06, 6.69e-07, 5.00e-07, 3.25e-09, 2.05e-09, 8.60e-10, 1.95e-05, 5.93e-04, 6.82e-04, 4.67e-06, 4.59e-07, 1.23e-07, 5.37e-07, 9.60e-07, 5.21e-09, 2.04e-08, 5.61e-08, 8.14e-08]    []  
19600     [1.15e-05, 4.83e-06, 7.42e-06, 5.61e-06, 3.13e-06, 8.36e-07, 5.80e-07, 1.26e-09, 2.68e-10, 6.32e-10, 1.83e-05, 5.88e-04, 6.72e-04, 4.15e-06, 3.98e-07, 1.06e-07, 4.29e-07, 7.73e-07, 5.29e-09, 1.88e-08, 4.30e-08, 6.53e-08]    [1.15e-05, 4.83e-06, 7.42e-06, 5.61e-06, 3.13e-06, 8.36e-07, 5.80e-07, 1.26e-09, 2.68e-10, 6.32e-10, 1.83e-05, 5.88e-04, 6.72e-04, 4.15e-06, 3.98e-07, 1.06e-07, 4.29e-07, 7.73e-07, 5.29e-09, 1.88e-08, 4.30e-08, 6.53e-08]    []  
19700     [9.93e-06, 4.37e-06, 7.17e-06, 5.35e-06, 2.67e-06, 1.12e-06, 7.36e-07, 1.06e-08, 7.26e-10, 2.96e-10, 2.08e-05, 5.87e-04, 6.70e-04, 3.85e-06, 3.88e-07, 6.09e-08, 4.76e-07, 8.75e-07, 5.67e-09, 1.28e-08, 4.01e-08, 6.25e-08]    [9.93e-06, 4.37e-06, 7.17e-06, 5.35e-06, 2.67e-06, 1.12e-06, 7.36e-07, 1.06e-08, 7.26e-10, 2.96e-10, 2.08e-05, 5.87e-04, 6.70e-04, 3.85e-06, 3.88e-07, 6.09e-08, 4.76e-07, 8.75e-07, 5.67e-09, 1.28e-08, 4.01e-08, 6.25e-08]    []  
19800     [1.01e-05, 3.85e-06, 6.51e-06, 4.87e-06, 2.55e-06, 1.44e-06, 9.65e-07, 4.37e-10, 5.57e-12, 2.74e-10, 1.64e-05, 5.80e-04, 6.55e-04, 3.43e-06, 3.41e-07, 1.21e-07, 2.89e-07, 5.25e-07, 5.25e-09, 6.17e-09, 2.67e-08, 5.90e-08]    [1.01e-05, 3.85e-06, 6.51e-06, 4.87e-06, 2.55e-06, 1.44e-06, 9.65e-07, 4.37e-10, 5.57e-12, 2.74e-10, 1.64e-05, 5.80e-04, 6.55e-04, 3.43e-06, 3.41e-07, 1.21e-07, 2.89e-07, 5.25e-07, 5.25e-09, 6.17e-09, 2.67e-08, 5.90e-08]    []  
19900     [1.13e-05, 3.61e-06, 6.58e-06, 4.62e-06, 2.53e-06, 1.84e-06, 1.32e-06, 2.32e-09, 2.89e-09, 2.14e-08, 1.38e-05, 5.79e-04, 6.51e-04, 2.91e-06, 3.61e-07, 1.70e-07, 1.35e-07, 3.75e-07, 9.40e-09, 4.32e-09, 3.42e-08, 7.40e-08]    [1.13e-05, 3.61e-06, 6.58e-06, 4.62e-06, 2.53e-06, 1.84e-06, 1.32e-06, 2.32e-09, 2.89e-09, 2.14e-08, 1.38e-05, 5.79e-04, 6.51e-04, 2.91e-06, 3.61e-07, 1.70e-07, 1.35e-07, 3.75e-07, 9.40e-09, 4.32e-09, 3.42e-08, 7.40e-08]    []  
20000     [1.34e-05, 3.42e-06, 6.41e-06, 5.80e-06, 2.14e-06, 2.29e-06, 1.75e-06, 1.81e-08, 6.41e-07, 3.22e-07, 5.44e-05, 5.93e-04, 7.28e-04, 5.05e-06, 2.94e-06, 2.96e-08, 1.06e-07, 2.45e-09, 4.81e-09, 4.50e-10, 1.14e-07, 3.44e-07]    [1.34e-05, 3.42e-06, 6.41e-06, 5.80e-06, 2.14e-06, 2.29e-06, 1.75e-06, 1.81e-08, 6.41e-07, 3.22e-07, 5.44e-05, 5.93e-04, 7.28e-04, 5.05e-06, 2.94e-06, 2.96e-08, 1.06e-07, 2.45e-09, 4.81e-09, 4.50e-10, 1.14e-07, 3.44e-07]    []  

Best model at step 18406:
  train loss: 2.93e-05
  test loss: 2.93e-05
  test metric: []

'train' took 44.485493 s

Best train step: 18406
lambda_a: 6.2917086745854975
lambda_b: 5.710669534078695
kappa_a: 1.5348937101350875
kappa_b: 1.3525917226155442
Best train step: 18406
lambda_a: 1.8392326832
lambda_b: 1.7423362732
kappa_a: 0.42846113443
kappa_b: 0.30202254653
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
20000     [1.34e-05, 3.42e-06, 6.41e-06, 5.80e-06, 2.14e-06, 2.29e-06, 1.75e-06, 1.81e-08, 6.41e-07, 3.22e-07, 5.44e-05, 5.93e-04, 7.28e-04, 5.05e-06, 2.94e-06, 2.96e-08, 1.06e-07, 2.45e-09, 4.81e-09, 4.50e-10, 1.14e-07, 3.44e-07]    [1.34e-05, 3.42e-06, 6.41e-06, 5.80e-06, 2.14e-06, 2.29e-06, 1.75e-06, 1.81e-08, 6.41e-07, 3.22e-07, 5.44e-05, 5.93e-04, 7.28e-04, 5.05e-06, 2.94e-06, 2.96e-08, 1.06e-07, 2.45e-09, 4.81e-09, 4.50e-10, 1.14e-07, 3.44e-07]    []  
20100     [9.17e-06, 2.64e-06, 5.64e-06, 3.98e-06, 1.93e-06, 2.82e-06, 2.18e-06, 1.16e-08, 7.50e-08, 1.43e-09, 1.36e-05, 5.66e-04, 6.29e-04, 2.35e-06, 2.64e-07, 1.13e-07, 4.99e-08, 1.97e-07, 2.37e-09, 4.87e-09, 7.60e-08, 1.39e-07]    [9.17e-06, 2.64e-06, 5.64e-06, 3.98e-06, 1.93e-06, 2.82e-06, 2.18e-06, 1.16e-08, 7.50e-08, 1.43e-09, 1.36e-05, 5.66e-04, 6.29e-04, 2.35e-06, 2.64e-07, 1.13e-07, 4.99e-08, 1.97e-07, 2.37e-09, 4.87e-09, 7.60e-08, 1.39e-07]    []  
20200     [2.31e-05, 2.13e-06, 9.68e-06, 7.12e-06, 2.44e-06, 4.32e-06, 3.81e-06, 3.67e-07, 3.56e-07, 5.51e-08, 1.14e-04, 6.06e-04, 7.11e-04, 3.00e-05, 4.82e-07, 1.88e-06, 4.75e-07, 1.23e-06, 1.19e-07, 1.94e-09, 3.22e-06, 3.59e-06]    [2.31e-05, 2.13e-06, 9.68e-06, 7.12e-06, 2.44e-06, 4.32e-06, 3.81e-06, 3.67e-07, 3.56e-07, 5.51e-08, 1.14e-04, 6.06e-04, 7.11e-04, 3.00e-05, 4.82e-07, 1.88e-06, 4.75e-07, 1.23e-06, 1.19e-07, 1.94e-09, 3.22e-06, 3.59e-06]    []  
20300     [1.01e-05, 1.91e-06, 7.94e-06, 4.48e-06, 2.14e-06, 3.88e-06, 3.84e-06, 8.64e-11, 3.78e-10, 3.92e-10, 1.26e-05, 5.39e-04, 5.85e-04, 1.92e-06, 4.49e-07, 2.18e-07, 2.25e-07, 2.10e-07, 1.47e-09, 4.91e-09, 3.01e-08, 7.92e-08]    [1.01e-05, 1.91e-06, 7.94e-06, 4.48e-06, 2.14e-06, 3.88e-06, 3.84e-06, 8.64e-11, 3.78e-10, 3.92e-10, 1.26e-05, 5.39e-04, 5.85e-04, 1.92e-06, 4.49e-07, 2.18e-07, 2.25e-07, 2.10e-07, 1.47e-09, 4.91e-09, 3.01e-08, 7.92e-08]    []  
20400     [1.07e-05, 1.57e-06, 7.57e-06, 4.42e-06, 2.01e-06, 4.13e-06, 4.18e-06, 1.69e-08, 5.23e-09, 2.01e-11, 1.42e-05, 5.06e-04, 5.44e-04, 1.29e-06, 4.03e-07, 2.87e-07, 1.17e-07, 1.19e-07, 3.70e-10, 2.90e-09, 3.03e-08, 6.10e-08]    [1.07e-05, 1.57e-06, 7.57e-06, 4.42e-06, 2.01e-06, 4.13e-06, 4.18e-06, 1.69e-08, 5.23e-09, 2.01e-11, 1.42e-05, 5.06e-04, 5.44e-04, 1.29e-06, 4.03e-07, 2.87e-07, 1.17e-07, 1.19e-07, 3.70e-10, 2.90e-09, 3.03e-08, 6.10e-08]    []  
20500     [2.87e-05, 3.20e-06, 9.89e-06, 1.14e-05, 4.44e-06, 4.29e-06, 4.63e-06, 2.35e-08, 1.07e-06, 1.97e-07, 6.81e-05, 1.63e-04, 1.79e-04, 4.42e-05, 1.30e-06, 1.36e-06, 5.16e-10, 8.38e-08, 6.91e-08, 0.00e+00, 3.56e-07, 1.23e-06]    [2.87e-05, 3.20e-06, 9.89e-06, 1.14e-05, 4.44e-06, 4.29e-06, 4.63e-06, 2.35e-08, 1.07e-06, 1.97e-07, 6.81e-05, 1.63e-04, 1.79e-04, 4.42e-05, 1.30e-06, 1.36e-06, 5.16e-10, 8.38e-08, 6.91e-08, 0.00e+00, 3.56e-07, 1.23e-06]    []  
20600     [2.04e-05, 2.39e-06, 5.64e-06, 6.92e-06, 4.13e-06, 3.11e-06, 3.56e-06, 1.52e-06, 2.86e-06, 1.50e-07, 2.20e-05, 2.24e-04, 2.43e-04, 7.48e-07, 3.87e-06, 2.34e-06, 0.00e+00, 3.84e-08, 0.00e+00, 8.92e-08, 6.76e-07, 6.30e-07]    [2.04e-05, 2.39e-06, 5.64e-06, 6.92e-06, 4.13e-06, 3.11e-06, 3.56e-06, 1.52e-06, 2.86e-06, 1.50e-07, 2.20e-05, 2.24e-04, 2.43e-04, 7.48e-07, 3.87e-06, 2.34e-06, 0.00e+00, 3.84e-08, 0.00e+00, 8.92e-08, 6.76e-07, 6.30e-07]    []  
20700     [1.16e-05, 1.80e-06, 5.13e-06, 5.47e-06, 2.36e-06, 3.57e-06, 2.97e-06, 5.66e-10, 4.60e-07, 5.84e-08, 1.63e-05, 1.66e-04, 1.49e-04, 9.52e-05, 1.70e-10, 1.76e-07, 5.77e-11, 0.00e+00, 5.89e-10, 0.00e+00, 1.35e-07, 3.85e-07]    [1.16e-05, 1.80e-06, 5.13e-06, 5.47e-06, 2.36e-06, 3.57e-06, 2.97e-06, 5.66e-10, 4.60e-07, 5.84e-08, 1.63e-05, 1.66e-04, 1.49e-04, 9.52e-05, 1.70e-10, 1.76e-07, 5.77e-11, 0.00e+00, 5.89e-10, 0.00e+00, 1.35e-07, 3.85e-07]    []  
20800     [1.84e-05, 1.89e-06, 4.89e-06, 3.97e-06, 2.73e-06, 3.58e-06, 2.93e-06, 1.84e-06, 3.59e-08, 6.01e-08, 2.77e-05, 1.98e-04, 2.06e-04, 4.05e-04, 6.84e-06, 8.13e-06, 4.05e-06, 2.70e-06, 1.26e-07, 1.39e-07, 6.06e-07, 6.93e-07]    [1.84e-05, 1.89e-06, 4.89e-06, 3.97e-06, 2.73e-06, 3.58e-06, 2.93e-06, 1.84e-06, 3.59e-08, 6.01e-08, 2.77e-05, 1.98e-04, 2.06e-04, 4.05e-04, 6.84e-06, 8.13e-06, 4.05e-06, 2.70e-06, 1.26e-07, 1.39e-07, 6.06e-07, 6.93e-07]    []  
20900     [8.43e-06, 1.89e-06, 4.38e-06, 4.32e-06, 2.29e-06, 4.04e-06, 2.61e-06, 9.49e-09, 1.36e-06, 2.73e-09, 1.35e-05, 1.74e-04, 1.65e-04, 2.15e-04, 0.00e+00, 1.01e-08, 4.49e-10, 0.00e+00, 2.62e-09, 0.00e+00, 3.28e-08, 7.12e-07]    [8.43e-06, 1.89e-06, 4.38e-06, 4.32e-06, 2.29e-06, 4.04e-06, 2.61e-06, 9.49e-09, 1.36e-06, 2.73e-09, 1.35e-05, 1.74e-04, 1.65e-04, 2.15e-04, 0.00e+00, 1.01e-08, 4.49e-10, 0.00e+00, 2.62e-09, 0.00e+00, 3.28e-08, 7.12e-07]    []  
21000     [8.63e-06, 1.62e-06, 4.24e-06, 2.92e-06, 2.25e-06, 3.96e-06, 2.56e-06, 3.34e-07, 7.11e-09, 7.88e-10, 4.35e-06, 1.32e-04, 1.25e-04, 1.33e-05, 8.44e-07, 1.46e-06, 1.41e-07, 1.62e-07, 1.23e-08, 1.18e-08, 1.06e-07, 1.20e-07]    [8.63e-06, 1.62e-06, 4.24e-06, 2.92e-06, 2.25e-06, 3.96e-06, 2.56e-06, 3.34e-07, 7.11e-09, 7.88e-10, 4.35e-06, 1.32e-04, 1.25e-04, 1.33e-05, 8.44e-07, 1.46e-06, 1.41e-07, 1.62e-07, 1.23e-08, 1.18e-08, 1.06e-07, 1.20e-07]    []  
21100     [8.45e-06, 1.58e-06, 4.23e-06, 2.72e-06, 2.66e-06, 4.34e-06, 2.54e-06, 5.17e-06, 3.48e-06, 7.09e-09, 3.75e-06, 1.20e-04, 1.16e-04, 8.40e-06, 1.02e-06, 1.44e-06, 9.38e-08, 1.00e-08, 0.00e+00, 0.00e+00, 3.07e-06, 2.13e-06]    [8.45e-06, 1.58e-06, 4.23e-06, 2.72e-06, 2.66e-06, 4.34e-06, 2.54e-06, 5.17e-06, 3.48e-06, 7.09e-09, 3.75e-06, 1.20e-04, 1.16e-04, 8.40e-06, 1.02e-06, 1.44e-06, 9.38e-08, 1.00e-08, 0.00e+00, 0.00e+00, 3.07e-06, 2.13e-06]    []  
21200     [6.72e-06, 1.88e-06, 4.61e-06, 2.64e-06, 2.88e-06, 4.57e-06, 2.45e-06, 1.91e-07, 2.84e-11, 3.53e-11, 5.20e-06, 9.29e-05, 1.02e-04, 1.22e-06, 4.95e-07, 6.19e-07, 3.68e-08, 2.47e-08, 1.08e-12, 5.61e-10, 1.10e-07, 1.52e-07]    [6.72e-06, 1.88e-06, 4.61e-06, 2.64e-06, 2.88e-06, 4.57e-06, 2.45e-06, 1.91e-07, 2.84e-11, 3.53e-11, 5.20e-06, 9.29e-05, 1.02e-04, 1.22e-06, 4.95e-07, 6.19e-07, 3.68e-08, 2.47e-08, 1.08e-12, 5.61e-10, 1.10e-07, 1.52e-07]    []  
21300     [5.58e-06, 2.58e-06, 5.15e-06, 3.16e-06, 4.15e-06, 4.57e-06, 2.33e-06, 5.57e-06, 2.87e-06, 3.23e-08, 1.06e-05, 7.98e-05, 1.01e-04, 1.10e-04, 6.15e-09, 1.97e-08, 9.95e-09, 4.90e-11, 3.70e-07, 0.00e+00, 2.34e-06, 1.03e-06]    [5.58e-06, 2.58e-06, 5.15e-06, 3.16e-06, 4.15e-06, 4.57e-06, 2.33e-06, 5.57e-06, 2.87e-06, 3.23e-08, 1.06e-05, 7.98e-05, 1.01e-04, 1.10e-04, 6.15e-09, 1.97e-08, 9.95e-09, 4.90e-11, 3.70e-07, 0.00e+00, 2.34e-06, 1.03e-06]    []  
21400     [1.06e-05, 4.60e-06, 5.73e-06, 5.17e-06, 6.29e-06, 4.94e-06, 2.53e-06, 1.12e-05, 1.92e-05, 3.60e-07, 2.58e-05, 1.55e-04, 1.45e-04, 5.83e-04, 0.00e+00, 8.59e-08, 0.00e+00, 0.00e+00, 8.34e-08, 0.00e+00, 1.89e-06, 8.86e-06]    [1.06e-05, 4.60e-06, 5.73e-06, 5.17e-06, 6.29e-06, 4.94e-06, 2.53e-06, 1.12e-05, 1.92e-05, 3.60e-07, 2.58e-05, 1.55e-04, 1.45e-04, 5.83e-04, 0.00e+00, 8.59e-08, 0.00e+00, 0.00e+00, 8.34e-08, 0.00e+00, 1.89e-06, 8.86e-06]    []  
21500     [2.09e-05, 4.26e-06, 6.41e-06, 6.95e-06, 5.25e-06, 4.27e-06, 2.14e-06, 3.05e-07, 1.59e-10, 1.19e-07, 3.56e-05, 1.80e-04, 8.16e-05, 5.88e-04, 1.54e-05, 1.22e-05, 2.45e-06, 2.09e-06, 0.00e+00, 1.81e-08, 4.42e-07, 1.03e-07]    [2.09e-05, 4.26e-06, 6.41e-06, 6.95e-06, 5.25e-06, 4.27e-06, 2.14e-06, 3.05e-07, 1.59e-10, 1.19e-07, 3.56e-05, 1.80e-04, 8.16e-05, 5.88e-04, 1.54e-05, 1.22e-05, 2.45e-06, 2.09e-06, 0.00e+00, 1.81e-08, 4.42e-07, 1.03e-07]    []  
21600     [5.59e-06, 3.88e-06, 5.32e-06, 5.94e-06, 5.46e-06, 3.24e-06, 1.79e-06, 2.61e-07, 6.30e-07, 1.49e-10, 6.29e-06, 1.75e-05, 2.18e-05, 1.07e-06, 2.20e-07, 5.42e-08, 1.84e-08, 3.48e-08, 9.74e-11, 1.01e-09, 1.92e-07, 1.98e-07]    [5.59e-06, 3.88e-06, 5.32e-06, 5.94e-06, 5.46e-06, 3.24e-06, 1.79e-06, 2.61e-07, 6.30e-07, 1.49e-10, 6.29e-06, 1.75e-05, 2.18e-05, 1.07e-06, 2.20e-07, 5.42e-08, 1.84e-08, 3.48e-08, 9.74e-11, 1.01e-09, 1.92e-07, 1.98e-07]    []  
21700     [6.19e-06, 4.37e-06, 5.12e-06, 5.88e-06, 6.20e-06, 2.75e-06, 1.67e-06, 7.58e-07, 3.25e-07, 1.11e-08, 4.86e-06, 1.33e-05, 2.16e-05, 1.13e-06, 8.65e-07, 1.42e-07, 1.78e-08, 5.66e-08, 8.33e-08, 1.70e-09, 5.05e-07, 2.04e-07]    [6.19e-06, 4.37e-06, 5.12e-06, 5.88e-06, 6.20e-06, 2.75e-06, 1.67e-06, 7.58e-07, 3.25e-07, 1.11e-08, 4.86e-06, 1.33e-05, 2.16e-05, 1.13e-06, 8.65e-07, 1.42e-07, 1.78e-08, 5.66e-08, 8.33e-08, 1.70e-09, 5.05e-07, 2.04e-07]    []  
21800     [1.44e-05, 4.91e-06, 5.68e-06, 6.09e-06, 7.17e-06, 2.56e-06, 2.13e-06, 2.29e-05, 4.66e-07, 9.12e-07, 2.05e-05, 4.70e-05, 1.91e-04, 5.33e-04, 5.20e-06, 1.35e-06, 4.58e-06, 5.53e-06, 0.00e+00, 9.32e-08, 1.12e-05, 5.14e-07]    [1.44e-05, 4.91e-06, 5.68e-06, 6.09e-06, 7.17e-06, 2.56e-06, 2.13e-06, 2.29e-05, 4.66e-07, 9.12e-07, 2.05e-05, 4.70e-05, 1.91e-04, 5.33e-04, 5.20e-06, 1.35e-06, 4.58e-06, 5.53e-06, 0.00e+00, 9.32e-08, 1.12e-05, 5.14e-07]    []  
21900     [4.40e-06, 4.44e-06, 4.84e-06, 5.53e-06, 6.13e-06, 1.94e-06, 1.55e-06, 1.56e-09, 1.76e-08, 4.31e-10, 4.02e-06, 9.38e-06, 1.19e-05, 3.64e-07, 5.55e-09, 6.53e-09, 1.64e-08, 5.40e-08, 1.63e-08, 3.79e-08, 1.07e-07, 1.94e-07]    [4.40e-06, 4.44e-06, 4.84e-06, 5.53e-06, 6.13e-06, 1.94e-06, 1.55e-06, 1.56e-09, 1.76e-08, 4.31e-10, 4.02e-06, 9.38e-06, 1.19e-05, 3.64e-07, 5.55e-09, 6.53e-09, 1.64e-08, 5.40e-08, 1.63e-08, 3.79e-08, 1.07e-07, 1.94e-07]    []  
22000     [2.85e-05, 5.71e-06, 6.24e-06, 6.31e-06, 7.07e-06, 2.17e-06, 2.11e-06, 2.62e-05, 1.68e-07, 7.18e-07, 8.24e-05, 2.08e-04, 3.91e-04, 1.80e-03, 2.21e-05, 1.78e-05, 1.20e-05, 9.61e-06, 0.00e+00, 6.41e-07, 1.24e-05, 3.45e-06]    [2.85e-05, 5.71e-06, 6.24e-06, 6.31e-06, 7.07e-06, 2.17e-06, 2.11e-06, 2.62e-05, 1.68e-07, 7.18e-07, 8.24e-05, 2.08e-04, 3.91e-04, 1.80e-03, 2.21e-05, 1.78e-05, 1.20e-05, 9.61e-06, 0.00e+00, 6.41e-07, 1.24e-05, 3.45e-06]    []  

Best model at step 18406:
  train loss: 2.93e-05
  test loss: 2.93e-05
  test metric: []

'train' took 44.169631 s

Best train step: 18406
lambda_a: 6.2917086745854975
lambda_b: 5.710669534078695
kappa_a: 1.5348937101350875
kappa_b: 1.3525917226155442
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
22000     [2.85e-05, 5.71e-06, 6.24e-06, 6.31e-06, 7.07e-06, 2.17e-06, 2.11e-06, 2.62e-05, 1.68e-07, 7.18e-07, 8.24e-05, 2.08e-04, 3.91e-04, 1.80e-03, 2.21e-05, 1.78e-05, 1.20e-05, 9.61e-06, 0.00e+00, 6.41e-07, 1.24e-05, 3.45e-06]    [2.85e-05, 5.71e-06, 6.24e-06, 6.31e-06, 7.07e-06, 2.17e-06, 2.11e-06, 2.62e-05, 1.68e-07, 7.18e-07, 8.24e-05, 2.08e-04, 3.91e-04, 1.80e-03, 2.21e-05, 1.78e-05, 1.20e-05, 9.61e-06, 0.00e+00, 6.41e-07, 1.24e-05, 3.45e-06]    []  
22100     [3.95e-06, 4.51e-06, 4.85e-06, 5.30e-06, 6.16e-06, 1.43e-06, 1.31e-06, 2.65e-06, 1.34e-06, 2.34e-08, 2.53e-06, 3.12e-06, 4.07e-06, 9.51e-07, 8.35e-08, 6.01e-09, 8.95e-09, 4.39e-08, 1.38e-07, 4.32e-07, 8.20e-07, 2.78e-06]    [3.95e-06, 4.51e-06, 4.85e-06, 5.30e-06, 6.16e-06, 1.43e-06, 1.31e-06, 2.65e-06, 1.34e-06, 2.34e-08, 2.53e-06, 3.12e-06, 4.07e-06, 9.51e-07, 8.35e-08, 6.01e-09, 8.95e-09, 4.39e-08, 1.38e-07, 4.32e-07, 8.20e-07, 2.78e-06]    []  
22200     [4.17e-06, 4.27e-06, 4.67e-06, 5.11e-06, 5.98e-06, 1.31e-06, 1.29e-06, 1.94e-07, 8.01e-06, 8.40e-10, 2.43e-06, 3.61e-06, 4.34e-06, 8.45e-07, 1.61e-07, 7.62e-09, 4.05e-08, 8.58e-09, 2.44e-08, 3.59e-07, 1.57e-07, 1.48e-06]    [4.17e-06, 4.27e-06, 4.67e-06, 5.11e-06, 5.98e-06, 1.31e-06, 1.29e-06, 1.94e-07, 8.01e-06, 8.40e-10, 2.43e-06, 3.61e-06, 4.34e-06, 8.45e-07, 1.61e-07, 7.62e-09, 4.05e-08, 8.58e-09, 2.44e-08, 3.59e-07, 1.57e-07, 1.48e-06]    []  
22300     [1.26e-05, 5.99e-06, 5.74e-06, 6.29e-06, 7.91e-06, 1.62e-06, 1.96e-06, 3.15e-08, 2.23e-06, 5.48e-07, 3.61e-05, 1.55e-04, 2.84e-04, 1.19e-03, 4.60e-10, 0.00e+00, 6.16e-10, 0.00e+00, 1.28e-08, 0.00e+00, 1.11e-07, 1.65e-06]    [1.26e-05, 5.99e-06, 5.74e-06, 6.29e-06, 7.91e-06, 1.62e-06, 1.96e-06, 3.15e-08, 2.23e-06, 5.48e-07, 3.61e-05, 1.55e-04, 2.84e-04, 1.19e-03, 4.60e-10, 0.00e+00, 6.16e-10, 0.00e+00, 1.28e-08, 0.00e+00, 1.11e-07, 1.65e-06]    []  
22400     [3.78e-06, 4.41e-06, 4.94e-06, 5.24e-06, 5.69e-06, 1.13e-06, 1.16e-06, 1.34e-07, 5.38e-06, 8.52e-10, 1.91e-06, 2.41e-06, 3.08e-06, 4.94e-07, 7.70e-08, 4.67e-09, 6.88e-09, 1.14e-08, 6.15e-09, 1.55e-07, 5.21e-08, 1.66e-06]    [3.78e-06, 4.41e-06, 4.94e-06, 5.24e-06, 5.69e-06, 1.13e-06, 1.16e-06, 1.34e-07, 5.38e-06, 8.52e-10, 1.91e-06, 2.41e-06, 3.08e-06, 4.94e-07, 7.70e-08, 4.67e-09, 6.88e-09, 1.14e-08, 6.15e-09, 1.55e-07, 5.21e-08, 1.66e-06]    []  
22500     [1.17e-05, 6.05e-06, 6.03e-06, 6.54e-06, 7.71e-06, 1.37e-06, 1.82e-06, 4.50e-07, 5.67e-05, 8.38e-07, 3.27e-05, 1.27e-04, 4.18e-04, 1.25e-03, 0.00e+00, 8.27e-12, 8.96e-11, 0.00e+00, 1.11e-10, 0.00e+00, 1.14e-07, 2.68e-05]    [1.17e-05, 6.05e-06, 6.03e-06, 6.54e-06, 7.71e-06, 1.37e-06, 1.82e-06, 4.50e-07, 5.67e-05, 8.38e-07, 3.27e-05, 1.27e-04, 4.18e-04, 1.25e-03, 0.00e+00, 8.27e-12, 8.96e-11, 0.00e+00, 1.11e-10, 0.00e+00, 1.14e-07, 2.68e-05]    []  
22600     [3.32e-06, 4.36e-06, 4.95e-06, 5.20e-06, 5.63e-06, 1.10e-06, 1.13e-06, 2.13e-06, 1.75e-05, 7.10e-08, 1.67e-06, 2.57e-06, 2.44e-06, 5.23e-07, 4.48e-08, 5.74e-09, 4.43e-09, 4.58e-08, 6.46e-08, 2.11e-09, 2.30e-07, 1.46e-06]    [3.32e-06, 4.36e-06, 4.95e-06, 5.20e-06, 5.63e-06, 1.10e-06, 1.13e-06, 2.13e-06, 1.75e-05, 7.10e-08, 1.67e-06, 2.57e-06, 2.44e-06, 5.23e-07, 4.48e-08, 5.74e-09, 4.43e-09, 4.58e-08, 6.46e-08, 2.11e-09, 2.30e-07, 1.46e-06]    []  
22700     [3.05e-06, 4.40e-06, 5.06e-06, 5.38e-06, 5.21e-06, 1.11e-06, 1.16e-06, 9.85e-09, 9.64e-09, 1.62e-11, 2.39e-06, 9.72e-06, 1.06e-05, 3.75e-07, 4.24e-09, 3.54e-09, 2.51e-08, 2.70e-08, 1.87e-09, 3.99e-09, 2.07e-08, 2.53e-08]    [3.05e-06, 4.40e-06, 5.06e-06, 5.38e-06, 5.21e-06, 1.11e-06, 1.16e-06, 9.85e-09, 9.64e-09, 1.62e-11, 2.39e-06, 9.72e-06, 1.06e-05, 3.75e-07, 4.24e-09, 3.54e-09, 2.51e-08, 2.70e-08, 1.87e-09, 3.99e-09, 2.07e-08, 2.53e-08]    []  
22800     [2.52e-06, 4.34e-06, 5.03e-06, 5.05e-06, 5.04e-06, 1.21e-06, 1.44e-06, 1.40e-06, 3.81e-05, 2.42e-08, 7.86e-06, 3.04e-05, 4.28e-05, 2.97e-07, 3.31e-09, 6.06e-09, 1.40e-07, 1.28e-07, 1.40e-07, 1.82e-06, 9.06e-07, 8.84e-06]    [2.52e-06, 4.34e-06, 5.03e-06, 5.05e-06, 5.04e-06, 1.21e-06, 1.44e-06, 1.40e-06, 3.81e-05, 2.42e-08, 7.86e-06, 3.04e-05, 4.28e-05, 2.97e-07, 3.31e-09, 6.06e-09, 1.40e-07, 1.28e-07, 1.40e-07, 1.82e-06, 9.06e-07, 8.84e-06]    []  
22900     [4.88e-06, 3.62e-06, 4.12e-06, 4.26e-06, 4.29e-06, 1.02e-06, 1.23e-06, 1.19e-08, 1.86e-07, 6.83e-08, 4.15e-06, 1.16e-05, 1.36e-05, 6.02e-06, 1.50e-07, 7.77e-08, 2.60e-08, 2.83e-07, 1.17e-07, 2.22e-09, 8.94e-07, 5.33e-06]    [4.88e-06, 3.62e-06, 4.12e-06, 4.26e-06, 4.29e-06, 1.02e-06, 1.23e-06, 1.19e-08, 1.86e-07, 6.83e-08, 4.15e-06, 1.16e-05, 1.36e-05, 6.02e-06, 1.50e-07, 7.77e-08, 2.60e-08, 2.83e-07, 1.17e-07, 2.22e-09, 8.94e-07, 5.33e-06]    []  
23000     [5.94e-06, 4.36e-06, 4.89e-06, 4.72e-06, 5.72e-06, 8.35e-07, 9.55e-07, 1.13e-06, 2.66e-05, 7.84e-09, 8.31e-06, 2.11e-05, 4.36e-06, 5.20e-05, 2.12e-06, 7.41e-07, 4.87e-08, 2.36e-08, 2.36e-08, 0.00e+00, 3.58e-07, 5.61e-05]    [5.94e-06, 4.36e-06, 4.89e-06, 4.72e-06, 5.72e-06, 8.35e-07, 9.55e-07, 1.13e-06, 2.66e-05, 7.84e-09, 8.31e-06, 2.11e-05, 4.36e-06, 5.20e-05, 2.12e-06, 7.41e-07, 4.87e-08, 2.36e-08, 2.36e-08, 0.00e+00, 3.58e-07, 5.61e-05]    []  
23100     [5.89e-06, 4.95e-06, 5.50e-06, 5.51e-06, 6.55e-06, 1.28e-06, 1.46e-06, 1.04e-05, 2.40e-07, 2.57e-07, 1.66e-05, 7.87e-05, 1.03e-04, 5.02e-04, 0.00e+00, 1.84e-09, 1.05e-09, 0.00e+00, 1.33e-07, 0.00e+00, 2.99e-06, 1.82e-07]    [5.89e-06, 4.95e-06, 5.50e-06, 5.51e-06, 6.55e-06, 1.28e-06, 1.46e-06, 1.04e-05, 2.40e-07, 2.57e-07, 1.66e-05, 7.87e-05, 1.03e-04, 5.02e-04, 0.00e+00, 1.84e-09, 1.05e-09, 0.00e+00, 1.33e-07, 0.00e+00, 2.99e-06, 1.82e-07]    []  
23200     [2.74e-06, 4.26e-06, 5.03e-06, 4.36e-06, 5.46e-06, 9.05e-07, 1.06e-06, 3.69e-07, 1.35e-07, 6.97e-09, 5.24e-06, 1.02e-05, 3.13e-05, 5.73e-06, 3.66e-08, 1.30e-08, 1.59e-07, 1.71e-07, 3.00e-08, 1.96e-08, 1.80e-07, 1.20e-07]    [2.74e-06, 4.26e-06, 5.03e-06, 4.36e-06, 5.46e-06, 9.05e-07, 1.06e-06, 3.69e-07, 1.35e-07, 6.97e-09, 5.24e-06, 1.02e-05, 3.13e-05, 5.73e-06, 3.66e-08, 1.30e-08, 1.59e-07, 1.71e-07, 3.00e-08, 1.96e-08, 1.80e-07, 1.20e-07]    []  
23300     [4.88e-06, 4.21e-06, 4.99e-06, 4.34e-06, 5.45e-06, 8.66e-07, 9.82e-07, 9.56e-07, 1.00e-10, 3.93e-08, 2.81e-06, 9.99e-06, 6.70e-06, 3.57e-05, 8.26e-07, 3.91e-07, 1.20e-07, 1.77e-07, 3.84e-13, 7.09e-11, 3.66e-07, 1.19e-07]    [4.88e-06, 4.21e-06, 4.99e-06, 4.34e-06, 5.45e-06, 8.66e-07, 9.82e-07, 9.56e-07, 1.00e-10, 3.93e-08, 2.81e-06, 9.99e-06, 6.70e-06, 3.57e-05, 8.26e-07, 3.91e-07, 1.20e-07, 1.77e-07, 3.84e-13, 7.09e-11, 3.66e-07, 1.19e-07]    []  
23400     [4.01e-06, 4.11e-06, 4.93e-06, 4.44e-06, 5.46e-06, 1.01e-06, 1.13e-06, 2.57e-07, 8.99e-07, 2.00e-07, 5.85e-06, 5.74e-05, 5.23e-05, 2.21e-04, 1.70e-08, 2.43e-08, 1.15e-08, 0.00e+00, 6.72e-08, 9.66e-08, 3.80e-07, 5.97e-07]    [4.01e-06, 4.11e-06, 4.93e-06, 4.44e-06, 5.46e-06, 1.01e-06, 1.13e-06, 2.57e-07, 8.99e-07, 2.00e-07, 5.85e-06, 5.74e-05, 5.23e-05, 2.21e-04, 1.70e-08, 2.43e-08, 1.15e-08, 0.00e+00, 6.72e-08, 9.66e-08, 3.80e-07, 5.97e-07]    []  
23500     [2.83e-06, 3.90e-06, 4.64e-06, 4.22e-06, 5.15e-06, 1.12e-06, 9.24e-07, 1.96e-05, 2.74e-07, 7.15e-09, 4.37e-06, 2.02e-05, 1.43e-05, 2.78e-05, 8.73e-09, 2.14e-09, 8.72e-08, 9.79e-08, 9.44e-07, 2.20e-08, 9.14e-06, 1.21e-07]    [2.83e-06, 3.90e-06, 4.64e-06, 4.22e-06, 5.15e-06, 1.12e-06, 9.24e-07, 1.96e-05, 2.74e-07, 7.15e-09, 4.37e-06, 2.02e-05, 1.43e-05, 2.78e-05, 8.73e-09, 2.14e-09, 8.72e-08, 9.79e-08, 9.44e-07, 2.20e-08, 9.14e-06, 1.21e-07]    []  
23600     [2.94e-06, 4.18e-06, 5.02e-06, 4.88e-06, 5.73e-06, 8.76e-07, 8.20e-07, 8.11e-08, 6.08e-06, 2.97e-08, 3.09e-06, 5.62e-06, 2.20e-05, 1.53e-05, 6.63e-09, 1.15e-10, 1.51e-10, 5.28e-12, 1.15e-09, 0.00e+00, 4.59e-08, 4.15e-06]    [2.94e-06, 4.18e-06, 5.02e-06, 4.88e-06, 5.73e-06, 8.76e-07, 8.20e-07, 8.11e-08, 6.08e-06, 2.97e-08, 3.09e-06, 5.62e-06, 2.20e-05, 1.53e-05, 6.63e-09, 1.15e-10, 1.51e-10, 5.28e-12, 1.15e-09, 0.00e+00, 4.59e-08, 4.15e-06]    []  
23700     [2.07e-05, 5.29e-06, 5.97e-06, 5.50e-06, 6.36e-06, 1.70e-06, 1.93e-06, 7.21e-07, 1.97e-06, 1.56e-06, 4.23e-05, 1.87e-04, 1.32e-04, 9.06e-04, 1.73e-05, 1.54e-05, 3.34e-06, 2.24e-06, 9.88e-12, 7.75e-08, 2.74e-07, 4.30e-07]    [2.07e-05, 5.29e-06, 5.97e-06, 5.50e-06, 6.36e-06, 1.70e-06, 1.93e-06, 7.21e-07, 1.97e-06, 1.56e-06, 4.23e-05, 1.87e-04, 1.32e-04, 9.06e-04, 1.73e-05, 1.54e-05, 3.34e-06, 2.24e-06, 9.88e-12, 7.75e-08, 2.74e-07, 4.30e-07]    []  
23800     [2.69e-06, 3.93e-06, 4.85e-06, 4.40e-06, 5.18e-06, 1.00e-06, 9.10e-07, 1.32e-06, 1.25e-06, 4.59e-08, 3.91e-06, 2.03e-05, 4.33e-06, 4.15e-05, 1.35e-10, 5.69e-09, 1.58e-08, 3.96e-09, 4.35e-08, 1.35e-07, 2.48e-07, 8.32e-07]    [2.69e-06, 3.93e-06, 4.85e-06, 4.40e-06, 5.18e-06, 1.00e-06, 9.10e-07, 1.32e-06, 1.25e-06, 4.59e-08, 3.91e-06, 2.03e-05, 4.33e-06, 4.15e-05, 1.35e-10, 5.69e-09, 1.58e-08, 3.96e-09, 4.35e-08, 1.35e-07, 2.48e-07, 8.32e-07]    []  
23900     [3.29e-06, 3.89e-06, 4.81e-06, 4.02e-06, 4.66e-06, 1.14e-06, 9.01e-07, 1.67e-04, 9.65e-07, 8.59e-07, 5.72e-05, 4.31e-05, 2.97e-04, 1.36e-04, 5.23e-07, 2.53e-07, 2.52e-06, 1.91e-06, 1.08e-05, 1.78e-07, 5.97e-05, 1.35e-06]    [3.29e-06, 3.89e-06, 4.81e-06, 4.02e-06, 4.66e-06, 1.14e-06, 9.01e-07, 1.67e-04, 9.65e-07, 8.59e-07, 5.72e-05, 4.31e-05, 2.97e-04, 1.36e-04, 5.23e-07, 2.53e-07, 2.52e-06, 1.91e-06, 1.08e-05, 1.78e-07, 5.97e-05, 1.35e-06]    []  
24000     [3.22e-06, 3.85e-06, 4.83e-06, 4.27e-06, 5.01e-06, 8.27e-07, 8.27e-07, 9.16e-06, 2.91e-04, 8.22e-08, 1.44e-06, 8.25e-06, 8.00e-06, 7.90e-07, 4.50e-08, 1.21e-07, 7.52e-09, 2.49e-08, 0.00e+00, 0.00e+00, 4.54e-06, 1.52e-04]    [3.22e-06, 3.85e-06, 4.83e-06, 4.27e-06, 5.01e-06, 8.27e-07, 8.27e-07, 9.16e-06, 2.91e-04, 8.22e-08, 1.44e-06, 8.25e-06, 8.00e-06, 7.90e-07, 4.50e-08, 1.21e-07, 7.52e-09, 2.49e-08, 0.00e+00, 0.00e+00, 4.54e-06, 1.52e-04]    []  

Best model at step 18406:
  train loss: 2.93e-05
  test loss: 2.93e-05
  test metric: []

'train' took 43.742657 s

Best train step: 18406
lambda_a: 6.2917086745854975
lambda_b: 5.710669534078695
kappa_a: 1.5348937101350875
kappa_b: 1.3525917226155442
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
24000     [3.22e-06, 3.85e-06, 4.83e-06, 4.27e-06, 5.01e-06, 8.27e-07, 8.27e-07, 9.16e-06, 2.91e-04, 8.22e-08, 1.44e-06, 8.25e-06, 8.00e-06, 7.90e-07, 4.50e-08, 1.21e-07, 7.52e-09, 2.49e-08, 0.00e+00, 0.00e+00, 4.54e-06, 1.52e-04]    [3.22e-06, 3.85e-06, 4.83e-06, 4.27e-06, 5.01e-06, 8.27e-07, 8.27e-07, 9.16e-06, 2.91e-04, 8.22e-08, 1.44e-06, 8.25e-06, 8.00e-06, 7.90e-07, 4.50e-08, 1.21e-07, 7.52e-09, 2.49e-08, 0.00e+00, 0.00e+00, 4.54e-06, 1.52e-04]    []  
24100     [4.21e-06, 3.89e-06, 4.83e-06, 4.10e-06, 4.36e-06, 1.10e-06, 8.25e-07, 4.56e-05, 1.50e-06, 9.96e-08, 6.80e-06, 1.31e-05, 3.88e-05, 1.31e-05, 1.48e-06, 3.44e-07, 1.20e-06, 1.11e-07, 7.10e-08, 1.15e-07, 6.65e-06, 6.19e-07]    [4.21e-06, 3.89e-06, 4.83e-06, 4.10e-06, 4.36e-06, 1.10e-06, 8.25e-07, 4.56e-05, 1.50e-06, 9.96e-08, 6.80e-06, 1.31e-05, 3.88e-05, 1.31e-05, 1.48e-06, 3.44e-07, 1.20e-06, 1.11e-07, 7.10e-08, 1.15e-07, 6.65e-06, 6.19e-07]    []  
24200     [5.70e-06, 4.08e-06, 5.08e-06, 4.22e-06, 5.31e-06, 9.33e-07, 8.02e-07, 5.41e-08, 8.94e-06, 3.42e-08, 1.13e-05, 1.64e-05, 8.26e-05, 1.76e-04, 1.42e-06, 1.15e-06, 2.48e-06, 2.98e-07, 8.13e-14, 7.21e-07, 1.30e-07, 4.66e-06]    [5.70e-06, 4.08e-06, 5.08e-06, 4.22e-06, 5.31e-06, 9.33e-07, 8.02e-07, 5.41e-08, 8.94e-06, 3.42e-08, 1.13e-05, 1.64e-05, 8.26e-05, 1.76e-04, 1.42e-06, 1.15e-06, 2.48e-06, 2.98e-07, 8.13e-14, 7.21e-07, 1.30e-07, 4.66e-06]    []  
24300     [2.47e-06, 4.01e-06, 4.98e-06, 4.64e-06, 5.65e-06, 9.66e-07, 7.02e-07, 6.72e-09, 1.90e-07, 3.17e-08, 1.64e-06, 4.86e-06, 1.04e-05, 2.00e-05, 0.00e+00, 0.00e+00, 6.82e-10, 5.26e-11, 2.73e-10, 5.71e-11, 5.18e-08, 1.26e-07]    [2.47e-06, 4.01e-06, 4.98e-06, 4.64e-06, 5.65e-06, 9.66e-07, 7.02e-07, 6.72e-09, 1.90e-07, 3.17e-08, 1.64e-06, 4.86e-06, 1.04e-05, 2.00e-05, 0.00e+00, 0.00e+00, 6.82e-10, 5.26e-11, 2.73e-10, 5.71e-11, 5.18e-08, 1.26e-07]    []  
24400     [3.31e-06, 3.71e-06, 4.71e-06, 4.35e-06, 6.26e-06, 8.61e-07, 4.72e-07, 1.08e-06, 2.37e-08, 1.84e-09, 2.06e-06, 5.45e-06, 4.64e-06, 1.11e-06, 7.52e-08, 6.62e-09, 3.90e-08, 3.56e-08, 6.98e-08, 5.84e-09, 3.89e-07, 6.84e-08]    [3.31e-06, 3.71e-06, 4.71e-06, 4.35e-06, 6.26e-06, 8.61e-07, 4.72e-07, 1.08e-06, 2.37e-08, 1.84e-09, 2.06e-06, 5.45e-06, 4.64e-06, 1.11e-06, 7.52e-08, 6.62e-09, 3.90e-08, 3.56e-08, 6.98e-08, 5.84e-09, 3.89e-07, 6.84e-08]    []  
24500     [3.05e-06, 3.93e-06, 4.94e-06, 4.23e-06, 6.32e-06, 1.02e-06, 5.86e-07, 3.77e-09, 7.14e-09, 1.66e-10, 1.01e-06, 2.40e-06, 2.29e-06, 3.99e-07, 5.90e-08, 5.61e-09, 6.64e-09, 3.55e-09, 5.21e-10, 1.71e-09, 3.08e-08, 4.53e-08]    [3.05e-06, 3.93e-06, 4.94e-06, 4.23e-06, 6.32e-06, 1.02e-06, 5.86e-07, 3.77e-09, 7.14e-09, 1.66e-10, 1.01e-06, 2.40e-06, 2.29e-06, 3.99e-07, 5.90e-08, 5.61e-09, 6.64e-09, 3.55e-09, 5.21e-10, 1.71e-09, 3.08e-08, 4.53e-08]    []  
24600     [2.49e-06, 4.01e-06, 5.21e-06, 5.44e-06, 5.02e-06, 7.71e-07, 5.42e-07, 5.94e-07, 1.47e-08, 9.74e-10, 2.09e-06, 5.81e-06, 5.14e-06, 1.59e-05, 0.00e+00, 4.19e-09, 5.01e-09, 6.23e-10, 1.23e-07, 1.37e-10, 8.10e-07, 1.02e-07]    [2.49e-06, 4.01e-06, 5.21e-06, 5.44e-06, 5.02e-06, 7.71e-07, 5.42e-07, 5.94e-07, 1.47e-08, 9.74e-10, 2.09e-06, 5.81e-06, 5.14e-06, 1.59e-05, 0.00e+00, 4.19e-09, 5.01e-09, 6.23e-10, 1.23e-07, 1.37e-10, 8.10e-07, 1.02e-07]    []  
24700     [2.54e-06, 3.98e-06, 5.16e-06, 4.89e-06, 5.29e-06, 9.25e-07, 6.73e-07, 1.15e-06, 3.37e-06, 8.52e-09, 1.15e-06, 3.16e-06, 5.80e-06, 8.10e-06, 3.12e-09, 1.51e-09, 9.95e-10, 5.08e-10, 7.30e-08, 0.00e+00, 3.99e-07, 2.25e-06]    [2.54e-06, 3.98e-06, 5.16e-06, 4.89e-06, 5.29e-06, 9.25e-07, 6.73e-07, 1.15e-06, 3.37e-06, 8.52e-09, 1.15e-06, 3.16e-06, 5.80e-06, 8.10e-06, 3.12e-09, 1.51e-09, 9.95e-10, 5.08e-10, 7.30e-08, 0.00e+00, 3.99e-07, 2.25e-06]    []  
24800     [2.67e-06, 4.08e-06, 5.23e-06, 5.13e-06, 5.58e-06, 9.31e-07, 6.86e-07, 1.15e-07, 1.78e-06, 3.77e-07, 5.32e-06, 1.00e-05, 4.41e-05, 6.14e-05, 4.09e-11, 0.00e+00, 4.49e-09, 2.24e-10, 0.00e+00, 3.01e-07, 8.29e-07, 1.95e-06]    [2.67e-06, 4.08e-06, 5.23e-06, 5.13e-06, 5.58e-06, 9.31e-07, 6.86e-07, 1.15e-07, 1.78e-06, 3.77e-07, 5.32e-06, 1.00e-05, 4.41e-05, 6.14e-05, 4.09e-11, 0.00e+00, 4.49e-09, 2.24e-10, 0.00e+00, 3.01e-07, 8.29e-07, 1.95e-06]    []  
24900     [3.09e-06, 4.06e-06, 5.17e-06, 4.52e-06, 5.32e-06, 9.79e-07, 7.13e-07, 2.14e-06, 1.46e-07, 1.97e-07, 8.28e-06, 1.51e-05, 2.72e-05, 7.94e-05, 9.09e-09, 1.69e-08, 1.05e-08, 5.74e-11, 7.44e-08, 6.44e-10, 2.33e-06, 9.74e-08]    [3.09e-06, 4.06e-06, 5.17e-06, 4.52e-06, 5.32e-06, 9.79e-07, 7.13e-07, 2.14e-06, 1.46e-07, 1.97e-07, 8.28e-06, 1.51e-05, 2.72e-05, 7.94e-05, 9.09e-09, 1.69e-08, 1.05e-08, 5.74e-11, 7.44e-08, 6.44e-10, 2.33e-06, 9.74e-08]    []  
25000     [2.10e-06, 3.76e-06, 4.86e-06, 4.56e-06, 5.00e-06, 9.88e-07, 6.60e-07, 5.28e-08, 2.52e-07, 2.01e-07, 7.96e-06, 1.08e-05, 5.67e-06, 2.85e-05, 4.45e-08, 1.41e-08, 1.12e-08, 1.61e-08, 6.81e-11, 3.92e-09, 2.95e-06, 6.94e-08]    [2.10e-06, 3.76e-06, 4.86e-06, 4.56e-06, 5.00e-06, 9.88e-07, 6.60e-07, 5.28e-08, 2.52e-07, 2.01e-07, 7.96e-06, 1.08e-05, 5.67e-06, 2.85e-05, 4.45e-08, 1.41e-08, 1.12e-08, 1.61e-08, 6.81e-11, 3.92e-09, 2.95e-06, 6.94e-08]    []  
25100     [2.62e-06, 4.01e-06, 5.24e-06, 5.02e-06, 5.73e-06, 9.75e-07, 5.67e-07, 1.12e-06, 3.38e-06, 1.68e-08, 5.87e-06, 9.59e-06, 3.80e-05, 5.47e-05, 0.00e+00, 7.40e-09, 1.86e-09, 0.00e+00, 1.80e-07, 0.00e+00, 1.08e-06, 2.03e-06]    [2.62e-06, 4.01e-06, 5.24e-06, 5.02e-06, 5.73e-06, 9.75e-07, 5.67e-07, 1.12e-06, 3.38e-06, 1.68e-08, 5.87e-06, 9.59e-06, 3.80e-05, 5.47e-05, 0.00e+00, 7.40e-09, 1.86e-09, 0.00e+00, 1.80e-07, 0.00e+00, 1.08e-06, 2.03e-06]    []  
25200     [2.26e-06, 3.73e-06, 4.90e-06, 3.96e-06, 4.79e-06, 1.15e-06, 7.20e-07, 3.78e-06, 9.98e-06, 2.74e-07, 2.53e-05, 3.95e-05, 6.20e-05, 2.90e-06, 3.99e-09, 5.62e-08, 9.95e-07, 5.95e-08, 5.07e-07, 0.00e+00, 3.32e-06, 6.81e-06]    [2.26e-06, 3.73e-06, 4.90e-06, 3.96e-06, 4.79e-06, 1.15e-06, 7.20e-07, 3.78e-06, 9.98e-06, 2.74e-07, 2.53e-05, 3.95e-05, 6.20e-05, 2.90e-06, 3.99e-09, 5.62e-08, 9.95e-07, 5.95e-08, 5.07e-07, 0.00e+00, 3.32e-06, 6.81e-06]    []  
25300     [1.33e-05, 6.34e-06, 6.43e-06, 6.91e-06, 7.52e-06, 1.48e-06, 1.01e-06, 1.32e-07, 1.11e-05, 1.67e-06, 5.08e-05, 1.41e-04, 4.79e-04, 1.16e-03, 0.00e+00, 0.00e+00, 1.17e-09, 0.00e+00, 3.34e-08, 0.00e+00, 1.90e-07, 6.28e-06]    [1.33e-05, 6.34e-06, 6.43e-06, 6.91e-06, 7.52e-06, 1.48e-06, 1.01e-06, 1.32e-07, 1.11e-05, 1.67e-06, 5.08e-05, 1.41e-04, 4.79e-04, 1.16e-03, 0.00e+00, 0.00e+00, 1.17e-09, 0.00e+00, 3.34e-08, 0.00e+00, 1.90e-07, 6.28e-06]    []  
25400     [3.12e-06, 3.71e-06, 5.02e-06, 4.46e-06, 5.56e-06, 1.00e-06, 4.89e-07, 1.82e-07, 2.56e-08, 1.90e-09, 9.80e-07, 3.10e-06, 2.86e-06, 3.83e-07, 2.76e-08, 5.06e-09, 1.55e-08, 2.40e-08, 1.45e-08, 1.82e-10, 8.94e-08, 1.82e-07]    [3.12e-06, 3.71e-06, 5.02e-06, 4.46e-06, 5.56e-06, 1.00e-06, 4.89e-07, 1.82e-07, 2.56e-08, 1.90e-09, 9.80e-07, 3.10e-06, 2.86e-06, 3.83e-07, 2.76e-08, 5.06e-09, 1.55e-08, 2.40e-08, 1.45e-08, 1.82e-10, 8.94e-08, 1.82e-07]    []  
25500     [3.09e-06, 3.86e-06, 5.19e-06, 5.16e-06, 5.01e-06, 1.01e-06, 6.62e-07, 4.68e-08, 3.89e-05, 3.11e-10, 9.29e-07, 2.23e-05, 1.47e-05, 6.55e-05, 0.00e+00, 1.03e-08, 7.58e-10, 2.59e-08, 0.00e+00, 1.62e-06, 1.34e-07, 4.92e-06]    [3.09e-06, 3.86e-06, 5.19e-06, 5.16e-06, 5.01e-06, 1.01e-06, 6.62e-07, 4.68e-08, 3.89e-05, 3.11e-10, 9.29e-07, 2.23e-05, 1.47e-05, 6.55e-05, 0.00e+00, 1.03e-08, 7.58e-10, 2.59e-08, 0.00e+00, 1.62e-06, 1.34e-07, 4.92e-06]    []  
25600     [2.67e-06, 3.85e-06, 5.11e-06, 4.71e-06, 5.26e-06, 1.06e-06, 6.15e-07, 2.52e-10, 4.65e-09, 1.52e-09, 8.08e-07, 2.02e-06, 2.14e-06, 2.77e-07, 2.35e-08, 2.24e-09, 4.00e-09, 1.87e-09, 8.34e-10, 6.81e-10, 2.29e-08, 2.60e-08]    [2.67e-06, 3.85e-06, 5.11e-06, 4.71e-06, 5.26e-06, 1.06e-06, 6.15e-07, 2.52e-10, 4.65e-09, 1.52e-09, 8.08e-07, 2.02e-06, 2.14e-06, 2.77e-07, 2.35e-08, 2.24e-09, 4.00e-09, 1.87e-09, 8.34e-10, 6.81e-10, 2.29e-08, 2.60e-08]    []  
25700     [2.44e-06, 3.90e-06, 5.11e-06, 4.63e-06, 5.57e-06, 1.04e-06, 5.64e-07, 2.15e-08, 3.78e-08, 6.48e-08, 1.54e-06, 5.36e-06, 9.87e-06, 2.24e-05, 6.23e-10, 1.27e-10, 1.75e-09, 4.09e-10, 8.36e-11, 2.14e-10, 6.12e-08, 7.73e-08]    [2.44e-06, 3.90e-06, 5.11e-06, 4.63e-06, 5.57e-06, 1.04e-06, 5.64e-07, 2.15e-08, 3.78e-08, 6.48e-08, 1.54e-06, 5.36e-06, 9.87e-06, 2.24e-05, 6.23e-10, 1.27e-10, 1.75e-09, 4.09e-10, 8.36e-11, 2.14e-10, 6.12e-08, 7.73e-08]    []  
25800     [2.75e-06, 3.84e-06, 5.06e-06, 4.39e-06, 5.03e-06, 1.10e-06, 6.21e-07, 1.52e-06, 8.71e-07, 8.91e-08, 8.05e-06, 9.26e-06, 3.20e-05, 6.67e-06, 8.73e-08, 5.37e-08, 3.72e-07, 5.66e-08, 1.52e-07, 1.11e-07, 9.69e-07, 7.38e-07]    [2.75e-06, 3.84e-06, 5.06e-06, 4.39e-06, 5.03e-06, 1.10e-06, 6.21e-07, 1.52e-06, 8.71e-07, 8.91e-08, 8.05e-06, 9.26e-06, 3.20e-05, 6.67e-06, 8.73e-08, 5.37e-08, 3.72e-07, 5.66e-08, 1.52e-07, 1.11e-07, 9.69e-07, 7.38e-07]    []  
25900     [4.15e-06, 3.78e-06, 4.93e-06, 4.24e-06, 5.29e-06, 1.11e-06, 6.47e-07, 1.56e-05, 4.98e-06, 6.37e-06, 5.27e-06, 2.45e-05, 1.68e-05, 9.24e-05, 0.00e+00, 0.00e+00, 4.54e-08, 1.90e-07, 2.73e-07, 2.57e-07, 1.79e-06, 1.15e-06]    [4.15e-06, 3.78e-06, 4.93e-06, 4.24e-06, 5.29e-06, 1.11e-06, 6.47e-07, 1.56e-05, 4.98e-06, 6.37e-06, 5.27e-06, 2.45e-05, 1.68e-05, 9.24e-05, 0.00e+00, 0.00e+00, 4.54e-08, 1.90e-07, 2.73e-07, 2.57e-07, 1.79e-06, 1.15e-06]    []  
26000     [6.91e-06, 4.08e-06, 5.20e-06, 5.03e-06, 5.63e-06, 1.52e-06, 1.61e-06, 8.28e-05, 7.10e-05, 9.29e-07, 3.83e-06, 3.86e-05, 6.97e-05, 6.11e-05, 2.07e-06, 8.53e-07, 1.69e-06, 1.12e-06, 3.59e-06, 1.38e-06, 1.29e-05, 7.53e-05]    [6.91e-06, 4.08e-06, 5.20e-06, 5.03e-06, 5.63e-06, 1.52e-06, 1.61e-06, 8.28e-05, 7.10e-05, 9.29e-07, 3.83e-06, 3.86e-05, 6.97e-05, 6.11e-05, 2.07e-06, 8.53e-07, 1.69e-06, 1.12e-06, 3.59e-06, 1.38e-06, 1.29e-05, 7.53e-05]    []  

Best model at step 25595:
  train loss: 2.84e-05
  test loss: 2.84e-05
  test metric: []

'train' took 44.044922 s

Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Best train step: 25595
lambda_a: 1.8251254559
lambda_b: 1.793595314
kappa_a: 0.39021754265
kappa_b: 0.43279775977
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
26000     [6.91e-06, 4.08e-06, 5.20e-06, 5.03e-06, 5.63e-06, 1.52e-06, 1.61e-06, 8.28e-05, 7.10e-05, 9.29e-07, 3.83e-06, 3.86e-05, 6.97e-05, 6.11e-05, 2.07e-06, 8.53e-07, 1.69e-06, 1.12e-06, 3.59e-06, 1.38e-06, 1.29e-05, 7.53e-05]    [6.91e-06, 4.08e-06, 5.20e-06, 5.03e-06, 5.63e-06, 1.52e-06, 1.61e-06, 8.28e-05, 7.10e-05, 9.29e-07, 3.83e-06, 3.86e-05, 6.97e-05, 6.11e-05, 2.07e-06, 8.53e-07, 1.69e-06, 1.12e-06, 3.59e-06, 1.38e-06, 1.29e-05, 7.53e-05]    []  
26100     [2.90e-06, 3.79e-06, 4.96e-06, 4.44e-06, 5.27e-06, 1.24e-06, 6.28e-07, 2.93e-09, 3.70e-08, 3.97e-08, 1.33e-06, 2.07e-06, 5.34e-06, 6.08e-06, 1.61e-07, 2.39e-08, 1.18e-08, 3.07e-08, 1.44e-09, 1.34e-09, 8.69e-09, 3.99e-08]    [2.90e-06, 3.79e-06, 4.96e-06, 4.44e-06, 5.27e-06, 1.24e-06, 6.28e-07, 2.93e-09, 3.70e-08, 3.97e-08, 1.33e-06, 2.07e-06, 5.34e-06, 6.08e-06, 1.61e-07, 2.39e-08, 1.18e-08, 3.07e-08, 1.44e-09, 1.34e-09, 8.69e-09, 3.99e-08]    []  
26200     [3.96e-06, 4.12e-06, 5.29e-06, 5.03e-06, 5.84e-06, 1.10e-06, 6.60e-07, 4.45e-08, 6.93e-07, 9.04e-10, 7.87e-06, 2.58e-05, 2.18e-05, 5.07e-06, 8.40e-07, 5.32e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.66e-07, 7.07e-07]    [3.96e-06, 4.12e-06, 5.29e-06, 5.03e-06, 5.84e-06, 1.10e-06, 6.60e-07, 4.45e-08, 6.93e-07, 9.04e-10, 7.87e-06, 2.58e-05, 2.18e-05, 5.07e-06, 8.40e-07, 5.32e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.66e-07, 7.07e-07]    []  
26300     [3.06e-06, 4.09e-06, 4.94e-06, 5.46e-06, 5.63e-06, 8.29e-07, 4.36e-07, 7.17e-11, 6.74e-07, 6.81e-06, 7.60e-06, 1.96e-05, 9.80e-05, 7.45e-05, 4.60e-07, 1.82e-07, 8.27e-08, 6.35e-09, 1.44e-07, 0.00e+00, 8.21e-07, 2.30e-07]    [3.06e-06, 4.09e-06, 4.94e-06, 5.46e-06, 5.63e-06, 8.29e-07, 4.36e-07, 7.17e-11, 6.74e-07, 6.81e-06, 7.60e-06, 1.96e-05, 9.80e-05, 7.45e-05, 4.60e-07, 1.82e-07, 8.27e-08, 6.35e-09, 1.44e-07, 0.00e+00, 8.21e-07, 2.30e-07]    []  
26400     [1.41e-05, 4.63e-06, 5.53e-06, 4.86e-06, 5.67e-06, 1.59e-06, 1.23e-06, 8.34e-07, 1.95e-06, 2.31e-06, 3.68e-05, 1.52e-04, 1.60e-04, 8.99e-04, 1.46e-05, 1.14e-05, 2.37e-06, 2.58e-06, 1.06e-07, 1.30e-07, 5.58e-07, 7.85e-07]    [1.41e-05, 4.63e-06, 5.53e-06, 4.86e-06, 5.67e-06, 1.59e-06, 1.23e-06, 8.34e-07, 1.95e-06, 2.31e-06, 3.68e-05, 1.52e-04, 1.60e-04, 8.99e-04, 1.46e-05, 1.14e-05, 2.37e-06, 2.58e-06, 1.06e-07, 1.30e-07, 5.58e-07, 7.85e-07]    []  
26500     [1.66e-05, 5.52e-06, 6.05e-06, 6.25e-06, 8.76e-06, 1.30e-06, 1.86e-06, 7.30e-06, 1.56e-05, 4.38e-06, 4.33e-05, 3.30e-04, 1.80e-04, 1.68e-04, 5.92e-06, 1.16e-05, 9.39e-07, 6.46e-06, 0.00e+00, 0.00e+00, 2.78e-06, 9.73e-06]    [1.66e-05, 5.52e-06, 6.05e-06, 6.25e-06, 8.76e-06, 1.30e-06, 1.86e-06, 7.30e-06, 1.56e-05, 4.38e-06, 4.33e-05, 3.30e-04, 1.80e-04, 1.68e-04, 5.92e-06, 1.16e-05, 9.39e-07, 6.46e-06, 0.00e+00, 0.00e+00, 2.78e-06, 9.73e-06]    []  
26600     [2.89e-06, 3.83e-06, 4.96e-06, 4.38e-06, 5.49e-06, 1.21e-06, 6.11e-07, 4.83e-06, 3.16e-06, 3.50e-09, 1.07e-06, 2.43e-06, 3.77e-06, 3.75e-06, 1.37e-07, 3.05e-08, 1.01e-08, 3.08e-08, 4.76e-07, 1.71e-07, 2.76e-06, 6.96e-07]    [2.89e-06, 3.83e-06, 4.96e-06, 4.38e-06, 5.49e-06, 1.21e-06, 6.11e-07, 4.83e-06, 3.16e-06, 3.50e-09, 1.07e-06, 2.43e-06, 3.77e-06, 3.75e-06, 1.37e-07, 3.05e-08, 1.01e-08, 3.08e-08, 4.76e-07, 1.71e-07, 2.76e-06, 6.96e-07]    []  
26700     [2.42e-06, 3.88e-06, 5.10e-06, 4.79e-06, 5.08e-06, 1.18e-06, 6.21e-07, 3.54e-06, 4.58e-07, 2.00e-12, 1.13e-06, 2.72e-06, 2.31e-06, 1.21e-06, 6.67e-09, 7.37e-09, 1.89e-09, 5.08e-08, 3.51e-07, 4.37e-08, 1.72e-06, 1.09e-06]    [2.42e-06, 3.88e-06, 5.10e-06, 4.79e-06, 5.08e-06, 1.18e-06, 6.21e-07, 3.54e-06, 4.58e-07, 2.00e-12, 1.13e-06, 2.72e-06, 2.31e-06, 1.21e-06, 6.67e-09, 7.37e-09, 1.89e-09, 5.08e-08, 3.51e-07, 4.37e-08, 1.72e-06, 1.09e-06]    []  
26800     [4.48e-06, 3.73e-06, 4.86e-06, 5.41e-06, 5.09e-06, 1.08e-06, 5.88e-07, 3.40e-05, 1.02e-05, 3.38e-07, 5.08e-06, 2.69e-05, 1.06e-05, 4.21e-05, 1.32e-06, 6.70e-07, 3.36e-07, 1.67e-06, 0.00e+00, 2.95e-07, 3.06e-05, 9.98e-07]    [4.48e-06, 3.73e-06, 4.86e-06, 5.41e-06, 5.09e-06, 1.08e-06, 5.88e-07, 3.40e-05, 1.02e-05, 3.38e-07, 5.08e-06, 2.69e-05, 1.06e-05, 4.21e-05, 1.32e-06, 6.70e-07, 3.36e-07, 1.67e-06, 0.00e+00, 2.95e-07, 3.06e-05, 9.98e-07]    []  
26900     [2.93e-06, 4.33e-06, 5.05e-06, 4.40e-06, 4.69e-06, 1.29e-06, 7.91e-07, 1.34e-05, 8.83e-06, 1.06e-07, 3.73e-05, 9.46e-05, 7.32e-05, 2.45e-05, 3.15e-07, 6.86e-08, 5.56e-08, 1.35e-06, 9.57e-07, 1.15e-06, 5.42e-06, 6.90e-06]    [2.93e-06, 4.33e-06, 5.05e-06, 4.40e-06, 4.69e-06, 1.29e-06, 7.91e-07, 1.34e-05, 8.83e-06, 1.06e-07, 3.73e-05, 9.46e-05, 7.32e-05, 2.45e-05, 3.15e-07, 6.86e-08, 5.56e-08, 1.35e-06, 9.57e-07, 1.15e-06, 5.42e-06, 6.90e-06]    []  
27000     [4.58e-06, 4.45e-06, 5.38e-06, 5.36e-06, 6.12e-06, 1.42e-06, 7.99e-07, 1.33e-05, 1.70e-05, 3.09e-06, 2.54e-05, 5.69e-05, 2.08e-04, 4.65e-04, 1.65e-09, 3.64e-12, 1.04e-08, 9.26e-10, 0.00e+00, 6.56e-07, 1.84e-05, 8.12e-06]    [4.58e-06, 4.45e-06, 5.38e-06, 5.36e-06, 6.12e-06, 1.42e-06, 7.99e-07, 1.33e-05, 1.70e-05, 3.09e-06, 2.54e-05, 5.69e-05, 2.08e-04, 4.65e-04, 1.65e-09, 3.64e-12, 1.04e-08, 9.26e-10, 0.00e+00, 6.56e-07, 1.84e-05, 8.12e-06]    []  
27100     [2.97e-06, 3.74e-06, 4.97e-06, 4.52e-06, 4.99e-06, 1.15e-06, 5.63e-07, 3.16e-08, 6.32e-06, 2.17e-08, 1.28e-06, 3.63e-06, 5.48e-06, 1.12e-05, 1.34e-07, 5.86e-08, 2.97e-07, 2.22e-08, 1.23e-08, 2.84e-06, 1.41e-06, 1.33e-05]    [2.97e-06, 3.74e-06, 4.97e-06, 4.52e-06, 4.99e-06, 1.15e-06, 5.63e-07, 3.16e-08, 6.32e-06, 2.17e-08, 1.28e-06, 3.63e-06, 5.48e-06, 1.12e-05, 1.34e-07, 5.86e-08, 2.97e-07, 2.22e-08, 1.23e-08, 2.84e-06, 1.41e-06, 1.33e-05]    []  
27200     [9.30e-05, 1.82e-05, 1.37e-05, 1.42e-05, 2.22e-05, 2.82e-06, 3.46e-06, 3.13e-07, 1.29e-05, 2.63e-05, 1.11e-04, 8.37e-04, 1.09e-03, 3.83e-04, 1.52e-07, 4.06e-05, 3.70e-05, 3.96e-11, 8.39e-08, 4.69e-06, 6.45e-07, 1.84e-05]    [9.30e-05, 1.82e-05, 1.37e-05, 1.42e-05, 2.22e-05, 2.82e-06, 3.46e-06, 3.13e-07, 1.29e-05, 2.63e-05, 1.11e-04, 8.37e-04, 1.09e-03, 3.83e-04, 1.52e-07, 4.06e-05, 3.70e-05, 3.96e-11, 8.39e-08, 4.69e-06, 6.45e-07, 1.84e-05]    []  
27300     [3.69e-05, 1.05e-05, 1.23e-05, 1.12e-05, 4.13e-06, 2.46e-06, 1.35e-06, 2.79e-12, 3.14e-10, 5.67e-10, 2.62e-05, 6.00e-04, 7.04e-04, 1.44e-06, 9.93e-08, 5.26e-09, 1.82e-07, 1.40e-07, 1.73e-08, 3.53e-09, 8.77e-08, 1.03e-07]    [3.69e-05, 1.05e-05, 1.23e-05, 1.12e-05, 4.13e-06, 2.46e-06, 1.35e-06, 2.79e-12, 3.14e-10, 5.67e-10, 2.62e-05, 6.00e-04, 7.04e-04, 1.44e-06, 9.93e-08, 5.26e-09, 1.82e-07, 1.40e-07, 1.73e-08, 3.53e-09, 8.77e-08, 1.03e-07]    []  
27400     [2.09e-05, 6.12e-06, 8.97e-06, 1.13e-05, 1.81e-06, 2.46e-06, 8.38e-07, 1.52e-10, 2.97e-10, 2.04e-09, 3.77e-05, 5.66e-04, 6.59e-04, 1.83e-06, 1.16e-07, 3.64e-08, 1.37e-07, 1.07e-07, 1.18e-08, 7.50e-10, 8.27e-08, 2.34e-08]    [2.09e-05, 6.12e-06, 8.97e-06, 1.13e-05, 1.81e-06, 2.46e-06, 8.38e-07, 1.52e-10, 2.97e-10, 2.04e-09, 3.77e-05, 5.66e-04, 6.59e-04, 1.83e-06, 1.16e-07, 3.64e-08, 1.37e-07, 1.07e-07, 1.18e-08, 7.50e-10, 8.27e-08, 2.34e-08]    []  
27500     [1.43e-05, 3.98e-06, 6.07e-06, 1.04e-05, 1.03e-06, 2.52e-06, 5.27e-07, 1.48e-11, 3.94e-10, 4.87e-09, 6.70e-05, 5.24e-04, 5.82e-04, 1.39e-06, 9.67e-08, 2.05e-08, 1.82e-07, 1.43e-07, 4.90e-09, 2.34e-10, 4.35e-08, 1.37e-08]    [1.43e-05, 3.98e-06, 6.07e-06, 1.04e-05, 1.03e-06, 2.52e-06, 5.27e-07, 1.48e-11, 3.94e-10, 4.87e-09, 6.70e-05, 5.24e-04, 5.82e-04, 1.39e-06, 9.67e-08, 2.05e-08, 1.82e-07, 1.43e-07, 4.90e-09, 2.34e-10, 4.35e-08, 1.37e-08]    []  
27600     [1.15e-05, 2.96e-06, 4.22e-06, 8.75e-06, 9.64e-07, 2.57e-06, 3.60e-07, 1.59e-12, 9.25e-11, 8.12e-09, 9.29e-05, 4.51e-04, 4.70e-04, 1.11e-06, 7.53e-08, 7.18e-09, 1.89e-07, 1.47e-07, 4.18e-09, 6.18e-10, 1.43e-08, 1.15e-08]    [1.15e-05, 2.96e-06, 4.22e-06, 8.75e-06, 9.64e-07, 2.57e-06, 3.60e-07, 1.59e-12, 9.25e-11, 8.12e-09, 9.29e-05, 4.51e-04, 4.70e-04, 1.11e-06, 7.53e-08, 7.18e-09, 1.89e-07, 1.47e-07, 4.18e-09, 6.18e-10, 1.43e-08, 1.15e-08]    []  
27700     [9.78e-06, 2.29e-06, 2.78e-06, 6.77e-06, 1.26e-06, 2.50e-06, 3.13e-07, 7.77e-10, 1.04e-08, 7.44e-09, 1.09e-04, 3.34e-04, 3.14e-04, 1.96e-06, 6.17e-08, 4.88e-09, 2.97e-07, 2.20e-07, 1.46e-09, 4.30e-10, 1.32e-07, 4.71e-08]    [9.78e-06, 2.29e-06, 2.78e-06, 6.77e-06, 1.26e-06, 2.50e-06, 3.13e-07, 7.77e-10, 1.04e-08, 7.44e-09, 1.09e-04, 3.34e-04, 3.14e-04, 1.96e-06, 6.17e-08, 4.88e-09, 2.97e-07, 2.20e-07, 1.46e-09, 4.30e-10, 1.32e-07, 4.71e-08]    []  
27800     [9.43e-06, 2.35e-06, 2.59e-06, 5.18e-06, 1.59e-06, 2.17e-06, 3.56e-07, 4.28e-08, 1.46e-06, 2.75e-07, 4.06e-04, 2.33e-04, 3.48e-04, 3.40e-05, 1.13e-06, 1.33e-06, 1.66e-06, 8.79e-07, 4.69e-07, 1.44e-06, 1.64e-06, 6.42e-06]    [9.43e-06, 2.35e-06, 2.59e-06, 5.18e-06, 1.59e-06, 2.17e-06, 3.56e-07, 4.28e-08, 1.46e-06, 2.75e-07, 4.06e-04, 2.33e-04, 3.48e-04, 3.40e-05, 1.13e-06, 1.33e-06, 1.66e-06, 8.79e-07, 4.69e-07, 1.44e-06, 1.64e-06, 6.42e-06]    []  
27900     [7.44e-06, 2.41e-06, 2.80e-06, 5.00e-06, 1.62e-06, 2.04e-06, 3.24e-07, 5.09e-07, 1.07e-07, 3.03e-08, 1.76e-04, 1.51e-04, 1.81e-04, 4.84e-06, 2.96e-07, 3.85e-07, 1.17e-06, 1.13e-06, 3.85e-07, 7.25e-08, 1.27e-06, 1.93e-07]    [7.44e-06, 2.41e-06, 2.80e-06, 5.00e-06, 1.62e-06, 2.04e-06, 3.24e-07, 5.09e-07, 1.07e-07, 3.03e-08, 1.76e-04, 1.51e-04, 1.81e-04, 4.84e-06, 2.96e-07, 3.85e-07, 1.17e-06, 1.13e-06, 3.85e-07, 7.25e-08, 1.27e-06, 1.93e-07]    []  
28000     [6.33e-06, 2.76e-06, 3.27e-06, 5.81e-06, 2.10e-06, 1.82e-06, 2.81e-07, 2.34e-07, 1.40e-06, 2.18e-08, 9.44e-05, 1.49e-04, 1.92e-04, 2.16e-05, 6.05e-08, 0.00e+00, 1.24e-09, 1.36e-08, 8.28e-10, 0.00e+00, 6.46e-07, 3.48e-06]    [6.33e-06, 2.76e-06, 3.27e-06, 5.81e-06, 2.10e-06, 1.82e-06, 2.81e-07, 2.34e-07, 1.40e-06, 2.18e-08, 9.44e-05, 1.49e-04, 1.92e-04, 2.16e-05, 6.05e-08, 0.00e+00, 1.24e-09, 1.36e-08, 8.28e-10, 0.00e+00, 6.46e-07, 3.48e-06]    []  

Best model at step 25595:
  train loss: 2.84e-05
  test loss: 2.84e-05
  test metric: []

'train' took 39.448058 s

Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
28000     [6.33e-06, 2.76e-06, 3.27e-06, 5.81e-06, 2.10e-06, 1.82e-06, 2.81e-07, 2.34e-07, 1.40e-06, 2.18e-08, 9.44e-05, 1.49e-04, 1.92e-04, 2.16e-05, 6.05e-08, 0.00e+00, 1.24e-09, 1.36e-08, 8.28e-10, 0.00e+00, 6.46e-07, 3.48e-06]    [6.33e-06, 2.76e-06, 3.27e-06, 5.81e-06, 2.10e-06, 1.82e-06, 2.81e-07, 2.34e-07, 1.40e-06, 2.18e-08, 9.44e-05, 1.49e-04, 1.92e-04, 2.16e-05, 6.05e-08, 0.00e+00, 1.24e-09, 1.36e-08, 8.28e-10, 0.00e+00, 6.46e-07, 3.48e-06]    []  
28100     [6.05e-06, 3.27e-06, 3.92e-06, 5.98e-06, 2.40e-06, 1.66e-06, 2.61e-07, 5.09e-10, 3.97e-08, 8.19e-09, 5.00e-05, 7.90e-05, 8.50e-05, 8.44e-06, 4.29e-08, 4.26e-11, 3.35e-08, 5.69e-08, 8.52e-09, 1.13e-08, 3.10e-07, 1.20e-07]    [6.05e-06, 3.27e-06, 3.92e-06, 5.98e-06, 2.40e-06, 1.66e-06, 2.61e-07, 5.09e-10, 3.97e-08, 8.19e-09, 5.00e-05, 7.90e-05, 8.50e-05, 8.44e-06, 4.29e-08, 4.26e-11, 3.35e-08, 5.69e-08, 8.52e-09, 1.13e-08, 3.10e-07, 1.20e-07]    []  
28200     [6.14e-06, 3.72e-06, 4.46e-06, 6.46e-06, 2.74e-06, 1.57e-06, 2.34e-07, 2.61e-08, 7.26e-07, 4.20e-11, 4.10e-05, 5.03e-05, 6.19e-05, 1.73e-05, 4.71e-08, 0.00e+00, 2.09e-09, 2.63e-08, 9.83e-08, 0.00e+00, 3.39e-07, 1.30e-06]    [6.14e-06, 3.72e-06, 4.46e-06, 6.46e-06, 2.74e-06, 1.57e-06, 2.34e-07, 2.61e-08, 7.26e-07, 4.20e-11, 4.10e-05, 5.03e-05, 6.19e-05, 1.73e-05, 4.71e-08, 0.00e+00, 2.09e-09, 2.63e-08, 9.83e-08, 0.00e+00, 3.39e-07, 1.30e-06]    []  
28300     [8.67e-06, 4.31e-06, 5.12e-06, 6.48e-06, 3.07e-06, 1.50e-06, 2.36e-07, 4.72e-08, 3.00e-06, 7.18e-08, 6.25e-05, 3.26e-05, 7.14e-05, 4.71e-05, 5.51e-07, 6.83e-07, 1.39e-06, 1.50e-06, 9.45e-08, 7.30e-07, 2.69e-07, 2.79e-06]    [8.67e-06, 4.31e-06, 5.12e-06, 6.48e-06, 3.07e-06, 1.50e-06, 2.36e-07, 4.72e-08, 3.00e-06, 7.18e-08, 6.25e-05, 3.26e-05, 7.14e-05, 4.71e-05, 5.51e-07, 6.83e-07, 1.39e-06, 1.50e-06, 9.45e-08, 7.30e-07, 2.69e-07, 2.79e-06]    []  
28400     [8.81e-06, 4.75e-06, 5.63e-06, 8.60e-06, 3.85e-06, 1.44e-06, 2.27e-07, 2.64e-06, 1.51e-05, 7.04e-07, 1.04e-04, 1.29e-04, 3.20e-04, 4.04e-04, 2.38e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.29e-06, 2.40e-05]    [8.81e-06, 4.75e-06, 5.63e-06, 8.60e-06, 3.85e-06, 1.44e-06, 2.27e-07, 2.64e-06, 1.51e-05, 7.04e-07, 1.04e-04, 1.29e-04, 3.20e-04, 4.04e-04, 2.38e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.29e-06, 2.40e-05]    []  
28500     [8.32e-06, 4.86e-06, 5.85e-06, 8.53e-06, 3.85e-06, 1.37e-06, 2.33e-07, 2.82e-06, 6.02e-06, 8.29e-07, 5.00e-05, 8.95e-05, 1.79e-04, 3.24e-04, 2.89e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.51e-06, 1.04e-05]    [8.32e-06, 4.86e-06, 5.85e-06, 8.53e-06, 3.85e-06, 1.37e-06, 2.33e-07, 2.82e-06, 6.02e-06, 8.29e-07, 5.00e-05, 8.95e-05, 1.79e-04, 3.24e-04, 2.89e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.51e-06, 1.04e-05]    []  
28600     [8.46e-06, 5.12e-06, 6.12e-06, 7.33e-06, 3.43e-06, 1.22e-06, 2.24e-07, 1.46e-07, 2.36e-07, 8.40e-09, 2.07e-05, 1.28e-05, 1.43e-05, 8.03e-06, 1.47e-07, 1.29e-07, 3.57e-07, 3.66e-07, 6.97e-08, 1.51e-07, 1.75e-07, 4.09e-07]    [8.46e-06, 5.12e-06, 6.12e-06, 7.33e-06, 3.43e-06, 1.22e-06, 2.24e-07, 1.46e-07, 2.36e-07, 8.40e-09, 2.07e-05, 1.28e-05, 1.43e-05, 8.03e-06, 1.47e-07, 1.29e-07, 3.57e-07, 3.66e-07, 6.97e-08, 1.51e-07, 1.75e-07, 4.09e-07]    []  
28700     [6.89e-06, 5.12e-06, 6.15e-06, 7.79e-06, 3.58e-06, 1.12e-06, 2.21e-07, 1.06e-06, 4.15e-08, 1.26e-07, 2.05e-05, 1.83e-05, 3.40e-05, 3.10e-05, 1.91e-08, 0.00e+00, 1.30e-09, 1.36e-08, 0.00e+00, 2.15e-09, 1.20e-06, 1.59e-07]    [6.89e-06, 5.12e-06, 6.15e-06, 7.79e-06, 3.58e-06, 1.12e-06, 2.21e-07, 1.06e-06, 4.15e-08, 1.26e-07, 2.05e-05, 1.83e-05, 3.40e-05, 3.10e-05, 1.91e-08, 0.00e+00, 1.30e-09, 1.36e-08, 0.00e+00, 2.15e-09, 1.20e-06, 1.59e-07]    []  
28800     [1.47e-05, 5.68e-06, 6.41e-06, 7.34e-06, 3.87e-06, 1.16e-06, 2.94e-07, 6.17e-06, 2.16e-06, 8.09e-07, 6.76e-05, 6.05e-05, 1.75e-04, 2.82e-04, 3.43e-06, 3.65e-06, 4.18e-06, 4.37e-06, 2.16e-06, 9.34e-07, 8.17e-06, 3.33e-06]    [1.47e-05, 5.68e-06, 6.41e-06, 7.34e-06, 3.87e-06, 1.16e-06, 2.94e-07, 6.17e-06, 2.16e-06, 8.09e-07, 6.76e-05, 6.05e-05, 1.75e-04, 2.82e-04, 3.43e-06, 3.65e-06, 4.18e-06, 4.37e-06, 2.16e-06, 9.34e-07, 8.17e-06, 3.33e-06]    []  
28900     [1.31e-05, 5.62e-06, 6.33e-06, 7.29e-06, 3.73e-06, 1.09e-06, 2.92e-07, 6.95e-06, 5.15e-06, 5.46e-07, 6.68e-05, 4.98e-05, 1.62e-04, 2.12e-04, 2.49e-06, 2.43e-06, 3.51e-06, 3.62e-06, 2.11e-06, 1.35e-06, 8.07e-06, 5.15e-06]    [1.31e-05, 5.62e-06, 6.33e-06, 7.29e-06, 3.73e-06, 1.09e-06, 2.92e-07, 6.95e-06, 5.15e-06, 5.46e-07, 6.68e-05, 4.98e-05, 1.62e-04, 2.12e-04, 2.49e-06, 2.43e-06, 3.51e-06, 3.62e-06, 2.11e-06, 1.35e-06, 8.07e-06, 5.15e-06]    []  
29000     [6.38e-06, 5.08e-06, 5.78e-06, 7.62e-06, 3.51e-06, 1.07e-06, 3.28e-07, 4.93e-06, 8.48e-06, 4.93e-07, 2.64e-05, 3.55e-05, 8.10e-06, 4.91e-05, 4.27e-09, 0.00e+00, 5.29e-08, 4.55e-08, 0.00e+00, 0.00e+00, 2.55e-06, 8.53e-06]    [6.38e-06, 5.08e-06, 5.78e-06, 7.62e-06, 3.51e-06, 1.07e-06, 3.28e-07, 4.93e-06, 8.48e-06, 4.93e-07, 2.64e-05, 3.55e-05, 8.10e-06, 4.91e-05, 4.27e-09, 0.00e+00, 5.29e-08, 4.55e-08, 0.00e+00, 0.00e+00, 2.55e-06, 8.53e-06]    []  
29100     [1.60e-05, 5.69e-06, 6.17e-06, 7.27e-06, 3.93e-06, 1.13e-06, 4.52e-07, 1.89e-07, 4.84e-07, 1.16e-06, 5.50e-05, 6.80e-05, 1.62e-04, 3.93e-04, 4.15e-06, 4.63e-06, 4.14e-06, 4.43e-06, 5.74e-07, 2.08e-07, 1.75e-06, 6.48e-07]    [1.60e-05, 5.69e-06, 6.17e-06, 7.27e-06, 3.93e-06, 1.13e-06, 4.52e-07, 1.89e-07, 4.84e-07, 1.16e-06, 5.50e-05, 6.80e-05, 1.62e-04, 3.93e-04, 4.15e-06, 4.63e-06, 4.14e-06, 4.43e-06, 5.74e-07, 2.08e-07, 1.75e-06, 6.48e-07]    []  
29200     [6.69e-06, 5.20e-06, 5.82e-06, 7.34e-06, 3.48e-06, 9.45e-07, 3.11e-07, 1.27e-06, 9.99e-07, 1.12e-08, 1.45e-05, 1.05e-05, 7.40e-06, 5.61e-06, 1.51e-08, 4.91e-10, 4.65e-08, 5.12e-08, 3.29e-07, 1.23e-11, 1.07e-06, 5.03e-07]    [6.69e-06, 5.20e-06, 5.82e-06, 7.34e-06, 3.48e-06, 9.45e-07, 3.11e-07, 1.27e-06, 9.99e-07, 1.12e-08, 1.45e-05, 1.05e-05, 7.40e-06, 5.61e-06, 1.51e-08, 4.91e-10, 4.65e-08, 5.12e-08, 3.29e-07, 1.23e-11, 1.07e-06, 5.03e-07]    []  
29300     [1.07e-05, 5.65e-06, 6.03e-06, 8.96e-06, 4.58e-06, 8.89e-07, 3.43e-07, 1.94e-05, 6.37e-06, 1.40e-06, 1.01e-04, 1.32e-04, 4.04e-04, 6.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.38e-05, 1.62e-05]    [1.07e-05, 5.65e-06, 6.03e-06, 8.96e-06, 4.58e-06, 8.89e-07, 3.43e-07, 1.94e-05, 6.37e-06, 1.40e-06, 1.01e-04, 1.32e-04, 4.04e-04, 6.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.38e-05, 1.62e-05]    []  
29400     [6.79e-06, 5.10e-06, 5.54e-06, 7.83e-06, 3.86e-06, 8.62e-07, 3.50e-07, 6.10e-06, 1.10e-07, 5.29e-07, 2.07e-05, 3.94e-05, 6.94e-05, 1.62e-04, 9.75e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.53e-11, 5.59e-06, 1.04e-06]    [6.79e-06, 5.10e-06, 5.54e-06, 7.83e-06, 3.86e-06, 8.62e-07, 3.50e-07, 6.10e-06, 1.10e-07, 5.29e-07, 2.07e-05, 3.94e-05, 6.94e-05, 1.62e-04, 9.75e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.53e-11, 5.59e-06, 1.04e-06]    []  
29500     [6.15e-06, 5.32e-06, 5.66e-06, 7.23e-06, 3.51e-06, 9.03e-07, 3.87e-07, 3.90e-06, 8.12e-07, 2.67e-09, 1.38e-05, 1.94e-05, 9.19e-06, 2.58e-05, 1.09e-08, 0.00e+00, 6.58e-09, 2.98e-08, 0.00e+00, 1.20e-07, 4.01e-06, 3.48e-07]    [6.15e-06, 5.32e-06, 5.66e-06, 7.23e-06, 3.51e-06, 9.03e-07, 3.87e-07, 3.90e-06, 8.12e-07, 2.67e-09, 1.38e-05, 1.94e-05, 9.19e-06, 2.58e-05, 1.09e-08, 0.00e+00, 6.58e-09, 2.98e-08, 0.00e+00, 1.20e-07, 4.01e-06, 3.48e-07]    []  
29600     [7.41e-06, 5.19e-06, 5.52e-06, 7.01e-06, 3.46e-06, 8.39e-07, 3.69e-07, 2.64e-06, 9.02e-07, 4.68e-08, 1.54e-05, 8.76e-06, 1.38e-05, 8.87e-06, 9.74e-08, 3.11e-08, 3.77e-07, 4.11e-07, 2.15e-07, 1.35e-07, 8.15e-07, 4.38e-07]    [7.41e-06, 5.19e-06, 5.52e-06, 7.01e-06, 3.46e-06, 8.39e-07, 3.69e-07, 2.64e-06, 9.02e-07, 4.68e-08, 1.54e-05, 8.76e-06, 1.38e-05, 8.87e-06, 9.74e-08, 3.11e-08, 3.77e-07, 4.11e-07, 2.15e-07, 1.35e-07, 8.15e-07, 4.38e-07]    []  
29700     [5.78e-06, 5.11e-06, 5.42e-06, 6.99e-06, 3.46e-06, 7.76e-07, 3.77e-07, 7.74e-06, 2.23e-06, 2.09e-08, 1.14e-05, 9.26e-06, 8.84e-06, 8.38e-06, 4.30e-09, 0.00e+00, 1.06e-08, 1.43e-08, 0.00e+00, 0.00e+00, 4.65e-06, 2.29e-06]    [5.78e-06, 5.11e-06, 5.42e-06, 6.99e-06, 3.46e-06, 7.76e-07, 3.77e-07, 7.74e-06, 2.23e-06, 2.09e-08, 1.14e-05, 9.26e-06, 8.84e-06, 8.38e-06, 4.30e-09, 0.00e+00, 1.06e-08, 1.43e-08, 0.00e+00, 0.00e+00, 4.65e-06, 2.29e-06]    []  
29800     [5.52e-06, 5.16e-06, 5.40e-06, 7.12e-06, 3.67e-06, 7.25e-07, 3.66e-07, 1.39e-07, 6.98e-07, 4.63e-08, 1.53e-05, 1.24e-05, 2.97e-05, 2.14e-05, 5.26e-09, 2.73e-09, 5.30e-10, 4.79e-10, 1.01e-09, 0.00e+00, 9.34e-07, 8.03e-07]    [5.52e-06, 5.16e-06, 5.40e-06, 7.12e-06, 3.67e-06, 7.25e-07, 3.66e-07, 1.39e-07, 6.98e-07, 4.63e-08, 1.53e-05, 1.24e-05, 2.97e-05, 2.14e-05, 5.26e-09, 2.73e-09, 5.30e-10, 4.79e-10, 1.01e-09, 0.00e+00, 9.34e-07, 8.03e-07]    []  
29900     [3.54e-05, 7.88e-06, 6.68e-06, 1.10e-05, 7.23e-06, 1.87e-06, 1.32e-06, 1.72e-06, 3.89e-05, 8.85e-06, 7.78e-05, 5.91e-04, 4.88e-04, 2.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.32e-08, 0.00e+00, 9.88e-06, 4.92e-05]    [3.54e-05, 7.88e-06, 6.68e-06, 1.10e-05, 7.23e-06, 1.87e-06, 1.32e-06, 1.72e-06, 3.89e-05, 8.85e-06, 7.78e-05, 5.91e-04, 4.88e-04, 2.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.32e-08, 0.00e+00, 9.88e-06, 4.92e-05]    []  
30000     [8.47e-06, 5.39e-06, 5.51e-06, 6.74e-06, 3.52e-06, 8.07e-07, 4.96e-07, 2.44e-05, 7.05e-06, 6.50e-07, 5.56e-05, 5.78e-05, 5.84e-05, 1.30e-05, 2.30e-06, 2.16e-06, 9.62e-09, 5.34e-09, 0.00e+00, 0.00e+00, 3.27e-05, 1.87e-05]    [8.47e-06, 5.39e-06, 5.51e-06, 6.74e-06, 3.52e-06, 8.07e-07, 4.96e-07, 2.44e-05, 7.05e-06, 6.50e-07, 5.56e-05, 5.78e-05, 5.84e-05, 1.30e-05, 2.30e-06, 2.16e-06, 9.62e-09, 5.34e-09, 0.00e+00, 0.00e+00, 3.27e-05, 1.87e-05]    []  

Best model at step 25595:
  train loss: 2.84e-05
  test loss: 2.84e-05
  test metric: []

'train' took 38.950655 s

Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
30000     [8.47e-06, 5.39e-06, 5.51e-06, 6.74e-06, 3.52e-06, 8.07e-07, 4.96e-07, 2.44e-05, 7.05e-06, 6.50e-07, 5.56e-05, 5.78e-05, 5.84e-05, 1.30e-05, 2.30e-06, 2.16e-06, 9.62e-09, 5.34e-09, 0.00e+00, 0.00e+00, 3.27e-05, 1.87e-05]    [8.47e-06, 5.39e-06, 5.51e-06, 6.74e-06, 3.52e-06, 8.07e-07, 4.96e-07, 2.44e-05, 7.05e-06, 6.50e-07, 5.56e-05, 5.78e-05, 5.84e-05, 1.30e-05, 2.30e-06, 2.16e-06, 9.62e-09, 5.34e-09, 0.00e+00, 0.00e+00, 3.27e-05, 1.87e-05]    []  
30100     [6.15e-06, 5.22e-06, 5.30e-06, 6.60e-06, 3.44e-06, 7.38e-07, 4.52e-07, 2.62e-06, 9.04e-08, 5.76e-08, 1.50e-05, 7.86e-06, 1.16e-05, 1.55e-06, 2.74e-08, 1.44e-08, 1.14e-07, 1.04e-07, 1.49e-07, 1.53e-07, 4.46e-07, 4.32e-07]    [6.15e-06, 5.22e-06, 5.30e-06, 6.60e-06, 3.44e-06, 7.38e-07, 4.52e-07, 2.62e-06, 9.04e-08, 5.76e-08, 1.50e-05, 7.86e-06, 1.16e-05, 1.55e-06, 2.74e-08, 1.44e-08, 1.14e-07, 1.04e-07, 1.49e-07, 1.53e-07, 4.46e-07, 4.32e-07]    []  
30200     [5.46e-06, 5.10e-06, 5.16e-06, 6.69e-06, 3.60e-06, 6.99e-07, 4.27e-07, 9.11e-07, 1.23e-06, 1.08e-08, 1.03e-05, 7.14e-06, 6.40e-06, 3.32e-06, 4.48e-09, 4.94e-10, 9.25e-09, 9.14e-09, 5.01e-08, 1.09e-08, 1.88e-07, 1.77e-07]    [5.46e-06, 5.10e-06, 5.16e-06, 6.69e-06, 3.60e-06, 6.99e-07, 4.27e-07, 9.11e-07, 1.23e-06, 1.08e-08, 1.03e-05, 7.14e-06, 6.40e-06, 3.32e-06, 4.48e-09, 4.94e-10, 9.25e-09, 9.14e-09, 5.01e-08, 1.09e-08, 1.88e-07, 1.77e-07]    []  
30300     [5.05e-06, 5.12e-06, 5.11e-06, 6.97e-06, 3.82e-06, 6.28e-07, 4.09e-07, 7.72e-07, 3.72e-07, 1.05e-07, 1.82e-05, 1.76e-05, 5.07e-05, 5.13e-05, 1.34e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-06, 1.09e-06]    [5.05e-06, 5.12e-06, 5.11e-06, 6.97e-06, 3.82e-06, 6.28e-07, 4.09e-07, 7.72e-07, 3.72e-07, 1.05e-07, 1.82e-05, 1.76e-05, 5.07e-05, 5.13e-05, 1.34e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-06, 1.09e-06]    []  
30400     [1.71e-05, 5.83e-06, 5.63e-06, 6.67e-06, 4.14e-06, 8.81e-07, 6.10e-07, 2.45e-05, 2.59e-05, 9.09e-07, 1.22e-04, 1.04e-04, 4.31e-04, 5.47e-04, 5.60e-06, 5.31e-06, 7.85e-06, 8.33e-06, 7.18e-06, 6.60e-06, 2.84e-05, 2.65e-05]    [1.71e-05, 5.83e-06, 5.63e-06, 6.67e-06, 4.14e-06, 8.81e-07, 6.10e-07, 2.45e-05, 2.59e-05, 9.09e-07, 1.22e-04, 1.04e-04, 4.31e-04, 5.47e-04, 5.60e-06, 5.31e-06, 7.85e-06, 8.33e-06, 7.18e-06, 6.60e-06, 2.84e-05, 2.65e-05]    []  
30500     [5.45e-06, 5.11e-06, 5.06e-06, 6.61e-06, 3.70e-06, 6.37e-07, 4.37e-07, 8.27e-08, 3.24e-08, 1.84e-10, 9.84e-06, 6.26e-06, 5.51e-06, 2.48e-07, 1.59e-08, 2.38e-08, 4.38e-08, 4.35e-08, 6.78e-10, 6.37e-10, 6.57e-07, 8.15e-08]    [5.45e-06, 5.11e-06, 5.06e-06, 6.61e-06, 3.70e-06, 6.37e-07, 4.37e-07, 8.27e-08, 3.24e-08, 1.84e-10, 9.84e-06, 6.26e-06, 5.51e-06, 2.48e-07, 1.59e-08, 2.38e-08, 4.38e-08, 4.35e-08, 6.78e-10, 6.37e-10, 6.57e-07, 8.15e-08]    []  
30600     [5.79e-06, 5.07e-06, 5.03e-06, 6.50e-06, 3.59e-06, 6.36e-07, 4.52e-07, 1.05e-06, 9.43e-08, 3.16e-08, 1.17e-05, 8.09e-06, 1.17e-05, 2.16e-06, 9.15e-10, 8.21e-09, 1.97e-08, 1.72e-08, 0.00e+00, 5.95e-10, 3.85e-07, 9.70e-07]    [5.79e-06, 5.07e-06, 5.03e-06, 6.50e-06, 3.59e-06, 6.36e-07, 4.52e-07, 1.05e-06, 9.43e-08, 3.16e-08, 1.17e-05, 8.09e-06, 1.17e-05, 2.16e-06, 9.15e-10, 8.21e-09, 1.97e-08, 1.72e-08, 0.00e+00, 5.95e-10, 3.85e-07, 9.70e-07]    []  
30700     [8.59e-06, 5.46e-06, 5.25e-06, 6.16e-06, 3.56e-06, 6.46e-07, 4.70e-07, 2.10e-07, 6.50e-08, 2.03e-06, 1.33e-05, 2.31e-05, 2.60e-05, 9.03e-05, 1.05e-06, 1.33e-06, 4.60e-07, 4.31e-07, 0.00e+00, 0.00e+00, 4.41e-07, 8.26e-07]    [8.59e-06, 5.46e-06, 5.25e-06, 6.16e-06, 3.56e-06, 6.46e-07, 4.70e-07, 2.10e-07, 6.50e-08, 2.03e-06, 1.33e-05, 2.31e-05, 2.60e-05, 9.03e-05, 1.05e-06, 1.33e-06, 4.60e-07, 4.31e-07, 0.00e+00, 0.00e+00, 4.41e-07, 8.26e-07]    []  
30800     [1.99e-05, 6.03e-06, 5.51e-06, 8.84e-06, 6.61e-06, 1.01e-06, 8.47e-07, 3.27e-06, 2.23e-08, 5.47e-06, 3.73e-05, 3.13e-04, 2.57e-04, 1.40e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.41e-08, 1.11e-08, 3.96e-07, 5.79e-07]    [1.99e-05, 6.03e-06, 5.51e-06, 8.84e-06, 6.61e-06, 1.01e-06, 8.47e-07, 3.27e-06, 2.23e-08, 5.47e-06, 3.73e-05, 3.13e-04, 2.57e-04, 1.40e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.41e-08, 1.11e-08, 3.96e-07, 5.79e-07]    []  
30900     [8.00e-06, 5.28e-06, 4.87e-06, 7.16e-06, 4.47e-06, 7.15e-07, 6.08e-07, 1.43e-06, 2.12e-06, 1.31e-06, 2.45e-05, 8.90e-05, 1.22e-04, 4.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.84e-08, 3.55e-06, 1.16e-05]    [8.00e-06, 5.28e-06, 4.87e-06, 7.16e-06, 4.47e-06, 7.15e-07, 6.08e-07, 1.43e-06, 2.12e-06, 1.31e-06, 2.45e-05, 8.90e-05, 1.22e-04, 4.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.84e-08, 3.55e-06, 1.16e-05]    []  
31000     [7.45e-06, 5.21e-06, 5.01e-06, 5.98e-06, 3.56e-06, 6.95e-07, 5.23e-07, 9.40e-07, 1.13e-05, 9.06e-08, 2.27e-05, 1.42e-05, 4.77e-05, 5.22e-05, 3.37e-07, 3.25e-07, 7.75e-07, 8.53e-07, 1.74e-07, 9.25e-07, 5.65e-07, 4.11e-06]    [7.45e-06, 5.21e-06, 5.01e-06, 5.98e-06, 3.56e-06, 6.95e-07, 5.23e-07, 9.40e-07, 1.13e-05, 9.06e-08, 2.27e-05, 1.42e-05, 4.77e-05, 5.22e-05, 3.37e-07, 3.25e-07, 7.75e-07, 8.53e-07, 1.74e-07, 9.25e-07, 5.65e-07, 4.11e-06]    []  
31100     [5.15e-06, 5.09e-06, 4.87e-06, 6.77e-06, 4.25e-06, 6.34e-07, 4.49e-07, 8.43e-06, 2.04e-06, 3.42e-07, 3.78e-05, 3.85e-05, 1.42e-04, 1.62e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.59e-08, 0.00e+00, 8.32e-06, 1.35e-06]    [5.15e-06, 5.09e-06, 4.87e-06, 6.77e-06, 4.25e-06, 6.34e-07, 4.49e-07, 8.43e-06, 2.04e-06, 3.42e-07, 3.78e-05, 3.85e-05, 1.42e-04, 1.62e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.59e-08, 0.00e+00, 8.32e-06, 1.35e-06]    []  
31200     [7.48e-06, 5.18e-06, 4.98e-06, 6.26e-06, 3.92e-06, 7.73e-07, 6.22e-07, 1.11e-06, 5.18e-06, 3.62e-07, 3.98e-05, 4.52e-05, 4.13e-05, 1.79e-05, 1.71e-06, 1.79e-06, 4.04e-08, 1.14e-08, 3.84e-09, 0.00e+00, 1.74e-07, 9.42e-06]    [7.48e-06, 5.18e-06, 4.98e-06, 6.26e-06, 3.92e-06, 7.73e-07, 6.22e-07, 1.11e-06, 5.18e-06, 3.62e-07, 3.98e-05, 4.52e-05, 4.13e-05, 1.79e-05, 1.71e-06, 1.79e-06, 4.04e-08, 1.14e-08, 3.84e-09, 0.00e+00, 1.74e-07, 9.42e-06]    []  
31300     [4.81e-06, 4.97e-06, 4.71e-06, 6.18e-06, 3.86e-06, 5.61e-07, 4.68e-07, 1.12e-07, 2.42e-06, 1.59e-09, 1.13e-05, 9.15e-06, 2.01e-05, 6.48e-06, 1.68e-08, 5.07e-08, 1.03e-09, 1.21e-11, 4.82e-09, 0.00e+00, 2.02e-07, 2.00e-06]    [4.81e-06, 4.97e-06, 4.71e-06, 6.18e-06, 3.86e-06, 5.61e-07, 4.68e-07, 1.12e-07, 2.42e-06, 1.59e-09, 1.13e-05, 9.15e-06, 2.01e-05, 6.48e-06, 1.68e-08, 5.07e-08, 1.03e-09, 1.21e-11, 4.82e-09, 0.00e+00, 2.02e-07, 2.00e-06]    []  
31400     [4.70e-06, 5.01e-06, 4.71e-06, 6.21e-06, 3.90e-06, 5.97e-07, 5.01e-07, 2.42e-07, 2.32e-06, 7.60e-11, 7.73e-06, 5.27e-06, 4.32e-06, 9.05e-08, 6.02e-09, 1.74e-08, 2.43e-08, 1.96e-08, 1.75e-07, 8.47e-08, 6.07e-07, 5.02e-07]    [4.70e-06, 5.01e-06, 4.71e-06, 6.21e-06, 3.90e-06, 5.97e-07, 5.01e-07, 2.42e-07, 2.32e-06, 7.60e-11, 7.73e-06, 5.27e-06, 4.32e-06, 9.05e-08, 6.02e-09, 1.74e-08, 2.43e-08, 1.96e-08, 1.75e-07, 8.47e-08, 6.07e-07, 5.02e-07]    []  
31500     [4.43e-06, 5.02e-06, 4.64e-06, 6.08e-06, 3.84e-06, 5.46e-07, 5.12e-07, 1.58e-07, 5.59e-06, 5.24e-08, 7.97e-06, 7.27e-06, 7.40e-06, 6.78e-06, 4.83e-09, 8.91e-10, 5.20e-09, 6.86e-10, 1.45e-09, 7.05e-08, 1.99e-07, 4.22e-06]    [4.43e-06, 5.02e-06, 4.64e-06, 6.08e-06, 3.84e-06, 5.46e-07, 5.12e-07, 1.58e-07, 5.59e-06, 5.24e-08, 7.97e-06, 7.27e-06, 7.40e-06, 6.78e-06, 4.83e-09, 8.91e-10, 5.20e-09, 6.86e-10, 1.45e-09, 7.05e-08, 1.99e-07, 4.22e-06]    []  
31600     [5.19e-06, 5.06e-06, 4.72e-06, 6.07e-06, 3.86e-06, 5.07e-07, 4.52e-07, 9.77e-06, 2.57e-07, 2.28e-08, 1.69e-05, 1.27e-05, 2.74e-05, 4.24e-06, 3.35e-08, 8.96e-08, 7.32e-11, 6.16e-10, 2.43e-07, 3.56e-09, 5.90e-07, 8.68e-08]    [5.19e-06, 5.06e-06, 4.72e-06, 6.07e-06, 3.86e-06, 5.07e-07, 4.52e-07, 9.77e-06, 2.57e-07, 2.28e-08, 1.69e-05, 1.27e-05, 2.74e-05, 4.24e-06, 3.35e-08, 8.96e-08, 7.32e-11, 6.16e-10, 2.43e-07, 3.56e-09, 5.90e-07, 8.68e-08]    []  
31700     [4.38e-06, 4.91e-06, 4.58e-06, 6.02e-06, 3.83e-06, 3.87e-07, 4.20e-07, 9.84e-07, 5.36e-07, 2.95e-08, 9.04e-06, 8.27e-06, 1.74e-05, 1.52e-05, 9.66e-10, 2.26e-09, 1.13e-10, 0.00e+00, 1.37e-08, 6.59e-09, 7.79e-07, 2.37e-07]    [4.38e-06, 4.91e-06, 4.58e-06, 6.02e-06, 3.83e-06, 3.87e-07, 4.20e-07, 9.84e-07, 5.36e-07, 2.95e-08, 9.04e-06, 8.27e-06, 1.74e-05, 1.52e-05, 9.66e-10, 2.26e-09, 1.13e-10, 0.00e+00, 1.37e-08, 6.59e-09, 7.79e-07, 2.37e-07]    []  
31800     [5.47e-06, 5.00e-06, 4.60e-06, 5.87e-06, 3.79e-06, 3.10e-07, 3.93e-07, 1.41e-06, 2.42e-07, 1.82e-08, 2.15e-05, 1.29e-05, 4.33e-05, 3.51e-05, 2.80e-07, 2.64e-07, 6.47e-07, 6.72e-07, 3.61e-07, 8.87e-08, 1.37e-06, 2.70e-07]    [5.47e-06, 5.00e-06, 4.60e-06, 5.87e-06, 3.79e-06, 3.10e-07, 3.93e-07, 1.41e-06, 2.42e-07, 1.82e-08, 2.15e-05, 1.29e-05, 4.33e-05, 3.51e-05, 2.80e-07, 2.64e-07, 6.47e-07, 6.72e-07, 3.61e-07, 8.87e-08, 1.37e-06, 2.70e-07]    []  
31900     [4.96e-06, 5.04e-06, 4.59e-06, 5.99e-06, 3.90e-06, 2.58e-07, 3.57e-07, 1.18e-06, 1.86e-06, 1.38e-10, 2.69e-05, 1.58e-05, 5.26e-05, 2.80e-05, 2.19e-07, 2.19e-07, 6.79e-07, 7.49e-07, 2.67e-07, 6.05e-07, 9.91e-07, 2.53e-06]    [4.96e-06, 5.04e-06, 4.59e-06, 5.99e-06, 3.90e-06, 2.58e-07, 3.57e-07, 1.18e-06, 1.86e-06, 1.38e-10, 2.69e-05, 1.58e-05, 5.26e-05, 2.80e-05, 2.19e-07, 2.19e-07, 6.79e-07, 7.49e-07, 2.67e-07, 6.05e-07, 9.91e-07, 2.53e-06]    []  
32000     [1.79e-05, 6.14e-06, 5.29e-06, 6.90e-06, 4.20e-06, 1.38e-06, 9.70e-07, 1.14e-06, 6.99e-06, 1.62e-06, 3.41e-05, 1.31e-04, 4.65e-05, 5.18e-04, 1.24e-05, 1.25e-05, 2.07e-06, 2.13e-06, 3.46e-07, 3.92e-07, 1.35e-06, 1.76e-06]    [1.79e-05, 6.14e-06, 5.29e-06, 6.90e-06, 4.20e-06, 1.38e-06, 9.70e-07, 1.14e-06, 6.99e-06, 1.62e-06, 3.41e-05, 1.31e-04, 4.65e-05, 5.18e-04, 1.24e-05, 1.25e-05, 2.07e-06, 2.13e-06, 3.46e-07, 3.92e-07, 1.35e-06, 1.76e-06]    []  

Best model at step 25595:
  train loss: 2.84e-05
  test loss: 2.84e-05
  test metric: []

'train' took 38.603652 s

Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
32000     [1.79e-05, 6.14e-06, 5.29e-06, 6.90e-06, 4.20e-06, 1.38e-06, 9.70e-07, 1.14e-06, 6.99e-06, 1.62e-06, 3.41e-05, 1.31e-04, 4.65e-05, 5.18e-04, 1.24e-05, 1.25e-05, 2.07e-06, 2.13e-06, 3.46e-07, 3.92e-07, 1.35e-06, 1.76e-06]    [1.79e-05, 6.14e-06, 5.29e-06, 6.90e-06, 4.20e-06, 1.38e-06, 9.70e-07, 1.14e-06, 6.99e-06, 1.62e-06, 3.41e-05, 1.31e-04, 4.65e-05, 5.18e-04, 1.24e-05, 1.25e-05, 2.07e-06, 2.13e-06, 3.46e-07, 3.92e-07, 1.35e-06, 1.76e-06]    []  
32100     [4.64e-06, 5.53e-06, 4.46e-06, 6.96e-06, 3.25e-06, 3.51e-07, 3.27e-07, 1.25e-07, 4.33e-06, 1.41e-08, 1.09e-05, 7.62e-06, 8.08e-06, 3.66e-07, 3.77e-08, 5.44e-09, 2.27e-08, 5.24e-08, 9.26e-09, 0.00e+00, 1.90e-06, 1.93e-06]    [4.64e-06, 5.53e-06, 4.46e-06, 6.96e-06, 3.25e-06, 3.51e-07, 3.27e-07, 1.25e-07, 4.33e-06, 1.41e-08, 1.09e-05, 7.62e-06, 8.08e-06, 3.66e-07, 3.77e-08, 5.44e-09, 2.27e-08, 5.24e-08, 9.26e-09, 0.00e+00, 1.90e-06, 1.93e-06]    []  
32200     [3.72e-06, 5.04e-06, 4.50e-06, 6.30e-06, 3.89e-06, 2.39e-07, 2.76e-07, 3.00e-06, 1.02e-06, 4.00e-09, 6.95e-06, 5.73e-06, 7.81e-06, 4.98e-06, 8.14e-09, 4.81e-10, 3.94e-10, 0.00e+00, 4.83e-08, 2.64e-09, 1.62e-06, 1.36e-07]    [3.72e-06, 5.04e-06, 4.50e-06, 6.30e-06, 3.89e-06, 2.39e-07, 2.76e-07, 3.00e-06, 1.02e-06, 4.00e-09, 6.95e-06, 5.73e-06, 7.81e-06, 4.98e-06, 8.14e-09, 4.81e-10, 3.94e-10, 0.00e+00, 4.83e-08, 2.64e-09, 1.62e-06, 1.36e-07]    []  
32300     [4.08e-06, 5.18e-06, 4.49e-06, 6.56e-06, 3.87e-06, 3.02e-07, 2.81e-07, 3.56e-06, 1.24e-06, 1.61e-07, 7.33e-06, 5.04e-06, 5.34e-06, 2.79e-06, 4.64e-08, 2.34e-08, 5.16e-08, 7.06e-08, 2.84e-07, 3.19e-09, 1.43e-06, 1.30e-07]    [4.08e-06, 5.18e-06, 4.49e-06, 6.56e-06, 3.87e-06, 3.02e-07, 2.81e-07, 3.56e-06, 1.24e-06, 1.61e-07, 7.33e-06, 5.04e-06, 5.34e-06, 2.79e-06, 4.64e-08, 2.34e-08, 5.16e-08, 7.06e-08, 2.84e-07, 3.19e-09, 1.43e-06, 1.30e-07]    []  
32400     [4.32e-06, 5.13e-06, 4.46e-06, 6.12e-06, 3.99e-06, 4.90e-07, 7.99e-07, 2.68e-05, 3.01e-04, 3.58e-06, 1.73e-05, 1.10e-05, 4.19e-05, 2.47e-05, 1.39e-07, 6.83e-09, 7.55e-07, 5.55e-07, 1.41e-06, 0.00e+00, 8.06e-06, 9.55e-05]    [4.32e-06, 5.13e-06, 4.46e-06, 6.12e-06, 3.99e-06, 4.90e-07, 7.99e-07, 2.68e-05, 3.01e-04, 3.58e-06, 1.73e-05, 1.10e-05, 4.19e-05, 2.47e-05, 1.39e-07, 6.83e-09, 7.55e-07, 5.55e-07, 1.41e-06, 0.00e+00, 8.06e-06, 9.55e-05]    []  
32500     [4.72e-06, 5.33e-06, 4.62e-06, 6.89e-06, 4.49e-06, 2.67e-07, 2.79e-07, 2.32e-08, 8.32e-08, 1.18e-07, 6.58e-05, 5.36e-05, 2.30e-04, 1.91e-04, 4.44e-09, 0.00e+00, 0.00e+00, 0.00e+00, 5.29e-09, 1.19e-11, 1.67e-06, 2.43e-06]    [4.72e-06, 5.33e-06, 4.62e-06, 6.89e-06, 4.49e-06, 2.67e-07, 2.79e-07, 2.32e-08, 8.32e-08, 1.18e-07, 6.58e-05, 5.36e-05, 2.30e-04, 1.91e-04, 4.44e-09, 0.00e+00, 0.00e+00, 0.00e+00, 5.29e-09, 1.19e-11, 1.67e-06, 2.43e-06]    []  
32600     [1.02e-05, 6.57e-06, 4.88e-06, 8.25e-06, 4.63e-06, 6.10e-07, 6.63e-07, 2.21e-05, 3.89e-09, 2.67e-06, 1.90e-05, 1.60e-04, 1.12e-04, 6.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.83e-08, 7.31e-07, 1.61e-08, 1.94e-06, 1.06e-07]    [1.02e-05, 6.57e-06, 4.88e-06, 8.25e-06, 4.63e-06, 6.10e-07, 6.63e-07, 2.21e-05, 3.89e-09, 2.67e-06, 1.90e-05, 1.60e-04, 1.12e-04, 6.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.83e-08, 7.31e-07, 1.61e-08, 1.94e-06, 1.06e-07]    []  
32700     [5.36e-06, 5.43e-06, 4.50e-06, 6.34e-06, 3.40e-06, 3.92e-07, 3.83e-07, 1.28e-05, 9.50e-07, 6.64e-08, 2.62e-05, 1.43e-05, 5.19e-05, 3.55e-05, 2.97e-07, 1.90e-07, 6.99e-07, 8.20e-07, 1.25e-06, 7.13e-07, 6.14e-06, 3.17e-06]    [5.36e-06, 5.43e-06, 4.50e-06, 6.34e-06, 3.40e-06, 3.92e-07, 3.83e-07, 1.28e-05, 9.50e-07, 6.64e-08, 2.62e-05, 1.43e-05, 5.19e-05, 3.55e-05, 2.97e-07, 1.90e-07, 6.99e-07, 8.20e-07, 1.25e-06, 7.13e-07, 6.14e-06, 3.17e-06]    []  
32800     [4.25e-06, 5.32e-06, 4.43e-06, 6.26e-06, 3.93e-06, 6.01e-07, 3.80e-07, 5.60e-06, 1.80e-06, 9.22e-07, 6.69e-06, 4.93e-06, 4.87e-06, 3.26e-06, 1.21e-07, 9.93e-08, 6.23e-08, 9.17e-08, 9.22e-06, 0.00e+00, 2.98e-05, 5.77e-07]    [4.25e-06, 5.32e-06, 4.43e-06, 6.26e-06, 3.93e-06, 6.01e-07, 3.80e-07, 5.60e-06, 1.80e-06, 9.22e-07, 6.69e-06, 4.93e-06, 4.87e-06, 3.26e-06, 1.21e-07, 9.93e-08, 6.23e-08, 9.17e-08, 9.22e-06, 0.00e+00, 2.98e-05, 5.77e-07]    []  
32900     [4.37e-06, 5.02e-06, 4.42e-06, 5.83e-06, 3.85e-06, 4.49e-07, 4.23e-07, 3.79e-06, 1.82e-07, 3.83e-08, 1.24e-05, 7.58e-06, 1.87e-05, 1.36e-05, 9.50e-08, 1.54e-07, 3.90e-07, 2.48e-07, 3.98e-09, 1.30e-07, 4.55e-07, 5.63e-07]    [4.37e-06, 5.02e-06, 4.42e-06, 5.83e-06, 3.85e-06, 4.49e-07, 4.23e-07, 3.79e-06, 1.82e-07, 3.83e-08, 1.24e-05, 7.58e-06, 1.87e-05, 1.36e-05, 9.50e-08, 1.54e-07, 3.90e-07, 2.48e-07, 3.98e-09, 1.30e-07, 4.55e-07, 5.63e-07]    []  
33000     [5.93e-06, 5.34e-06, 4.64e-06, 7.15e-06, 4.57e-06, 4.18e-07, 3.75e-07, 1.28e-05, 7.14e-07, 6.63e-08, 6.35e-05, 6.72e-05, 2.55e-04, 3.09e-04, 3.97e-10, 0.00e+00, 0.00e+00, 8.40e-11, 0.00e+00, 0.00e+00, 1.00e-05, 5.59e-06]    [5.93e-06, 5.34e-06, 4.64e-06, 7.15e-06, 4.57e-06, 4.18e-07, 3.75e-07, 1.28e-05, 7.14e-07, 6.63e-08, 6.35e-05, 6.72e-05, 2.55e-04, 3.09e-04, 3.97e-10, 0.00e+00, 0.00e+00, 8.40e-11, 0.00e+00, 0.00e+00, 1.00e-05, 5.59e-06]    []  
33100     [5.18e-06, 5.14e-06, 4.39e-06, 5.81e-06, 3.73e-06, 4.99e-07, 4.53e-07, 1.32e-05, 2.40e-06, 5.94e-07, 1.05e-05, 8.10e-06, 1.58e-05, 1.93e-05, 5.68e-07, 2.29e-07, 1.15e-07, 2.73e-07, 5.71e-10, 0.00e+00, 1.94e-06, 1.55e-06]    [5.18e-06, 5.14e-06, 4.39e-06, 5.81e-06, 3.73e-06, 4.99e-07, 4.53e-07, 1.32e-05, 2.40e-06, 5.94e-07, 1.05e-05, 8.10e-06, 1.58e-05, 1.93e-05, 5.68e-07, 2.29e-07, 1.15e-07, 2.73e-07, 5.71e-10, 0.00e+00, 1.94e-06, 1.55e-06]    []  
33200     [3.34e-06, 4.95e-06, 4.31e-06, 5.88e-06, 3.94e-06, 4.75e-07, 4.14e-07, 9.08e-09, 8.37e-08, 3.87e-09, 8.04e-06, 7.10e-06, 1.83e-05, 1.39e-05, 3.24e-09, 4.32e-09, 2.83e-09, 2.65e-09, 1.99e-08, 3.94e-10, 1.07e-07, 3.59e-07]    [3.34e-06, 4.95e-06, 4.31e-06, 5.88e-06, 3.94e-06, 4.75e-07, 4.14e-07, 9.08e-09, 8.37e-08, 3.87e-09, 8.04e-06, 7.10e-06, 1.83e-05, 1.39e-05, 3.24e-09, 4.32e-09, 2.83e-09, 2.65e-09, 1.99e-08, 3.94e-10, 1.07e-07, 3.59e-07]    []  
33300     [4.09e-06, 5.07e-06, 4.42e-06, 6.34e-06, 4.29e-06, 4.82e-07, 4.19e-07, 7.36e-06, 1.38e-05, 1.03e-07, 4.09e-05, 3.75e-05, 1.39e-04, 1.40e-04, 8.97e-10, 0.00e+00, 0.00e+00, 7.13e-10, 0.00e+00, 0.00e+00, 3.36e-06, 1.23e-05]    [4.09e-06, 5.07e-06, 4.42e-06, 6.34e-06, 4.29e-06, 4.82e-07, 4.19e-07, 7.36e-06, 1.38e-05, 1.03e-07, 4.09e-05, 3.75e-05, 1.39e-04, 1.40e-04, 8.97e-10, 0.00e+00, 0.00e+00, 7.13e-10, 0.00e+00, 0.00e+00, 3.36e-06, 1.23e-05]    []  
33400     [3.90e-05, 1.08e-05, 6.36e-06, 1.28e-05, 6.53e-06, 2.42e-06, 2.47e-06, 3.32e-05, 3.27e-05, 7.41e-07, 9.38e-05, 3.73e-04, 3.21e-05, 9.31e-04, 3.89e-05, 3.86e-05, 9.20e-06, 1.44e-06, 2.71e-06, 4.47e-06, 1.13e-05, 2.20e-05]    [3.90e-05, 1.08e-05, 6.36e-06, 1.28e-05, 6.53e-06, 2.42e-06, 2.47e-06, 3.32e-05, 3.27e-05, 7.41e-07, 9.38e-05, 3.73e-04, 3.21e-05, 9.31e-04, 3.89e-05, 3.86e-05, 9.20e-06, 1.44e-06, 2.71e-06, 4.47e-06, 1.13e-05, 2.20e-05]    []  
33500     [6.16e-06, 5.30e-06, 4.79e-06, 6.63e-06, 4.92e-06, 5.03e-07, 4.50e-07, 1.99e-06, 3.73e-06, 4.02e-08, 1.14e-04, 9.35e-05, 3.97e-04, 3.66e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.41e-09, 7.45e-06, 6.82e-07]    [6.16e-06, 5.30e-06, 4.79e-06, 6.63e-06, 4.92e-06, 5.03e-07, 4.50e-07, 1.99e-06, 3.73e-06, 4.02e-08, 1.14e-04, 9.35e-05, 3.97e-04, 3.66e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.41e-09, 7.45e-06, 6.82e-07]    []  
33600     [3.01e-06, 4.94e-06, 4.44e-06, 5.63e-06, 3.86e-06, 5.39e-07, 4.57e-07, 3.75e-06, 5.35e-07, 1.32e-08, 5.51e-06, 6.59e-06, 2.46e-06, 1.52e-06, 1.25e-08, 1.60e-08, 5.54e-08, 7.54e-08, 0.00e+00, 2.95e-08, 2.25e-06, 1.68e-07]    [3.01e-06, 4.94e-06, 4.44e-06, 5.63e-06, 3.86e-06, 5.39e-07, 4.57e-07, 3.75e-06, 5.35e-07, 1.32e-08, 5.51e-06, 6.59e-06, 2.46e-06, 1.52e-06, 1.25e-08, 1.60e-08, 5.54e-08, 7.54e-08, 0.00e+00, 2.95e-08, 2.25e-06, 1.68e-07]    []  
33700     [3.14e-05, 6.70e-06, 5.91e-06, 6.70e-06, 5.49e-06, 1.27e-06, 1.24e-06, 2.68e-06, 1.03e-06, 5.20e-07, 1.27e-04, 2.38e-04, 6.88e-04, 1.66e-03, 1.90e-05, 1.94e-05, 1.48e-05, 1.47e-05, 1.98e-07, 6.97e-07, 9.99e-07, 1.87e-06]    [3.14e-05, 6.70e-06, 5.91e-06, 6.70e-06, 5.49e-06, 1.27e-06, 1.24e-06, 2.68e-06, 1.03e-06, 5.20e-07, 1.27e-04, 2.38e-04, 6.88e-04, 1.66e-03, 1.90e-05, 1.94e-05, 1.48e-05, 1.47e-05, 1.98e-07, 6.97e-07, 9.99e-07, 1.87e-06]    []  
33800     [4.47e-06, 5.05e-06, 4.57e-06, 6.24e-06, 4.43e-06, 5.42e-07, 4.64e-07, 3.79e-08, 9.89e-07, 1.38e-08, 5.88e-05, 5.06e-05, 2.11e-04, 2.00e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.60e-10, 1.67e-12, 4.30e-06, 8.50e-07]    [4.47e-06, 5.05e-06, 4.57e-06, 6.24e-06, 4.43e-06, 5.42e-07, 4.64e-07, 3.79e-08, 9.89e-07, 1.38e-08, 5.88e-05, 5.06e-05, 2.11e-04, 2.00e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.60e-10, 1.67e-12, 4.30e-06, 8.50e-07]    []  
33900     [2.57e-05, 7.64e-06, 5.99e-06, 8.28e-06, 6.63e-06, 1.99e-06, 2.13e-06, 2.35e-05, 1.45e-05, 4.47e-07, 6.07e-05, 5.50e-04, 2.33e-04, 2.04e-03, 0.00e+00, 0.00e+00, 0.00e+00, 2.28e-08, 0.00e+00, 0.00e+00, 7.13e-05, 9.55e-06]    [2.57e-05, 7.64e-06, 5.99e-06, 8.28e-06, 6.63e-06, 1.99e-06, 2.13e-06, 2.35e-05, 1.45e-05, 4.47e-07, 6.07e-05, 5.50e-04, 2.33e-04, 2.04e-03, 0.00e+00, 0.00e+00, 0.00e+00, 2.28e-08, 0.00e+00, 0.00e+00, 7.13e-05, 9.55e-06]    []  
34000     [9.17e-05, 1.18e-05, 9.35e-06, 1.30e-05, 1.15e-05, 4.01e-06, 3.82e-06, 1.07e-05, 1.45e-07, 1.30e-06, 2.60e-04, 9.64e-04, 1.22e-03, 5.93e-03, 1.17e-04, 1.13e-04, 3.55e-05, 3.63e-05, 5.49e-07, 5.70e-07, 1.34e-06, 1.49e-06]    [9.17e-05, 1.18e-05, 9.35e-06, 1.30e-05, 1.15e-05, 4.01e-06, 3.82e-06, 1.07e-05, 1.45e-07, 1.30e-06, 2.60e-04, 9.64e-04, 1.22e-03, 5.93e-03, 1.17e-04, 1.13e-04, 3.55e-05, 3.63e-05, 5.49e-07, 5.70e-07, 1.34e-06, 1.49e-06]    []  

Best model at step 25595:
  train loss: 2.84e-05
  test loss: 2.84e-05
  test metric: []

'train' took 37.206746 s

Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
34000     [9.17e-05, 1.18e-05, 9.35e-06, 1.30e-05, 1.15e-05, 4.01e-06, 3.82e-06, 1.07e-05, 1.45e-07, 1.30e-06, 2.60e-04, 9.64e-04, 1.22e-03, 5.93e-03, 1.17e-04, 1.13e-04, 3.55e-05, 3.63e-05, 5.49e-07, 5.70e-07, 1.34e-06, 1.49e-06]    [9.17e-05, 1.18e-05, 9.35e-06, 1.30e-05, 1.15e-05, 4.01e-06, 3.82e-06, 1.07e-05, 1.45e-07, 1.30e-06, 2.60e-04, 9.64e-04, 1.22e-03, 5.93e-03, 1.17e-04, 1.13e-04, 3.55e-05, 3.63e-05, 5.49e-07, 5.70e-07, 1.34e-06, 1.49e-06]    []  
34100     [3.91e-06, 5.11e-06, 4.50e-06, 5.44e-06, 3.95e-06, 6.78e-07, 5.71e-07, 1.17e-07, 7.07e-08, 1.84e-09, 4.84e-06, 3.72e-06, 2.65e-06, 9.37e-08, 4.85e-08, 3.92e-08, 2.20e-08, 1.56e-08, 3.33e-08, 1.02e-08, 9.23e-08, 1.86e-07]    [3.91e-06, 5.11e-06, 4.50e-06, 5.44e-06, 3.95e-06, 6.78e-07, 5.71e-07, 1.17e-07, 7.07e-08, 1.84e-09, 4.84e-06, 3.72e-06, 2.65e-06, 9.37e-08, 4.85e-08, 3.92e-08, 2.20e-08, 1.56e-08, 3.33e-08, 1.02e-08, 9.23e-08, 1.86e-07]    []  
34200     [3.33e-06, 4.92e-06, 4.39e-06, 5.46e-06, 3.96e-06, 6.78e-07, 6.20e-07, 7.37e-08, 4.86e-07, 9.71e-09, 5.05e-06, 6.89e-06, 5.72e-06, 1.20e-05, 1.14e-08, 1.91e-09, 5.26e-09, 6.72e-09, 6.61e-09, 1.14e-08, 1.58e-07, 1.50e-07]    [3.33e-06, 4.92e-06, 4.39e-06, 5.46e-06, 3.96e-06, 6.78e-07, 6.20e-07, 7.37e-08, 4.86e-07, 9.71e-09, 5.05e-06, 6.89e-06, 5.72e-06, 1.20e-05, 1.14e-08, 1.91e-09, 5.26e-09, 6.72e-09, 6.61e-09, 1.14e-08, 1.58e-07, 1.50e-07]    []  
34300     [3.35e-06, 4.92e-06, 4.37e-06, 5.54e-06, 4.04e-06, 6.73e-07, 6.32e-07, 1.81e-07, 3.57e-07, 1.50e-07, 5.36e-06, 5.06e-06, 4.50e-06, 8.94e-06, 1.36e-08, 1.09e-08, 1.14e-08, 7.68e-09, 8.24e-09, 3.70e-08, 1.35e-07, 3.45e-07]    [3.35e-06, 4.92e-06, 4.37e-06, 5.54e-06, 4.04e-06, 6.73e-07, 6.32e-07, 1.81e-07, 3.57e-07, 1.50e-07, 5.36e-06, 5.06e-06, 4.50e-06, 8.94e-06, 1.36e-08, 1.09e-08, 1.14e-08, 7.68e-09, 8.24e-09, 3.70e-08, 1.35e-07, 3.45e-07]    []  
34400     [5.27e-06, 4.89e-06, 4.44e-06, 5.22e-06, 3.83e-06, 6.91e-07, 7.45e-07, 6.35e-07, 1.28e-05, 1.11e-09, 8.32e-06, 8.98e-06, 3.58e-06, 1.66e-05, 4.13e-07, 3.50e-07, 1.11e-07, 2.05e-08, 2.32e-08, 1.37e-07, 2.60e-07, 2.01e-05]    [5.27e-06, 4.89e-06, 4.44e-06, 5.22e-06, 3.83e-06, 6.91e-07, 7.45e-07, 6.35e-07, 1.28e-05, 1.11e-09, 8.32e-06, 8.98e-06, 3.58e-06, 1.66e-05, 4.13e-07, 3.50e-07, 1.11e-07, 2.05e-08, 2.32e-08, 1.37e-07, 2.60e-07, 2.01e-05]    []  
34500     [3.44e-06, 4.77e-06, 4.41e-06, 5.22e-06, 4.06e-06, 6.95e-07, 6.27e-07, 1.20e-05, 2.53e-05, 2.35e-07, 5.62e-06, 4.69e-06, 8.97e-06, 3.31e-06, 1.32e-07, 2.06e-08, 4.22e-09, 1.86e-08, 0.00e+00, 0.00e+00, 1.11e-05, 7.43e-06]    [3.44e-06, 4.77e-06, 4.41e-06, 5.22e-06, 4.06e-06, 6.95e-07, 6.27e-07, 1.20e-05, 2.53e-05, 2.35e-07, 5.62e-06, 4.69e-06, 8.97e-06, 3.31e-06, 1.32e-07, 2.06e-08, 4.22e-09, 1.86e-08, 0.00e+00, 0.00e+00, 1.11e-05, 7.43e-06]    []  
34600     [3.45e-06, 4.92e-06, 4.39e-06, 5.48e-06, 4.14e-06, 6.47e-07, 6.07e-07, 7.61e-07, 1.42e-06, 6.05e-07, 8.40e-06, 9.50e-06, 1.61e-05, 1.74e-06, 1.71e-07, 2.59e-07, 1.38e-08, 5.25e-08, 1.45e-09, 0.00e+00, 4.06e-07, 1.49e-05]    [3.45e-06, 4.92e-06, 4.39e-06, 5.48e-06, 4.14e-06, 6.47e-07, 6.07e-07, 7.61e-07, 1.42e-06, 6.05e-07, 8.40e-06, 9.50e-06, 1.61e-05, 1.74e-06, 1.71e-07, 2.59e-07, 1.38e-08, 5.25e-08, 1.45e-09, 0.00e+00, 4.06e-07, 1.49e-05]    []  
34700     [1.56e-05, 6.69e-06, 5.41e-06, 5.64e-06, 5.78e-06, 1.13e-06, 1.02e-06, 1.09e-06, 5.46e-07, 1.93e-06, 4.56e-05, 9.65e-05, 2.37e-04, 7.45e-04, 9.35e-06, 8.39e-06, 5.65e-06, 5.34e-06, 5.40e-07, 9.37e-07, 3.23e-06, 3.71e-06]    [1.56e-05, 6.69e-06, 5.41e-06, 5.64e-06, 5.78e-06, 1.13e-06, 1.02e-06, 1.09e-06, 5.46e-07, 1.93e-06, 4.56e-05, 9.65e-05, 2.37e-04, 7.45e-04, 9.35e-06, 8.39e-06, 5.65e-06, 5.34e-06, 5.40e-07, 9.37e-07, 3.23e-06, 3.71e-06]    []  
34800     [3.34e-06, 4.79e-06, 4.43e-06, 5.15e-06, 4.04e-06, 6.58e-07, 6.07e-07, 4.24e-07, 3.91e-09, 1.03e-09, 4.86e-06, 2.93e-06, 4.23e-06, 1.07e-06, 2.68e-08, 2.13e-08, 6.58e-08, 4.44e-08, 3.99e-10, 5.74e-09, 4.59e-07, 5.25e-08]    [3.34e-06, 4.79e-06, 4.43e-06, 5.15e-06, 4.04e-06, 6.58e-07, 6.07e-07, 4.24e-07, 3.91e-09, 1.03e-09, 4.86e-06, 2.93e-06, 4.23e-06, 1.07e-06, 2.68e-08, 2.13e-08, 6.58e-08, 4.44e-08, 3.99e-10, 5.74e-09, 4.59e-07, 5.25e-08]    []  
34900     [7.90e-06, 5.47e-06, 4.89e-06, 6.06e-06, 4.74e-06, 7.64e-07, 7.02e-07, 8.43e-08, 1.17e-06, 4.01e-08, 2.64e-05, 9.19e-05, 1.74e-04, 5.22e-04, 1.48e-10, 0.00e+00, 0.00e+00, 0.00e+00, 4.60e-10, 2.40e-08, 4.75e-06, 2.50e-06]    [7.90e-06, 5.47e-06, 4.89e-06, 6.06e-06, 4.74e-06, 7.64e-07, 7.02e-07, 8.43e-08, 1.17e-06, 4.01e-08, 2.64e-05, 9.19e-05, 1.74e-04, 5.22e-04, 1.48e-10, 0.00e+00, 0.00e+00, 0.00e+00, 4.60e-10, 2.40e-08, 4.75e-06, 2.50e-06]    []  
35000     [2.91e-06, 4.91e-06, 4.48e-06, 5.33e-06, 4.24e-06, 7.03e-07, 5.49e-07, 5.25e-08, 1.49e-07, 3.49e-09, 4.28e-06, 6.29e-06, 7.55e-06, 1.92e-05, 4.70e-09, 1.44e-09, 7.77e-09, 1.08e-08, 3.34e-08, 3.50e-09, 1.25e-07, 2.53e-07]    [2.91e-06, 4.91e-06, 4.48e-06, 5.33e-06, 4.24e-06, 7.03e-07, 5.49e-07, 5.25e-08, 1.49e-07, 3.49e-09, 4.28e-06, 6.29e-06, 7.55e-06, 1.92e-05, 4.70e-09, 1.44e-09, 7.77e-09, 1.08e-08, 3.34e-08, 3.50e-09, 1.25e-07, 2.53e-07]    []  
35100     [4.72e-06, 5.09e-06, 4.66e-06, 6.06e-06, 4.78e-06, 6.76e-07, 5.11e-07, 1.78e-06, 3.91e-07, 3.47e-11, 9.16e-05, 7.29e-05, 3.11e-04, 2.56e-04, 7.87e-12, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.68e-06, 1.26e-06]    [4.72e-06, 5.09e-06, 4.66e-06, 6.06e-06, 4.78e-06, 6.76e-07, 5.11e-07, 1.78e-06, 3.91e-07, 3.47e-11, 9.16e-05, 7.29e-05, 3.11e-04, 2.56e-04, 7.87e-12, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.68e-06, 1.26e-06]    []  
35200     [5.56e-06, 5.25e-06, 5.14e-06, 5.11e-06, 4.17e-06, 1.43e-06, 6.95e-07, 2.63e-04, 6.14e-06, 3.39e-06, 4.64e-06, 4.34e-06, 5.15e-06, 6.34e-06, 1.50e-07, 4.01e-09, 4.70e-09, 9.77e-08, 0.00e+00, 2.01e-07, 1.10e-04, 2.46e-06]    [5.56e-06, 5.25e-06, 5.14e-06, 5.11e-06, 4.17e-06, 1.43e-06, 6.95e-07, 2.63e-04, 6.14e-06, 3.39e-06, 4.64e-06, 4.34e-06, 5.15e-06, 6.34e-06, 1.50e-07, 4.01e-09, 4.70e-09, 9.77e-08, 0.00e+00, 2.01e-07, 1.10e-04, 2.46e-06]    []  
35300     [3.27e-06, 4.84e-06, 4.43e-06, 5.08e-06, 4.14e-06, 6.56e-07, 6.08e-07, 4.73e-07, 3.88e-07, 6.95e-08, 3.86e-06, 2.65e-06, 1.62e-06, 2.18e-07, 2.70e-08, 1.87e-08, 2.88e-08, 2.05e-08, 8.05e-11, 5.27e-10, 3.28e-06, 4.56e-07]    [3.27e-06, 4.84e-06, 4.43e-06, 5.08e-06, 4.14e-06, 6.56e-07, 6.08e-07, 4.73e-07, 3.88e-07, 6.95e-08, 3.86e-06, 2.65e-06, 1.62e-06, 2.18e-07, 2.70e-08, 1.87e-08, 2.88e-08, 2.05e-08, 8.05e-11, 5.27e-10, 3.28e-06, 4.56e-07]    []  
35400     [3.40e-06, 4.79e-06, 4.25e-06, 5.41e-06, 4.12e-06, 7.34e-07, 6.73e-07, 1.92e-08, 8.28e-07, 1.06e-09, 9.34e-06, 6.98e-06, 1.39e-05, 1.39e-06, 3.53e-08, 1.59e-08, 1.18e-08, 1.83e-09, 4.48e-09, 9.02e-08, 1.13e-07, 5.38e-07]    [3.40e-06, 4.79e-06, 4.25e-06, 5.41e-06, 4.12e-06, 7.34e-07, 6.73e-07, 1.92e-08, 8.28e-07, 1.06e-09, 9.34e-06, 6.98e-06, 1.39e-05, 1.39e-06, 3.53e-08, 1.59e-08, 1.18e-08, 1.83e-09, 4.48e-09, 9.02e-08, 1.13e-07, 5.38e-07]    []  
35500     [7.32e-06, 5.22e-06, 4.67e-06, 5.04e-06, 4.18e-06, 8.47e-07, 7.62e-07, 1.89e-06, 3.55e-06, 4.75e-07, 1.86e-05, 2.63e-05, 7.96e-05, 1.89e-04, 1.55e-06, 1.67e-06, 1.41e-06, 1.32e-06, 6.82e-08, 2.69e-07, 1.26e-06, 1.24e-06]    [7.32e-06, 5.22e-06, 4.67e-06, 5.04e-06, 4.18e-06, 8.47e-07, 7.62e-07, 1.89e-06, 3.55e-06, 4.75e-07, 1.86e-05, 2.63e-05, 7.96e-05, 1.89e-04, 1.55e-06, 1.67e-06, 1.41e-06, 1.32e-06, 6.82e-08, 2.69e-07, 1.26e-06, 1.24e-06]    []  
35600     [3.80e-06, 4.89e-06, 4.44e-06, 4.80e-06, 4.05e-06, 8.57e-07, 7.03e-07, 3.86e-08, 6.18e-08, 4.41e-11, 2.50e-05, 1.59e-05, 6.15e-05, 2.46e-05, 1.74e-07, 1.34e-07, 5.39e-07, 4.48e-07, 2.51e-08, 2.77e-08, 1.11e-07, 1.17e-07]    [3.80e-06, 4.89e-06, 4.44e-06, 4.80e-06, 4.05e-06, 8.57e-07, 7.03e-07, 3.86e-08, 6.18e-08, 4.41e-11, 2.50e-05, 1.59e-05, 6.15e-05, 2.46e-05, 1.74e-07, 1.34e-07, 5.39e-07, 4.48e-07, 2.51e-08, 2.77e-08, 1.11e-07, 1.17e-07]    []  
35700     [3.04e-05, 1.49e-05, 2.43e-05, 3.36e-05, 1.29e-05, 2.47e-06, 2.92e-06, 1.63e-04, 7.89e-06, 3.31e-04, 3.36e-05, 5.65e-05, 3.17e-05, 1.78e-04, 3.12e-06, 3.75e-06, 1.78e-06, 4.00e-06, 0.00e+00, 7.11e-08, 7.56e-04, 3.23e-04]    [3.04e-05, 1.49e-05, 2.43e-05, 3.36e-05, 1.29e-05, 2.47e-06, 2.92e-06, 1.63e-04, 7.89e-06, 3.31e-04, 3.36e-05, 5.65e-05, 3.17e-05, 1.78e-04, 3.12e-06, 3.75e-06, 1.78e-06, 4.00e-06, 0.00e+00, 7.11e-08, 7.56e-04, 3.23e-04]    []  
35800     [3.43e-06, 4.98e-06, 4.44e-06, 5.30e-06, 4.10e-06, 1.04e-06, 7.16e-07, 1.60e-08, 3.17e-09, 6.69e-12, 5.03e-06, 3.99e-06, 1.88e-06, 1.51e-06, 3.35e-09, 5.22e-09, 3.58e-08, 6.46e-08, 4.90e-09, 1.65e-08, 3.47e-08, 4.57e-08]    [3.43e-06, 4.98e-06, 4.44e-06, 5.30e-06, 4.10e-06, 1.04e-06, 7.16e-07, 1.60e-08, 3.17e-09, 6.69e-12, 5.03e-06, 3.99e-06, 1.88e-06, 1.51e-06, 3.35e-09, 5.22e-09, 3.58e-08, 6.46e-08, 4.90e-09, 1.65e-08, 3.47e-08, 4.57e-08]    []  
35900     [8.83e-06, 5.28e-06, 4.73e-06, 5.92e-06, 4.67e-06, 1.03e-06, 8.51e-07, 8.82e-07, 3.40e-07, 7.21e-07, 8.44e-05, 9.86e-05, 3.45e-04, 4.16e-04, 2.26e-09, 1.43e-08, 2.83e-09, 1.85e-08, 5.93e-09, 6.12e-09, 2.80e-06, 2.37e-06]    [8.83e-06, 5.28e-06, 4.73e-06, 5.92e-06, 4.67e-06, 1.03e-06, 8.51e-07, 8.82e-07, 3.40e-07, 7.21e-07, 8.44e-05, 9.86e-05, 3.45e-04, 4.16e-04, 2.26e-09, 1.43e-08, 2.83e-09, 1.85e-08, 5.93e-09, 6.12e-09, 2.80e-06, 2.37e-06]    []  
36000     [4.74e-05, 8.87e-06, 8.22e-06, 9.38e-06, 8.82e-06, 2.91e-06, 3.30e-06, 6.53e-07, 1.28e-07, 3.94e-06, 9.33e-05, 8.01e-04, 5.38e-04, 3.37e-03, 1.21e-08, 1.66e-08, 1.71e-09, 8.49e-09, 1.26e-08, 1.91e-09, 2.53e-06, 1.62e-06]    [4.74e-05, 8.87e-06, 8.22e-06, 9.38e-06, 8.82e-06, 2.91e-06, 3.30e-06, 6.53e-07, 1.28e-07, 3.94e-06, 9.33e-05, 8.01e-04, 5.38e-04, 3.37e-03, 1.21e-08, 1.66e-08, 1.71e-09, 8.49e-09, 1.26e-08, 1.91e-09, 2.53e-06, 1.62e-06]    []  

Best model at step 25595:
  train loss: 2.84e-05
  test loss: 2.84e-05
  test metric: []

'train' took 37.307344 s

Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
36000     [4.74e-05, 8.87e-06, 8.22e-06, 9.38e-06, 8.82e-06, 2.91e-06, 3.30e-06, 6.53e-07, 1.28e-07, 3.94e-06, 9.33e-05, 8.01e-04, 5.38e-04, 3.37e-03, 1.21e-08, 1.66e-08, 1.71e-09, 8.49e-09, 1.26e-08, 1.91e-09, 2.53e-06, 1.62e-06]    [4.74e-05, 8.87e-06, 8.22e-06, 9.38e-06, 8.82e-06, 2.91e-06, 3.30e-06, 6.53e-07, 1.28e-07, 3.94e-06, 9.33e-05, 8.01e-04, 5.38e-04, 3.37e-03, 1.21e-08, 1.66e-08, 1.71e-09, 8.49e-09, 1.26e-08, 1.91e-09, 2.53e-06, 1.62e-06]    []  
36100     [8.17e-06, 5.29e-06, 4.56e-06, 4.72e-06, 4.24e-06, 1.08e-06, 8.52e-07, 1.06e-06, 5.94e-07, 1.95e-07, 6.10e-05, 4.68e-05, 2.23e-04, 2.19e-04, 1.57e-06, 1.63e-06, 3.39e-06, 3.28e-06, 3.96e-07, 2.85e-07, 1.63e-06, 1.12e-06]    [8.17e-06, 5.29e-06, 4.56e-06, 4.72e-06, 4.24e-06, 1.08e-06, 8.52e-07, 1.06e-06, 5.94e-07, 1.95e-07, 6.10e-05, 4.68e-05, 2.23e-04, 2.19e-04, 1.57e-06, 1.63e-06, 3.39e-06, 3.28e-06, 3.96e-07, 2.85e-07, 1.63e-06, 1.12e-06]    []  
36200     [6.21e-06, 5.12e-06, 4.39e-06, 4.62e-06, 4.24e-06, 1.03e-06, 7.83e-07, 7.55e-07, 3.50e-07, 9.90e-08, 3.38e-05, 2.49e-05, 1.15e-04, 1.17e-04, 7.94e-07, 8.84e-07, 1.74e-06, 1.67e-06, 2.25e-07, 1.14e-07, 1.05e-06, 4.95e-07]    [6.21e-06, 5.12e-06, 4.39e-06, 4.62e-06, 4.24e-06, 1.03e-06, 7.83e-07, 7.55e-07, 3.50e-07, 9.90e-08, 3.38e-05, 2.49e-05, 1.15e-04, 1.17e-04, 7.94e-07, 8.84e-07, 1.74e-06, 1.67e-06, 2.25e-07, 1.14e-07, 1.05e-06, 4.95e-07]    []  
36300     [4.43e-06, 4.97e-06, 4.27e-06, 4.55e-06, 4.31e-06, 1.05e-06, 7.32e-07, 5.81e-07, 4.24e-08, 2.38e-08, 2.63e-05, 1.64e-05, 7.12e-05, 4.29e-05, 2.58e-07, 3.76e-07, 9.24e-07, 9.43e-07, 1.94e-07, 3.06e-08, 1.05e-06, 1.43e-07]    [4.43e-06, 4.97e-06, 4.27e-06, 4.55e-06, 4.31e-06, 1.05e-06, 7.32e-07, 5.81e-07, 4.24e-08, 2.38e-08, 2.63e-05, 1.64e-05, 7.12e-05, 4.29e-05, 2.58e-07, 3.76e-07, 9.24e-07, 9.43e-07, 1.94e-07, 3.06e-08, 1.05e-06, 1.43e-07]    []  
36400     [1.93e-05, 6.16e-06, 5.18e-06, 5.07e-06, 5.22e-06, 1.45e-06, 1.12e-06, 1.35e-06, 1.36e-06, 4.53e-07, 4.48e-05, 1.24e-04, 2.38e-04, 7.79e-04, 1.10e-05, 1.08e-05, 5.84e-06, 5.35e-06, 2.39e-07, 2.68e-07, 1.31e-06, 1.24e-06]    [1.93e-05, 6.16e-06, 5.18e-06, 5.07e-06, 5.22e-06, 1.45e-06, 1.12e-06, 1.35e-06, 1.36e-06, 4.53e-07, 4.48e-05, 1.24e-04, 2.38e-04, 7.79e-04, 1.10e-05, 1.08e-05, 5.84e-06, 5.35e-06, 2.39e-07, 2.68e-07, 1.31e-06, 1.24e-06]    []  
36500     [4.80e-06, 4.90e-06, 4.25e-06, 4.07e-06, 4.73e-06, 1.06e-06, 7.52e-07, 6.20e-10, 3.23e-07, 1.72e-08, 9.16e-06, 9.07e-06, 2.80e-05, 5.10e-05, 2.82e-07, 6.34e-07, 6.81e-07, 3.81e-07, 6.38e-08, 2.23e-08, 3.67e-07, 1.44e-07]    [4.80e-06, 4.90e-06, 4.25e-06, 4.07e-06, 4.73e-06, 1.06e-06, 7.52e-07, 6.20e-10, 3.23e-07, 1.72e-08, 9.16e-06, 9.07e-06, 2.80e-05, 5.10e-05, 2.82e-07, 6.34e-07, 6.81e-07, 3.81e-07, 6.38e-08, 2.23e-08, 3.67e-07, 1.44e-07]    []  
36600     [2.96e-06, 4.84e-06, 4.18e-06, 4.60e-06, 4.77e-06, 1.01e-06, 6.98e-07, 1.02e-07, 1.73e-08, 1.41e-09, 4.45e-06, 4.13e-06, 5.34e-06, 2.28e-07, 3.02e-09, 6.94e-08, 1.39e-08, 4.99e-09, 1.14e-08, 9.51e-10, 7.35e-08, 4.78e-08]    [2.96e-06, 4.84e-06, 4.18e-06, 4.60e-06, 4.77e-06, 1.01e-06, 6.98e-07, 1.02e-07, 1.73e-08, 1.41e-09, 4.45e-06, 4.13e-06, 5.34e-06, 2.28e-07, 3.02e-09, 6.94e-08, 1.39e-08, 4.99e-09, 1.14e-08, 9.51e-10, 7.35e-08, 4.78e-08]    []  
36700     [2.86e-06, 4.83e-06, 4.18e-06, 4.78e-06, 4.82e-06, 1.02e-06, 7.22e-07, 2.35e-09, 2.01e-08, 1.60e-08, 1.10e-05, 1.40e-05, 4.18e-05, 5.57e-05, 8.12e-12, 6.83e-11, 1.59e-09, 7.54e-11, 4.60e-10, 3.21e-09, 5.57e-08, 5.37e-08]    [2.86e-06, 4.83e-06, 4.18e-06, 4.78e-06, 4.82e-06, 1.02e-06, 7.22e-07, 2.35e-09, 2.01e-08, 1.60e-08, 1.10e-05, 1.40e-05, 4.18e-05, 5.57e-05, 8.12e-12, 6.83e-11, 1.59e-09, 7.54e-11, 4.60e-10, 3.21e-09, 5.57e-08, 5.37e-08]    []  
36800     [2.03e-05, 6.56e-06, 5.63e-06, 6.62e-06, 6.87e-06, 1.49e-06, 1.69e-06, 1.52e-06, 3.07e-05, 1.52e-07, 1.04e-04, 2.49e-04, 5.82e-04, 1.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.57e-07, 5.46e-06, 2.31e-05]    [2.03e-05, 6.56e-06, 5.63e-06, 6.62e-06, 6.87e-06, 1.49e-06, 1.69e-06, 1.52e-06, 3.07e-05, 1.52e-07, 1.04e-04, 2.49e-04, 5.82e-04, 1.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.57e-07, 5.46e-06, 2.31e-05]    []  
36900     [1.42e-05, 6.30e-06, 5.09e-06, 5.17e-06, 4.11e-06, 1.53e-06, 1.22e-06, 3.33e-09, 6.75e-07, 2.39e-08, 2.56e-05, 7.88e-05, 1.13e-04, 4.19e-04, 7.18e-06, 5.13e-06, 1.66e-06, 4.23e-06, 0.00e+00, 0.00e+00, 1.22e-05, 3.96e-07]    [1.42e-05, 6.30e-06, 5.09e-06, 5.17e-06, 4.11e-06, 1.53e-06, 1.22e-06, 3.33e-09, 6.75e-07, 2.39e-08, 2.56e-05, 7.88e-05, 1.13e-04, 4.19e-04, 7.18e-06, 5.13e-06, 1.66e-06, 4.23e-06, 0.00e+00, 0.00e+00, 1.22e-05, 3.96e-07]    []  
37000     [4.40e-06, 4.96e-06, 4.06e-06, 4.81e-06, 4.73e-06, 1.05e-06, 8.71e-07, 1.57e-07, 5.13e-06, 1.55e-07, 9.51e-06, 1.07e-05, 1.01e-05, 4.13e-06, 3.34e-07, 3.35e-07, 3.14e-08, 1.15e-07, 1.40e-08, 0.00e+00, 8.92e-08, 4.82e-06]    [4.40e-06, 4.96e-06, 4.06e-06, 4.81e-06, 4.73e-06, 1.05e-06, 8.71e-07, 1.57e-07, 5.13e-06, 1.55e-07, 9.51e-06, 1.07e-05, 1.01e-05, 4.13e-06, 3.34e-07, 3.35e-07, 3.14e-08, 1.15e-07, 1.40e-08, 0.00e+00, 8.92e-08, 4.82e-06]    []  
37100     [8.12e-06, 5.46e-06, 4.50e-06, 4.62e-06, 4.57e-06, 1.14e-06, 8.92e-07, 1.94e-06, 6.98e-08, 2.37e-09, 5.38e-05, 4.44e-05, 2.04e-04, 2.17e-04, 1.90e-06, 1.92e-06, 2.53e-06, 2.75e-06, 3.21e-07, 4.70e-08, 1.93e-06, 2.65e-07]    [8.12e-06, 5.46e-06, 4.50e-06, 4.62e-06, 4.57e-06, 1.14e-06, 8.92e-07, 1.94e-06, 6.98e-08, 2.37e-09, 5.38e-05, 4.44e-05, 2.04e-04, 2.17e-04, 1.90e-06, 1.92e-06, 2.53e-06, 2.75e-06, 3.21e-07, 4.70e-08, 1.93e-06, 2.65e-07]    []  
37200     [4.32e-06, 4.96e-06, 4.15e-06, 4.53e-06, 4.35e-06, 1.05e-06, 8.09e-07, 1.09e-06, 2.10e-07, 9.78e-11, 2.17e-05, 1.38e-05, 6.34e-05, 4.99e-05, 3.32e-07, 4.20e-07, 7.91e-07, 8.06e-07, 1.57e-07, 4.31e-08, 9.88e-07, 2.38e-07]    [4.32e-06, 4.96e-06, 4.15e-06, 4.53e-06, 4.35e-06, 1.05e-06, 8.09e-07, 1.09e-06, 2.10e-07, 9.78e-11, 2.17e-05, 1.38e-05, 6.34e-05, 4.99e-05, 3.32e-07, 4.20e-07, 7.91e-07, 8.06e-07, 1.57e-07, 4.31e-08, 9.88e-07, 2.38e-07]    []  
37300     [4.87e-05, 9.73e-06, 8.09e-06, 8.67e-06, 9.61e-06, 3.10e-06, 3.31e-06, 5.95e-05, 1.74e-05, 7.70e-09, 1.18e-04, 6.68e-04, 7.04e-04, 3.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.72e-05, 1.71e-05]    [4.87e-05, 9.73e-06, 8.09e-06, 8.67e-06, 9.61e-06, 3.10e-06, 3.31e-06, 5.95e-05, 1.74e-05, 7.70e-09, 1.18e-04, 6.68e-04, 7.04e-04, 3.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.72e-05, 1.71e-05]    []  
37400     [3.44e-06, 5.50e-06, 4.69e-06, 6.04e-06, 5.70e-06, 1.06e-06, 1.68e-06, 1.40e-06, 1.13e-05, 3.15e-09, 3.82e-06, 1.57e-05, 4.37e-06, 2.84e-05, 3.25e-08, 2.82e-08, 3.67e-07, 0.00e+00, 8.18e-09, 2.33e-05, 2.96e-06, 8.72e-05]    [3.44e-06, 5.50e-06, 4.69e-06, 6.04e-06, 5.70e-06, 1.06e-06, 1.68e-06, 1.40e-06, 1.13e-05, 3.15e-09, 3.82e-06, 1.57e-05, 4.37e-06, 2.84e-05, 3.25e-08, 2.82e-08, 3.67e-07, 0.00e+00, 8.18e-09, 2.33e-05, 2.96e-06, 8.72e-05]    []  
37500     [3.10e-06, 4.98e-06, 4.15e-06, 4.74e-06, 4.55e-06, 8.65e-07, 6.29e-07, 5.09e-10, 1.10e-08, 9.45e-10, 6.10e-06, 3.65e-06, 1.39e-05, 1.09e-05, 3.72e-08, 1.17e-07, 2.21e-07, 2.31e-07, 2.14e-08, 5.45e-09, 1.11e-07, 9.72e-08]    [3.10e-06, 4.98e-06, 4.15e-06, 4.74e-06, 4.55e-06, 8.65e-07, 6.29e-07, 5.09e-10, 1.10e-08, 9.45e-10, 6.10e-06, 3.65e-06, 1.39e-05, 1.09e-05, 3.72e-08, 1.17e-07, 2.21e-07, 2.31e-07, 2.14e-08, 5.45e-09, 1.11e-07, 9.72e-08]    []  
37600     [2.43e-06, 4.88e-06, 4.09e-06, 4.89e-06, 4.60e-06, 8.49e-07, 6.07e-07, 1.74e-10, 1.32e-08, 8.41e-09, 4.05e-06, 5.46e-06, 1.13e-05, 1.43e-05, 4.32e-10, 2.26e-09, 7.06e-09, 2.57e-09, 5.84e-09, 1.70e-09, 3.93e-08, 1.37e-07]    [2.43e-06, 4.88e-06, 4.09e-06, 4.89e-06, 4.60e-06, 8.49e-07, 6.07e-07, 1.74e-10, 1.32e-08, 8.41e-09, 4.05e-06, 5.46e-06, 1.13e-05, 1.43e-05, 4.32e-10, 2.26e-09, 7.06e-09, 2.57e-09, 5.84e-09, 1.70e-09, 3.93e-08, 1.37e-07]    []  
37700     [2.67e-06, 4.87e-06, 4.13e-06, 4.71e-06, 4.37e-06, 8.96e-07, 6.41e-07, 1.33e-08, 4.37e-09, 4.92e-09, 4.19e-06, 2.76e-06, 6.12e-06, 1.04e-06, 1.37e-08, 2.97e-08, 6.25e-08, 7.55e-08, 1.82e-08, 1.85e-09, 1.36e-07, 5.67e-08]    [2.67e-06, 4.87e-06, 4.13e-06, 4.71e-06, 4.37e-06, 8.96e-07, 6.41e-07, 1.33e-08, 4.37e-09, 4.92e-09, 4.19e-06, 2.76e-06, 6.12e-06, 1.04e-06, 1.37e-08, 2.97e-08, 6.25e-08, 7.55e-08, 1.82e-08, 1.85e-09, 1.36e-07, 5.67e-08]    []  
37800     [8.10e-06, 5.35e-06, 4.46e-06, 4.96e-06, 4.52e-06, 1.04e-06, 7.84e-07, 4.26e-06, 7.62e-07, 5.15e-08, 3.96e-05, 3.97e-05, 1.61e-04, 2.42e-04, 1.94e-06, 1.81e-06, 2.03e-06, 2.71e-06, 2.02e-06, 7.82e-08, 1.07e-05, 4.55e-07]    [8.10e-06, 5.35e-06, 4.46e-06, 4.96e-06, 4.52e-06, 1.04e-06, 7.84e-07, 4.26e-06, 7.62e-07, 5.15e-08, 3.96e-05, 3.97e-05, 1.61e-04, 2.42e-04, 1.94e-06, 1.81e-06, 2.03e-06, 2.71e-06, 2.02e-06, 7.82e-08, 1.07e-05, 4.55e-07]    []  
37900     [2.55e-06, 4.83e-06, 4.13e-06, 4.81e-06, 4.54e-06, 8.04e-07, 6.30e-07, 3.44e-09, 5.44e-09, 1.93e-09, 3.79e-06, 4.03e-06, 8.44e-06, 4.45e-06, 9.01e-10, 1.21e-08, 4.94e-09, 4.64e-09, 2.55e-09, 4.42e-09, 6.19e-08, 7.34e-08]    [2.55e-06, 4.83e-06, 4.13e-06, 4.81e-06, 4.54e-06, 8.04e-07, 6.30e-07, 3.44e-09, 5.44e-09, 1.93e-09, 3.79e-06, 4.03e-06, 8.44e-06, 4.45e-06, 9.01e-10, 1.21e-08, 4.94e-09, 4.64e-09, 2.55e-09, 4.42e-09, 6.19e-08, 7.34e-08]    []  
38000     [4.68e-05, 8.19e-06, 7.25e-06, 7.84e-06, 7.44e-06, 2.80e-06, 2.58e-06, 1.60e-05, 1.62e-05, 1.31e-06, 1.12e-04, 5.14e-04, 4.93e-04, 2.71e-03, 6.16e-05, 4.57e-05, 6.64e-06, 1.54e-05, 0.00e+00, 0.00e+00, 8.10e-06, 2.88e-05]    [4.68e-05, 8.19e-06, 7.25e-06, 7.84e-06, 7.44e-06, 2.80e-06, 2.58e-06, 1.60e-05, 1.62e-05, 1.31e-06, 1.12e-04, 5.14e-04, 4.93e-04, 2.71e-03, 6.16e-05, 4.57e-05, 6.64e-06, 1.54e-05, 0.00e+00, 0.00e+00, 8.10e-06, 2.88e-05]    []  

Best model at step 25595:
  train loss: 2.84e-05
  test loss: 2.84e-05
  test metric: []

'train' took 38.523513 s

Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
38000     [4.68e-05, 8.19e-06, 7.25e-06, 7.84e-06, 7.44e-06, 2.80e-06, 2.58e-06, 1.60e-05, 1.62e-05, 1.31e-06, 1.12e-04, 5.14e-04, 4.93e-04, 2.71e-03, 6.16e-05, 4.57e-05, 6.64e-06, 1.54e-05, 0.00e+00, 0.00e+00, 8.10e-06, 2.88e-05]    [4.68e-05, 8.19e-06, 7.25e-06, 7.84e-06, 7.44e-06, 2.80e-06, 2.58e-06, 1.60e-05, 1.62e-05, 1.31e-06, 1.12e-04, 5.14e-04, 4.93e-04, 2.71e-03, 6.16e-05, 4.57e-05, 6.64e-06, 1.54e-05, 0.00e+00, 0.00e+00, 8.10e-06, 2.88e-05]    []  
38100     [8.56e-06, 5.49e-06, 4.70e-06, 4.46e-06, 4.29e-06, 9.10e-07, 9.06e-07, 6.67e-11, 4.06e-06, 1.31e-08, 3.59e-05, 6.28e-05, 1.56e-05, 1.00e-04, 2.91e-06, 3.61e-06, 2.70e-07, 4.29e-08, 7.70e-09, 1.10e-07, 8.21e-08, 3.26e-06]    [8.56e-06, 5.49e-06, 4.70e-06, 4.46e-06, 4.29e-06, 9.10e-07, 9.06e-07, 6.67e-11, 4.06e-06, 1.31e-08, 3.59e-05, 6.28e-05, 1.56e-05, 1.00e-04, 2.91e-06, 3.61e-06, 2.70e-07, 4.29e-08, 7.70e-09, 1.10e-07, 8.21e-08, 3.26e-06]    []  
38200     [7.67e-06, 5.70e-06, 4.83e-06, 5.23e-06, 3.87e-06, 1.10e-06, 8.91e-07, 2.06e-10, 3.93e-10, 2.52e-10, 5.74e-05, 3.84e-05, 1.67e-04, 1.27e-04, 1.03e-06, 7.13e-07, 1.14e-06, 2.91e-06, 1.44e-07, 2.33e-08, 4.74e-07, 8.64e-08]    [7.67e-06, 5.70e-06, 4.83e-06, 5.23e-06, 3.87e-06, 1.10e-06, 8.91e-07, 2.06e-10, 3.93e-10, 2.52e-10, 5.74e-05, 3.84e-05, 1.67e-04, 1.27e-04, 1.03e-06, 7.13e-07, 1.14e-06, 2.91e-06, 1.44e-07, 2.33e-08, 4.74e-07, 8.64e-08]    []  
38300     [2.35e-05, 7.20e-06, 5.81e-06, 7.26e-06, 6.07e-06, 2.19e-06, 1.86e-06, 2.31e-04, 3.28e-05, 1.53e-07, 9.18e-05, 1.53e-04, 3.41e-05, 6.81e-04, 1.39e-05, 1.41e-05, 4.35e-06, 8.79e-07, 0.00e+00, 0.00e+00, 5.77e-04, 4.52e-05]    [2.35e-05, 7.20e-06, 5.81e-06, 7.26e-06, 6.07e-06, 2.19e-06, 1.86e-06, 2.31e-04, 3.28e-05, 1.53e-07, 9.18e-05, 1.53e-04, 3.41e-05, 6.81e-04, 1.39e-05, 1.41e-05, 4.35e-06, 8.79e-07, 0.00e+00, 0.00e+00, 5.77e-04, 4.52e-05]    []  
38400     [4.64e-06, 4.95e-06, 4.26e-06, 5.03e-06, 4.43e-06, 7.75e-07, 7.07e-07, 3.70e-06, 2.46e-05, 1.43e-08, 4.24e-05, 3.64e-05, 5.18e-05, 4.60e-06, 7.24e-07, 1.02e-06, 1.68e-08, 2.45e-08, 0.00e+00, 0.00e+00, 3.34e-06, 2.06e-05]    [4.64e-06, 4.95e-06, 4.26e-06, 5.03e-06, 4.43e-06, 7.75e-07, 7.07e-07, 3.70e-06, 2.46e-05, 1.43e-08, 4.24e-05, 3.64e-05, 5.18e-05, 4.60e-06, 7.24e-07, 1.02e-06, 1.68e-08, 2.45e-08, 0.00e+00, 0.00e+00, 3.34e-06, 2.06e-05]    []  
38500     [2.86e-06, 4.95e-06, 4.18e-06, 5.41e-06, 4.26e-06, 8.33e-07, 6.53e-07, 5.32e-06, 1.39e-08, 6.41e-10, 3.61e-06, 2.84e-06, 4.73e-06, 2.11e-06, 2.18e-08, 3.44e-08, 3.29e-08, 1.33e-07, 1.02e-06, 5.97e-08, 6.28e-06, 2.68e-07]    [2.86e-06, 4.95e-06, 4.18e-06, 5.41e-06, 4.26e-06, 8.33e-07, 6.53e-07, 5.32e-06, 1.39e-08, 6.41e-10, 3.61e-06, 2.84e-06, 4.73e-06, 2.11e-06, 2.18e-08, 3.44e-08, 3.29e-08, 1.33e-07, 1.02e-06, 5.97e-08, 6.28e-06, 2.68e-07]    []  
38600     [2.99e-06, 4.89e-06, 4.16e-06, 4.92e-06, 4.22e-06, 8.06e-07, 6.73e-07, 4.13e-07, 1.92e-07, 1.63e-08, 4.09e-06, 2.90e-06, 8.63e-06, 7.22e-06, 2.78e-08, 4.56e-08, 1.41e-07, 4.00e-08, 3.56e-09, 3.16e-10, 1.76e-07, 2.36e-07]    [2.99e-06, 4.89e-06, 4.16e-06, 4.92e-06, 4.22e-06, 8.06e-07, 6.73e-07, 4.13e-07, 1.92e-07, 1.63e-08, 4.09e-06, 2.90e-06, 8.63e-06, 7.22e-06, 2.78e-08, 4.56e-08, 1.41e-07, 4.00e-08, 3.56e-09, 3.16e-10, 1.76e-07, 2.36e-07]    []  
38700     [6.23e-04, 3.58e-04, 8.36e-05, 1.09e-03, 1.63e-04, 2.89e-05, 1.82e-05, 2.89e-04, 3.54e-04, 1.33e-04, 2.65e-02, 3.80e-03, 5.24e-02, 1.75e-02, 7.84e-04, 1.94e-04, 1.10e-04, 3.26e-06, 2.55e-06, 3.62e-06, 2.49e-03, 7.05e-04]    [6.23e-04, 3.58e-04, 8.36e-05, 1.09e-03, 1.63e-04, 2.89e-05, 1.82e-05, 2.89e-04, 3.54e-04, 1.33e-04, 2.65e-02, 3.80e-03, 5.24e-02, 1.75e-02, 7.84e-04, 1.94e-04, 1.10e-04, 3.26e-06, 2.55e-06, 3.62e-06, 2.49e-03, 7.05e-04]    []  
38800     [3.75e-05, 8.76e-06, 9.83e-06, 2.88e-06, 7.66e-06, 3.59e-07, 3.32e-07, 1.24e-06, 1.90e-07, 4.67e-08, 4.25e-05, 5.44e-04, 5.48e-04, 2.27e-06, 9.35e-08, 5.32e-07, 8.63e-07, 5.47e-07, 1.64e-07, 2.06e-08, 9.44e-07, 7.60e-08]    [3.75e-05, 8.76e-06, 9.83e-06, 2.88e-06, 7.66e-06, 3.59e-07, 3.32e-07, 1.24e-06, 1.90e-07, 4.67e-08, 4.25e-05, 5.44e-04, 5.48e-04, 2.27e-06, 9.35e-08, 5.32e-07, 8.63e-07, 5.47e-07, 1.64e-07, 2.06e-08, 9.44e-07, 7.60e-08]    []  
38900     [1.60e-05, 4.28e-06, 4.51e-06, 3.54e-06, 6.83e-06, 1.71e-07, 1.48e-07, 3.72e-10, 4.30e-10, 5.11e-09, 7.17e-05, 3.12e-04, 2.43e-04, 1.29e-06, 4.13e-08, 1.76e-08, 6.14e-07, 2.65e-07, 4.75e-10, 6.44e-09, 7.06e-09, 3.16e-08]    [1.60e-05, 4.28e-06, 4.51e-06, 3.54e-06, 6.83e-06, 1.71e-07, 1.48e-07, 3.72e-10, 4.30e-10, 5.11e-09, 7.17e-05, 3.12e-04, 2.43e-04, 1.29e-06, 4.13e-08, 1.76e-08, 6.14e-07, 2.65e-07, 4.75e-10, 6.44e-09, 7.06e-09, 3.16e-08]    []  
39000     [1.23e-05, 3.54e-06, 4.05e-06, 4.05e-06, 6.80e-06, 2.06e-07, 1.72e-07, 5.25e-09, 1.54e-11, 3.23e-09, 8.94e-05, 1.33e-04, 5.81e-05, 1.16e-06, 8.61e-08, 7.81e-08, 6.99e-07, 5.60e-07, 4.98e-10, 5.45e-09, 3.83e-08, 4.48e-08]    [1.23e-05, 3.54e-06, 4.05e-06, 4.05e-06, 6.80e-06, 2.06e-07, 1.72e-07, 5.25e-09, 1.54e-11, 3.23e-09, 8.94e-05, 1.33e-04, 5.81e-05, 1.16e-06, 8.61e-08, 7.81e-08, 6.99e-07, 5.60e-07, 4.98e-10, 5.45e-09, 3.83e-08, 4.48e-08]    []  
39100     [9.92e-06, 4.27e-06, 5.53e-06, 5.08e-06, 6.80e-06, 2.85e-07, 2.35e-07, 3.06e-09, 8.66e-09, 7.03e-10, 5.60e-05, 5.96e-05, 2.29e-05, 9.87e-07, 1.75e-07, 1.54e-07, 3.43e-07, 2.71e-07, 5.72e-09, 7.52e-09, 5.64e-08, 6.33e-08]    [9.92e-06, 4.27e-06, 5.53e-06, 5.08e-06, 6.80e-06, 2.85e-07, 2.35e-07, 3.06e-09, 8.66e-09, 7.03e-10, 5.60e-05, 5.96e-05, 2.29e-05, 9.87e-07, 1.75e-07, 1.54e-07, 3.43e-07, 2.71e-07, 5.72e-09, 7.52e-09, 5.64e-08, 6.33e-08]    []  
39200     [8.87e-06, 4.88e-06, 6.14e-06, 5.56e-06, 6.37e-06, 3.32e-07, 2.76e-07, 5.32e-10, 1.77e-08, 7.82e-10, 3.83e-05, 3.23e-05, 1.52e-05, 6.67e-07, 1.90e-07, 1.80e-07, 2.94e-07, 1.95e-07, 2.38e-09, 4.84e-09, 6.19e-08, 6.70e-08]    [8.87e-06, 4.88e-06, 6.14e-06, 5.56e-06, 6.37e-06, 3.32e-07, 2.76e-07, 5.32e-10, 1.77e-08, 7.82e-10, 3.83e-05, 3.23e-05, 1.52e-05, 6.67e-07, 1.90e-07, 1.80e-07, 2.94e-07, 1.95e-07, 2.38e-09, 4.84e-09, 6.19e-08, 6.70e-08]    []  
39300     [8.05e-06, 5.20e-06, 6.33e-06, 5.68e-06, 6.00e-06, 3.28e-07, 3.05e-07, 3.95e-10, 6.58e-09, 1.02e-09, 2.69e-05, 2.03e-05, 1.18e-05, 6.52e-07, 1.29e-07, 1.15e-07, 1.99e-07, 1.19e-07, 3.89e-10, 2.99e-09, 1.62e-07, 6.73e-08]    [8.05e-06, 5.20e-06, 6.33e-06, 5.68e-06, 6.00e-06, 3.28e-07, 3.05e-07, 3.95e-10, 6.58e-09, 1.02e-09, 2.69e-05, 2.03e-05, 1.18e-05, 6.52e-07, 1.29e-07, 1.15e-07, 1.99e-07, 1.19e-07, 3.89e-10, 2.99e-09, 1.62e-07, 6.73e-08]    []  
39400     [7.79e-06, 5.32e-06, 6.31e-06, 5.62e-06, 5.70e-06, 3.25e-07, 3.34e-07, 1.77e-08, 5.64e-08, 1.09e-10, 2.03e-05, 1.33e-05, 9.36e-06, 4.32e-07, 1.27e-07, 1.35e-07, 2.42e-07, 1.53e-07, 5.29e-11, 3.36e-09, 9.94e-08, 5.68e-08]    [7.79e-06, 5.32e-06, 6.31e-06, 5.62e-06, 5.70e-06, 3.25e-07, 3.34e-07, 1.77e-08, 5.64e-08, 1.09e-10, 2.03e-05, 1.33e-05, 9.36e-06, 4.32e-07, 1.27e-07, 1.35e-07, 2.42e-07, 1.53e-07, 5.29e-11, 3.36e-09, 9.94e-08, 5.68e-08]    []  
39500     [7.41e-06, 5.29e-06, 6.18e-06, 5.52e-06, 5.46e-06, 3.37e-07, 3.82e-07, 8.75e-08, 4.67e-08, 8.58e-10, 1.61e-05, 1.01e-05, 8.00e-06, 3.49e-07, 9.88e-08, 1.23e-07, 2.71e-07, 1.60e-07, 8.29e-09, 6.69e-10, 7.82e-08, 1.34e-07]    [7.41e-06, 5.29e-06, 6.18e-06, 5.52e-06, 5.46e-06, 3.37e-07, 3.82e-07, 8.75e-08, 4.67e-08, 8.58e-10, 1.61e-05, 1.01e-05, 8.00e-06, 3.49e-07, 9.88e-08, 1.23e-07, 2.71e-07, 1.60e-07, 8.29e-09, 6.69e-10, 7.82e-08, 1.34e-07]    []  
39600     [6.89e-06, 5.19e-06, 6.02e-06, 5.47e-06, 5.33e-06, 3.66e-07, 4.35e-07, 7.09e-07, 1.12e-07, 2.63e-10, 1.27e-05, 8.76e-06, 6.99e-06, 2.78e-07, 7.54e-08, 8.80e-08, 2.10e-07, 1.33e-07, 1.06e-08, 1.30e-09, 1.41e-07, 1.09e-07]    [6.89e-06, 5.19e-06, 6.02e-06, 5.47e-06, 5.33e-06, 3.66e-07, 4.35e-07, 7.09e-07, 1.12e-07, 2.63e-10, 1.27e-05, 8.76e-06, 6.99e-06, 2.78e-07, 7.54e-08, 8.80e-08, 2.10e-07, 1.33e-07, 1.06e-08, 1.30e-09, 1.41e-07, 1.09e-07]    []  
39700     [6.60e-06, 5.06e-06, 5.90e-06, 5.56e-06, 5.35e-06, 4.07e-07, 5.32e-07, 7.20e-06, 4.06e-05, 2.73e-08, 1.17e-05, 8.26e-06, 8.19e-06, 5.24e-07, 6.34e-08, 9.79e-08, 1.92e-07, 9.37e-08, 5.85e-12, 8.68e-06, 7.01e-07, 4.14e-05]    [6.60e-06, 5.06e-06, 5.90e-06, 5.56e-06, 5.35e-06, 4.07e-07, 5.32e-07, 7.20e-06, 4.06e-05, 2.73e-08, 1.17e-05, 8.26e-06, 8.19e-06, 5.24e-07, 6.34e-08, 9.79e-08, 1.92e-07, 9.37e-08, 5.85e-12, 8.68e-06, 7.01e-07, 4.14e-05]    []  
39800     [6.05e-06, 5.00e-06, 5.61e-06, 5.30e-06, 5.03e-06, 4.89e-07, 5.95e-07, 4.19e-07, 1.24e-06, 1.15e-10, 1.15e-05, 7.17e-06, 7.41e-06, 5.28e-07, 1.09e-07, 1.40e-07, 3.08e-07, 2.68e-07, 8.26e-08, 3.00e-08, 1.49e-06, 2.54e-07]    [6.05e-06, 5.00e-06, 5.61e-06, 5.30e-06, 5.03e-06, 4.89e-07, 5.95e-07, 4.19e-07, 1.24e-06, 1.15e-10, 1.15e-05, 7.17e-06, 7.41e-06, 5.28e-07, 1.09e-07, 1.40e-07, 3.08e-07, 2.68e-07, 8.26e-08, 3.00e-08, 1.49e-06, 2.54e-07]    []  
39900     [6.04e-06, 4.74e-06, 5.18e-06, 5.15e-06, 4.90e-06, 5.01e-07, 1.15e-06, 4.00e-07, 3.83e-05, 5.88e-09, 2.19e-05, 1.12e-05, 1.89e-05, 2.78e-06, 9.53e-08, 1.02e-07, 5.70e-07, 5.12e-07, 1.12e-07, 4.48e-07, 4.55e-07, 3.02e-05]    [6.04e-06, 4.74e-06, 5.18e-06, 5.15e-06, 4.90e-06, 5.01e-07, 1.15e-06, 4.00e-07, 3.83e-05, 5.88e-09, 2.19e-05, 1.12e-05, 1.89e-05, 2.78e-06, 9.53e-08, 1.02e-07, 5.70e-07, 5.12e-07, 1.12e-07, 4.48e-07, 4.55e-07, 3.02e-05]    []  
40000     [5.54e-06, 4.73e-06, 5.21e-06, 5.13e-06, 4.93e-06, 5.04e-07, 8.06e-07, 2.08e-05, 1.18e-05, 4.67e-09, 9.10e-06, 6.48e-06, 5.88e-06, 2.18e-06, 7.86e-08, 1.48e-07, 2.26e-07, 2.84e-07, 0.00e+00, 2.48e-07, 1.19e-05, 1.41e-06]    [5.54e-06, 4.73e-06, 5.21e-06, 5.13e-06, 4.93e-06, 5.04e-07, 8.06e-07, 2.08e-05, 1.18e-05, 4.67e-09, 9.10e-06, 6.48e-06, 5.88e-06, 2.18e-06, 7.86e-08, 1.48e-07, 2.26e-07, 2.84e-07, 0.00e+00, 2.48e-07, 1.19e-05, 1.41e-06]    []  

Best model at step 25595:
  train loss: 2.84e-05
  test loss: 2.84e-05
  test metric: []

'train' took 39.940650 s

Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
40000     [5.54e-06, 4.73e-06, 5.21e-06, 5.13e-06, 4.93e-06, 5.04e-07, 8.06e-07, 2.08e-05, 1.18e-05, 4.67e-09, 9.10e-06, 6.48e-06, 5.88e-06, 2.18e-06, 7.86e-08, 1.48e-07, 2.26e-07, 2.84e-07, 0.00e+00, 2.48e-07, 1.19e-05, 1.41e-06]    [5.54e-06, 4.73e-06, 5.21e-06, 5.13e-06, 4.93e-06, 5.04e-07, 8.06e-07, 2.08e-05, 1.18e-05, 4.67e-09, 9.10e-06, 6.48e-06, 5.88e-06, 2.18e-06, 7.86e-08, 1.48e-07, 2.26e-07, 2.84e-07, 0.00e+00, 2.48e-07, 1.19e-05, 1.41e-06]    []  
40100     [1.24e-05, 5.20e-06, 5.55e-06, 5.24e-06, 4.97e-06, 8.27e-07, 1.04e-06, 3.87e-05, 1.54e-05, 1.98e-07, 7.88e-05, 7.66e-05, 2.43e-04, 3.56e-04, 4.02e-06, 4.48e-06, 4.92e-06, 4.64e-06, 2.34e-06, 1.13e-06, 1.23e-05, 6.04e-06]    [1.24e-05, 5.20e-06, 5.55e-06, 5.24e-06, 4.97e-06, 8.27e-07, 1.04e-06, 3.87e-05, 1.54e-05, 1.98e-07, 7.88e-05, 7.66e-05, 2.43e-04, 3.56e-04, 4.02e-06, 4.48e-06, 4.92e-06, 4.64e-06, 2.34e-06, 1.13e-06, 1.23e-05, 6.04e-06]    []  
40200     [5.25e-06, 4.72e-06, 5.24e-06, 5.43e-06, 5.37e-06, 6.13e-07, 9.97e-07, 1.71e-05, 2.00e-05, 6.26e-08, 2.89e-05, 5.14e-05, 1.14e-04, 2.11e-04, 0.00e+00, 0.00e+00, 9.91e-10, 8.96e-10, 0.00e+00, 0.00e+00, 1.12e-05, 1.06e-05]    [5.25e-06, 4.72e-06, 5.24e-06, 5.43e-06, 5.37e-06, 6.13e-07, 9.97e-07, 1.71e-05, 2.00e-05, 6.26e-08, 2.89e-05, 5.14e-05, 1.14e-04, 2.11e-04, 0.00e+00, 0.00e+00, 9.91e-10, 8.96e-10, 0.00e+00, 0.00e+00, 1.12e-05, 1.06e-05]    []  
40300     [8.99e-06, 5.03e-06, 5.52e-06, 5.02e-06, 4.76e-06, 7.30e-07, 1.12e-06, 3.98e-06, 1.73e-05, 1.71e-07, 1.95e-05, 3.05e-05, 6.58e-05, 1.71e-04, 1.79e-06, 2.13e-06, 2.08e-06, 2.04e-06, 0.00e+00, 0.00e+00, 2.41e-06, 4.43e-06]    [8.99e-06, 5.03e-06, 5.52e-06, 5.02e-06, 4.76e-06, 7.30e-07, 1.12e-06, 3.98e-06, 1.73e-05, 1.71e-07, 1.95e-05, 3.05e-05, 6.58e-05, 1.71e-04, 1.79e-06, 2.13e-06, 2.08e-06, 2.04e-06, 0.00e+00, 0.00e+00, 2.41e-06, 4.43e-06]    []  
40400     [4.13e-06, 4.58e-06, 5.06e-06, 5.18e-06, 5.24e-06, 6.30e-07, 1.06e-06, 9.23e-08, 1.08e-05, 1.16e-08, 1.27e-05, 1.94e-05, 3.97e-05, 6.44e-05, 2.58e-09, 1.41e-09, 1.64e-08, 2.28e-09, 5.80e-09, 0.00e+00, 5.10e-07, 3.92e-06]    [4.13e-06, 4.58e-06, 5.06e-06, 5.18e-06, 5.24e-06, 6.30e-07, 1.06e-06, 9.23e-08, 1.08e-05, 1.16e-08, 1.27e-05, 1.94e-05, 3.97e-05, 6.44e-05, 2.58e-09, 1.41e-09, 1.64e-08, 2.28e-09, 5.80e-09, 0.00e+00, 5.10e-07, 3.92e-06]    []  
40500     [5.04e-06, 4.68e-06, 5.17e-06, 5.02e-06, 5.00e-06, 6.61e-07, 1.11e-06, 1.80e-07, 4.57e-06, 2.70e-09, 8.49e-06, 7.52e-06, 1.06e-05, 1.46e-05, 1.83e-07, 2.41e-07, 3.83e-07, 3.40e-07, 4.73e-09, 4.27e-09, 5.27e-08, 1.01e-06]    [5.04e-06, 4.68e-06, 5.17e-06, 5.02e-06, 5.00e-06, 6.61e-07, 1.11e-06, 1.80e-07, 4.57e-06, 2.70e-09, 8.49e-06, 7.52e-06, 1.06e-05, 1.46e-05, 1.83e-07, 2.41e-07, 3.83e-07, 3.40e-07, 4.73e-09, 4.27e-09, 5.27e-08, 1.01e-06]    []  
40600     [4.11e-06, 4.64e-06, 5.10e-06, 4.92e-06, 5.00e-06, 6.64e-07, 1.10e-06, 3.35e-07, 3.37e-05, 7.30e-09, 5.86e-06, 5.56e-06, 5.10e-06, 9.60e-07, 7.62e-08, 1.22e-07, 1.73e-07, 1.32e-07, 1.05e-09, 0.00e+00, 1.46e-07, 2.42e-05]    [4.11e-06, 4.64e-06, 5.10e-06, 4.92e-06, 5.00e-06, 6.64e-07, 1.10e-06, 3.35e-07, 3.37e-05, 7.30e-09, 5.86e-06, 5.56e-06, 5.10e-06, 9.60e-07, 7.62e-08, 1.22e-07, 1.73e-07, 1.32e-07, 1.05e-09, 0.00e+00, 1.46e-07, 2.42e-05]    []  
40700     [6.33e-06, 4.68e-06, 5.40e-06, 4.93e-06, 5.18e-06, 2.36e-06, 1.38e-06, 5.35e-05, 1.08e-05, 2.89e-08, 6.71e-05, 4.10e-05, 1.74e-04, 1.09e-04, 9.63e-07, 9.93e-07, 2.39e-06, 2.69e-06, 4.12e-07, 5.48e-07, 2.12e-05, 3.33e-06]    [6.33e-06, 4.68e-06, 5.40e-06, 4.93e-06, 5.18e-06, 2.36e-06, 1.38e-06, 5.35e-05, 1.08e-05, 2.89e-08, 6.71e-05, 4.10e-05, 1.74e-04, 1.09e-04, 9.63e-07, 9.93e-07, 2.39e-06, 2.69e-06, 4.12e-07, 5.48e-07, 2.12e-05, 3.33e-06]    []  
40800     [1.48e-05, 5.49e-06, 6.31e-06, 5.71e-06, 5.73e-06, 1.48e-06, 2.61e-06, 3.07e-06, 5.15e-05, 8.15e-07, 6.58e-05, 9.59e-05, 1.60e-05, 2.86e-04, 6.74e-06, 6.52e-06, 1.41e-06, 1.63e-06, 9.62e-08, 1.69e-06, 1.48e-06, 2.64e-05]    [1.48e-05, 5.49e-06, 6.31e-06, 5.71e-06, 5.73e-06, 1.48e-06, 2.61e-06, 3.07e-06, 5.15e-05, 8.15e-07, 6.58e-05, 9.59e-05, 1.60e-05, 2.86e-04, 6.74e-06, 6.52e-06, 1.41e-06, 1.63e-06, 9.62e-08, 1.69e-06, 1.48e-06, 2.64e-05]    []  
40900     [3.69e-06, 4.57e-06, 5.14e-06, 5.04e-06, 5.27e-06, 9.37e-07, 1.26e-06, 4.19e-08, 5.67e-11, 5.10e-09, 5.88e-06, 7.12e-06, 1.07e-05, 8.91e-06, 2.87e-08, 6.29e-08, 7.58e-08, 4.73e-08, 6.69e-09, 1.99e-09, 2.66e-08, 2.11e-08]    [3.69e-06, 4.57e-06, 5.14e-06, 5.04e-06, 5.27e-06, 9.37e-07, 1.26e-06, 4.19e-08, 5.67e-11, 5.10e-09, 5.88e-06, 7.12e-06, 1.07e-05, 8.91e-06, 2.87e-08, 6.29e-08, 7.58e-08, 4.73e-08, 6.69e-09, 1.99e-09, 2.66e-08, 2.11e-08]    []  
41000     [3.66e-05, 6.80e-06, 8.68e-06, 7.84e-06, 8.76e-06, 3.39e-06, 4.56e-06, 1.35e-06, 3.74e-06, 3.93e-06, 2.26e-04, 9.21e-04, 8.12e-05, 2.56e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.78e-07, 2.10e-06]    [3.66e-05, 6.80e-06, 8.68e-06, 7.84e-06, 8.76e-06, 3.39e-06, 4.56e-06, 1.35e-06, 3.74e-06, 3.93e-06, 2.26e-04, 9.21e-04, 8.12e-05, 2.56e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.78e-07, 2.10e-06]    []  
41100     [4.02e-06, 4.55e-06, 5.23e-06, 4.87e-06, 4.83e-06, 8.92e-07, 1.23e-06, 2.18e-10, 1.32e-08, 2.39e-09, 7.63e-06, 5.88e-06, 7.29e-06, 1.53e-06, 1.03e-07, 1.04e-07, 3.00e-07, 3.67e-07, 4.21e-09, 5.47e-09, 3.08e-08, 3.16e-08]    [4.02e-06, 4.55e-06, 5.23e-06, 4.87e-06, 4.83e-06, 8.92e-07, 1.23e-06, 2.18e-10, 1.32e-08, 2.39e-09, 7.63e-06, 5.88e-06, 7.29e-06, 1.53e-06, 1.03e-07, 1.04e-07, 3.00e-07, 3.67e-07, 4.21e-09, 5.47e-09, 3.08e-08, 3.16e-08]    []  
41200     [3.70e-06, 4.57e-06, 5.09e-06, 4.73e-06, 4.74e-06, 9.07e-07, 1.29e-06, 3.70e-07, 7.54e-07, 1.46e-08, 2.83e-05, 1.72e-05, 3.77e-05, 2.68e-06, 1.50e-07, 1.23e-07, 5.93e-07, 5.10e-07, 3.58e-08, 9.09e-08, 1.77e-07, 5.32e-07]    [3.70e-06, 4.57e-06, 5.09e-06, 4.73e-06, 4.74e-06, 9.07e-07, 1.29e-06, 3.70e-07, 7.54e-07, 1.46e-08, 2.83e-05, 1.72e-05, 3.77e-05, 2.68e-06, 1.50e-07, 1.23e-07, 5.93e-07, 5.10e-07, 3.58e-08, 9.09e-08, 1.77e-07, 5.32e-07]    []  
41300     [6.31e-06, 4.90e-06, 5.45e-06, 5.29e-06, 4.94e-06, 9.79e-07, 1.35e-06, 5.71e-06, 9.05e-07, 3.86e-08, 5.86e-05, 4.33e-05, 6.64e-05, 7.95e-06, 1.06e-06, 1.06e-06, 7.07e-08, 3.21e-08, 3.53e-07, 5.62e-08, 1.98e-06, 2.32e-07]    [6.31e-06, 4.90e-06, 5.45e-06, 5.29e-06, 4.94e-06, 9.79e-07, 1.35e-06, 5.71e-06, 9.05e-07, 3.86e-08, 5.86e-05, 4.33e-05, 6.64e-05, 7.95e-06, 1.06e-06, 1.06e-06, 7.07e-08, 3.21e-08, 3.53e-07, 5.62e-08, 1.98e-06, 2.32e-07]    []  
41400     [9.10e-06, 4.98e-06, 5.53e-06, 4.97e-06, 4.67e-06, 1.14e-06, 1.64e-06, 5.39e-07, 3.61e-07, 5.34e-08, 1.68e-05, 4.14e-05, 6.43e-05, 2.38e-04, 2.52e-06, 3.48e-06, 1.93e-06, 1.85e-06, 3.17e-09, 4.01e-08, 1.38e-07, 2.49e-07]    [9.10e-06, 4.98e-06, 5.53e-06, 4.97e-06, 4.67e-06, 1.14e-06, 1.64e-06, 5.39e-07, 3.61e-07, 5.34e-08, 1.68e-05, 4.14e-05, 6.43e-05, 2.38e-04, 2.52e-06, 3.48e-06, 1.93e-06, 1.85e-06, 3.17e-09, 4.01e-08, 1.38e-07, 2.49e-07]    []  
41500     [1.90e-05, 5.51e-06, 5.96e-06, 5.41e-06, 5.00e-06, 1.37e-06, 2.06e-06, 1.43e-06, 3.40e-06, 3.85e-07, 1.03e-04, 1.46e-04, 5.89e-04, 1.11e-03, 8.44e-06, 9.32e-06, 1.07e-05, 1.00e-05, 6.03e-07, 0.00e+00, 3.34e-06, 1.34e-05]    [1.90e-05, 5.51e-06, 5.96e-06, 5.41e-06, 5.00e-06, 1.37e-06, 2.06e-06, 1.43e-06, 3.40e-06, 3.85e-07, 1.03e-04, 1.46e-04, 5.89e-04, 1.11e-03, 8.44e-06, 9.32e-06, 1.07e-05, 1.00e-05, 6.03e-07, 0.00e+00, 3.34e-06, 1.34e-05]    []  
41600     [3.65e-06, 4.53e-06, 5.14e-06, 5.03e-06, 4.80e-06, 1.02e-06, 1.57e-06, 2.62e-06, 6.30e-08, 1.21e-08, 4.89e-06, 1.81e-05, 2.08e-05, 6.05e-05, 7.21e-09, 1.98e-09, 5.04e-08, 1.07e-08, 0.00e+00, 6.63e-13, 1.49e-06, 2.05e-07]    [3.65e-06, 4.53e-06, 5.14e-06, 5.03e-06, 4.80e-06, 1.02e-06, 1.57e-06, 2.62e-06, 6.30e-08, 1.21e-08, 4.89e-06, 1.81e-05, 2.08e-05, 6.05e-05, 7.21e-09, 1.98e-09, 5.04e-08, 1.07e-08, 0.00e+00, 6.63e-13, 1.49e-06, 2.05e-07]    []  
41700     [3.16e-06, 4.38e-06, 5.03e-06, 4.86e-06, 4.78e-06, 1.04e-06, 1.52e-06, 2.14e-06, 4.75e-06, 6.93e-09, 1.41e-05, 1.93e-05, 6.19e-05, 8.13e-05, 4.94e-09, 7.65e-10, 0.00e+00, 1.67e-09, 1.86e-07, 3.07e-07, 8.39e-07, 1.49e-06]    [3.16e-06, 4.38e-06, 5.03e-06, 4.86e-06, 4.78e-06, 1.04e-06, 1.52e-06, 2.14e-06, 4.75e-06, 6.93e-09, 1.41e-05, 1.93e-05, 6.19e-05, 8.13e-05, 4.94e-09, 7.65e-10, 0.00e+00, 1.67e-09, 1.86e-07, 3.07e-07, 8.39e-07, 1.49e-06]    []  
41800     [2.00e-05, 5.60e-06, 5.65e-06, 5.68e-06, 4.94e-06, 1.80e-06, 2.15e-06, 2.41e-06, 1.78e-05, 6.58e-08, 4.85e-05, 1.57e-04, 2.40e-04, 9.79e-04, 1.76e-05, 1.19e-05, 3.52e-06, 3.94e-06, 8.24e-07, 1.93e-06, 4.39e-06, 1.10e-05]    [2.00e-05, 5.60e-06, 5.65e-06, 5.68e-06, 4.94e-06, 1.80e-06, 2.15e-06, 2.41e-06, 1.78e-05, 6.58e-08, 4.85e-05, 1.57e-04, 2.40e-04, 9.79e-04, 1.76e-05, 1.19e-05, 3.52e-06, 3.94e-06, 8.24e-07, 1.93e-06, 4.39e-06, 1.10e-05]    []  
41900     [4.91e-06, 4.30e-06, 4.95e-06, 4.53e-06, 4.36e-06, 1.20e-06, 1.59e-06, 6.27e-07, 3.15e-06, 5.05e-08, 1.11e-05, 1.26e-05, 3.82e-05, 6.67e-05, 7.32e-07, 6.67e-07, 9.55e-07, 7.09e-07, 6.19e-08, 5.70e-07, 3.47e-07, 3.48e-06]    [4.91e-06, 4.30e-06, 4.95e-06, 4.53e-06, 4.36e-06, 1.20e-06, 1.59e-06, 6.27e-07, 3.15e-06, 5.05e-08, 1.11e-05, 1.26e-05, 3.82e-05, 6.67e-05, 7.32e-07, 6.67e-07, 9.55e-07, 7.09e-07, 6.19e-08, 5.70e-07, 3.47e-07, 3.48e-06]    []  
42000     [4.01e-06, 4.22e-06, 4.89e-06, 4.50e-06, 4.27e-06, 1.10e-06, 1.71e-06, 2.95e-07, 4.17e-07, 4.33e-11, 5.65e-06, 6.10e-06, 1.15e-05, 1.74e-05, 2.73e-07, 3.12e-07, 3.37e-07, 3.59e-07, 1.30e-08, 3.42e-07, 1.31e-07, 2.07e-06]    [4.01e-06, 4.22e-06, 4.89e-06, 4.50e-06, 4.27e-06, 1.10e-06, 1.71e-06, 2.95e-07, 4.17e-07, 4.33e-11, 5.65e-06, 6.10e-06, 1.15e-05, 1.74e-05, 2.73e-07, 3.12e-07, 3.37e-07, 3.59e-07, 1.30e-08, 3.42e-07, 1.31e-07, 2.07e-06]    []  

Best model at step 25595:
  train loss: 2.84e-05
  test loss: 2.84e-05
  test metric: []

'train' took 37.276730 s

Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
42000     [4.01e-06, 4.22e-06, 4.89e-06, 4.50e-06, 4.27e-06, 1.10e-06, 1.71e-06, 2.95e-07, 4.17e-07, 4.33e-11, 5.65e-06, 6.10e-06, 1.15e-05, 1.74e-05, 2.73e-07, 3.12e-07, 3.37e-07, 3.59e-07, 1.30e-08, 3.42e-07, 1.31e-07, 2.07e-06]    [4.01e-06, 4.22e-06, 4.89e-06, 4.50e-06, 4.27e-06, 1.10e-06, 1.71e-06, 2.95e-07, 4.17e-07, 4.33e-11, 5.65e-06, 6.10e-06, 1.15e-05, 1.74e-05, 2.73e-07, 3.12e-07, 3.37e-07, 3.59e-07, 1.30e-08, 3.42e-07, 1.31e-07, 2.07e-06]    []  
42100     [3.37e-05, 7.31e-06, 9.42e-06, 9.41e-06, 8.48e-06, 2.04e-06, 2.84e-06, 1.72e-06, 1.80e-08, 1.24e-07, 2.54e-04, 4.99e-04, 1.60e-03, 3.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.46e-11, 4.63e-06, 4.55e-07]    [3.37e-05, 7.31e-06, 9.42e-06, 9.41e-06, 8.48e-06, 2.04e-06, 2.84e-06, 1.72e-06, 1.80e-08, 1.24e-07, 2.54e-04, 4.99e-04, 1.60e-03, 3.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.46e-11, 4.63e-06, 4.55e-07]    []  
42200     [2.93e-06, 4.10e-06, 4.79e-06, 4.47e-06, 4.39e-06, 1.12e-06, 1.53e-06, 2.81e-10, 1.84e-07, 4.07e-10, 8.57e-06, 6.00e-06, 1.25e-05, 1.37e-06, 1.19e-07, 4.46e-08, 2.00e-07, 1.61e-07, 8.90e-11, 3.63e-08, 5.46e-08, 2.20e-07]    [2.93e-06, 4.10e-06, 4.79e-06, 4.47e-06, 4.39e-06, 1.12e-06, 1.53e-06, 2.81e-10, 1.84e-07, 4.07e-10, 8.57e-06, 6.00e-06, 1.25e-05, 1.37e-06, 1.19e-07, 4.46e-08, 2.00e-07, 1.61e-07, 8.90e-11, 3.63e-08, 5.46e-08, 2.20e-07]    []  
42300     [9.70e-06, 5.61e-06, 5.81e-06, 6.31e-06, 4.87e-06, 1.48e-06, 2.21e-06, 1.87e-08, 1.19e-04, 2.01e-07, 4.00e-06, 3.93e-05, 1.30e-05, 2.13e-05, 1.00e-06, 3.53e-06, 8.34e-07, 1.78e-06, 6.73e-08, 0.00e+00, 3.77e-07, 6.82e-05]    [9.70e-06, 5.61e-06, 5.81e-06, 6.31e-06, 4.87e-06, 1.48e-06, 2.21e-06, 1.87e-08, 1.19e-04, 2.01e-07, 4.00e-06, 3.93e-05, 1.30e-05, 2.13e-05, 1.00e-06, 3.53e-06, 8.34e-07, 1.78e-06, 6.73e-08, 0.00e+00, 3.77e-07, 6.82e-05]    []  
42400     [9.69e-06, 4.81e-06, 5.69e-06, 5.97e-06, 4.94e-06, 1.78e-06, 2.42e-06, 6.47e-07, 6.17e-07, 2.62e-07, 6.87e-05, 2.50e-04, 2.63e-05, 7.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-10, 6.09e-11, 0.00e+00, 9.64e-08, 1.63e-06]    [9.69e-06, 4.81e-06, 5.69e-06, 5.97e-06, 4.94e-06, 1.78e-06, 2.42e-06, 6.47e-07, 6.17e-07, 2.62e-07, 6.87e-05, 2.50e-04, 2.63e-05, 7.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-10, 6.09e-11, 0.00e+00, 9.64e-08, 1.63e-06]    []  
42500     [4.46e-06, 4.46e-06, 5.25e-06, 5.53e-06, 4.88e-06, 1.09e-06, 1.61e-06, 9.70e-08, 4.94e-08, 2.89e-08, 1.59e-05, 6.17e-05, 1.08e-04, 3.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-08, 1.72e-09, 6.70e-08, 5.74e-08]    [4.46e-06, 4.46e-06, 5.25e-06, 5.53e-06, 4.88e-06, 1.09e-06, 1.61e-06, 9.70e-08, 4.94e-08, 2.89e-08, 1.59e-05, 6.17e-05, 1.08e-04, 3.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-08, 1.72e-09, 6.70e-08, 5.74e-08]    []  
42600     [4.63e-06, 4.32e-06, 4.89e-06, 5.00e-06, 3.95e-06, 1.20e-06, 1.40e-06, 1.45e-10, 1.84e-09, 1.56e-10, 1.43e-05, 1.22e-05, 4.48e-05, 6.21e-05, 5.19e-07, 4.19e-07, 1.06e-06, 1.02e-06, 7.90e-13, 1.79e-08, 2.85e-06, 1.00e-07]    [4.63e-06, 4.32e-06, 4.89e-06, 5.00e-06, 3.95e-06, 1.20e-06, 1.40e-06, 1.45e-10, 1.84e-09, 1.56e-10, 1.43e-05, 1.22e-05, 4.48e-05, 6.21e-05, 5.19e-07, 4.19e-07, 1.06e-06, 1.02e-06, 7.90e-13, 1.79e-08, 2.85e-06, 1.00e-07]    []  
42700     [1.76e-05, 5.36e-06, 5.58e-06, 5.89e-06, 4.31e-06, 1.68e-06, 2.14e-06, 3.99e-07, 7.23e-05, 4.41e-08, 3.95e-05, 1.43e-04, 1.07e-04, 7.62e-04, 1.45e-05, 1.18e-05, 1.71e-06, 4.04e-06, 2.95e-08, 7.51e-06, 1.63e-07, 4.69e-05]    [1.76e-05, 5.36e-06, 5.58e-06, 5.89e-06, 4.31e-06, 1.68e-06, 2.14e-06, 3.99e-07, 7.23e-05, 4.41e-08, 3.95e-05, 1.43e-04, 1.07e-04, 7.62e-04, 1.45e-05, 1.18e-05, 1.71e-06, 4.04e-06, 2.95e-08, 7.51e-06, 1.63e-07, 4.69e-05]    []  
42800     [4.00e-06, 4.31e-06, 4.60e-06, 5.50e-06, 4.06e-06, 9.36e-07, 1.50e-06, 2.66e-09, 1.41e-05, 3.98e-08, 5.52e-05, 3.28e-05, 9.91e-05, 9.44e-06, 7.54e-08, 1.22e-07, 1.81e-09, 1.60e-09, 2.37e-08, 1.80e-07, 1.30e-07, 2.94e-06]    [4.00e-06, 4.31e-06, 4.60e-06, 5.50e-06, 4.06e-06, 9.36e-07, 1.50e-06, 2.66e-09, 1.41e-05, 3.98e-08, 5.52e-05, 3.28e-05, 9.91e-05, 9.44e-06, 7.54e-08, 1.22e-07, 1.81e-09, 1.60e-09, 2.37e-08, 1.80e-07, 1.30e-07, 2.94e-06]    []  
42900     [2.52e-06, 4.16e-06, 4.74e-06, 4.87e-06, 4.49e-06, 9.63e-07, 1.39e-06, 4.15e-07, 9.87e-07, 1.81e-10, 1.61e-05, 1.30e-05, 4.63e-05, 2.81e-05, 2.58e-09, 5.15e-09, 7.79e-10, 4.63e-11, 0.00e+00, 0.00e+00, 5.23e-07, 1.66e-06]    [2.52e-06, 4.16e-06, 4.74e-06, 4.87e-06, 4.49e-06, 9.63e-07, 1.39e-06, 4.15e-07, 9.87e-07, 1.81e-10, 1.61e-05, 1.30e-05, 4.63e-05, 2.81e-05, 2.58e-09, 5.15e-09, 7.79e-10, 4.63e-11, 0.00e+00, 0.00e+00, 5.23e-07, 1.66e-06]    []  
43000     [3.49e-06, 4.22e-06, 4.81e-06, 5.19e-06, 4.23e-06, 1.17e-06, 1.44e-06, 5.28e-06, 3.64e-07, 3.28e-10, 3.41e-06, 4.71e-06, 3.37e-06, 8.50e-06, 2.17e-07, 1.89e-07, 6.93e-07, 2.63e-07, 5.09e-08, 1.13e-07, 3.96e-07, 4.82e-07]    [3.49e-06, 4.22e-06, 4.81e-06, 5.19e-06, 4.23e-06, 1.17e-06, 1.44e-06, 5.28e-06, 3.64e-07, 3.28e-10, 3.41e-06, 4.71e-06, 3.37e-06, 8.50e-06, 2.17e-07, 1.89e-07, 6.93e-07, 2.63e-07, 5.09e-08, 1.13e-07, 3.96e-07, 4.82e-07]    []  
43100     [2.94e-06, 4.51e-06, 5.52e-06, 5.35e-06, 4.95e-06, 1.03e-06, 1.73e-06, 8.45e-06, 4.91e-05, 1.61e-06, 6.08e-05, 2.13e-05, 5.46e-05, 2.03e-06, 2.40e-07, 4.52e-07, 1.84e-06, 8.15e-07, 6.66e-07, 2.88e-06, 3.84e-06, 1.57e-05]    [2.94e-06, 4.51e-06, 5.52e-06, 5.35e-06, 4.95e-06, 1.03e-06, 1.73e-06, 8.45e-06, 4.91e-05, 1.61e-06, 6.08e-05, 2.13e-05, 5.46e-05, 2.03e-06, 2.40e-07, 4.52e-07, 1.84e-06, 8.15e-07, 6.66e-07, 2.88e-06, 3.84e-06, 1.57e-05]    []  
43200     [7.11e-05, 4.64e-05, 4.22e-05, 9.24e-05, 4.27e-05, 6.31e-06, 1.20e-05, 5.40e-05, 4.79e-05, 1.95e-05, 2.08e-04, 1.32e-03, 9.02e-04, 1.41e-03, 7.91e-06, 4.96e-06, 2.23e-07, 4.17e-05, 0.00e+00, 3.26e-06, 1.60e-04, 1.62e-05]    [7.11e-05, 4.64e-05, 4.22e-05, 9.24e-05, 4.27e-05, 6.31e-06, 1.20e-05, 5.40e-05, 4.79e-05, 1.95e-05, 2.08e-04, 1.32e-03, 9.02e-04, 1.41e-03, 7.91e-06, 4.96e-06, 2.23e-07, 4.17e-05, 0.00e+00, 3.26e-06, 1.60e-04, 1.62e-05]    []  
43300     [8.65e-06, 5.82e-06, 1.63e-06, 5.84e-06, 4.80e-06, 1.59e-06, 2.25e-06, 1.96e-09, 2.84e-08, 1.83e-09, 3.54e-05, 4.56e-04, 4.74e-04, 2.21e-06, 5.32e-07, 7.79e-07, 2.44e-07, 1.75e-07, 4.95e-08, 6.28e-08, 2.42e-07, 4.47e-07]    [8.65e-06, 5.82e-06, 1.63e-06, 5.84e-06, 4.80e-06, 1.59e-06, 2.25e-06, 1.96e-09, 2.84e-08, 1.83e-09, 3.54e-05, 4.56e-04, 4.74e-04, 2.21e-06, 5.32e-07, 7.79e-07, 2.44e-07, 1.75e-07, 4.95e-08, 6.28e-08, 2.42e-07, 4.47e-07]    []  
43400     [7.67e-06, 2.05e-06, 1.70e-06, 5.97e-06, 5.07e-06, 2.47e-06, 2.27e-06, 2.84e-09, 7.29e-09, 4.69e-11, 1.11e-04, 1.55e-04, 9.64e-05, 3.03e-06, 7.96e-07, 5.85e-07, 7.18e-07, 8.91e-07, 1.20e-08, 9.05e-09, 2.57e-07, 3.07e-07]    [7.67e-06, 2.05e-06, 1.70e-06, 5.97e-06, 5.07e-06, 2.47e-06, 2.27e-06, 2.84e-09, 7.29e-09, 4.69e-11, 1.11e-04, 1.55e-04, 9.64e-05, 3.03e-06, 7.96e-07, 5.85e-07, 7.18e-07, 8.91e-07, 1.20e-08, 9.05e-09, 2.57e-07, 3.07e-07]    []  
43500     [8.06e-06, 2.82e-06, 2.68e-06, 6.17e-06, 4.95e-06, 1.97e-06, 1.58e-06, 8.90e-07, 1.09e-05, 4.30e-07, 7.34e-05, 7.74e-05, 3.81e-05, 4.31e-06, 7.15e-07, 5.65e-07, 7.32e-07, 7.60e-07, 7.66e-10, 0.00e+00, 6.25e-07, 8.17e-06]    [8.06e-06, 2.82e-06, 2.68e-06, 6.17e-06, 4.95e-06, 1.97e-06, 1.58e-06, 8.90e-07, 1.09e-05, 4.30e-07, 7.34e-05, 7.74e-05, 3.81e-05, 4.31e-06, 7.15e-07, 5.65e-07, 7.32e-07, 7.60e-07, 7.66e-10, 0.00e+00, 6.25e-07, 8.17e-06]    []  
43600     [7.87e-06, 4.14e-06, 4.32e-06, 7.24e-06, 5.53e-06, 1.41e-06, 1.05e-06, 1.11e-05, 1.16e-06, 3.51e-06, 4.98e-05, 5.24e-05, 6.75e-05, 2.89e-05, 1.90e-07, 6.30e-08, 1.48e-07, 7.51e-08, 0.00e+00, 7.11e-08, 8.86e-06, 1.16e-06]    [7.87e-06, 4.14e-06, 4.32e-06, 7.24e-06, 5.53e-06, 1.41e-06, 1.05e-06, 1.11e-05, 1.16e-06, 3.51e-06, 4.98e-05, 5.24e-05, 6.75e-05, 2.89e-05, 1.90e-07, 6.30e-08, 1.48e-07, 7.51e-08, 0.00e+00, 7.11e-08, 8.86e-06, 1.16e-06]    []  
43700     [1.69e-05, 5.67e-06, 5.06e-06, 8.30e-06, 6.69e-06, 1.93e-06, 1.55e-06, 1.21e-06, 1.11e-08, 1.05e-06, 5.28e-05, 6.28e-05, 1.07e-04, 2.02e-04, 4.85e-06, 6.50e-06, 5.15e-07, 6.66e-06, 3.34e-07, 1.39e-07, 1.74e-06, 5.57e-07]    [1.69e-05, 5.67e-06, 5.06e-06, 8.30e-06, 6.69e-06, 1.93e-06, 1.55e-06, 1.21e-06, 1.11e-08, 1.05e-06, 5.28e-05, 6.28e-05, 1.07e-04, 2.02e-04, 4.85e-06, 6.50e-06, 5.15e-07, 6.66e-06, 3.34e-07, 1.39e-07, 1.74e-06, 5.57e-07]    []  
43800     [6.94e-06, 4.92e-06, 4.77e-06, 5.68e-06, 5.84e-06, 1.56e-06, 9.59e-07, 2.34e-07, 1.21e-07, 1.60e-08, 1.65e-05, 1.30e-05, 6.69e-06, 1.08e-06, 2.00e-07, 3.48e-07, 2.01e-07, 2.37e-07, 3.74e-08, 3.20e-08, 3.45e-07, 2.87e-07]    [6.94e-06, 4.92e-06, 4.77e-06, 5.68e-06, 5.84e-06, 1.56e-06, 9.59e-07, 2.34e-07, 1.21e-07, 1.60e-08, 1.65e-05, 1.30e-05, 6.69e-06, 1.08e-06, 2.00e-07, 3.48e-07, 2.01e-07, 2.37e-07, 3.74e-08, 3.20e-08, 3.45e-07, 2.87e-07]    []  
43900     [2.22e-05, 5.70e-06, 5.52e-06, 5.78e-06, 6.11e-06, 1.83e-06, 1.29e-06, 3.25e-05, 2.44e-05, 4.48e-06, 1.64e-04, 1.32e-04, 5.53e-04, 7.05e-04, 8.59e-06, 8.80e-06, 9.56e-06, 9.86e-06, 3.76e-06, 2.95e-06, 2.43e-05, 1.91e-05]    [2.22e-05, 5.70e-06, 5.52e-06, 5.78e-06, 6.11e-06, 1.83e-06, 1.29e-06, 3.25e-05, 2.44e-05, 4.48e-06, 1.64e-04, 1.32e-04, 5.53e-04, 7.05e-04, 8.59e-06, 8.80e-06, 9.56e-06, 9.86e-06, 3.76e-06, 2.95e-06, 2.43e-05, 1.91e-05]    []  
44000     [6.18e-06, 4.86e-06, 5.11e-06, 5.10e-06, 5.32e-06, 1.48e-06, 9.41e-07, 1.99e-07, 5.49e-07, 9.48e-07, 2.75e-05, 2.02e-05, 2.55e-05, 1.12e-06, 1.33e-07, 2.00e-07, 1.28e-07, 2.61e-07, 3.16e-08, 1.33e-07, 2.10e-07, 7.93e-07]    [6.18e-06, 4.86e-06, 5.11e-06, 5.10e-06, 5.32e-06, 1.48e-06, 9.41e-07, 1.99e-07, 5.49e-07, 9.48e-07, 2.75e-05, 2.02e-05, 2.55e-05, 1.12e-06, 1.33e-07, 2.00e-07, 1.28e-07, 2.61e-07, 3.16e-08, 1.33e-07, 2.10e-07, 7.93e-07]    []  

Best model at step 25595:
  train loss: 2.84e-05
  test loss: 2.84e-05
  test metric: []

'train' took 37.576447 s

Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
44000     [6.18e-06, 4.86e-06, 5.11e-06, 5.10e-06, 5.32e-06, 1.48e-06, 9.41e-07, 1.99e-07, 5.49e-07, 9.48e-07, 2.75e-05, 2.02e-05, 2.55e-05, 1.12e-06, 1.33e-07, 2.00e-07, 1.28e-07, 2.61e-07, 3.16e-08, 1.33e-07, 2.10e-07, 7.93e-07]    [6.18e-06, 4.86e-06, 5.11e-06, 5.10e-06, 5.32e-06, 1.48e-06, 9.41e-07, 1.99e-07, 5.49e-07, 9.48e-07, 2.75e-05, 2.02e-05, 2.55e-05, 1.12e-06, 1.33e-07, 2.00e-07, 1.28e-07, 2.61e-07, 3.16e-08, 1.33e-07, 2.10e-07, 7.93e-07]    []  
44100     [6.03e-06, 4.76e-06, 5.17e-06, 5.18e-06, 5.36e-06, 1.49e-06, 9.47e-07, 1.17e-06, 9.30e-06, 1.39e-07, 9.58e-06, 9.20e-06, 5.45e-06, 7.91e-07, 3.71e-08, 1.32e-07, 5.91e-08, 1.04e-07, 9.03e-08, 8.81e-07, 5.34e-07, 5.63e-06]    [6.03e-06, 4.76e-06, 5.17e-06, 5.18e-06, 5.36e-06, 1.49e-06, 9.47e-07, 1.17e-06, 9.30e-06, 1.39e-07, 9.58e-06, 9.20e-06, 5.45e-06, 7.91e-07, 3.71e-08, 1.32e-07, 5.91e-08, 1.04e-07, 9.03e-08, 8.81e-07, 5.34e-07, 5.63e-06]    []  
44200     [7.29e-06, 4.87e-06, 5.40e-06, 4.91e-06, 4.99e-06, 1.43e-06, 9.36e-07, 7.93e-08, 2.40e-08, 4.16e-08, 8.84e-06, 1.03e-05, 6.46e-06, 8.69e-07, 2.22e-08, 9.87e-08, 6.72e-08, 1.42e-07, 2.83e-09, 5.49e-09, 2.00e-07, 1.38e-07]    [7.29e-06, 4.87e-06, 5.40e-06, 4.91e-06, 4.99e-06, 1.43e-06, 9.36e-07, 7.93e-08, 2.40e-08, 4.16e-08, 8.84e-06, 1.03e-05, 6.46e-06, 8.69e-07, 2.22e-08, 9.87e-08, 6.72e-08, 1.42e-07, 2.83e-09, 5.49e-09, 2.00e-07, 1.38e-07]    []  
44300     [6.14e-06, 4.77e-06, 5.31e-06, 5.46e-06, 5.18e-06, 1.44e-06, 9.44e-07, 9.65e-07, 3.59e-10, 6.84e-07, 3.72e-05, 3.24e-05, 8.06e-05, 3.09e-05, 1.31e-08, 1.06e-07, 2.41e-09, 4.61e-08, 1.16e-07, 5.24e-09, 7.44e-07, 1.46e-07]    [6.14e-06, 4.77e-06, 5.31e-06, 5.46e-06, 5.18e-06, 1.44e-06, 9.44e-07, 9.65e-07, 3.59e-10, 6.84e-07, 3.72e-05, 3.24e-05, 8.06e-05, 3.09e-05, 1.31e-08, 1.06e-07, 2.41e-09, 4.61e-08, 1.16e-07, 5.24e-09, 7.44e-07, 1.46e-07]    []  
44400     [6.80e-06, 4.65e-06, 5.37e-06, 5.27e-06, 4.74e-06, 1.50e-06, 9.44e-07, 1.39e-05, 2.05e-05, 3.91e-08, 1.41e-05, 1.99e-05, 3.64e-05, 2.77e-05, 5.70e-09, 1.89e-08, 2.52e-08, 5.78e-09, 2.85e-06, 1.54e-06, 1.92e-05, 1.03e-05]    [6.80e-06, 4.65e-06, 5.37e-06, 5.27e-06, 4.74e-06, 1.50e-06, 9.44e-07, 1.39e-05, 2.05e-05, 3.91e-08, 1.41e-05, 1.99e-05, 3.64e-05, 2.77e-05, 5.70e-09, 1.89e-08, 2.52e-08, 5.78e-09, 2.85e-06, 1.54e-06, 1.92e-05, 1.03e-05]    []  
44500     [6.57e-06, 4.73e-06, 5.25e-06, 5.92e-06, 5.65e-06, 1.45e-06, 9.97e-07, 7.60e-06, 9.44e-06, 2.38e-06, 8.04e-05, 7.07e-05, 2.45e-04, 2.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.56e-06, 1.08e-05]    [6.57e-06, 4.73e-06, 5.25e-06, 5.92e-06, 5.65e-06, 1.45e-06, 9.97e-07, 7.60e-06, 9.44e-06, 2.38e-06, 8.04e-05, 7.07e-05, 2.45e-04, 2.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.56e-06, 1.08e-05]    []  
44600     [6.20e-06, 4.66e-06, 5.11e-06, 5.10e-06, 4.71e-06, 1.43e-06, 9.83e-07, 5.66e-08, 6.53e-08, 3.23e-08, 1.08e-05, 1.01e-05, 1.69e-05, 1.80e-05, 1.66e-07, 3.31e-07, 2.58e-07, 2.18e-07, 9.43e-09, 1.48e-08, 9.81e-08, 1.22e-07]    [6.20e-06, 4.66e-06, 5.11e-06, 5.10e-06, 4.71e-06, 1.43e-06, 9.83e-07, 5.66e-08, 6.53e-08, 3.23e-08, 1.08e-05, 1.01e-05, 1.69e-05, 1.80e-05, 1.66e-07, 3.31e-07, 2.58e-07, 2.18e-07, 9.43e-09, 1.48e-08, 9.81e-08, 1.22e-07]    []  
44700     [8.13e-06, 4.68e-06, 5.04e-06, 4.88e-06, 4.47e-06, 1.57e-06, 1.18e-06, 1.68e-06, 4.22e-07, 1.07e-06, 4.40e-05, 3.33e-05, 1.24e-04, 1.37e-04, 1.22e-06, 1.20e-06, 1.32e-06, 1.34e-06, 2.07e-07, 7.34e-08, 1.38e-06, 4.71e-07]    [8.13e-06, 4.68e-06, 5.04e-06, 4.88e-06, 4.47e-06, 1.57e-06, 1.18e-06, 1.68e-06, 4.22e-07, 1.07e-06, 4.40e-05, 3.33e-05, 1.24e-04, 1.37e-04, 1.22e-06, 1.20e-06, 1.32e-06, 1.34e-06, 2.07e-07, 7.34e-08, 1.38e-06, 4.71e-07]    []  
44800     [5.84e-06, 4.46e-06, 4.92e-06, 5.18e-06, 4.38e-06, 1.45e-06, 1.11e-06, 1.26e-07, 9.84e-07, 3.19e-07, 6.54e-06, 1.11e-05, 6.59e-06, 1.15e-05, 8.92e-08, 4.38e-07, 1.99e-07, 1.68e-07, 1.64e-08, 5.16e-08, 2.47e-07, 3.83e-07]    [5.84e-06, 4.46e-06, 4.92e-06, 5.18e-06, 4.38e-06, 1.45e-06, 1.11e-06, 1.26e-07, 9.84e-07, 3.19e-07, 6.54e-06, 1.11e-05, 6.59e-06, 1.15e-05, 8.92e-08, 4.38e-07, 1.99e-07, 1.68e-07, 1.64e-08, 5.16e-08, 2.47e-07, 3.83e-07]    []  
44900     [4.30e-06, 4.45e-06, 4.93e-06, 5.36e-06, 4.50e-06, 1.24e-06, 1.05e-06, 2.23e-07, 5.58e-07, 1.29e-07, 7.88e-06, 9.77e-06, 4.09e-06, 6.70e-06, 1.06e-08, 1.76e-08, 7.13e-08, 2.81e-08, 0.00e+00, 9.80e-09, 1.35e-06, 1.56e-07]    [4.30e-06, 4.45e-06, 4.93e-06, 5.36e-06, 4.50e-06, 1.24e-06, 1.05e-06, 2.23e-07, 5.58e-07, 1.29e-07, 7.88e-06, 9.77e-06, 4.09e-06, 6.70e-06, 1.06e-08, 1.76e-08, 7.13e-08, 2.81e-08, 0.00e+00, 9.80e-09, 1.35e-06, 1.56e-07]    []  
45000     [4.24e-06, 4.37e-06, 4.77e-06, 4.98e-06, 4.41e-06, 1.40e-06, 1.32e-06, 9.31e-10, 2.62e-06, 3.23e-08, 6.26e-06, 7.01e-06, 5.06e-06, 7.03e-07, 9.40e-08, 8.70e-08, 1.12e-07, 1.19e-07, 8.75e-09, 2.54e-07, 7.99e-08, 1.62e-06]    [4.24e-06, 4.37e-06, 4.77e-06, 4.98e-06, 4.41e-06, 1.40e-06, 1.32e-06, 9.31e-10, 2.62e-06, 3.23e-08, 6.26e-06, 7.01e-06, 5.06e-06, 7.03e-07, 9.40e-08, 8.70e-08, 1.12e-07, 1.19e-07, 8.75e-09, 2.54e-07, 7.99e-08, 1.62e-06]    []  
45100     [7.78e-06, 5.21e-06, 5.42e-06, 5.59e-06, 4.52e-06, 1.51e-06, 1.37e-06, 1.27e-04, 9.57e-05, 5.59e-06, 4.53e-05, 3.28e-05, 1.80e-05, 3.61e-05, 1.25e-06, 1.18e-06, 9.30e-07, 3.76e-07, 0.00e+00, 0.00e+00, 1.66e-04, 1.22e-04]    [7.78e-06, 5.21e-06, 5.42e-06, 5.59e-06, 4.52e-06, 1.51e-06, 1.37e-06, 1.27e-04, 9.57e-05, 5.59e-06, 4.53e-05, 3.28e-05, 1.80e-05, 3.61e-05, 1.25e-06, 1.18e-06, 9.30e-07, 3.76e-07, 0.00e+00, 0.00e+00, 1.66e-04, 1.22e-04]    []  
45200     [4.66e-06, 4.41e-06, 4.93e-06, 5.20e-06, 4.50e-06, 1.45e-06, 1.45e-06, 3.52e-08, 1.52e-07, 3.01e-07, 9.46e-06, 1.31e-05, 2.75e-05, 2.19e-05, 1.62e-07, 1.78e-08, 1.02e-07, 2.27e-07, 2.47e-08, 3.39e-08, 1.09e-07, 1.71e-07]    [4.66e-06, 4.41e-06, 4.93e-06, 5.20e-06, 4.50e-06, 1.45e-06, 1.45e-06, 3.52e-08, 1.52e-07, 3.01e-07, 9.46e-06, 1.31e-05, 2.75e-05, 2.19e-05, 1.62e-07, 1.78e-08, 1.02e-07, 2.27e-07, 2.47e-08, 3.39e-08, 1.09e-07, 1.71e-07]    []  
45300     [5.12e-06, 4.38e-06, 4.89e-06, 5.15e-06, 4.39e-06, 1.36e-06, 1.54e-06, 1.11e-08, 5.80e-07, 1.92e-07, 7.70e-06, 9.40e-06, 4.87e-06, 9.12e-06, 3.70e-07, 3.04e-07, 1.17e-07, 1.37e-07, 2.34e-08, 1.39e-07, 1.08e-07, 6.64e-07]    [5.12e-06, 4.38e-06, 4.89e-06, 5.15e-06, 4.39e-06, 1.36e-06, 1.54e-06, 1.11e-08, 5.80e-07, 1.92e-07, 7.70e-06, 9.40e-06, 4.87e-06, 9.12e-06, 3.70e-07, 3.04e-07, 1.17e-07, 1.37e-07, 2.34e-08, 1.39e-07, 1.08e-07, 6.64e-07]    []  
45400     [6.28e-06, 5.52e-06, 5.10e-06, 4.97e-06, 3.99e-06, 1.71e-06, 1.59e-06, 1.50e-07, 3.41e-08, 2.42e-06, 3.67e-05, 2.09e-05, 6.46e-05, 3.86e-05, 2.10e-06, 3.01e-07, 8.51e-07, 1.70e-06, 3.42e-08, 1.19e-09, 1.40e-07, 2.54e-06]    [6.28e-06, 5.52e-06, 5.10e-06, 4.97e-06, 3.99e-06, 1.71e-06, 1.59e-06, 1.50e-07, 3.41e-08, 2.42e-06, 3.67e-05, 2.09e-05, 6.46e-05, 3.86e-05, 2.10e-06, 3.01e-07, 8.51e-07, 1.70e-06, 3.42e-08, 1.19e-09, 1.40e-07, 2.54e-06]    []  
45500     [4.64e-06, 4.57e-06, 4.64e-06, 4.97e-06, 4.00e-06, 1.74e-06, 1.83e-06, 2.77e-07, 6.94e-06, 1.18e-06, 6.51e-06, 9.21e-06, 4.38e-06, 1.64e-05, 4.41e-07, 6.20e-07, 2.94e-07, 1.07e-07, 1.39e-08, 0.00e+00, 2.27e-07, 1.03e-05]    [4.64e-06, 4.57e-06, 4.64e-06, 4.97e-06, 4.00e-06, 1.74e-06, 1.83e-06, 2.77e-07, 6.94e-06, 1.18e-06, 6.51e-06, 9.21e-06, 4.38e-06, 1.64e-05, 4.41e-07, 6.20e-07, 2.94e-07, 1.07e-07, 1.39e-08, 0.00e+00, 2.27e-07, 1.03e-05]    []  
45600     [1.81e-05, 5.19e-06, 6.45e-06, 1.03e-05, 7.73e-06, 4.13e-06, 4.32e-06, 3.08e-06, 2.66e-10, 1.94e-06, 2.50e-05, 5.36e-04, 7.45e-04, 7.05e-05, 1.03e-05, 2.03e-05, 9.14e-07, 1.73e-08, 0.00e+00, 1.45e-12, 2.10e-06, 6.33e-06]    [1.81e-05, 5.19e-06, 6.45e-06, 1.03e-05, 7.73e-06, 4.13e-06, 4.32e-06, 3.08e-06, 2.66e-10, 1.94e-06, 2.50e-05, 5.36e-04, 7.45e-04, 7.05e-05, 1.03e-05, 2.03e-05, 9.14e-07, 1.73e-08, 0.00e+00, 1.45e-12, 2.10e-06, 6.33e-06]    []  
45700     [2.90e-06, 4.01e-06, 3.86e-06, 4.64e-06, 3.72e-06, 1.79e-06, 2.14e-06, 8.29e-12, 5.01e-09, 9.88e-10, 1.00e-06, 5.73e-06, 4.27e-06, 3.61e-07, 1.06e-07, 1.15e-07, 5.10e-08, 7.43e-08, 1.29e-08, 3.13e-08, 7.55e-08, 1.23e-07]    [2.90e-06, 4.01e-06, 3.86e-06, 4.64e-06, 3.72e-06, 1.79e-06, 2.14e-06, 8.29e-12, 5.01e-09, 9.88e-10, 1.00e-06, 5.73e-06, 4.27e-06, 3.61e-07, 1.06e-07, 1.15e-07, 5.10e-08, 7.43e-08, 1.29e-08, 3.13e-08, 7.55e-08, 1.23e-07]    []  
45800     [4.48e-06, 5.48e-06, 4.66e-06, 6.01e-06, 6.61e-06, 2.52e-06, 2.71e-06, 1.20e-09, 1.25e-03, 7.07e-07, 3.20e-05, 1.23e-04, 8.21e-05, 5.49e-04, 0.00e+00, 2.03e-07, 1.54e-08, 1.22e-07, 9.30e-09, 0.00e+00, 5.59e-08, 1.48e-03]    [4.48e-06, 5.48e-06, 4.66e-06, 6.01e-06, 6.61e-06, 2.52e-06, 2.71e-06, 1.20e-09, 1.25e-03, 7.07e-07, 3.20e-05, 1.23e-04, 8.21e-05, 5.49e-04, 0.00e+00, 2.03e-07, 1.54e-08, 1.22e-07, 9.30e-09, 0.00e+00, 5.59e-08, 1.48e-03]    []  
45900     [3.25e-06, 4.42e-06, 3.98e-06, 5.34e-06, 3.59e-06, 1.48e-06, 1.75e-06, 1.34e-09, 2.43e-09, 1.84e-09, 2.33e-06, 2.15e-06, 1.64e-06, 1.04e-06, 6.82e-08, 1.68e-07, 5.14e-08, 3.40e-08, 5.90e-09, 1.20e-08, 2.90e-08, 5.17e-08]    [3.25e-06, 4.42e-06, 3.98e-06, 5.34e-06, 3.59e-06, 1.48e-06, 1.75e-06, 1.34e-09, 2.43e-09, 1.84e-09, 2.33e-06, 2.15e-06, 1.64e-06, 1.04e-06, 6.82e-08, 1.68e-07, 5.14e-08, 3.40e-08, 5.90e-09, 1.20e-08, 2.90e-08, 5.17e-08]    []  
46000     [1.84e-06, 4.24e-06, 4.17e-06, 5.09e-06, 3.68e-06, 1.38e-06, 1.91e-06, 3.45e-10, 9.49e-10, 1.37e-09, 4.90e-06, 1.50e-05, 5.28e-06, 5.28e-05, 1.49e-09, 4.57e-09, 8.98e-09, 5.15e-10, 3.86e-09, 9.65e-09, 2.24e-08, 3.11e-08]    [1.84e-06, 4.24e-06, 4.17e-06, 5.09e-06, 3.68e-06, 1.38e-06, 1.91e-06, 3.45e-10, 9.49e-10, 1.37e-09, 4.90e-06, 1.50e-05, 5.28e-06, 5.28e-05, 1.49e-09, 4.57e-09, 8.98e-09, 5.15e-10, 3.86e-09, 9.65e-09, 2.24e-08, 3.11e-08]    []  

Best model at step 25595:
  train loss: 2.84e-05
  test loss: 2.84e-05
  test metric: []

'train' took 39.774967 s

Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
46000     [1.84e-06, 4.24e-06, 4.17e-06, 5.09e-06, 3.68e-06, 1.38e-06, 1.91e-06, 3.45e-10, 9.49e-10, 1.37e-09, 4.90e-06, 1.50e-05, 5.28e-06, 5.28e-05, 1.49e-09, 4.57e-09, 8.98e-09, 5.15e-10, 3.86e-09, 9.65e-09, 2.24e-08, 3.11e-08]    [1.84e-06, 4.24e-06, 4.17e-06, 5.09e-06, 3.68e-06, 1.38e-06, 1.91e-06, 3.45e-10, 9.49e-10, 1.37e-09, 4.90e-06, 1.50e-05, 5.28e-06, 5.28e-05, 1.49e-09, 4.57e-09, 8.98e-09, 5.15e-10, 3.86e-09, 9.65e-09, 2.24e-08, 3.11e-08]    []  
46100     [2.13e-06, 4.17e-06, 4.81e-06, 5.18e-06, 3.92e-06, 1.41e-06, 2.42e-06, 1.07e-05, 3.83e-09, 3.38e-07, 1.20e-05, 5.82e-05, 4.59e-05, 2.95e-04, 0.00e+00, 5.09e-10, 6.32e-10, 2.83e-10, 0.00e+00, 5.17e-09, 2.24e-05, 2.07e-08]    [2.13e-06, 4.17e-06, 4.81e-06, 5.18e-06, 3.92e-06, 1.41e-06, 2.42e-06, 1.07e-05, 3.83e-09, 3.38e-07, 1.20e-05, 5.82e-05, 4.59e-05, 2.95e-04, 0.00e+00, 5.09e-10, 6.32e-10, 2.83e-10, 0.00e+00, 5.17e-09, 2.24e-05, 2.07e-08]    []  
46200     [1.51e-06, 3.81e-06, 4.56e-06, 4.89e-06, 3.70e-06, 1.20e-06, 2.09e-06, 9.25e-08, 4.80e-09, 5.07e-10, 8.69e-06, 3.10e-05, 4.63e-06, 8.69e-05, 1.41e-08, 2.87e-11, 7.37e-09, 1.08e-09, 1.34e-08, 1.86e-09, 5.48e-08, 3.99e-08]    [1.51e-06, 3.81e-06, 4.56e-06, 4.89e-06, 3.70e-06, 1.20e-06, 2.09e-06, 9.25e-08, 4.80e-09, 5.07e-10, 8.69e-06, 3.10e-05, 4.63e-06, 8.69e-05, 1.41e-08, 2.87e-11, 7.37e-09, 1.08e-09, 1.34e-08, 1.86e-09, 5.48e-08, 3.99e-08]    []  
46300     [6.12e-06, 3.75e-06, 4.74e-06, 5.37e-06, 3.55e-06, 1.01e-06, 1.64e-06, 3.95e-05, 3.83e-08, 9.91e-07, 3.00e-05, 4.53e-05, 1.87e-04, 4.75e-04, 2.30e-06, 4.69e-06, 3.41e-07, 5.39e-07, 0.00e+00, 3.04e-09, 6.20e-05, 1.47e-08]    [6.12e-06, 3.75e-06, 4.74e-06, 5.37e-06, 3.55e-06, 1.01e-06, 1.64e-06, 3.95e-05, 3.83e-08, 9.91e-07, 3.00e-05, 4.53e-05, 1.87e-04, 4.75e-04, 2.30e-06, 4.69e-06, 3.41e-07, 5.39e-07, 0.00e+00, 3.04e-09, 6.20e-05, 1.47e-08]    []  
46400     [2.44e-06, 3.72e-06, 5.49e-06, 5.73e-06, 3.45e-06, 1.12e-06, 2.56e-06, 6.66e-05, 8.98e-07, 2.16e-06, 2.08e-05, 5.07e-05, 8.38e-05, 3.67e-04, 0.00e+00, 0.00e+00, 2.41e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.28e-04, 1.35e-06]    [2.44e-06, 3.72e-06, 5.49e-06, 5.73e-06, 3.45e-06, 1.12e-06, 2.56e-06, 6.66e-05, 8.98e-07, 2.16e-06, 2.08e-05, 5.07e-05, 8.38e-05, 3.67e-04, 0.00e+00, 0.00e+00, 2.41e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.28e-04, 1.35e-06]    []  
46500     [4.33e-06, 3.35e-06, 5.56e-06, 6.95e-06, 3.15e-06, 1.42e-06, 1.72e-06, 3.60e-07, 1.64e-06, 4.70e-07, 4.55e-05, 6.61e-05, 2.71e-05, 5.29e-05, 3.03e-06, 2.75e-06, 9.82e-08, 2.91e-08, 1.62e-09, 0.00e+00, 6.08e-08, 2.00e-06]    [4.33e-06, 3.35e-06, 5.56e-06, 6.95e-06, 3.15e-06, 1.42e-06, 1.72e-06, 3.60e-07, 1.64e-06, 4.70e-07, 4.55e-05, 6.61e-05, 2.71e-05, 5.29e-05, 3.03e-06, 2.75e-06, 9.82e-08, 2.91e-08, 1.62e-09, 0.00e+00, 6.08e-08, 2.00e-06]    []  
46600     [5.23e-06, 3.44e-06, 4.56e-06, 4.99e-06, 3.61e-06, 9.28e-07, 1.61e-06, 3.71e-06, 3.27e-07, 3.02e-06, 7.37e-05, 4.46e-05, 3.37e-04, 5.34e-04, 1.31e-06, 3.02e-06, 4.32e-07, 6.93e-07, 0.00e+00, 1.15e-07, 3.37e-06, 7.38e-07]    [5.23e-06, 3.44e-06, 4.56e-06, 4.99e-06, 3.61e-06, 9.28e-07, 1.61e-06, 3.71e-06, 3.27e-07, 3.02e-06, 7.37e-05, 4.46e-05, 3.37e-04, 5.34e-04, 1.31e-06, 3.02e-06, 4.32e-07, 6.93e-07, 0.00e+00, 1.15e-07, 3.37e-06, 7.38e-07]    []  
46700     [2.93e-06, 3.19e-06, 4.95e-06, 5.10e-06, 2.82e-06, 7.39e-07, 1.34e-06, 2.80e-06, 7.45e-06, 4.34e-07, 2.02e-05, 1.31e-05, 8.84e-05, 7.04e-05, 2.30e-07, 1.41e-07, 5.70e-08, 8.47e-08, 0.00e+00, 0.00e+00, 4.18e-06, 1.06e-05]    [2.93e-06, 3.19e-06, 4.95e-06, 5.10e-06, 2.82e-06, 7.39e-07, 1.34e-06, 2.80e-06, 7.45e-06, 4.34e-07, 2.02e-05, 1.31e-05, 8.84e-05, 7.04e-05, 2.30e-07, 1.41e-07, 5.70e-08, 8.47e-08, 0.00e+00, 0.00e+00, 4.18e-06, 1.06e-05]    []  
46800     [3.06e-06, 3.27e-06, 4.64e-06, 4.82e-06, 3.11e-06, 6.96e-07, 1.78e-06, 1.31e-06, 5.21e-05, 1.58e-06, 1.36e-05, 7.61e-06, 4.76e-05, 4.91e-05, 2.85e-07, 2.35e-07, 9.25e-08, 6.31e-08, 0.00e+00, 7.41e-06, 1.42e-06, 3.97e-05]    [3.06e-06, 3.27e-06, 4.64e-06, 4.82e-06, 3.11e-06, 6.96e-07, 1.78e-06, 1.31e-06, 5.21e-05, 1.58e-06, 1.36e-05, 7.61e-06, 4.76e-05, 4.91e-05, 2.85e-07, 2.35e-07, 9.25e-08, 6.31e-08, 0.00e+00, 7.41e-06, 1.42e-06, 3.97e-05]    []  
46900     [1.10e-06, 2.99e-06, 5.85e-06, 5.45e-06, 2.65e-06, 8.28e-07, 2.16e-06, 2.04e-07, 1.32e-05, 1.43e-07, 2.23e-05, 7.17e-05, 6.46e-06, 1.46e-04, 1.56e-08, 0.00e+00, 9.28e-10, 0.00e+00, 1.87e-11, 1.41e-06, 5.79e-07, 8.43e-06]    [1.10e-06, 2.99e-06, 5.85e-06, 5.45e-06, 2.65e-06, 8.28e-07, 2.16e-06, 2.04e-07, 1.32e-05, 1.43e-07, 2.23e-05, 7.17e-05, 6.46e-06, 1.46e-04, 1.56e-08, 0.00e+00, 9.28e-10, 0.00e+00, 1.87e-11, 1.41e-06, 5.79e-07, 8.43e-06]    []  
47000     [3.24e-06, 3.01e-06, 4.90e-06, 4.97e-06, 3.02e-06, 6.59e-07, 1.56e-06, 7.99e-08, 7.06e-06, 2.45e-07, 2.85e-06, 6.49e-06, 1.34e-05, 4.74e-05, 2.70e-07, 7.48e-07, 8.12e-08, 2.45e-08, 7.29e-10, 3.02e-07, 3.07e-07, 1.77e-06]    [3.24e-06, 3.01e-06, 4.90e-06, 4.97e-06, 3.02e-06, 6.59e-07, 1.56e-06, 7.99e-08, 7.06e-06, 2.45e-07, 2.85e-06, 6.49e-06, 1.34e-05, 4.74e-05, 2.70e-07, 7.48e-07, 8.12e-08, 2.45e-08, 7.29e-10, 3.02e-07, 3.07e-07, 1.77e-06]    []  
47100     [3.10e-06, 2.95e-06, 4.86e-06, 4.99e-06, 2.94e-06, 7.43e-07, 1.66e-06, 6.99e-08, 2.10e-06, 6.72e-07, 8.48e-06, 8.08e-06, 4.15e-05, 8.71e-05, 3.80e-07, 7.36e-07, 1.40e-07, 9.03e-08, 1.38e-06, 5.68e-07, 6.66e-06, 3.47e-06]    [3.10e-06, 2.95e-06, 4.86e-06, 4.99e-06, 2.94e-06, 7.43e-07, 1.66e-06, 6.99e-08, 2.10e-06, 6.72e-07, 8.48e-06, 8.08e-06, 4.15e-05, 8.71e-05, 3.80e-07, 7.36e-07, 1.40e-07, 9.03e-08, 1.38e-06, 5.68e-07, 6.66e-06, 3.47e-06]    []  
47200     [7.12e-06, 4.28e-06, 1.08e-05, 7.36e-06, 4.98e-06, 1.84e-06, 7.59e-06, 4.09e-06, 5.25e-05, 4.76e-06, 7.93e-05, 5.34e-04, 3.41e-04, 2.46e-03, 1.50e-09, 5.46e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.06e-06, 3.87e-05]    [7.12e-06, 4.28e-06, 1.08e-05, 7.36e-06, 4.98e-06, 1.84e-06, 7.59e-06, 4.09e-06, 5.25e-05, 4.76e-06, 7.93e-05, 5.34e-04, 3.41e-04, 2.46e-03, 1.50e-09, 5.46e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.06e-06, 3.87e-05]    []  
47300     [6.53e-06, 3.00e-06, 5.66e-06, 6.05e-06, 2.60e-06, 8.00e-07, 1.68e-06, 7.91e-05, 3.72e-06, 4.30e-07, 3.31e-05, 1.13e-04, 1.28e-04, 7.36e-04, 9.47e-06, 1.03e-05, 5.42e-07, 6.55e-07, 0.00e+00, 0.00e+00, 8.30e-05, 1.52e-06]    [6.53e-06, 3.00e-06, 5.66e-06, 6.05e-06, 2.60e-06, 8.00e-07, 1.68e-06, 7.91e-05, 3.72e-06, 4.30e-07, 3.31e-05, 1.13e-04, 1.28e-04, 7.36e-04, 9.47e-06, 1.03e-05, 5.42e-07, 6.55e-07, 0.00e+00, 0.00e+00, 8.30e-05, 1.52e-06]    []  
47400     [2.02e-06, 2.83e-06, 5.60e-06, 4.63e-06, 3.13e-06, 4.65e-07, 1.81e-06, 3.12e-06, 1.49e-05, 6.78e-09, 3.17e-06, 5.96e-06, 1.16e-05, 3.67e-05, 5.48e-09, 0.00e+00, 4.72e-09, 0.00e+00, 0.00e+00, 1.07e-06, 3.29e-06, 6.43e-06]    [2.02e-06, 2.83e-06, 5.60e-06, 4.63e-06, 3.13e-06, 4.65e-07, 1.81e-06, 3.12e-06, 1.49e-05, 6.78e-09, 3.17e-06, 5.96e-06, 1.16e-05, 3.67e-05, 5.48e-09, 0.00e+00, 4.72e-09, 0.00e+00, 0.00e+00, 1.07e-06, 3.29e-06, 6.43e-06]    []  
47500     [3.72e-06, 3.57e-06, 7.43e-06, 5.68e-06, 3.82e-06, 5.90e-07, 3.24e-06, 1.13e-05, 1.31e-05, 4.23e-06, 5.35e-05, 8.03e-05, 3.20e-04, 7.54e-04, 0.00e+00, 0.00e+00, 1.92e-10, 0.00e+00, 0.00e+00, 0.00e+00, 9.02e-06, 2.01e-05]    [3.72e-06, 3.57e-06, 7.43e-06, 5.68e-06, 3.82e-06, 5.90e-07, 3.24e-06, 1.13e-05, 1.31e-05, 4.23e-06, 5.35e-05, 8.03e-05, 3.20e-04, 7.54e-04, 0.00e+00, 0.00e+00, 1.92e-10, 0.00e+00, 0.00e+00, 0.00e+00, 9.02e-06, 2.01e-05]    []  
47600     [2.18e-06, 2.69e-06, 5.19e-06, 4.36e-06, 2.59e-06, 4.62e-07, 1.54e-06, 9.10e-06, 3.37e-07, 2.40e-07, 4.88e-06, 2.78e-06, 1.54e-05, 9.25e-06, 5.41e-08, 5.51e-08, 5.98e-08, 5.36e-08, 0.00e+00, 1.36e-08, 1.63e-06, 6.33e-08]    [2.18e-06, 2.69e-06, 5.19e-06, 4.36e-06, 2.59e-06, 4.62e-07, 1.54e-06, 9.10e-06, 3.37e-07, 2.40e-07, 4.88e-06, 2.78e-06, 1.54e-05, 9.25e-06, 5.41e-08, 5.51e-08, 5.98e-08, 5.36e-08, 0.00e+00, 1.36e-08, 1.63e-06, 6.33e-08]    []  
47700     [4.46e-06, 2.81e-06, 5.21e-06, 4.66e-06, 2.13e-06, 5.96e-07, 1.43e-06, 1.04e-06, 5.12e-05, 6.28e-06, 6.88e-05, 3.77e-05, 2.86e-04, 3.73e-04, 1.09e-06, 1.88e-06, 8.28e-07, 8.08e-07, 1.84e-07, 1.10e-05, 1.11e-06, 5.55e-05]    [4.46e-06, 2.81e-06, 5.21e-06, 4.66e-06, 2.13e-06, 5.96e-07, 1.43e-06, 1.04e-06, 5.12e-05, 6.28e-06, 6.88e-05, 3.77e-05, 2.86e-04, 3.73e-04, 1.09e-06, 1.88e-06, 8.28e-07, 8.08e-07, 1.84e-07, 1.10e-05, 1.11e-06, 5.55e-05]    []  
47800     [2.22e-06, 4.27e-06, 4.23e-06, 4.25e-06, 2.96e-06, 7.11e-07, 9.12e-07, 1.04e-06, 1.03e-07, 1.83e-09, 1.02e-06, 1.02e-06, 4.55e-07, 4.34e-07, 2.89e-08, 3.08e-08, 1.40e-08, 8.96e-09, 0.00e+00, 1.15e-07, 1.37e-06, 6.74e-07]    [2.22e-06, 4.27e-06, 4.23e-06, 4.25e-06, 2.96e-06, 7.11e-07, 9.12e-07, 1.04e-06, 1.03e-07, 1.83e-09, 1.02e-06, 1.02e-06, 4.55e-07, 4.34e-07, 2.89e-08, 3.08e-08, 1.40e-08, 8.96e-09, 0.00e+00, 1.15e-07, 1.37e-06, 6.74e-07]    []  
47900     [2.39e-06, 5.83e-06, 3.94e-06, 4.96e-06, 2.94e-06, 1.14e-06, 1.93e-06, 3.33e-07, 4.09e-06, 1.23e-05, 1.18e-04, 4.34e-05, 1.12e-04, 2.61e-05, 6.49e-07, 1.51e-07, 4.62e-07, 6.56e-07, 0.00e+00, 5.10e-08, 8.48e-05, 4.55e-07]    [2.39e-06, 5.83e-06, 3.94e-06, 4.96e-06, 2.94e-06, 1.14e-06, 1.93e-06, 3.33e-07, 4.09e-06, 1.23e-05, 1.18e-04, 4.34e-05, 1.12e-04, 2.61e-05, 6.49e-07, 1.51e-07, 4.62e-07, 6.56e-07, 0.00e+00, 5.10e-08, 8.48e-05, 4.55e-07]    []  
48000     [2.10e-06, 5.12e-06, 3.74e-06, 4.32e-06, 3.15e-06, 9.99e-07, 8.94e-07, 1.08e-07, 6.11e-06, 2.31e-08, 1.26e-06, 9.62e-07, 1.02e-06, 5.23e-07, 6.69e-08, 1.08e-08, 1.74e-08, 1.38e-08, 6.88e-10, 9.16e-07, 5.58e-08, 5.54e-06]    [2.10e-06, 5.12e-06, 3.74e-06, 4.32e-06, 3.15e-06, 9.99e-07, 8.94e-07, 1.08e-07, 6.11e-06, 2.31e-08, 1.26e-06, 9.62e-07, 1.02e-06, 5.23e-07, 6.69e-08, 1.08e-08, 1.74e-08, 1.38e-08, 6.88e-10, 9.16e-07, 5.58e-08, 5.54e-06]    []  

Best model at step 47786:
  train loss: 2.33e-05
  test loss: 2.33e-05
  test metric: []

'train' took 38.254127 s

Best train step: 47786
lambda_a: 5.704544575968382
lambda_b: 6.875377612508024
kappa_a: 1.4062997902446541
kappa_b: 1.7997954299937577
Best train step: 47786
lambda_a: 1.7412631512
lambda_b: 1.9279465675
kappa_a: 0.34096199274
kappa_b: 0.58767300844
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
48000     [2.10e-06, 5.12e-06, 3.74e-06, 4.32e-06, 3.15e-06, 9.99e-07, 8.94e-07, 1.08e-07, 6.11e-06, 2.31e-08, 1.26e-06, 9.62e-07, 1.02e-06, 5.23e-07, 6.69e-08, 1.08e-08, 1.74e-08, 1.38e-08, 6.88e-10, 9.16e-07, 5.58e-08, 5.54e-06]    [2.10e-06, 5.12e-06, 3.74e-06, 4.32e-06, 3.15e-06, 9.99e-07, 8.94e-07, 1.08e-07, 6.11e-06, 2.31e-08, 1.26e-06, 9.62e-07, 1.02e-06, 5.23e-07, 6.69e-08, 1.08e-08, 1.74e-08, 1.38e-08, 6.88e-10, 9.16e-07, 5.58e-08, 5.54e-06]    []  
48100     [2.68e-06, 4.54e-06, 4.16e-06, 4.79e-06, 2.71e-06, 1.10e-06, 7.06e-07, 6.96e-06, 9.50e-05, 1.65e-06, 2.62e-05, 3.17e-05, 1.30e-05, 2.85e-05, 1.67e-06, 1.15e-06, 3.82e-09, 0.00e+00, 0.00e+00, 0.00e+00, 9.73e-06, 6.84e-05]    [2.68e-06, 4.54e-06, 4.16e-06, 4.79e-06, 2.71e-06, 1.10e-06, 7.06e-07, 6.96e-06, 9.50e-05, 1.65e-06, 2.62e-05, 3.17e-05, 1.30e-05, 2.85e-05, 1.67e-06, 1.15e-06, 3.82e-09, 0.00e+00, 0.00e+00, 0.00e+00, 9.73e-06, 6.84e-05]    []  
48200     [1.74e-06, 4.80e-06, 5.61e-06, 3.79e-06, 5.66e-06, 1.29e-06, 9.81e-07, 5.96e-06, 8.20e-08, 1.34e-07, 1.95e-05, 6.98e-05, 6.90e-05, 3.95e-04, 0.00e+00, 8.77e-08, 1.43e-09, 0.00e+00, 7.73e-07, 2.59e-09, 4.29e-06, 9.66e-08]    [1.74e-06, 4.80e-06, 5.61e-06, 3.79e-06, 5.66e-06, 1.29e-06, 9.81e-07, 5.96e-06, 8.20e-08, 1.34e-07, 1.95e-05, 6.98e-05, 6.90e-05, 3.95e-04, 0.00e+00, 8.77e-08, 1.43e-09, 0.00e+00, 7.73e-07, 2.59e-09, 4.29e-06, 9.66e-08]    []  
48300     [4.26e-06, 4.18e-06, 3.92e-06, 4.38e-06, 2.37e-06, 1.37e-06, 9.44e-07, 2.76e-04, 6.84e-05, 5.18e-06, 7.26e-05, 5.25e-05, 1.65e-04, 7.78e-05, 2.16e-08, 8.23e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.56e-04, 1.24e-04]    [4.26e-06, 4.18e-06, 3.92e-06, 4.38e-06, 2.37e-06, 1.37e-06, 9.44e-07, 2.76e-04, 6.84e-05, 5.18e-06, 7.26e-05, 5.25e-05, 1.65e-04, 7.78e-05, 2.16e-08, 8.23e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.56e-04, 1.24e-04]    []  
48400     [1.96e-06, 3.92e-06, 3.99e-06, 3.88e-06, 2.41e-06, 8.08e-07, 6.17e-07, 1.25e-08, 3.96e-09, 1.64e-09, 1.03e-06, 1.03e-06, 3.29e-07, 3.77e-07, 2.06e-08, 5.71e-09, 1.94e-08, 2.78e-09, 5.59e-08, 4.37e-11, 3.30e-07, 4.16e-07]    [1.96e-06, 3.92e-06, 3.99e-06, 3.88e-06, 2.41e-06, 8.08e-07, 6.17e-07, 1.25e-08, 3.96e-09, 1.64e-09, 1.03e-06, 1.03e-06, 3.29e-07, 3.77e-07, 2.06e-08, 5.71e-09, 1.94e-08, 2.78e-09, 5.59e-08, 4.37e-11, 3.30e-07, 4.16e-07]    []  
48500     [1.92e-06, 3.45e-06, 4.10e-06, 3.99e-06, 2.21e-06, 8.64e-07, 6.47e-07, 2.88e-07, 2.63e-07, 1.01e-09, 9.82e-07, 1.16e-06, 5.74e-07, 9.20e-07, 3.98e-08, 2.68e-08, 2.57e-08, 2.18e-09, 1.21e-08, 0.00e+00, 8.21e-08, 4.56e-07]    [1.92e-06, 3.45e-06, 4.10e-06, 3.99e-06, 2.21e-06, 8.64e-07, 6.47e-07, 2.88e-07, 2.63e-07, 1.01e-09, 9.82e-07, 1.16e-06, 5.74e-07, 9.20e-07, 3.98e-08, 2.68e-08, 2.57e-08, 2.18e-09, 1.21e-08, 0.00e+00, 8.21e-08, 4.56e-07]    []  
48600     [2.52e-06, 3.66e-06, 4.82e-06, 5.09e-06, 1.73e-06, 7.41e-07, 1.74e-06, 1.18e-05, 2.99e-05, 6.86e-08, 1.91e-05, 8.93e-05, 2.01e-05, 1.05e-04, 5.64e-09, 1.68e-08, 5.97e-07, 1.47e-07, 0.00e+00, 0.00e+00, 3.34e-06, 3.86e-05]    [2.52e-06, 3.66e-06, 4.82e-06, 5.09e-06, 1.73e-06, 7.41e-07, 1.74e-06, 1.18e-05, 2.99e-05, 6.86e-08, 1.91e-05, 8.93e-05, 2.01e-05, 1.05e-04, 5.64e-09, 1.68e-08, 5.97e-07, 1.47e-07, 0.00e+00, 0.00e+00, 3.34e-06, 3.86e-05]    []  
48700     [2.75e-06, 4.09e-06, 4.99e-06, 3.41e-06, 5.82e-06, 7.86e-07, 1.67e-06, 2.62e-07, 2.84e-06, 7.08e-08, 1.98e-05, 8.27e-05, 7.36e-05, 4.67e-04, 1.83e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.56e-09, 1.01e-07, 7.05e-07, 5.79e-07]    [2.75e-06, 4.09e-06, 4.99e-06, 3.41e-06, 5.82e-06, 7.86e-07, 1.67e-06, 2.62e-07, 2.84e-06, 7.08e-08, 1.98e-05, 8.27e-05, 7.36e-05, 4.67e-04, 1.83e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.56e-09, 1.01e-07, 7.05e-07, 5.79e-07]    []  
48800     [1.76e-06, 3.48e-06, 3.87e-06, 3.69e-06, 2.29e-06, 9.55e-07, 1.66e-06, 6.84e-05, 1.64e-06, 1.20e-07, 8.98e-06, 1.93e-05, 4.23e-05, 1.28e-04, 2.35e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.82e-05, 2.79e-06]    [1.76e-06, 3.48e-06, 3.87e-06, 3.69e-06, 2.29e-06, 9.55e-07, 1.66e-06, 6.84e-05, 1.64e-06, 1.20e-07, 8.98e-06, 1.93e-05, 4.23e-05, 1.28e-04, 2.35e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.82e-05, 2.79e-06]    []  
48900     [1.55e-04, 1.14e-05, 4.97e-06, 3.86e-05, 7.18e-05, 2.80e-06, 3.99e-07, 2.40e-05, 7.10e-06, 5.93e-04, 1.15e-03, 2.28e-03, 3.50e-03, 4.14e-04, 2.38e-05, 6.70e-05, 3.85e-06, 0.00e+00, 4.92e-07, 3.84e-05, 2.49e-05, 6.27e-05]    [1.55e-04, 1.14e-05, 4.97e-06, 3.86e-05, 7.18e-05, 2.80e-06, 3.99e-07, 2.40e-05, 7.10e-06, 5.93e-04, 1.15e-03, 2.28e-03, 3.50e-03, 4.14e-04, 2.38e-05, 6.70e-05, 3.85e-06, 0.00e+00, 4.92e-07, 3.84e-05, 2.49e-05, 6.27e-05]    []  
49000     [4.76e-05, 6.11e-06, 7.73e-06, 7.55e-06, 1.18e-05, 1.32e-06, 3.39e-07, 1.11e-05, 5.58e-07, 1.22e-06, 2.20e-04, 8.70e-04, 9.45e-04, 2.35e-05, 1.05e-06, 6.10e-06, 5.01e-06, 4.90e-08, 1.48e-06, 6.66e-10, 2.48e-06, 3.72e-07]    [4.76e-05, 6.11e-06, 7.73e-06, 7.55e-06, 1.18e-05, 1.32e-06, 3.39e-07, 1.11e-05, 5.58e-07, 1.22e-06, 2.20e-04, 8.70e-04, 9.45e-04, 2.35e-05, 1.05e-06, 6.10e-06, 5.01e-06, 4.90e-08, 1.48e-06, 6.66e-10, 2.48e-06, 3.72e-07]    []  
49100     [4.90e-05, 9.68e-06, 1.02e-05, 4.47e-06, 6.83e-06, 1.03e-06, 2.51e-07, 3.59e-07, 2.54e-08, 6.31e-05, 4.03e-05, 8.55e-04, 1.14e-03, 1.19e-04, 7.96e-06, 7.13e-06, 4.27e-06, 9.48e-06, 8.64e-08, 5.82e-09, 3.61e-06, 1.38e-07]    [4.90e-05, 9.68e-06, 1.02e-05, 4.47e-06, 6.83e-06, 1.03e-06, 2.51e-07, 3.59e-07, 2.54e-08, 6.31e-05, 4.03e-05, 8.55e-04, 1.14e-03, 1.19e-04, 7.96e-06, 7.13e-06, 4.27e-06, 9.48e-06, 8.64e-08, 5.82e-09, 3.61e-06, 1.38e-07]    []  
49200     [4.27e-05, 7.99e-06, 1.21e-05, 4.73e-06, 9.93e-06, 7.60e-07, 2.10e-07, 2.11e-08, 4.71e-08, 4.10e-08, 9.15e-05, 7.27e-04, 8.55e-04, 1.77e-06, 5.15e-07, 1.66e-06, 6.07e-07, 3.55e-07, 3.82e-08, 6.66e-09, 2.41e-07, 8.51e-08]    [4.27e-05, 7.99e-06, 1.21e-05, 4.73e-06, 9.93e-06, 7.60e-07, 2.10e-07, 2.11e-08, 4.71e-08, 4.10e-08, 9.15e-05, 7.27e-04, 8.55e-04, 1.77e-06, 5.15e-07, 1.66e-06, 6.07e-07, 3.55e-07, 3.82e-08, 6.66e-09, 2.41e-07, 8.51e-08]    []  
49300     [3.27e-05, 7.22e-06, 1.22e-05, 4.24e-06, 8.10e-06, 5.45e-07, 3.46e-07, 5.57e-08, 9.30e-06, 2.23e-08, 5.08e-05, 6.81e-04, 8.00e-04, 2.22e-06, 2.87e-07, 8.59e-07, 2.88e-07, 9.86e-08, 5.27e-08, 1.41e-06, 6.34e-07, 7.47e-06]    [3.27e-05, 7.22e-06, 1.22e-05, 4.24e-06, 8.10e-06, 5.45e-07, 3.46e-07, 5.57e-08, 9.30e-06, 2.23e-08, 5.08e-05, 6.81e-04, 8.00e-04, 2.22e-06, 2.87e-07, 8.59e-07, 2.88e-07, 9.86e-08, 5.27e-08, 1.41e-06, 6.34e-07, 7.47e-06]    []  
49400     [2.59e-05, 6.44e-06, 1.09e-05, 4.45e-06, 7.29e-06, 4.68e-07, 4.45e-07, 6.38e-10, 1.60e-09, 1.56e-08, 3.34e-05, 6.59e-04, 7.79e-04, 2.20e-06, 1.42e-07, 2.53e-07, 1.35e-07, 1.06e-07, 6.21e-08, 1.92e-08, 5.33e-07, 9.76e-08]    [2.59e-05, 6.44e-06, 1.09e-05, 4.45e-06, 7.29e-06, 4.68e-07, 4.45e-07, 6.38e-10, 1.60e-09, 1.56e-08, 3.34e-05, 6.59e-04, 7.79e-04, 2.20e-06, 1.42e-07, 2.53e-07, 1.35e-07, 1.06e-07, 6.21e-08, 1.92e-08, 5.33e-07, 9.76e-08]    []  
49500     [2.13e-05, 5.63e-06, 9.52e-06, 4.57e-06, 6.64e-06, 5.02e-07, 6.87e-07, 6.00e-09, 2.77e-09, 1.03e-08, 2.60e-05, 6.49e-04, 7.69e-04, 2.01e-06, 8.07e-08, 6.49e-08, 6.76e-08, 1.54e-07, 7.98e-08, 3.05e-08, 3.87e-07, 1.47e-07]    [2.13e-05, 5.63e-06, 9.52e-06, 4.57e-06, 6.64e-06, 5.02e-07, 6.87e-07, 6.00e-09, 2.77e-09, 1.03e-08, 2.60e-05, 6.49e-04, 7.69e-04, 2.01e-06, 8.07e-08, 6.49e-08, 6.76e-08, 1.54e-07, 7.98e-08, 3.05e-08, 3.87e-07, 1.47e-07]    []  
49600     [1.88e-05, 5.04e-06, 9.02e-06, 4.70e-06, 6.37e-06, 5.51e-07, 6.84e-07, 1.19e-08, 1.06e-06, 6.36e-09, 2.24e-05, 6.44e-04, 7.61e-04, 1.47e-06, 9.23e-08, 1.69e-08, 7.11e-08, 2.15e-07, 6.79e-08, 2.14e-07, 2.90e-07, 1.23e-06]    [1.88e-05, 5.04e-06, 9.02e-06, 4.70e-06, 6.37e-06, 5.51e-07, 6.84e-07, 1.19e-08, 1.06e-06, 6.36e-09, 2.24e-05, 6.44e-04, 7.61e-04, 1.47e-06, 9.23e-08, 1.69e-08, 7.11e-08, 2.15e-07, 6.79e-08, 2.14e-07, 2.90e-07, 1.23e-06]    []  
49700     [1.63e-05, 4.66e-06, 8.16e-06, 4.65e-06, 5.86e-06, 5.86e-07, 8.60e-07, 3.03e-08, 2.60e-10, 9.98e-10, 1.98e-05, 6.41e-04, 7.56e-04, 1.22e-06, 7.02e-08, 8.81e-09, 4.42e-08, 1.21e-07, 5.76e-08, 2.18e-08, 2.32e-07, 1.34e-07]    [1.63e-05, 4.66e-06, 8.16e-06, 4.65e-06, 5.86e-06, 5.86e-07, 8.60e-07, 3.03e-08, 2.60e-10, 9.98e-10, 1.98e-05, 6.41e-04, 7.56e-04, 1.22e-06, 7.02e-08, 8.81e-09, 4.42e-08, 1.21e-07, 5.76e-08, 2.18e-08, 2.32e-07, 1.34e-07]    []  
49800     [1.50e-05, 4.44e-06, 7.60e-06, 4.88e-06, 5.20e-06, 5.28e-07, 1.06e-06, 3.78e-05, 1.53e-07, 9.86e-08, 1.84e-05, 6.39e-04, 7.52e-04, 1.11e-06, 7.35e-08, 9.42e-09, 1.03e-08, 8.35e-08, 0.00e+00, 8.28e-09, 4.12e-05, 4.20e-07]    [1.50e-05, 4.44e-06, 7.60e-06, 4.88e-06, 5.20e-06, 5.28e-07, 1.06e-06, 3.78e-05, 1.53e-07, 9.86e-08, 1.84e-05, 6.39e-04, 7.52e-04, 1.11e-06, 7.35e-08, 9.42e-09, 1.03e-08, 8.35e-08, 0.00e+00, 8.28e-09, 4.12e-05, 4.20e-07]    []  
49900     [1.33e-05, 4.18e-06, 6.87e-06, 4.51e-06, 4.97e-06, 5.93e-07, 1.25e-06, 4.08e-08, 4.00e-09, 2.13e-10, 1.65e-05, 6.37e-04, 7.46e-04, 7.45e-07, 6.66e-08, 4.33e-09, 3.50e-08, 9.36e-08, 6.78e-08, 1.80e-08, 2.56e-07, 1.43e-07]    [1.33e-05, 4.18e-06, 6.87e-06, 4.51e-06, 4.97e-06, 5.93e-07, 1.25e-06, 4.08e-08, 4.00e-09, 2.13e-10, 1.65e-05, 6.37e-04, 7.46e-04, 7.45e-07, 6.66e-08, 4.33e-09, 3.50e-08, 9.36e-08, 6.78e-08, 1.80e-08, 2.56e-07, 1.43e-07]    []  
50000     [1.21e-05, 3.94e-06, 6.29e-06, 4.38e-06, 4.49e-06, 6.68e-07, 1.44e-06, 1.65e-08, 1.07e-08, 9.56e-12, 1.54e-05, 6.36e-04, 7.42e-04, 6.11e-07, 6.79e-08, 4.48e-09, 2.88e-08, 6.17e-08, 3.19e-08, 1.31e-08, 1.46e-07, 1.33e-07]    [1.21e-05, 3.94e-06, 6.29e-06, 4.38e-06, 4.49e-06, 6.68e-07, 1.44e-06, 1.65e-08, 1.07e-08, 9.56e-12, 1.54e-05, 6.36e-04, 7.42e-04, 6.11e-07, 6.79e-08, 4.48e-09, 2.88e-08, 6.17e-08, 3.19e-08, 1.31e-08, 1.46e-07, 1.33e-07]    []  

Best model at step 48760:
  train loss: 1.93e-05
  test loss: 1.93e-05
  test metric: []

'train' took 39.925186 s

Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Best train step: 48760
lambda_a: 1.754716754
lambda_b: 2.0021100044
kappa_a: 0.32901030779
kappa_b: 0.71107214689
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
50000     [1.21e-05, 3.94e-06, 6.29e-06, 4.38e-06, 4.49e-06, 6.68e-07, 1.44e-06, 1.65e-08, 1.07e-08, 9.56e-12, 1.54e-05, 6.36e-04, 7.42e-04, 6.11e-07, 6.79e-08, 4.48e-09, 2.88e-08, 6.17e-08, 3.19e-08, 1.31e-08, 1.46e-07, 1.33e-07]    [1.21e-05, 3.94e-06, 6.29e-06, 4.38e-06, 4.49e-06, 6.68e-07, 1.44e-06, 1.65e-08, 1.07e-08, 9.56e-12, 1.54e-05, 6.36e-04, 7.42e-04, 6.11e-07, 6.79e-08, 4.48e-09, 2.88e-08, 6.17e-08, 3.19e-08, 1.31e-08, 1.46e-07, 1.33e-07]    []  
50100     [1.14e-05, 4.05e-06, 5.72e-06, 4.47e-06, 4.42e-06, 7.62e-07, 1.62e-06, 1.56e-04, 1.93e-08, 4.47e-08, 1.72e-05, 6.34e-04, 7.38e-04, 1.88e-06, 7.69e-08, 3.05e-09, 5.00e-08, 1.44e-07, 3.45e-05, 7.59e-08, 1.52e-04, 3.68e-07]    [1.14e-05, 4.05e-06, 5.72e-06, 4.47e-06, 4.42e-06, 7.62e-07, 1.62e-06, 1.56e-04, 1.93e-08, 4.47e-08, 1.72e-05, 6.34e-04, 7.38e-04, 1.88e-06, 7.69e-08, 3.05e-09, 5.00e-08, 1.44e-07, 3.45e-05, 7.59e-08, 1.52e-04, 3.68e-07]    []  
50200     [1.02e-05, 3.63e-06, 5.27e-06, 4.15e-06, 3.75e-06, 7.51e-07, 1.83e-06, 2.60e-07, 1.40e-08, 7.28e-11, 1.35e-05, 6.33e-04, 7.34e-04, 4.68e-07, 6.31e-08, 2.91e-09, 2.05e-08, 4.30e-08, 5.54e-09, 7.73e-09, 2.43e-07, 1.36e-07]    [1.02e-05, 3.63e-06, 5.27e-06, 4.15e-06, 3.75e-06, 7.51e-07, 1.83e-06, 2.60e-07, 1.40e-08, 7.28e-11, 1.35e-05, 6.33e-04, 7.34e-04, 4.68e-07, 6.31e-08, 2.91e-09, 2.05e-08, 4.30e-08, 5.54e-09, 7.73e-09, 2.43e-07, 1.36e-07]    []  
50300     [9.37e-06, 3.43e-06, 4.80e-06, 4.02e-06, 3.35e-06, 8.63e-07, 2.02e-06, 5.61e-08, 1.16e-08, 3.66e-10, 1.30e-05, 6.31e-04, 7.29e-04, 3.80e-07, 6.92e-08, 3.40e-09, 2.92e-08, 4.33e-08, 7.33e-09, 1.47e-08, 1.43e-07, 1.13e-07]    [9.37e-06, 3.43e-06, 4.80e-06, 4.02e-06, 3.35e-06, 8.63e-07, 2.02e-06, 5.61e-08, 1.16e-08, 3.66e-10, 1.30e-05, 6.31e-04, 7.29e-04, 3.80e-07, 6.92e-08, 3.40e-09, 2.92e-08, 4.33e-08, 7.33e-09, 1.47e-08, 1.43e-07, 1.13e-07]    []  
50400     [8.99e-06, 3.60e-06, 4.55e-06, 4.19e-06, 3.25e-06, 7.64e-07, 2.10e-06, 1.11e-10, 1.86e-08, 8.03e-10, 1.19e-05, 6.29e-04, 7.25e-04, 5.20e-07, 4.52e-08, 4.54e-09, 5.41e-09, 1.43e-08, 1.19e-08, 1.51e-08, 3.71e-08, 4.94e-08]    [8.99e-06, 3.60e-06, 4.55e-06, 4.19e-06, 3.25e-06, 7.64e-07, 2.10e-06, 1.11e-10, 1.86e-08, 8.03e-10, 1.19e-05, 6.29e-04, 7.25e-04, 5.20e-07, 4.52e-08, 4.54e-09, 5.41e-09, 1.43e-08, 1.19e-08, 1.51e-08, 3.71e-08, 4.94e-08]    []  
50500     [8.20e-06, 3.32e-06, 4.04e-06, 3.83e-06, 2.85e-06, 8.85e-07, 2.28e-06, 9.72e-10, 1.38e-08, 2.87e-11, 1.13e-05, 6.28e-04, 7.19e-04, 3.47e-07, 5.28e-08, 2.09e-09, 1.54e-08, 2.25e-08, 5.43e-09, 4.77e-09, 2.81e-08, 6.98e-08]    [8.20e-06, 3.32e-06, 4.04e-06, 3.83e-06, 2.85e-06, 8.85e-07, 2.28e-06, 9.72e-10, 1.38e-08, 2.87e-11, 1.13e-05, 6.28e-04, 7.19e-04, 3.47e-07, 5.28e-08, 2.09e-09, 1.54e-08, 2.25e-08, 5.43e-09, 4.77e-09, 2.81e-08, 6.98e-08]    []  
50600     [2.50e-05, 4.43e-06, 5.19e-06, 4.77e-06, 2.46e-06, 9.84e-07, 1.60e-06, 2.03e-05, 1.44e-07, 2.73e-05, 4.56e-05, 7.41e-04, 1.07e-03, 1.23e-03, 8.26e-06, 5.24e-06, 4.98e-06, 1.41e-05, 5.97e-06, 5.50e-10, 2.94e-05, 3.53e-06]    [2.50e-05, 4.43e-06, 5.19e-06, 4.77e-06, 2.46e-06, 9.84e-07, 1.60e-06, 2.03e-05, 1.44e-07, 2.73e-05, 4.56e-05, 7.41e-04, 1.07e-03, 1.23e-03, 8.26e-06, 5.24e-06, 4.98e-06, 1.41e-05, 5.97e-06, 5.50e-10, 2.94e-05, 3.53e-06]    []  
50700     [8.72e-06, 3.25e-06, 4.01e-06, 3.57e-06, 2.26e-06, 1.08e-06, 1.81e-06, 1.21e-10, 5.54e-08, 1.62e-10, 1.04e-05, 6.23e-04, 7.09e-04, 2.46e-07, 2.21e-08, 3.94e-09, 2.29e-08, 1.72e-08, 2.07e-09, 1.50e-09, 1.90e-08, 5.86e-08]    [8.72e-06, 3.25e-06, 4.01e-06, 3.57e-06, 2.26e-06, 1.08e-06, 1.81e-06, 1.21e-10, 5.54e-08, 1.62e-10, 1.04e-05, 6.23e-04, 7.09e-04, 2.46e-07, 2.21e-08, 3.94e-09, 2.29e-08, 1.72e-08, 2.07e-09, 1.50e-09, 1.90e-08, 5.86e-08]    []  
50800     [7.64e-06, 3.00e-06, 3.57e-06, 3.54e-06, 2.19e-06, 1.14e-06, 2.01e-06, 3.40e-11, 3.09e-10, 3.61e-10, 9.84e-06, 6.20e-04, 7.01e-04, 2.07e-07, 2.77e-08, 1.48e-09, 1.82e-08, 1.52e-08, 1.73e-09, 1.44e-09, 1.50e-08, 2.45e-08]    [7.64e-06, 3.00e-06, 3.57e-06, 3.54e-06, 2.19e-06, 1.14e-06, 2.01e-06, 3.40e-11, 3.09e-10, 3.61e-10, 9.84e-06, 6.20e-04, 7.01e-04, 2.07e-07, 2.77e-08, 1.48e-09, 1.82e-08, 1.52e-08, 1.73e-09, 1.44e-09, 1.50e-08, 2.45e-08]    []  
50900     [1.33e-05, 3.92e-06, 4.36e-06, 3.99e-06, 1.03e-06, 1.56e-06, 2.14e-06, 2.64e-07, 4.09e-05, 9.19e-06, 2.31e-05, 6.52e-04, 7.33e-04, 1.81e-04, 1.54e-06, 5.87e-07, 3.34e-06, 1.29e-06, 1.85e-07, 0.00e+00, 1.09e-06, 4.41e-05]    [1.33e-05, 3.92e-06, 4.36e-06, 3.99e-06, 1.03e-06, 1.56e-06, 2.14e-06, 2.64e-07, 4.09e-05, 9.19e-06, 2.31e-05, 6.52e-04, 7.33e-04, 1.81e-04, 1.54e-06, 5.87e-07, 3.34e-06, 1.29e-06, 1.85e-07, 0.00e+00, 1.09e-06, 4.41e-05]    []  
51000     [7.74e-06, 2.87e-06, 3.05e-06, 3.27e-06, 1.40e-06, 1.51e-06, 2.21e-06, 1.20e-09, 2.69e-10, 1.48e-09, 9.18e-06, 6.12e-04, 6.88e-04, 2.72e-07, 4.59e-08, 6.91e-09, 1.30e-07, 5.10e-08, 7.15e-10, 8.02e-10, 1.94e-08, 3.77e-08]    [7.74e-06, 2.87e-06, 3.05e-06, 3.27e-06, 1.40e-06, 1.51e-06, 2.21e-06, 1.20e-09, 2.69e-10, 1.48e-09, 9.18e-06, 6.12e-04, 6.88e-04, 2.72e-07, 4.59e-08, 6.91e-09, 1.30e-07, 5.10e-08, 7.15e-10, 8.02e-10, 1.94e-08, 3.77e-08]    []  
51100     [7.88e-06, 3.23e-06, 3.20e-06, 3.84e-06, 2.04e-06, 2.00e-06, 2.62e-06, 1.74e-03, 6.49e-04, 7.76e-06, 2.12e-04, 6.41e-04, 8.77e-04, 1.97e-05, 6.57e-07, 1.12e-06, 2.43e-06, 6.77e-06, 2.67e-04, 1.19e-04, 1.10e-03, 5.25e-04]    [7.88e-06, 3.23e-06, 3.20e-06, 3.84e-06, 2.04e-06, 2.00e-06, 2.62e-06, 1.74e-03, 6.49e-04, 7.76e-06, 2.12e-04, 6.41e-04, 8.77e-04, 1.97e-05, 6.57e-07, 1.12e-06, 2.43e-06, 6.77e-06, 2.67e-04, 1.19e-04, 1.10e-03, 5.25e-04]    []  
51200     [6.26e-06, 2.69e-06, 2.79e-06, 3.63e-06, 1.84e-06, 1.21e-06, 2.04e-06, 1.89e-08, 1.44e-07, 1.09e-08, 8.96e-06, 6.01e-04, 6.66e-04, 4.22e-07, 4.87e-08, 7.06e-10, 2.53e-08, 1.72e-08, 5.55e-09, 0.00e+00, 2.62e-08, 2.01e-07]    [6.26e-06, 2.69e-06, 2.79e-06, 3.63e-06, 1.84e-06, 1.21e-06, 2.04e-06, 1.89e-08, 1.44e-07, 1.09e-08, 8.96e-06, 6.01e-04, 6.66e-04, 4.22e-07, 4.87e-08, 7.06e-10, 2.53e-08, 1.72e-08, 5.55e-09, 0.00e+00, 2.62e-08, 2.01e-07]    []  
51300     [7.69e-06, 2.65e-06, 2.62e-06, 3.20e-06, 1.21e-06, 1.46e-06, 2.10e-06, 1.63e-07, 2.26e-07, 1.17e-07, 1.02e-05, 5.95e-04, 6.57e-04, 5.75e-06, 1.95e-07, 5.88e-08, 1.95e-07, 2.11e-07, 3.04e-08, 2.52e-08, 1.87e-07, 1.67e-07]    [7.69e-06, 2.65e-06, 2.62e-06, 3.20e-06, 1.21e-06, 1.46e-06, 2.10e-06, 1.63e-07, 2.26e-07, 1.17e-07, 1.02e-05, 5.95e-04, 6.57e-04, 5.75e-06, 1.95e-07, 5.88e-08, 1.95e-07, 2.11e-07, 3.04e-08, 2.52e-08, 1.87e-07, 1.67e-07]    []  
51400     [7.14e-05, 5.63e-06, 7.72e-06, 8.89e-06, 7.96e-06, 4.35e-06, 6.87e-06, 8.89e-05, 1.07e-04, 8.87e-05, 2.06e-04, 1.44e-03, 2.19e-03, 4.67e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-04, 1.47e-04]    [7.14e-05, 5.63e-06, 7.72e-06, 8.89e-06, 7.96e-06, 4.35e-06, 6.87e-06, 8.89e-05, 1.07e-04, 8.87e-05, 2.06e-04, 1.44e-03, 2.19e-03, 4.67e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-04, 1.47e-04]    []  
51500     [6.47e-06, 2.25e-06, 2.13e-06, 3.25e-06, 1.21e-06, 1.51e-06, 2.21e-06, 2.30e-08, 3.42e-08, 6.90e-09, 9.74e-06, 5.77e-04, 6.23e-04, 1.73e-07, 1.51e-07, 2.45e-08, 9.91e-08, 6.99e-08, 3.59e-10, 9.66e-12, 5.87e-08, 1.95e-07]    [6.47e-06, 2.25e-06, 2.13e-06, 3.25e-06, 1.21e-06, 1.51e-06, 2.21e-06, 2.30e-08, 3.42e-08, 6.90e-09, 9.74e-06, 5.77e-04, 6.23e-04, 1.73e-07, 1.51e-07, 2.45e-08, 9.91e-08, 6.99e-08, 3.59e-10, 9.66e-12, 5.87e-08, 1.95e-07]    []  
51600     [7.13e-06, 2.44e-06, 2.26e-06, 3.55e-06, 1.39e-06, 1.22e-06, 1.93e-06, 5.37e-06, 4.76e-06, 2.62e-08, 1.04e-05, 5.71e-04, 6.22e-04, 1.91e-05, 3.74e-08, 3.86e-09, 9.42e-09, 1.53e-08, 0.00e+00, 0.00e+00, 4.73e-06, 4.00e-06]    [7.13e-06, 2.44e-06, 2.26e-06, 3.55e-06, 1.39e-06, 1.22e-06, 1.93e-06, 5.37e-06, 4.76e-06, 2.62e-08, 1.04e-05, 5.71e-04, 6.22e-04, 1.91e-05, 3.74e-08, 3.86e-09, 9.42e-09, 1.53e-08, 0.00e+00, 0.00e+00, 4.73e-06, 4.00e-06]    []  
51700     [3.29e-05, 3.41e-06, 3.88e-06, 4.38e-06, 2.33e-06, 1.26e-06, 1.78e-06, 8.47e-06, 1.78e-05, 2.14e-05, 1.39e-04, 8.09e-04, 1.17e-03, 1.75e-03, 1.47e-05, 1.21e-05, 2.26e-05, 1.24e-05, 1.68e-06, 3.21e-06, 9.20e-06, 1.76e-05]    [3.29e-05, 3.41e-06, 3.88e-06, 4.38e-06, 2.33e-06, 1.26e-06, 1.78e-06, 8.47e-06, 1.78e-05, 2.14e-05, 1.39e-04, 8.09e-04, 1.17e-03, 1.75e-03, 1.47e-05, 1.21e-05, 2.26e-05, 1.24e-05, 1.68e-06, 3.21e-06, 9.20e-06, 1.76e-05]    []  
51800     [8.01e-06, 1.94e-06, 1.87e-06, 2.99e-06, 1.14e-06, 1.06e-06, 1.93e-06, 3.00e-06, 3.82e-06, 3.19e-07, 3.31e-05, 5.37e-04, 5.57e-04, 3.87e-05, 6.29e-07, 3.37e-07, 1.04e-06, 1.07e-06, 4.19e-07, 5.81e-07, 2.66e-06, 3.67e-06]    [8.01e-06, 1.94e-06, 1.87e-06, 2.99e-06, 1.14e-06, 1.06e-06, 1.93e-06, 3.00e-06, 3.82e-06, 3.19e-07, 3.31e-05, 5.37e-04, 5.57e-04, 3.87e-05, 6.29e-07, 3.37e-07, 1.04e-06, 1.07e-06, 4.19e-07, 5.81e-07, 2.66e-06, 3.67e-06]    []  
51900     [1.33e-05, 2.05e-06, 2.04e-06, 2.98e-06, 1.37e-06, 8.06e-07, 1.69e-06, 2.15e-05, 3.13e-05, 3.52e-06, 1.23e-04, 5.63e-04, 6.94e-04, 3.54e-04, 2.92e-06, 2.66e-06, 6.22e-06, 7.28e-06, 3.44e-06, 5.10e-06, 2.01e-05, 3.00e-05]    [1.33e-05, 2.05e-06, 2.04e-06, 2.98e-06, 1.37e-06, 8.06e-07, 1.69e-06, 2.15e-05, 3.13e-05, 3.52e-06, 1.23e-04, 5.63e-04, 6.94e-04, 3.54e-04, 2.92e-06, 2.66e-06, 6.22e-06, 7.28e-06, 3.44e-06, 5.10e-06, 2.01e-05, 3.00e-05]    []  
52000     [8.02e-06, 1.74e-06, 1.59e-06, 2.69e-06, 1.39e-06, 7.29e-07, 1.44e-06, 1.17e-05, 1.93e-05, 4.38e-09, 5.48e-05, 4.71e-04, 4.52e-04, 1.74e-05, 5.72e-07, 1.25e-07, 1.14e-06, 1.54e-06, 1.07e-06, 2.02e-06, 6.84e-06, 1.30e-05]    [8.02e-06, 1.74e-06, 1.59e-06, 2.69e-06, 1.39e-06, 7.29e-07, 1.44e-06, 1.17e-05, 1.93e-05, 4.38e-09, 5.48e-05, 4.71e-04, 4.52e-04, 1.74e-05, 5.72e-07, 1.25e-07, 1.14e-06, 1.54e-06, 1.07e-06, 2.02e-06, 6.84e-06, 1.30e-05]    []  

Best model at step 48760:
  train loss: 1.93e-05
  test loss: 1.93e-05
  test metric: []

'train' took 37.328844 s

Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
52000     [8.02e-06, 1.74e-06, 1.59e-06, 2.69e-06, 1.39e-06, 7.29e-07, 1.44e-06, 1.17e-05, 1.93e-05, 4.38e-09, 5.48e-05, 4.71e-04, 4.52e-04, 1.74e-05, 5.72e-07, 1.25e-07, 1.14e-06, 1.54e-06, 1.07e-06, 2.02e-06, 6.84e-06, 1.30e-05]    [8.02e-06, 1.74e-06, 1.59e-06, 2.69e-06, 1.39e-06, 7.29e-07, 1.44e-06, 1.17e-05, 1.93e-05, 4.38e-09, 5.48e-05, 4.71e-04, 4.52e-04, 1.74e-05, 5.72e-07, 1.25e-07, 1.14e-06, 1.54e-06, 1.07e-06, 2.02e-06, 6.84e-06, 1.30e-05]    []  
52100     [9.30e-06, 1.60e-06, 1.45e-06, 2.48e-06, 1.71e-06, 5.42e-07, 1.21e-06, 1.90e-06, 2.34e-06, 1.66e-07, 8.73e-05, 4.20e-04, 3.92e-04, 4.61e-05, 9.85e-07, 4.26e-07, 1.86e-06, 1.36e-06, 4.60e-07, 8.48e-07, 2.64e-06, 5.03e-06]    [9.30e-06, 1.60e-06, 1.45e-06, 2.48e-06, 1.71e-06, 5.42e-07, 1.21e-06, 1.90e-06, 2.34e-06, 1.66e-07, 8.73e-05, 4.20e-04, 3.92e-04, 4.61e-05, 9.85e-07, 4.26e-07, 1.86e-06, 1.36e-06, 4.60e-07, 8.48e-07, 2.64e-06, 5.03e-06]    []  
52200     [1.70e-05, 1.81e-06, 1.73e-06, 3.05e-06, 2.33e-06, 3.99e-07, 1.06e-06, 2.27e-06, 2.40e-06, 9.29e-06, 1.26e-04, 4.10e-04, 4.29e-04, 4.87e-04, 5.67e-06, 3.67e-06, 6.39e-06, 4.47e-06, 6.30e-09, 4.34e-08, 9.25e-07, 1.38e-06]    [1.70e-05, 1.81e-06, 1.73e-06, 3.05e-06, 2.33e-06, 3.99e-07, 1.06e-06, 2.27e-06, 2.40e-06, 9.29e-06, 1.26e-04, 4.10e-04, 4.29e-04, 4.87e-04, 5.67e-06, 3.67e-06, 6.39e-06, 4.47e-06, 6.30e-09, 4.34e-08, 9.25e-07, 1.38e-06]    []  
52300     [1.70e-05, 1.91e-06, 1.94e-06, 3.30e-06, 3.28e-06, 3.78e-07, 9.16e-07, 4.17e-07, 2.00e-05, 1.36e-05, 1.37e-04, 3.16e-04, 3.24e-04, 4.92e-04, 5.10e-06, 3.81e-06, 5.98e-06, 5.27e-06, 4.14e-08, 2.41e-06, 7.88e-07, 1.56e-05]    [1.70e-05, 1.91e-06, 1.94e-06, 3.30e-06, 3.28e-06, 3.78e-07, 9.16e-07, 4.17e-07, 2.00e-05, 1.36e-05, 1.37e-04, 3.16e-04, 3.24e-04, 4.92e-04, 5.10e-06, 3.81e-06, 5.98e-06, 5.27e-06, 4.14e-08, 2.41e-06, 7.88e-07, 1.56e-05]    []  
52400     [8.60e-06, 2.03e-06, 2.00e-06, 3.73e-06, 4.19e-06, 4.30e-07, 8.39e-07, 3.28e-05, 1.75e-08, 1.09e-06, 6.45e-05, 1.66e-04, 1.10e-04, 2.00e-05, 7.12e-08, 0.00e+00, 1.08e-10, 3.90e-08, 0.00e+00, 6.27e-08, 2.54e-05, 7.19e-07]    [8.60e-06, 2.03e-06, 2.00e-06, 3.73e-06, 4.19e-06, 4.30e-07, 8.39e-07, 3.28e-05, 1.75e-08, 1.09e-06, 6.45e-05, 1.66e-04, 1.10e-04, 2.00e-05, 7.12e-08, 0.00e+00, 1.08e-10, 3.90e-08, 0.00e+00, 6.27e-08, 2.54e-05, 7.19e-07]    []  
52500     [7.64e-06, 2.81e-06, 3.01e-06, 4.96e-06, 5.55e-06, 4.20e-07, 9.19e-07, 3.94e-08, 3.79e-09, 2.08e-07, 6.97e-05, 1.09e-04, 1.06e-04, 8.93e-06, 2.67e-07, 1.12e-08, 3.67e-09, 6.78e-08, 3.37e-09, 2.32e-08, 3.50e-07, 5.14e-07]    [7.64e-06, 2.81e-06, 3.01e-06, 4.96e-06, 5.55e-06, 4.20e-07, 9.19e-07, 3.94e-08, 3.79e-09, 2.08e-07, 6.97e-05, 1.09e-04, 1.06e-04, 8.93e-06, 2.67e-07, 1.12e-08, 3.67e-09, 6.78e-08, 3.37e-09, 2.32e-08, 3.50e-07, 5.14e-07]    []  
52600     [7.56e-06, 3.47e-06, 3.98e-06, 4.88e-06, 6.04e-06, 4.54e-07, 9.96e-07, 2.22e-08, 4.48e-06, 6.74e-08, 8.82e-05, 5.88e-05, 6.46e-05, 1.97e-05, 7.22e-07, 8.02e-07, 1.67e-06, 2.41e-06, 1.51e-08, 6.94e-07, 3.75e-07, 3.97e-06]    [7.56e-06, 3.47e-06, 3.98e-06, 4.88e-06, 6.04e-06, 4.54e-07, 9.96e-07, 2.22e-08, 4.48e-06, 6.74e-08, 8.82e-05, 5.88e-05, 6.46e-05, 1.97e-05, 7.22e-07, 8.02e-07, 1.67e-06, 2.41e-06, 1.51e-08, 6.94e-07, 3.75e-07, 3.97e-06]    []  
52700     [6.41e-06, 3.90e-06, 4.58e-06, 5.27e-06, 6.35e-06, 5.17e-07, 9.75e-07, 3.74e-07, 4.23e-08, 1.40e-08, 4.49e-05, 4.38e-05, 2.31e-05, 6.53e-07, 2.85e-07, 1.25e-07, 3.05e-07, 4.85e-07, 7.33e-12, 1.43e-08, 2.99e-07, 2.91e-07]    [6.41e-06, 3.90e-06, 4.58e-06, 5.27e-06, 6.35e-06, 5.17e-07, 9.75e-07, 3.74e-07, 4.23e-08, 1.40e-08, 4.49e-05, 4.38e-05, 2.31e-05, 6.53e-07, 2.85e-07, 1.25e-07, 3.05e-07, 4.85e-07, 7.33e-12, 1.43e-08, 2.99e-07, 2.91e-07]    []  
52800     [6.33e-06, 4.33e-06, 5.11e-06, 6.11e-06, 6.68e-06, 4.92e-07, 8.64e-07, 6.17e-07, 1.32e-06, 4.52e-06, 5.09e-05, 7.24e-05, 1.18e-04, 1.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.30e-07, 2.65e-10, 7.19e-07, 1.21e-06]    [6.33e-06, 4.33e-06, 5.11e-06, 6.11e-06, 6.68e-06, 4.92e-07, 8.64e-07, 6.17e-07, 1.32e-06, 4.52e-06, 5.09e-05, 7.24e-05, 1.18e-04, 1.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.30e-07, 2.65e-10, 7.19e-07, 1.21e-06]    []  
52900     [7.14e-06, 4.48e-06, 5.47e-06, 5.85e-06, 6.62e-06, 5.23e-07, 8.90e-07, 3.37e-05, 8.41e-05, 7.58e-08, 4.19e-05, 4.69e-05, 5.28e-05, 2.70e-05, 5.88e-10, 0.00e+00, 3.19e-08, 2.16e-07, 2.51e-06, 1.03e-05, 1.59e-05, 6.27e-05]    [7.14e-06, 4.48e-06, 5.47e-06, 5.85e-06, 6.62e-06, 5.23e-07, 8.90e-07, 3.37e-05, 8.41e-05, 7.58e-08, 4.19e-05, 4.69e-05, 5.28e-05, 2.70e-05, 5.88e-10, 0.00e+00, 3.19e-08, 2.16e-07, 2.51e-06, 1.03e-05, 1.59e-05, 6.27e-05]    []  
53000     [8.14e-06, 4.58e-06, 5.68e-06, 4.80e-06, 6.18e-06, 5.87e-07, 8.88e-07, 4.57e-05, 8.51e-06, 1.02e-08, 1.29e-04, 5.63e-05, 1.52e-04, 2.86e-05, 1.14e-06, 1.26e-06, 2.84e-06, 5.46e-06, 5.93e-06, 1.13e-06, 3.70e-05, 7.21e-06]    [8.14e-06, 4.58e-06, 5.68e-06, 4.80e-06, 6.18e-06, 5.87e-07, 8.88e-07, 4.57e-05, 8.51e-06, 1.02e-08, 1.29e-04, 5.63e-05, 1.52e-04, 2.86e-05, 1.14e-06, 1.26e-06, 2.84e-06, 5.46e-06, 5.93e-06, 1.13e-06, 3.70e-05, 7.21e-06]    []  
53100     [1.24e-05, 4.44e-06, 5.86e-06, 6.23e-06, 8.33e-06, 6.75e-07, 9.23e-07, 1.54e-05, 1.21e-05, 2.48e-05, 7.00e-05, 2.24e-04, 6.27e-05, 7.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.28e-06, 1.65e-06, 1.48e-05, 1.08e-05]    [1.24e-05, 4.44e-06, 5.86e-06, 6.23e-06, 8.33e-06, 6.75e-07, 9.23e-07, 1.54e-05, 1.21e-05, 2.48e-05, 7.00e-05, 2.24e-04, 6.27e-05, 7.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.28e-06, 1.65e-06, 1.48e-05, 1.08e-05]    []  
53200     [1.22e-05, 4.79e-06, 6.16e-06, 4.85e-06, 6.04e-06, 6.40e-07, 8.61e-07, 3.08e-05, 1.13e-05, 1.96e-06, 1.53e-04, 7.79e-05, 3.01e-04, 1.85e-04, 3.40e-06, 3.05e-06, 6.06e-06, 8.56e-06, 2.76e-06, 1.41e-06, 1.80e-05, 8.96e-06]    [1.22e-05, 4.79e-06, 6.16e-06, 4.85e-06, 6.04e-06, 6.40e-07, 8.61e-07, 3.08e-05, 1.13e-05, 1.96e-06, 1.53e-04, 7.79e-05, 3.01e-04, 1.85e-04, 3.40e-06, 3.05e-06, 6.06e-06, 8.56e-06, 2.76e-06, 1.41e-06, 1.80e-05, 8.96e-06]    []  
53300     [5.98e-06, 4.49e-06, 5.78e-06, 5.17e-06, 6.38e-06, 5.11e-07, 6.16e-07, 1.96e-07, 7.37e-07, 1.66e-06, 3.24e-05, 4.06e-05, 6.61e-05, 9.16e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-11, 1.25e-09, 5.83e-07, 1.18e-06]    [5.98e-06, 4.49e-06, 5.78e-06, 5.17e-06, 6.38e-06, 5.11e-07, 6.16e-07, 1.96e-07, 7.37e-07, 1.66e-06, 3.24e-05, 4.06e-05, 6.61e-05, 9.16e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-11, 1.25e-09, 5.83e-07, 1.18e-06]    []  
53400     [2.19e-05, 5.10e-06, 6.94e-06, 7.54e-06, 8.63e-06, 7.89e-07, 1.39e-06, 5.14e-05, 7.99e-06, 4.41e-05, 6.96e-05, 4.04e-04, 2.51e-04, 1.57e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.19e-05, 7.60e-06]    [2.19e-05, 5.10e-06, 6.94e-06, 7.54e-06, 8.63e-06, 7.89e-07, 1.39e-06, 5.14e-05, 7.99e-06, 4.41e-05, 6.96e-05, 4.04e-04, 2.51e-04, 1.57e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.19e-05, 7.60e-06]    []  
53500     [7.42e-06, 4.50e-06, 5.91e-06, 4.89e-06, 5.83e-06, 5.69e-07, 6.84e-07, 1.45e-08, 1.53e-08, 4.67e-07, 2.73e-05, 2.11e-05, 2.36e-05, 2.98e-05, 6.08e-07, 3.39e-07, 7.69e-07, 1.05e-06, 4.72e-09, 3.09e-08, 1.57e-07, 2.30e-07]    [7.42e-06, 4.50e-06, 5.91e-06, 4.89e-06, 5.83e-06, 5.69e-07, 6.84e-07, 1.45e-08, 1.53e-08, 4.67e-07, 2.73e-05, 2.11e-05, 2.36e-05, 2.98e-05, 6.08e-07, 3.39e-07, 7.69e-07, 1.05e-06, 4.72e-09, 3.09e-08, 1.57e-07, 2.30e-07]    []  
53600     [5.96e-06, 4.52e-06, 5.92e-06, 4.94e-06, 5.91e-06, 5.11e-07, 5.86e-07, 3.22e-10, 4.07e-09, 8.28e-09, 2.00e-05, 1.59e-05, 9.10e-06, 1.05e-06, 5.27e-08, 1.06e-08, 1.15e-07, 1.70e-07, 5.43e-09, 1.87e-08, 1.80e-07, 4.10e-07]    [5.96e-06, 4.52e-06, 5.92e-06, 4.94e-06, 5.91e-06, 5.11e-07, 5.86e-07, 3.22e-10, 4.07e-09, 8.28e-09, 2.00e-05, 1.59e-05, 9.10e-06, 1.05e-06, 5.27e-08, 1.06e-08, 1.15e-07, 1.70e-07, 5.43e-09, 1.87e-08, 1.80e-07, 4.10e-07]    []  
53700     [1.33e-05, 4.60e-06, 6.11e-06, 5.10e-06, 5.78e-06, 6.32e-07, 7.68e-07, 1.20e-06, 3.56e-08, 6.40e-06, 4.95e-05, 5.99e-05, 1.21e-04, 2.86e-04, 3.71e-06, 2.92e-06, 3.54e-06, 3.96e-06, 5.72e-10, 5.68e-08, 5.56e-07, 5.45e-07]    [1.33e-05, 4.60e-06, 6.11e-06, 5.10e-06, 5.78e-06, 6.32e-07, 7.68e-07, 1.20e-06, 3.56e-08, 6.40e-06, 4.95e-05, 5.99e-05, 1.21e-04, 2.86e-04, 3.71e-06, 2.92e-06, 3.54e-06, 3.96e-06, 5.72e-10, 5.68e-08, 5.56e-07, 5.45e-07]    []  
53800     [3.77e-05, 5.48e-06, 7.53e-06, 6.81e-06, 7.67e-06, 1.10e-06, 1.58e-06, 2.31e-05, 1.55e-07, 6.01e-05, 1.21e-04, 3.98e-04, 1.32e-04, 1.65e-03, 4.01e-05, 4.15e-05, 8.55e-06, 6.05e-06, 2.20e-06, 3.60e-08, 1.45e-05, 1.38e-06]    [3.77e-05, 5.48e-06, 7.53e-06, 6.81e-06, 7.67e-06, 1.10e-06, 1.58e-06, 2.31e-05, 1.55e-07, 6.01e-05, 1.21e-04, 3.98e-04, 1.32e-04, 1.65e-03, 4.01e-05, 4.15e-05, 8.55e-06, 6.05e-06, 2.20e-06, 3.60e-08, 1.45e-05, 1.38e-06]    []  
53900     [2.91e-05, 4.94e-06, 7.12e-06, 5.17e-06, 8.71e-06, 1.29e-06, 1.88e-06, 3.28e-05, 7.07e-06, 3.71e-05, 1.05e-04, 2.45e-04, 3.36e-04, 1.37e-03, 1.44e-05, 2.39e-05, 9.19e-06, 1.75e-05, 2.94e-06, 3.57e-07, 1.94e-05, 1.94e-06]    [2.91e-05, 4.94e-06, 7.12e-06, 5.17e-06, 8.71e-06, 1.29e-06, 1.88e-06, 3.28e-05, 7.07e-06, 3.71e-05, 1.05e-04, 2.45e-04, 3.36e-04, 1.37e-03, 1.44e-05, 2.39e-05, 9.19e-06, 1.75e-05, 2.94e-06, 3.57e-07, 1.94e-05, 1.94e-06]    []  
54000     [5.42e-06, 4.35e-06, 5.88e-06, 4.71e-06, 5.81e-06, 5.44e-07, 6.18e-07, 1.65e-08, 2.18e-08, 1.41e-10, 1.65e-05, 1.22e-05, 6.86e-06, 4.87e-07, 2.29e-08, 9.85e-09, 1.30e-07, 1.45e-07, 7.08e-09, 6.82e-09, 1.86e-07, 3.37e-07]    [5.42e-06, 4.35e-06, 5.88e-06, 4.71e-06, 5.81e-06, 5.44e-07, 6.18e-07, 1.65e-08, 2.18e-08, 1.41e-10, 1.65e-05, 1.22e-05, 6.86e-06, 4.87e-07, 2.29e-08, 9.85e-09, 1.30e-07, 1.45e-07, 7.08e-09, 6.82e-09, 1.86e-07, 3.37e-07]    []  

Best model at step 48760:
  train loss: 1.93e-05
  test loss: 1.93e-05
  test metric: []

'train' took 39.559161 s

Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
54000     [5.42e-06, 4.35e-06, 5.88e-06, 4.71e-06, 5.81e-06, 5.44e-07, 6.18e-07, 1.65e-08, 2.18e-08, 1.41e-10, 1.65e-05, 1.22e-05, 6.86e-06, 4.87e-07, 2.29e-08, 9.85e-09, 1.30e-07, 1.45e-07, 7.08e-09, 6.82e-09, 1.86e-07, 3.37e-07]    [5.42e-06, 4.35e-06, 5.88e-06, 4.71e-06, 5.81e-06, 5.44e-07, 6.18e-07, 1.65e-08, 2.18e-08, 1.41e-10, 1.65e-05, 1.22e-05, 6.86e-06, 4.87e-07, 2.29e-08, 9.85e-09, 1.30e-07, 1.45e-07, 7.08e-09, 6.82e-09, 1.86e-07, 3.37e-07]    []  
54100     [1.09e-05, 4.41e-06, 6.20e-06, 4.52e-06, 5.81e-06, 6.63e-07, 8.68e-07, 4.84e-07, 8.75e-06, 4.30e-07, 1.65e-04, 8.10e-05, 3.04e-04, 1.45e-04, 2.51e-06, 2.53e-06, 5.11e-06, 6.85e-06, 7.59e-10, 1.41e-06, 6.30e-07, 9.32e-06]    [1.09e-05, 4.41e-06, 6.20e-06, 4.52e-06, 5.81e-06, 6.63e-07, 8.68e-07, 4.84e-07, 8.75e-06, 4.30e-07, 1.65e-04, 8.10e-05, 3.04e-04, 1.45e-04, 2.51e-06, 2.53e-06, 5.11e-06, 6.85e-06, 7.59e-10, 1.41e-06, 6.30e-07, 9.32e-06]    []  
54200     [7.35e-06, 4.40e-06, 6.21e-06, 4.67e-06, 5.91e-06, 6.78e-07, 7.66e-07, 3.51e-06, 2.30e-06, 7.15e-07, 1.76e-05, 1.80e-05, 8.34e-06, 2.34e-05, 3.03e-07, 3.72e-07, 6.44e-07, 6.47e-07, 3.55e-07, 0.00e+00, 2.14e-06, 2.56e-06]    [7.35e-06, 4.40e-06, 6.21e-06, 4.67e-06, 5.91e-06, 6.78e-07, 7.66e-07, 3.51e-06, 2.30e-06, 7.15e-07, 1.76e-05, 1.80e-05, 8.34e-06, 2.34e-05, 3.03e-07, 3.72e-07, 6.44e-07, 6.47e-07, 3.55e-07, 0.00e+00, 2.14e-06, 2.56e-06]    []  
54300     [1.30e-05, 4.59e-06, 6.54e-06, 5.77e-06, 7.45e-06, 6.64e-07, 8.36e-07, 4.97e-06, 1.14e-05, 1.65e-05, 6.11e-05, 1.74e-04, 2.58e-04, 7.98e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.64e-06, 1.53e-05]    [1.30e-05, 4.59e-06, 6.54e-06, 5.77e-06, 7.45e-06, 6.64e-07, 8.36e-07, 4.97e-06, 1.14e-05, 1.65e-05, 6.11e-05, 1.74e-04, 2.58e-04, 7.98e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.64e-06, 1.53e-05]    []  
54400     [5.93e-06, 4.23e-06, 6.07e-06, 4.98e-06, 6.38e-06, 5.60e-07, 6.66e-07, 1.73e-09, 1.54e-06, 4.72e-06, 2.98e-05, 5.11e-05, 9.65e-05, 2.13e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-08, 7.49e-13, 3.56e-07, 1.06e-06]    [5.93e-06, 4.23e-06, 6.07e-06, 4.98e-06, 6.38e-06, 5.60e-07, 6.66e-07, 1.73e-09, 1.54e-06, 4.72e-06, 2.98e-05, 5.11e-05, 9.65e-05, 2.13e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-08, 7.49e-13, 3.56e-07, 1.06e-06]    []  
54500     [7.77e-06, 4.29e-06, 6.27e-06, 4.35e-06, 5.65e-06, 5.78e-07, 7.35e-07, 4.66e-05, 4.55e-12, 2.01e-06, 2.50e-05, 1.54e-05, 3.96e-05, 5.51e-05, 5.42e-07, 4.83e-07, 1.35e-06, 1.42e-06, 0.00e+00, 4.32e-08, 4.38e-05, 3.93e-07]    [7.77e-06, 4.29e-06, 6.27e-06, 4.35e-06, 5.65e-06, 5.78e-07, 7.35e-07, 4.66e-05, 4.55e-12, 2.01e-06, 2.50e-05, 1.54e-05, 3.96e-05, 5.51e-05, 5.42e-07, 4.83e-07, 1.35e-06, 1.42e-06, 0.00e+00, 4.32e-08, 4.38e-05, 3.93e-07]    []  
54600     [5.22e-06, 4.19e-06, 6.27e-06, 4.34e-06, 6.21e-06, 5.86e-07, 6.77e-07, 3.06e-05, 5.85e-05, 7.01e-08, 3.84e-05, 3.45e-05, 7.27e-05, 4.30e-05, 0.00e+00, 3.43e-08, 1.15e-10, 0.00e+00, 2.72e-06, 5.43e-06, 1.80e-05, 3.59e-05]    [5.22e-06, 4.19e-06, 6.27e-06, 4.34e-06, 6.21e-06, 5.86e-07, 6.77e-07, 3.06e-05, 5.85e-05, 7.01e-08, 3.84e-05, 3.45e-05, 7.27e-05, 4.30e-05, 0.00e+00, 3.43e-08, 1.15e-10, 0.00e+00, 2.72e-06, 5.43e-06, 1.80e-05, 3.59e-05]    []  
54700     [4.55e-06, 4.14e-06, 6.05e-06, 4.66e-06, 5.98e-06, 4.97e-07, 6.95e-07, 6.64e-07, 4.95e-06, 1.80e-06, 1.77e-05, 2.24e-05, 3.26e-05, 7.68e-05, 0.00e+00, 1.98e-10, 0.00e+00, 1.03e-08, 2.09e-07, 9.71e-07, 1.23e-06, 6.13e-06]    [4.55e-06, 4.14e-06, 6.05e-06, 4.66e-06, 5.98e-06, 4.97e-07, 6.95e-07, 6.64e-07, 4.95e-06, 1.80e-06, 1.77e-05, 2.24e-05, 3.26e-05, 7.68e-05, 0.00e+00, 1.98e-10, 0.00e+00, 1.03e-08, 2.09e-07, 9.71e-07, 1.23e-06, 6.13e-06]    []  
54800     [4.72e-06, 4.18e-06, 6.01e-06, 4.67e-06, 5.66e-06, 4.69e-07, 6.92e-07, 5.59e-06, 1.86e-06, 6.86e-09, 1.78e-05, 1.28e-05, 1.72e-05, 2.39e-06, 8.51e-09, 2.23e-08, 3.54e-08, 3.63e-08, 0.00e+00, 0.00e+00, 5.34e-06, 1.16e-06]    [4.72e-06, 4.18e-06, 6.01e-06, 4.67e-06, 5.66e-06, 4.69e-07, 6.92e-07, 5.59e-06, 1.86e-06, 6.86e-09, 1.78e-05, 1.28e-05, 1.72e-05, 2.39e-06, 8.51e-09, 2.23e-08, 3.54e-08, 3.63e-08, 0.00e+00, 0.00e+00, 5.34e-06, 1.16e-06]    []  
54900     [4.91e-06, 3.84e-06, 5.87e-06, 4.35e-06, 6.03e-06, 5.10e-07, 7.69e-07, 2.32e-05, 2.81e-07, 4.18e-06, 2.29e-05, 3.74e-05, 6.93e-06, 8.65e-05, 0.00e+00, 0.00e+00, 1.39e-08, 1.81e-07, 0.00e+00, 5.68e-08, 1.86e-05, 5.99e-07]    [4.91e-06, 3.84e-06, 5.87e-06, 4.35e-06, 6.03e-06, 5.10e-07, 7.69e-07, 2.32e-05, 2.81e-07, 4.18e-06, 2.29e-05, 3.74e-05, 6.93e-06, 8.65e-05, 0.00e+00, 0.00e+00, 1.39e-08, 1.81e-07, 0.00e+00, 5.68e-08, 1.86e-05, 5.99e-07]    []  
55000     [5.50e-06, 4.09e-06, 6.21e-06, 4.08e-06, 5.57e-06, 5.69e-07, 8.71e-07, 1.15e-05, 2.52e-05, 2.20e-10, 3.20e-05, 1.27e-05, 3.10e-05, 3.87e-06, 9.25e-08, 5.88e-08, 6.58e-07, 8.70e-07, 0.00e+00, 3.67e-06, 8.72e-06, 2.48e-05]    [5.50e-06, 4.09e-06, 6.21e-06, 4.08e-06, 5.57e-06, 5.69e-07, 8.71e-07, 1.15e-05, 2.52e-05, 2.20e-10, 3.20e-05, 1.27e-05, 3.10e-05, 3.87e-06, 9.25e-08, 5.88e-08, 6.58e-07, 8.70e-07, 0.00e+00, 3.67e-06, 8.72e-06, 2.48e-05]    []  
55100     [4.78e-06, 4.06e-06, 6.09e-06, 4.27e-06, 5.66e-06, 5.16e-07, 8.14e-07, 2.93e-06, 9.63e-07, 3.67e-07, 2.00e-05, 1.05e-05, 7.80e-06, 3.75e-06, 1.02e-08, 1.10e-08, 2.28e-07, 2.66e-07, 3.88e-07, 2.90e-07, 2.37e-06, 1.77e-06]    [4.78e-06, 4.06e-06, 6.09e-06, 4.27e-06, 5.66e-06, 5.16e-07, 8.14e-07, 2.93e-06, 9.63e-07, 3.67e-07, 2.00e-05, 1.05e-05, 7.80e-06, 3.75e-06, 1.02e-08, 1.10e-08, 2.28e-07, 2.66e-07, 3.88e-07, 2.90e-07, 2.37e-06, 1.77e-06]    []  
55200     [4.61e-06, 4.16e-06, 6.05e-06, 4.66e-06, 5.57e-06, 4.54e-07, 7.42e-07, 7.56e-08, 1.62e-06, 4.90e-08, 1.95e-05, 1.35e-05, 2.12e-05, 2.92e-06, 1.33e-09, 1.09e-08, 2.30e-08, 1.17e-08, 1.30e-08, 0.00e+00, 2.16e-07, 1.11e-06]    [4.61e-06, 4.16e-06, 6.05e-06, 4.66e-06, 5.57e-06, 4.54e-07, 7.42e-07, 7.56e-08, 1.62e-06, 4.90e-08, 1.95e-05, 1.35e-05, 2.12e-05, 2.92e-06, 1.33e-09, 1.09e-08, 2.30e-08, 1.17e-08, 1.30e-08, 0.00e+00, 2.16e-07, 1.11e-06]    []  
55300     [2.62e-05, 4.80e-06, 7.11e-06, 5.81e-06, 5.79e-06, 9.68e-07, 1.40e-06, 7.21e-05, 3.07e-05, 2.75e-05, 6.35e-05, 1.88e-04, 2.81e-04, 1.07e-03, 1.74e-05, 1.75e-05, 8.85e-06, 6.48e-06, 7.50e-06, 2.71e-06, 4.94e-05, 1.69e-05]    [2.62e-05, 4.80e-06, 7.11e-06, 5.81e-06, 5.79e-06, 9.68e-07, 1.40e-06, 7.21e-05, 3.07e-05, 2.75e-05, 6.35e-05, 1.88e-04, 2.81e-04, 1.07e-03, 1.74e-05, 1.75e-05, 8.85e-06, 6.48e-06, 7.50e-06, 2.71e-06, 4.94e-05, 1.69e-05]    []  
55400     [6.53e-06, 4.04e-06, 6.21e-06, 3.91e-06, 5.49e-06, 5.62e-07, 8.94e-07, 1.78e-06, 3.02e-06, 5.24e-09, 4.03e-05, 1.43e-05, 4.83e-05, 2.25e-05, 4.07e-07, 5.06e-07, 8.06e-07, 7.59e-07, 0.00e+00, 3.33e-07, 3.66e-06, 2.04e-06]    [6.53e-06, 4.04e-06, 6.21e-06, 3.91e-06, 5.49e-06, 5.62e-07, 8.94e-07, 1.78e-06, 3.02e-06, 5.24e-09, 4.03e-05, 1.43e-05, 4.83e-05, 2.25e-05, 4.07e-07, 5.06e-07, 8.06e-07, 7.59e-07, 0.00e+00, 3.33e-07, 3.66e-06, 2.04e-06]    []  
55500     [4.90e-06, 4.08e-06, 6.03e-06, 4.42e-06, 5.43e-06, 4.42e-07, 7.60e-07, 1.56e-05, 8.22e-06, 2.90e-08, 2.52e-05, 1.58e-05, 3.13e-05, 5.07e-06, 0.00e+00, 2.65e-09, 1.17e-09, 1.00e-09, 0.00e+00, 0.00e+00, 1.47e-05, 1.14e-05]    [4.90e-06, 4.08e-06, 6.03e-06, 4.42e-06, 5.43e-06, 4.42e-07, 7.60e-07, 1.56e-05, 8.22e-06, 2.90e-08, 2.52e-05, 1.58e-05, 3.13e-05, 5.07e-06, 0.00e+00, 2.65e-09, 1.17e-09, 1.00e-09, 0.00e+00, 0.00e+00, 1.47e-05, 1.14e-05]    []  
55600     [1.14e-05, 4.33e-06, 6.57e-06, 4.75e-06, 5.21e-06, 6.54e-07, 1.21e-06, 1.82e-05, 5.28e-05, 1.23e-06, 1.68e-04, 8.98e-05, 4.18e-04, 2.77e-04, 2.91e-06, 2.97e-06, 6.25e-06, 7.63e-06, 2.47e-06, 7.84e-06, 1.66e-05, 5.19e-05]    [1.14e-05, 4.33e-06, 6.57e-06, 4.75e-06, 5.21e-06, 6.54e-07, 1.21e-06, 1.82e-05, 5.28e-05, 1.23e-06, 1.68e-04, 8.98e-05, 4.18e-04, 2.77e-04, 2.91e-06, 2.97e-06, 6.25e-06, 7.63e-06, 2.47e-06, 7.84e-06, 1.66e-05, 5.19e-05]    []  
55700     [1.02e-05, 4.32e-06, 6.50e-06, 4.77e-06, 5.07e-06, 5.71e-07, 1.09e-06, 2.28e-06, 1.13e-05, 1.29e-06, 1.07e-04, 5.93e-05, 2.61e-04, 2.04e-04, 2.21e-06, 2.08e-06, 4.06e-06, 4.65e-06, 4.10e-07, 1.74e-06, 2.65e-06, 1.18e-05]    [1.02e-05, 4.32e-06, 6.50e-06, 4.77e-06, 5.07e-06, 5.71e-07, 1.09e-06, 2.28e-06, 1.13e-05, 1.29e-06, 1.07e-04, 5.93e-05, 2.61e-04, 2.04e-04, 2.21e-06, 2.08e-06, 4.06e-06, 4.65e-06, 4.10e-07, 1.74e-06, 2.65e-06, 1.18e-05]    []  
55800     [4.90e-06, 4.12e-06, 6.24e-06, 4.56e-06, 5.22e-06, 5.03e-07, 9.14e-07, 5.84e-06, 5.68e-06, 3.62e-08, 2.63e-05, 9.41e-06, 2.71e-05, 5.49e-06, 1.43e-07, 9.30e-08, 5.26e-07, 5.91e-07, 6.88e-07, 8.45e-07, 4.60e-06, 5.59e-06]    [4.90e-06, 4.12e-06, 6.24e-06, 4.56e-06, 5.22e-06, 5.03e-07, 9.14e-07, 5.84e-06, 5.68e-06, 3.62e-08, 2.63e-05, 9.41e-06, 2.71e-05, 5.49e-06, 1.43e-07, 9.30e-08, 5.26e-07, 5.91e-07, 6.88e-07, 8.45e-07, 4.60e-06, 5.59e-06]    []  
55900     [4.55e-05, 5.11e-06, 8.09e-06, 7.64e-06, 6.80e-06, 1.63e-06, 2.33e-06, 1.16e-04, 4.17e-06, 6.54e-05, 1.20e-04, 5.06e-04, 1.64e-04, 2.05e-03, 5.52e-05, 5.50e-05, 9.03e-06, 4.29e-06, 7.83e-06, 0.00e+00, 4.76e-05, 2.78e-05]    [4.55e-05, 5.11e-06, 8.09e-06, 7.64e-06, 6.80e-06, 1.63e-06, 2.33e-06, 1.16e-04, 4.17e-06, 6.54e-05, 1.20e-04, 5.06e-04, 1.64e-04, 2.05e-03, 5.52e-05, 5.50e-05, 9.03e-06, 4.29e-06, 7.83e-06, 0.00e+00, 4.76e-05, 2.78e-05]    []  
56000     [4.78e-06, 4.17e-06, 6.31e-06, 4.64e-06, 5.28e-06, 3.93e-07, 7.75e-07, 7.97e-08, 4.74e-08, 8.57e-09, 9.10e-06, 4.25e-06, 3.16e-06, 5.17e-07, 2.90e-08, 8.68e-09, 1.25e-07, 9.88e-08, 1.12e-09, 2.52e-08, 1.05e-07, 2.67e-07]    [4.78e-06, 4.17e-06, 6.31e-06, 4.64e-06, 5.28e-06, 3.93e-07, 7.75e-07, 7.97e-08, 4.74e-08, 8.57e-09, 9.10e-06, 4.25e-06, 3.16e-06, 5.17e-07, 2.90e-08, 8.68e-09, 1.25e-07, 9.88e-08, 1.12e-09, 2.52e-08, 1.05e-07, 2.67e-07]    []  

Best model at step 48760:
  train loss: 1.93e-05
  test loss: 1.93e-05
  test metric: []

'train' took 40.654778 s

Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
56000     [4.78e-06, 4.17e-06, 6.31e-06, 4.64e-06, 5.28e-06, 3.93e-07, 7.75e-07, 7.97e-08, 4.74e-08, 8.57e-09, 9.10e-06, 4.25e-06, 3.16e-06, 5.17e-07, 2.90e-08, 8.68e-09, 1.25e-07, 9.88e-08, 1.12e-09, 2.52e-08, 1.05e-07, 2.67e-07]    [4.78e-06, 4.17e-06, 6.31e-06, 4.64e-06, 5.28e-06, 3.93e-07, 7.75e-07, 7.97e-08, 4.74e-08, 8.57e-09, 9.10e-06, 4.25e-06, 3.16e-06, 5.17e-07, 2.90e-08, 8.68e-09, 1.25e-07, 9.88e-08, 1.12e-09, 2.52e-08, 1.05e-07, 2.67e-07]    []  
56100     [4.26e-06, 4.12e-06, 6.26e-06, 4.65e-06, 5.21e-06, 4.16e-07, 8.46e-07, 2.95e-10, 2.13e-12, 2.05e-09, 8.64e-06, 3.81e-06, 3.45e-06, 2.02e-07, 1.30e-08, 4.44e-09, 7.78e-08, 7.28e-08, 6.88e-09, 1.03e-08, 1.04e-07, 2.23e-07]    [4.26e-06, 4.12e-06, 6.26e-06, 4.65e-06, 5.21e-06, 4.16e-07, 8.46e-07, 2.95e-10, 2.13e-12, 2.05e-09, 8.64e-06, 3.81e-06, 3.45e-06, 2.02e-07, 1.30e-08, 4.44e-09, 7.78e-08, 7.28e-08, 6.88e-09, 1.03e-08, 1.04e-07, 2.23e-07]    []  
56200     [4.38e-06, 4.07e-06, 6.19e-06, 4.54e-06, 5.22e-06, 4.33e-07, 9.31e-07, 1.61e-06, 2.06e-07, 5.97e-08, 8.27e-06, 3.55e-06, 4.23e-06, 2.53e-06, 5.06e-08, 1.58e-08, 1.32e-07, 1.16e-07, 2.47e-07, 1.06e-09, 1.59e-06, 2.89e-07]    [4.38e-06, 4.07e-06, 6.19e-06, 4.54e-06, 5.22e-06, 4.33e-07, 9.31e-07, 1.61e-06, 2.06e-07, 5.97e-08, 8.27e-06, 3.55e-06, 4.23e-06, 2.53e-06, 5.06e-08, 1.58e-08, 1.32e-07, 1.16e-07, 2.47e-07, 1.06e-09, 1.59e-06, 2.89e-07]    []  
56300     [3.70e-06, 3.99e-06, 6.28e-06, 4.64e-06, 5.35e-06, 4.37e-07, 9.61e-07, 5.29e-07, 2.65e-07, 6.64e-09, 1.25e-05, 8.03e-06, 1.40e-05, 3.01e-06, 0.00e+00, 4.12e-10, 1.14e-08, 7.58e-09, 0.00e+00, 5.33e-10, 4.85e-07, 6.85e-07]    [3.70e-06, 3.99e-06, 6.28e-06, 4.64e-06, 5.35e-06, 4.37e-07, 9.61e-07, 5.29e-07, 2.65e-07, 6.64e-09, 1.25e-05, 8.03e-06, 1.40e-05, 3.01e-06, 0.00e+00, 4.12e-10, 1.14e-08, 7.58e-09, 0.00e+00, 5.33e-10, 4.85e-07, 6.85e-07]    []  
56400     [7.18e-06, 4.14e-06, 7.24e-06, 5.06e-06, 6.30e-06, 6.18e-07, 1.56e-06, 7.15e-06, 1.83e-05, 3.35e-05, 1.31e-04, 2.59e-04, 2.31e-05, 5.77e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.37e-08, 6.47e-07, 1.44e-06, 4.19e-06, 9.31e-06]    [7.18e-06, 4.14e-06, 7.24e-06, 5.06e-06, 6.30e-06, 6.18e-07, 1.56e-06, 7.15e-06, 1.83e-05, 3.35e-05, 1.31e-04, 2.59e-04, 2.31e-05, 5.77e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.37e-08, 6.47e-07, 1.44e-06, 4.19e-06, 9.31e-06]    []  
56500     [4.61e-06, 4.18e-06, 6.78e-06, 4.55e-06, 6.17e-06, 4.39e-07, 9.92e-07, 2.80e-08, 6.81e-06, 5.19e-06, 1.78e-05, 4.98e-05, 9.74e-06, 1.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 7.39e-09, 1.21e-10, 5.18e-07, 2.07e-07, 3.04e-06]    [4.61e-06, 4.18e-06, 6.78e-06, 4.55e-06, 6.17e-06, 4.39e-07, 9.92e-07, 2.80e-08, 6.81e-06, 5.19e-06, 1.78e-05, 4.98e-05, 9.74e-06, 1.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 7.39e-09, 1.21e-10, 5.18e-07, 2.07e-07, 3.04e-06]    []  
56600     [5.24e-06, 3.81e-06, 6.20e-06, 4.23e-06, 5.33e-06, 4.85e-07, 9.76e-07, 8.09e-06, 1.60e-06, 7.20e-07, 1.09e-05, 7.84e-06, 1.75e-05, 3.28e-05, 1.13e-07, 1.25e-07, 3.51e-07, 8.33e-07, 9.24e-07, 1.74e-07, 6.18e-06, 1.07e-06]    [5.24e-06, 3.81e-06, 6.20e-06, 4.23e-06, 5.33e-06, 4.85e-07, 9.76e-07, 8.09e-06, 1.60e-06, 7.20e-07, 1.09e-05, 7.84e-06, 1.75e-05, 3.28e-05, 1.13e-07, 1.25e-07, 3.51e-07, 8.33e-07, 9.24e-07, 1.74e-07, 6.18e-06, 1.07e-06]    []  
56700     [3.74e-06, 3.76e-06, 6.21e-06, 3.95e-06, 6.00e-06, 3.73e-07, 9.30e-07, 4.67e-07, 8.91e-08, 5.82e-07, 9.06e-06, 1.54e-05, 2.27e-05, 3.63e-05, 0.00e+00, 0.00e+00, 1.62e-15, 5.00e-08, 4.68e-08, 2.79e-08, 3.53e-07, 1.00e-06]    [3.74e-06, 3.76e-06, 6.21e-06, 3.95e-06, 6.00e-06, 3.73e-07, 9.30e-07, 4.67e-07, 8.91e-08, 5.82e-07, 9.06e-06, 1.54e-05, 2.27e-05, 3.63e-05, 0.00e+00, 0.00e+00, 1.62e-15, 5.00e-08, 4.68e-08, 2.79e-08, 3.53e-07, 1.00e-06]    []  
56800     [2.39e-05, 4.40e-06, 7.43e-06, 5.47e-06, 5.67e-06, 8.72e-07, 1.96e-06, 5.86e-05, 3.71e-05, 1.65e-05, 1.45e-04, 1.68e-04, 6.16e-04, 1.04e-03, 1.08e-05, 1.08e-05, 1.06e-05, 1.11e-05, 8.60e-06, 5.25e-06, 5.34e-05, 3.54e-05]    [2.39e-05, 4.40e-06, 7.43e-06, 5.47e-06, 5.67e-06, 8.72e-07, 1.96e-06, 5.86e-05, 3.71e-05, 1.65e-05, 1.45e-04, 1.68e-04, 6.16e-04, 1.04e-03, 1.08e-05, 1.08e-05, 1.06e-05, 1.11e-05, 8.60e-06, 5.25e-06, 5.34e-05, 3.54e-05]    []  
56900     [3.93e-06, 3.82e-06, 6.23e-06, 4.15e-06, 5.99e-06, 4.27e-07, 1.06e-06, 3.08e-05, 6.16e-06, 6.60e-07, 6.96e-06, 1.18e-05, 7.95e-06, 2.32e-05, 0.00e+00, 0.00e+00, 3.70e-09, 2.47e-09, 3.84e-06, 0.00e+00, 2.52e-05, 3.57e-06]    [3.93e-06, 3.82e-06, 6.23e-06, 4.15e-06, 5.99e-06, 4.27e-07, 1.06e-06, 3.08e-05, 6.16e-06, 6.60e-07, 6.96e-06, 1.18e-05, 7.95e-06, 2.32e-05, 0.00e+00, 0.00e+00, 3.70e-09, 2.47e-09, 3.84e-06, 0.00e+00, 2.52e-05, 3.57e-06]    []  
57000     [4.78e-06, 3.33e-06, 6.14e-06, 3.87e-06, 7.93e-06, 4.44e-07, 1.18e-06, 9.39e-06, 1.04e-04, 2.05e-06, 6.81e-05, 9.84e-05, 1.47e-04, 1.48e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.51e-05, 1.00e-05, 9.73e-05]    [4.78e-06, 3.33e-06, 6.14e-06, 3.87e-06, 7.93e-06, 4.44e-07, 1.18e-06, 9.39e-06, 1.04e-04, 2.05e-06, 6.81e-05, 9.84e-05, 1.47e-04, 1.48e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.51e-05, 1.00e-05, 9.73e-05]    []  
57100     [7.01e-06, 3.94e-06, 6.09e-06, 4.19e-06, 5.66e-06, 4.58e-07, 1.08e-06, 3.20e-05, 1.53e-07, 4.51e-06, 1.76e-05, 1.76e-05, 1.10e-05, 8.16e-05, 7.27e-07, 1.05e-06, 6.73e-07, 1.53e-07, 0.00e+00, 0.00e+00, 4.12e-05, 8.60e-07]    [7.01e-06, 3.94e-06, 6.09e-06, 4.19e-06, 5.66e-06, 4.58e-07, 1.08e-06, 3.20e-05, 1.53e-07, 4.51e-06, 1.76e-05, 1.76e-05, 1.10e-05, 8.16e-05, 7.27e-07, 1.05e-06, 6.73e-07, 1.53e-07, 0.00e+00, 0.00e+00, 4.12e-05, 8.60e-07]    []  
57200     [4.00e-05, 4.66e-06, 8.15e-06, 7.48e-06, 6.11e-06, 1.81e-06, 2.98e-06, 2.27e-04, 3.53e-05, 8.48e-05, 1.50e-04, 5.57e-04, 2.55e-04, 2.59e-03, 6.50e-05, 5.81e-05, 9.32e-06, 7.17e-06, 3.05e-05, 2.25e-06, 1.81e-04, 1.31e-05]    [4.00e-05, 4.66e-06, 8.15e-06, 7.48e-06, 6.11e-06, 1.81e-06, 2.98e-06, 2.27e-04, 3.53e-05, 8.48e-05, 1.50e-04, 5.57e-04, 2.55e-04, 2.59e-03, 6.50e-05, 5.81e-05, 9.32e-06, 7.17e-06, 3.05e-05, 2.25e-06, 1.81e-04, 1.31e-05]    []  
57300     [8.46e-06, 4.06e-06, 6.57e-06, 4.42e-06, 6.78e-06, 3.36e-07, 1.35e-06, 2.82e-05, 1.46e-05, 6.48e-06, 1.05e-04, 1.28e-04, 4.46e-04, 6.48e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.14e-05, 2.25e-05]    [8.46e-06, 4.06e-06, 6.57e-06, 4.42e-06, 6.78e-06, 3.36e-07, 1.35e-06, 2.82e-05, 1.46e-05, 6.48e-06, 1.05e-04, 1.28e-04, 4.46e-04, 6.48e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.14e-05, 2.25e-05]    []  
57400     [2.74e-06, 3.52e-06, 6.00e-06, 3.19e-06, 5.86e-06, 4.41e-07, 1.64e-06, 1.51e-06, 1.06e-04, 4.13e-06, 3.67e-05, 3.91e-05, 2.62e-05, 2.82e-05, 1.96e-09, 1.04e-08, 3.56e-08, 1.03e-08, 0.00e+00, 0.00e+00, 1.55e-06, 1.12e-04]    [2.74e-06, 3.52e-06, 6.00e-06, 3.19e-06, 5.86e-06, 4.41e-07, 1.64e-06, 1.51e-06, 1.06e-04, 4.13e-06, 3.67e-05, 3.91e-05, 2.62e-05, 2.82e-05, 1.96e-09, 1.04e-08, 3.56e-08, 1.03e-08, 0.00e+00, 0.00e+00, 1.55e-06, 1.12e-04]    []  
57500     [2.45e-06, 3.57e-06, 5.87e-06, 3.65e-06, 6.23e-06, 3.97e-07, 1.42e-06, 1.57e-06, 2.15e-14, 4.71e-07, 2.32e-05, 2.00e-05, 6.64e-05, 5.99e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.34e-09, 1.93e-06, 2.67e-07]    [2.45e-06, 3.57e-06, 5.87e-06, 3.65e-06, 6.23e-06, 3.97e-07, 1.42e-06, 1.57e-06, 2.15e-14, 4.71e-07, 2.32e-05, 2.00e-05, 6.64e-05, 5.99e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.34e-09, 1.93e-06, 2.67e-07]    []  
57600     [1.39e-05, 4.16e-06, 7.11e-06, 3.83e-06, 6.02e-06, 7.08e-07, 2.09e-06, 2.05e-07, 1.87e-07, 1.93e-05, 3.45e-05, 6.70e-05, 1.54e-04, 4.57e-04, 3.51e-06, 6.42e-06, 1.46e-06, 5.26e-06, 0.00e+00, 0.00e+00, 4.95e-07, 3.65e-06]    [1.39e-05, 4.16e-06, 7.11e-06, 3.83e-06, 6.02e-06, 7.08e-07, 2.09e-06, 2.05e-07, 1.87e-07, 1.93e-05, 3.45e-05, 6.70e-05, 1.54e-04, 4.57e-04, 3.51e-06, 6.42e-06, 1.46e-06, 5.26e-06, 0.00e+00, 0.00e+00, 4.95e-07, 3.65e-06]    []  
57700     [6.18e-06, 3.83e-06, 6.61e-06, 4.00e-06, 6.95e-06, 4.72e-07, 1.99e-06, 1.44e-08, 5.97e-07, 1.98e-05, 1.88e-05, 1.12e-04, 1.15e-04, 5.64e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.11e-09, 9.10e-08, 1.09e-07, 6.30e-07]    [6.18e-06, 3.83e-06, 6.61e-06, 4.00e-06, 6.95e-06, 4.72e-07, 1.99e-06, 1.44e-08, 5.97e-07, 1.98e-05, 1.88e-05, 1.12e-04, 1.15e-04, 5.64e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.11e-09, 9.10e-08, 1.09e-07, 6.30e-07]    []  
57800     [3.33e-06, 3.52e-06, 5.86e-06, 3.62e-06, 6.10e-06, 3.70e-07, 1.58e-06, 1.37e-05, 3.12e-06, 1.10e-06, 1.77e-05, 1.67e-05, 1.89e-05, 2.70e-06, 2.61e-07, 3.25e-07, 7.72e-09, 2.44e-09, 0.00e+00, 3.37e-07, 1.56e-05, 2.06e-06]    [3.33e-06, 3.52e-06, 5.86e-06, 3.62e-06, 6.10e-06, 3.70e-07, 1.58e-06, 1.37e-05, 3.12e-06, 1.10e-06, 1.77e-05, 1.67e-05, 1.89e-05, 2.70e-06, 2.61e-07, 3.25e-07, 7.72e-09, 2.44e-09, 0.00e+00, 3.37e-07, 1.56e-05, 2.06e-06]    []  
57900     [2.95e-06, 3.44e-06, 5.73e-06, 3.60e-06, 6.33e-06, 2.78e-07, 1.57e-06, 3.62e-05, 2.88e-06, 6.85e-07, 9.16e-05, 6.13e-05, 2.30e-04, 1.41e-04, 5.53e-12, 9.96e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.89e-05, 3.73e-06]    [2.95e-06, 3.44e-06, 5.73e-06, 3.60e-06, 6.33e-06, 2.78e-07, 1.57e-06, 3.62e-05, 2.88e-06, 6.85e-07, 9.16e-05, 6.13e-05, 2.30e-04, 1.41e-04, 5.53e-12, 9.96e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.89e-05, 3.73e-06]    []  
58000     [2.59e-06, 3.34e-06, 5.64e-06, 3.18e-06, 5.51e-06, 4.38e-07, 1.89e-06, 3.78e-07, 1.11e-07, 9.86e-08, 1.71e-05, 1.15e-05, 2.78e-05, 1.35e-06, 5.99e-08, 1.01e-08, 9.20e-08, 2.26e-07, 3.18e-08, 1.28e-10, 3.04e-07, 3.87e-07]    [2.59e-06, 3.34e-06, 5.64e-06, 3.18e-06, 5.51e-06, 4.38e-07, 1.89e-06, 3.78e-07, 1.11e-07, 9.86e-08, 1.71e-05, 1.15e-05, 2.78e-05, 1.35e-06, 5.99e-08, 1.01e-08, 9.20e-08, 2.26e-07, 3.18e-08, 1.28e-10, 3.04e-07, 3.87e-07]    []  

Best model at step 48760:
  train loss: 1.93e-05
  test loss: 1.93e-05
  test metric: []

'train' took 39.807449 s

Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
58000     [2.59e-06, 3.34e-06, 5.64e-06, 3.18e-06, 5.51e-06, 4.38e-07, 1.89e-06, 3.78e-07, 1.11e-07, 9.86e-08, 1.71e-05, 1.15e-05, 2.78e-05, 1.35e-06, 5.99e-08, 1.01e-08, 9.20e-08, 2.26e-07, 3.18e-08, 1.28e-10, 3.04e-07, 3.87e-07]    [2.59e-06, 3.34e-06, 5.64e-06, 3.18e-06, 5.51e-06, 4.38e-07, 1.89e-06, 3.78e-07, 1.11e-07, 9.86e-08, 1.71e-05, 1.15e-05, 2.78e-05, 1.35e-06, 5.99e-08, 1.01e-08, 9.20e-08, 2.26e-07, 3.18e-08, 1.28e-10, 3.04e-07, 3.87e-07]    []  
58100     [2.78e-06, 3.42e-06, 5.78e-06, 3.49e-06, 5.54e-06, 4.07e-07, 1.86e-06, 2.63e-07, 5.34e-06, 4.70e-07, 3.78e-06, 3.36e-06, 1.29e-05, 1.69e-05, 1.57e-07, 7.35e-08, 1.37e-07, 1.24e-07, 0.00e+00, 6.22e-07, 1.20e-07, 4.12e-06]    [2.78e-06, 3.42e-06, 5.78e-06, 3.49e-06, 5.54e-06, 4.07e-07, 1.86e-06, 2.63e-07, 5.34e-06, 4.70e-07, 3.78e-06, 3.36e-06, 1.29e-05, 1.69e-05, 1.57e-07, 7.35e-08, 1.37e-07, 1.24e-07, 0.00e+00, 6.22e-07, 1.20e-07, 4.12e-06]    []  
58200     [5.44e-06, 3.38e-06, 6.03e-06, 3.22e-06, 5.52e-06, 4.27e-07, 1.89e-06, 4.89e-09, 2.73e-05, 2.52e-06, 4.75e-05, 3.08e-05, 1.65e-04, 1.52e-04, 8.34e-07, 8.51e-07, 1.52e-06, 1.47e-06, 2.29e-09, 4.06e-06, 6.44e-08, 2.67e-05]    [5.44e-06, 3.38e-06, 6.03e-06, 3.22e-06, 5.52e-06, 4.27e-07, 1.89e-06, 4.89e-09, 2.73e-05, 2.52e-06, 4.75e-05, 3.08e-05, 1.65e-04, 1.52e-04, 8.34e-07, 8.51e-07, 1.52e-06, 1.47e-06, 2.29e-09, 4.06e-06, 6.44e-08, 2.67e-05]    []  
58300     [5.82e-06, 3.86e-06, 6.65e-06, 3.91e-06, 6.75e-06, 4.12e-07, 2.10e-06, 8.82e-06, 3.46e-06, 1.06e-05, 4.13e-05, 9.21e-05, 2.27e-04, 5.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-06, 2.24e-07, 8.78e-06, 1.50e-06]    [5.82e-06, 3.86e-06, 6.65e-06, 3.91e-06, 6.75e-06, 4.12e-07, 2.10e-06, 8.82e-06, 3.46e-06, 1.06e-05, 4.13e-05, 9.21e-05, 2.27e-04, 5.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-06, 2.24e-07, 8.78e-06, 1.50e-06]    []  
58400     [1.84e-06, 3.19e-06, 5.53e-06, 3.17e-06, 5.47e-06, 3.64e-07, 1.86e-06, 5.37e-06, 6.01e-06, 1.21e-06, 5.07e-06, 4.10e-06, 3.26e-06, 3.25e-06, 0.00e+00, 0.00e+00, 1.18e-10, 1.10e-08, 6.56e-07, 0.00e+00, 4.31e-06, 9.14e-06]    [1.84e-06, 3.19e-06, 5.53e-06, 3.17e-06, 5.47e-06, 3.64e-07, 1.86e-06, 5.37e-06, 6.01e-06, 1.21e-06, 5.07e-06, 4.10e-06, 3.26e-06, 3.25e-06, 0.00e+00, 0.00e+00, 1.18e-10, 1.10e-08, 6.56e-07, 0.00e+00, 4.31e-06, 9.14e-06]    []  
58500     [2.17e-06, 3.44e-06, 5.76e-06, 3.08e-06, 6.09e-06, 4.54e-07, 2.06e-06, 1.10e-04, 4.45e-07, 5.94e-07, 2.95e-06, 2.73e-06, 3.73e-06, 1.34e-06, 9.20e-09, 3.35e-08, 3.57e-08, 1.26e-08, 1.41e-05, 1.41e-08, 9.02e-05, 1.69e-06]    [2.17e-06, 3.44e-06, 5.76e-06, 3.08e-06, 6.09e-06, 4.54e-07, 2.06e-06, 1.10e-04, 4.45e-07, 5.94e-07, 2.95e-06, 2.73e-06, 3.73e-06, 1.34e-06, 9.20e-09, 3.35e-08, 3.57e-08, 1.26e-08, 1.41e-05, 1.41e-08, 9.02e-05, 1.69e-06]    []  
58600     [2.13e-06, 3.36e-06, 5.60e-06, 3.27e-06, 5.51e-06, 4.02e-07, 2.03e-06, 5.82e-09, 5.54e-06, 1.24e-08, 3.64e-06, 4.61e-06, 6.32e-06, 6.15e-07, 1.04e-07, 3.28e-09, 0.00e+00, 0.00e+00, 3.28e-10, 0.00e+00, 3.41e-08, 6.25e-06]    [2.13e-06, 3.36e-06, 5.60e-06, 3.27e-06, 5.51e-06, 4.02e-07, 2.03e-06, 5.82e-09, 5.54e-06, 1.24e-08, 3.64e-06, 4.61e-06, 6.32e-06, 6.15e-07, 1.04e-07, 3.28e-09, 0.00e+00, 0.00e+00, 3.28e-10, 0.00e+00, 3.41e-08, 6.25e-06]    []  
58700     [1.93e-06, 3.42e-06, 5.73e-06, 3.43e-06, 5.45e-06, 3.72e-07, 1.99e-06, 3.66e-08, 1.74e-06, 1.33e-07, 9.67e-06, 9.16e-06, 2.76e-05, 2.23e-05, 3.03e-13, 5.96e-11, 0.00e+00, 0.00e+00, 1.34e-08, 1.66e-07, 1.03e-07, 1.05e-06]    [1.93e-06, 3.42e-06, 5.73e-06, 3.43e-06, 5.45e-06, 3.72e-07, 1.99e-06, 3.66e-08, 1.74e-06, 1.33e-07, 9.67e-06, 9.16e-06, 2.76e-05, 2.23e-05, 3.03e-13, 5.96e-11, 0.00e+00, 0.00e+00, 1.34e-08, 1.66e-07, 1.03e-07, 1.05e-06]    []  
58800     [1.39e-05, 3.60e-06, 6.51e-06, 3.93e-06, 4.86e-06, 7.02e-07, 2.51e-06, 3.54e-06, 3.08e-06, 1.82e-05, 8.76e-05, 1.16e-04, 4.39e-04, 9.07e-04, 6.71e-06, 6.87e-06, 4.71e-06, 4.98e-06, 0.00e+00, 4.36e-07, 3.70e-06, 2.89e-06]    [1.39e-05, 3.60e-06, 6.51e-06, 3.93e-06, 4.86e-06, 7.02e-07, 2.51e-06, 3.54e-06, 3.08e-06, 1.82e-05, 8.76e-05, 1.16e-04, 4.39e-04, 9.07e-04, 6.71e-06, 6.87e-06, 4.71e-06, 4.98e-06, 0.00e+00, 4.36e-07, 3.70e-06, 2.89e-06]    []  
58900     [3.63e-06, 3.39e-06, 6.08e-06, 3.37e-06, 5.60e-06, 4.43e-07, 2.42e-06, 8.89e-07, 8.32e-08, 8.32e-06, 6.01e-06, 3.31e-05, 4.56e-05, 1.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.65e-08, 1.72e-09, 6.18e-07, 8.72e-08]    [3.63e-06, 3.39e-06, 6.08e-06, 3.37e-06, 5.60e-06, 4.43e-07, 2.42e-06, 8.89e-07, 8.32e-08, 8.32e-06, 6.01e-06, 3.31e-05, 4.56e-05, 1.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.65e-08, 1.72e-09, 6.18e-07, 8.72e-08]    []  
59000     [3.20e-06, 3.14e-06, 5.42e-06, 3.52e-06, 5.83e-06, 2.91e-07, 2.05e-06, 3.37e-06, 5.76e-07, 6.32e-06, 2.04e-05, 6.73e-05, 4.53e-05, 6.67e-05, 2.08e-08, 1.21e-05, 0.00e+00, 0.00e+00, 7.41e-07, 5.08e-08, 5.04e-06, 3.76e-07]    [3.20e-06, 3.14e-06, 5.42e-06, 3.52e-06, 5.83e-06, 2.91e-07, 2.05e-06, 3.37e-06, 5.76e-07, 6.32e-06, 2.04e-05, 6.73e-05, 4.53e-05, 6.67e-05, 2.08e-08, 1.21e-05, 0.00e+00, 0.00e+00, 7.41e-07, 5.08e-08, 5.04e-06, 3.76e-07]    []  
59100     [2.36e-06, 3.38e-06, 5.77e-06, 3.46e-06, 5.02e-06, 3.21e-07, 2.27e-06, 1.19e-05, 2.30e-05, 3.46e-06, 1.52e-05, 2.73e-05, 7.83e-05, 1.64e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.35e-05, 2.55e-05]    [2.36e-06, 3.38e-06, 5.77e-06, 3.46e-06, 5.02e-06, 3.21e-07, 2.27e-06, 1.19e-05, 2.30e-05, 3.46e-06, 1.52e-05, 2.73e-05, 7.83e-05, 1.64e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.35e-05, 2.55e-05]    []  
59200     [6.86e-06, 3.36e-06, 6.40e-06, 3.89e-06, 5.94e-06, 4.14e-07, 2.59e-06, 6.72e-06, 9.14e-06, 2.66e-06, 6.98e-05, 1.56e-04, 1.41e-04, 3.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.61e-07, 7.89e-07, 4.39e-06, 4.75e-06]    [6.86e-06, 3.36e-06, 6.40e-06, 3.89e-06, 5.94e-06, 4.14e-07, 2.59e-06, 6.72e-06, 9.14e-06, 2.66e-06, 6.98e-05, 1.56e-04, 1.41e-04, 3.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.61e-07, 7.89e-07, 4.39e-06, 4.75e-06]    []  
59300     [2.89e-05, 3.42e-06, 9.64e-06, 4.53e-06, 8.68e-06, 4.82e-07, 6.54e-06, 5.81e-04, 2.74e-06, 9.75e-05, 4.71e-05, 5.37e-04, 3.14e-04, 2.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.15e-05, 0.00e+00, 5.18e-04, 9.22e-06]    [2.89e-05, 3.42e-06, 9.64e-06, 4.53e-06, 8.68e-06, 4.82e-07, 6.54e-06, 5.81e-04, 2.74e-06, 9.75e-05, 4.71e-05, 5.37e-04, 3.14e-04, 2.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.15e-05, 0.00e+00, 5.18e-04, 9.22e-06]    []  
59400     [6.13e-06, 3.17e-06, 5.06e-06, 4.88e-06, 5.25e-06, 2.45e-07, 3.93e-06, 8.13e-08, 1.15e-08, 1.04e-06, 5.88e-05, 3.43e-05, 2.69e-05, 1.73e-05, 3.41e-08, 4.16e-07, 5.32e-07, 2.32e-07, 5.02e-09, 5.23e-10, 3.09e-07, 1.13e-06]    [6.13e-06, 3.17e-06, 5.06e-06, 4.88e-06, 5.25e-06, 2.45e-07, 3.93e-06, 8.13e-08, 1.15e-08, 1.04e-06, 5.88e-05, 3.43e-05, 2.69e-05, 1.73e-05, 3.41e-08, 4.16e-07, 5.32e-07, 2.32e-07, 5.02e-09, 5.23e-10, 3.09e-07, 1.13e-06]    []  
59500     [4.49e-06, 4.08e-06, 6.11e-06, 4.03e-06, 5.31e-06, 2.54e-07, 3.23e-06, 2.67e-07, 1.88e-08, 6.27e-11, 8.48e-06, 3.37e-06, 4.06e-06, 4.24e-07, 5.40e-09, 1.47e-08, 2.56e-07, 2.15e-07, 4.94e-09, 1.10e-08, 3.03e-07, 5.93e-07]    [4.49e-06, 4.08e-06, 6.11e-06, 4.03e-06, 5.31e-06, 2.54e-07, 3.23e-06, 2.67e-07, 1.88e-08, 6.27e-11, 8.48e-06, 3.37e-06, 4.06e-06, 4.24e-07, 5.40e-09, 1.47e-08, 2.56e-07, 2.15e-07, 4.94e-09, 1.10e-08, 3.03e-07, 5.93e-07]    []  
59600     [3.14e-06, 3.78e-06, 5.67e-06, 3.37e-06, 5.39e-06, 3.49e-07, 3.66e-06, 1.10e-11, 9.48e-11, 5.78e-09, 4.06e-06, 1.65e-06, 1.34e-06, 4.71e-07, 1.25e-08, 1.21e-08, 6.23e-08, 6.10e-08, 1.22e-09, 4.66e-09, 3.30e-08, 1.05e-07]    [3.14e-06, 3.78e-06, 5.67e-06, 3.37e-06, 5.39e-06, 3.49e-07, 3.66e-06, 1.10e-11, 9.48e-11, 5.78e-09, 4.06e-06, 1.65e-06, 1.34e-06, 4.71e-07, 1.25e-08, 1.21e-08, 6.23e-08, 6.10e-08, 1.22e-09, 4.66e-09, 3.30e-08, 1.05e-07]    []  
59700     [2.83e-06, 3.66e-06, 5.57e-06, 3.67e-06, 4.74e-06, 4.16e-07, 3.57e-06, 2.55e-08, 2.15e-06, 8.17e-11, 2.83e-06, 1.51e-06, 1.01e-06, 2.07e-07, 2.04e-08, 2.49e-08, 5.28e-08, 3.61e-08, 1.81e-09, 1.92e-07, 3.54e-08, 1.11e-06]    [2.83e-06, 3.66e-06, 5.57e-06, 3.67e-06, 4.74e-06, 4.16e-07, 3.57e-06, 2.55e-08, 2.15e-06, 8.17e-11, 2.83e-06, 1.51e-06, 1.01e-06, 2.07e-07, 2.04e-08, 2.49e-08, 5.28e-08, 3.61e-08, 1.81e-09, 1.92e-07, 3.54e-08, 1.11e-06]    []  
59800     [1.99e-06, 3.52e-06, 5.26e-06, 3.17e-06, 4.81e-06, 4.98e-07, 3.79e-06, 3.48e-07, 6.60e-08, 1.39e-09, 6.42e-06, 2.91e-06, 4.95e-06, 1.70e-06, 1.29e-08, 4.85e-09, 1.97e-09, 2.94e-09, 5.17e-08, 9.84e-09, 3.33e-07, 9.61e-08]    [1.99e-06, 3.52e-06, 5.26e-06, 3.17e-06, 4.81e-06, 4.98e-07, 3.79e-06, 3.48e-07, 6.60e-08, 1.39e-09, 6.42e-06, 2.91e-06, 4.95e-06, 1.70e-06, 1.29e-08, 4.85e-09, 1.97e-09, 2.94e-09, 5.17e-08, 9.84e-09, 3.33e-07, 9.61e-08]    []  
59900     [2.34e-06, 3.46e-06, 5.30e-06, 3.22e-06, 4.52e-06, 5.92e-07, 3.77e-06, 1.56e-07, 9.73e-08, 2.45e-08, 4.61e-06, 2.53e-06, 6.46e-06, 4.93e-06, 1.06e-07, 9.21e-08, 8.97e-08, 9.22e-08, 2.65e-08, 1.74e-08, 1.73e-07, 1.49e-07]    [2.34e-06, 3.46e-06, 5.30e-06, 3.22e-06, 4.52e-06, 5.92e-07, 3.77e-06, 1.56e-07, 9.73e-08, 2.45e-08, 4.61e-06, 2.53e-06, 6.46e-06, 4.93e-06, 1.06e-07, 9.21e-08, 8.97e-08, 9.22e-08, 2.65e-08, 1.74e-08, 1.73e-07, 1.49e-07]    []  
60000     [1.96e-06, 3.46e-06, 5.43e-06, 3.45e-06, 4.12e-06, 5.14e-07, 3.59e-06, 5.09e-06, 1.39e-07, 8.29e-08, 1.58e-06, 1.47e-06, 8.39e-07, 8.03e-07, 4.25e-08, 5.20e-09, 2.66e-09, 6.75e-09, 0.00e+00, 2.51e-08, 5.48e-06, 2.20e-07]    [1.96e-06, 3.46e-06, 5.43e-06, 3.45e-06, 4.12e-06, 5.14e-07, 3.59e-06, 5.09e-06, 1.39e-07, 8.29e-08, 1.58e-06, 1.47e-06, 8.39e-07, 8.03e-07, 4.25e-08, 5.20e-09, 2.66e-09, 6.75e-09, 0.00e+00, 2.51e-08, 5.48e-06, 2.20e-07]    []  

Best model at step 48760:
  train loss: 1.93e-05
  test loss: 1.93e-05
  test metric: []

'train' took 40.786728 s

Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
60000     [1.96e-06, 3.46e-06, 5.43e-06, 3.45e-06, 4.12e-06, 5.14e-07, 3.59e-06, 5.09e-06, 1.39e-07, 8.29e-08, 1.58e-06, 1.47e-06, 8.39e-07, 8.03e-07, 4.25e-08, 5.20e-09, 2.66e-09, 6.75e-09, 0.00e+00, 2.51e-08, 5.48e-06, 2.20e-07]    [1.96e-06, 3.46e-06, 5.43e-06, 3.45e-06, 4.12e-06, 5.14e-07, 3.59e-06, 5.09e-06, 1.39e-07, 8.29e-08, 1.58e-06, 1.47e-06, 8.39e-07, 8.03e-07, 4.25e-08, 5.20e-09, 2.66e-09, 6.75e-09, 0.00e+00, 2.51e-08, 5.48e-06, 2.20e-07]    []  
60100     [2.16e-06, 3.56e-06, 5.36e-06, 3.85e-06, 3.65e-06, 4.53e-07, 3.57e-06, 8.41e-10, 1.93e-07, 4.01e-10, 2.04e-06, 1.49e-06, 1.03e-06, 5.78e-07, 6.07e-08, 3.43e-08, 2.22e-08, 2.79e-08, 2.18e-09, 0.00e+00, 2.08e-08, 3.39e-07]    [2.16e-06, 3.56e-06, 5.36e-06, 3.85e-06, 3.65e-06, 4.53e-07, 3.57e-06, 8.41e-10, 1.93e-07, 4.01e-10, 2.04e-06, 1.49e-06, 1.03e-06, 5.78e-07, 6.07e-08, 3.43e-08, 2.22e-08, 2.79e-08, 2.18e-09, 0.00e+00, 2.08e-08, 3.39e-07]    []  
60200     [3.21e-06, 3.53e-06, 5.55e-06, 3.77e-06, 3.71e-06, 5.17e-07, 3.23e-06, 6.05e-06, 1.17e-07, 1.08e-06, 4.34e-06, 7.47e-06, 1.33e-05, 4.35e-05, 5.33e-07, 5.21e-07, 2.31e-07, 2.82e-07, 6.93e-07, 9.33e-09, 4.76e-06, 1.45e-07]    [3.21e-06, 3.53e-06, 5.55e-06, 3.77e-06, 3.71e-06, 5.17e-07, 3.23e-06, 6.05e-06, 1.17e-07, 1.08e-06, 4.34e-06, 7.47e-06, 1.33e-05, 4.35e-05, 5.33e-07, 5.21e-07, 2.31e-07, 2.82e-07, 6.93e-07, 9.33e-09, 4.76e-06, 1.45e-07]    []  
60300     [1.40e-05, 3.74e-06, 6.12e-06, 4.46e-06, 3.89e-06, 7.76e-07, 3.80e-06, 7.60e-08, 1.43e-08, 2.89e-05, 3.97e-05, 1.14e-04, 2.17e-04, 7.81e-04, 1.01e-05, 1.00e-05, 4.56e-06, 4.74e-06, 0.00e+00, 1.58e-09, 1.32e-07, 8.36e-08]    [1.40e-05, 3.74e-06, 6.12e-06, 4.46e-06, 3.89e-06, 7.76e-07, 3.80e-06, 7.60e-08, 1.43e-08, 2.89e-05, 3.97e-05, 1.14e-04, 2.17e-04, 7.81e-04, 1.01e-05, 1.00e-05, 4.56e-06, 4.74e-06, 0.00e+00, 1.58e-09, 1.32e-07, 8.36e-08]    []  
60400     [5.96e-06, 3.69e-06, 6.23e-06, 4.05e-06, 4.40e-06, 4.08e-07, 3.35e-06, 1.29e-07, 8.55e-07, 1.16e-05, 4.00e-05, 7.55e-05, 2.11e-04, 4.57e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.35e-08, 0.00e+00, 1.51e-07, 8.30e-07]    [5.96e-06, 3.69e-06, 6.23e-06, 4.05e-06, 4.40e-06, 4.08e-07, 3.35e-06, 1.29e-07, 8.55e-07, 1.16e-05, 4.00e-05, 7.55e-05, 2.11e-04, 4.57e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.35e-08, 0.00e+00, 1.51e-07, 8.30e-07]    []  
60500     [2.43e-06, 3.29e-06, 5.62e-06, 3.65e-06, 3.48e-06, 4.09e-07, 3.02e-06, 5.80e-06, 3.46e-05, 4.37e-09, 7.53e-06, 4.10e-06, 1.76e-05, 1.19e-05, 1.09e-07, 5.74e-08, 1.02e-07, 1.06e-07, 0.00e+00, 3.84e-06, 8.50e-06, 2.54e-05]    [2.43e-06, 3.29e-06, 5.62e-06, 3.65e-06, 3.48e-06, 4.09e-07, 3.02e-06, 5.80e-06, 3.46e-05, 4.37e-09, 7.53e-06, 4.10e-06, 1.76e-05, 1.19e-05, 1.09e-07, 5.74e-08, 1.02e-07, 1.06e-07, 0.00e+00, 3.84e-06, 8.50e-06, 2.54e-05]    []  
60600     [6.06e-06, 3.27e-06, 5.66e-06, 3.61e-06, 3.38e-06, 5.53e-07, 3.51e-06, 3.52e-07, 1.79e-08, 7.21e-06, 7.45e-05, 5.83e-05, 3.02e-04, 3.59e-04, 1.86e-06, 2.06e-06, 3.34e-06, 3.59e-06, 0.00e+00, 1.19e-08, 5.52e-07, 1.13e-07]    [6.06e-06, 3.27e-06, 5.66e-06, 3.61e-06, 3.38e-06, 5.53e-07, 3.51e-06, 3.52e-07, 1.79e-08, 7.21e-06, 7.45e-05, 5.83e-05, 3.02e-04, 3.59e-04, 1.86e-06, 2.06e-06, 3.34e-06, 3.59e-06, 0.00e+00, 1.19e-08, 5.52e-07, 1.13e-07]    []  
60700     [3.23e-06, 3.19e-06, 5.48e-06, 3.68e-06, 3.53e-06, 4.63e-07, 2.99e-06, 9.14e-06, 7.42e-06, 7.98e-07, 9.02e-06, 1.13e-05, 4.91e-06, 1.60e-05, 6.22e-07, 3.03e-07, 2.81e-08, 2.29e-08, 0.00e+00, 7.68e-07, 1.17e-05, 4.98e-06]    [3.23e-06, 3.19e-06, 5.48e-06, 3.68e-06, 3.53e-06, 4.63e-07, 2.99e-06, 9.14e-06, 7.42e-06, 7.98e-07, 9.02e-06, 1.13e-05, 4.91e-06, 1.60e-05, 6.22e-07, 3.03e-07, 2.81e-08, 2.29e-08, 0.00e+00, 7.68e-07, 1.17e-05, 4.98e-06]    []  
60800     [2.70e-06, 3.21e-06, 5.47e-06, 3.41e-06, 3.66e-06, 4.76e-07, 3.08e-06, 1.89e-08, 3.24e-06, 7.42e-07, 4.86e-06, 5.54e-06, 1.75e-05, 3.28e-05, 2.97e-07, 1.89e-07, 2.16e-07, 2.11e-07, 0.00e+00, 0.00e+00, 1.40e-07, 6.55e-06]    [2.70e-06, 3.21e-06, 5.47e-06, 3.41e-06, 3.66e-06, 4.76e-07, 3.08e-06, 1.89e-08, 3.24e-06, 7.42e-07, 4.86e-06, 5.54e-06, 1.75e-05, 3.28e-05, 2.97e-07, 1.89e-07, 2.16e-07, 2.11e-07, 0.00e+00, 0.00e+00, 1.40e-07, 6.55e-06]    []  
60900     [2.14e-05, 3.70e-06, 6.90e-06, 5.00e-06, 4.26e-06, 1.05e-06, 3.95e-06, 6.43e-11, 1.68e-06, 5.65e-05, 6.01e-05, 2.18e-04, 2.77e-04, 1.39e-03, 2.30e-05, 1.99e-05, 6.37e-06, 6.69e-06, 2.62e-10, 0.00e+00, 3.17e-08, 1.60e-06]    [2.14e-05, 3.70e-06, 6.90e-06, 5.00e-06, 4.26e-06, 1.05e-06, 3.95e-06, 6.43e-11, 1.68e-06, 5.65e-05, 6.01e-05, 2.18e-04, 2.77e-04, 1.39e-03, 2.30e-05, 1.99e-05, 6.37e-06, 6.69e-06, 2.62e-10, 0.00e+00, 3.17e-08, 1.60e-06]    []  
61000     [1.86e-06, 3.04e-06, 5.70e-06, 3.46e-06, 3.47e-06, 4.13e-07, 2.92e-06, 9.99e-07, 8.05e-08, 1.70e-06, 6.32e-06, 1.33e-05, 2.72e-06, 2.33e-05, 0.00e+00, 0.00e+00, 2.47e-10, 7.23e-11, 6.79e-08, 3.58e-09, 5.02e-07, 1.39e-07]    [1.86e-06, 3.04e-06, 5.70e-06, 3.46e-06, 3.47e-06, 4.13e-07, 2.92e-06, 9.99e-07, 8.05e-08, 1.70e-06, 6.32e-06, 1.33e-05, 2.72e-06, 2.33e-05, 0.00e+00, 0.00e+00, 2.47e-10, 7.23e-11, 6.79e-08, 3.58e-09, 5.02e-07, 1.39e-07]    []  
61100     [1.95e-06, 3.06e-06, 5.76e-06, 3.27e-06, 3.98e-06, 4.31e-07, 3.24e-06, 2.69e-07, 1.81e-07, 3.45e-06, 3.99e-06, 1.84e-05, 1.04e-05, 8.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-08, 3.08e-08, 1.56e-07, 2.32e-07]    [1.95e-06, 3.06e-06, 5.76e-06, 3.27e-06, 3.98e-06, 4.31e-07, 3.24e-06, 2.69e-07, 1.81e-07, 3.45e-06, 3.99e-06, 1.84e-05, 1.04e-05, 8.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-08, 3.08e-08, 1.56e-07, 2.32e-07]    []  
61200     [1.71e-06, 3.13e-06, 5.84e-06, 3.48e-06, 3.98e-06, 4.61e-07, 3.10e-06, 4.13e-09, 5.49e-05, 1.87e-08, 1.53e-05, 8.96e-06, 2.91e-05, 9.02e-06, 2.69e-08, 1.69e-08, 0.00e+00, 1.50e-11, 8.95e-10, 7.78e-06, 3.27e-08, 5.20e-05]    [1.71e-06, 3.13e-06, 5.84e-06, 3.48e-06, 3.98e-06, 4.61e-07, 3.10e-06, 4.13e-09, 5.49e-05, 1.87e-08, 1.53e-05, 8.96e-06, 2.91e-05, 9.02e-06, 2.69e-08, 1.69e-08, 0.00e+00, 1.50e-11, 8.95e-10, 7.78e-06, 3.27e-08, 5.20e-05]    []  
61300     [3.24e-06, 3.13e-06, 5.77e-06, 3.49e-06, 3.95e-06, 4.89e-07, 2.85e-06, 6.19e-09, 3.42e-07, 1.33e-06, 2.33e-05, 1.98e-05, 2.07e-05, 6.04e-06, 5.78e-07, 6.55e-07, 2.37e-09, 3.26e-09, 7.47e-11, 3.99e-08, 3.25e-08, 2.73e-07]    [3.24e-06, 3.13e-06, 5.77e-06, 3.49e-06, 3.95e-06, 4.89e-07, 2.85e-06, 6.19e-09, 3.42e-07, 1.33e-06, 2.33e-05, 1.98e-05, 2.07e-05, 6.04e-06, 5.78e-07, 6.55e-07, 2.37e-09, 3.26e-09, 7.47e-11, 3.99e-08, 3.25e-08, 2.73e-07]    []  
61400     [1.74e-06, 3.13e-06, 5.87e-06, 3.30e-06, 3.95e-06, 4.09e-07, 3.00e-06, 1.14e-06, 5.39e-08, 1.02e-06, 1.14e-05, 1.15e-05, 4.33e-05, 6.10e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-07, 1.31e-08, 9.18e-07, 1.17e-07]    [1.74e-06, 3.13e-06, 5.87e-06, 3.30e-06, 3.95e-06, 4.09e-07, 3.00e-06, 1.14e-06, 5.39e-08, 1.02e-06, 1.14e-05, 1.15e-05, 4.33e-05, 6.10e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-07, 1.31e-08, 9.18e-07, 1.17e-07]    []  
61500     [6.79e-06, 3.13e-06, 5.90e-06, 3.39e-06, 3.97e-06, 6.08e-07, 3.09e-06, 8.97e-08, 1.11e-07, 1.05e-05, 1.14e-05, 3.66e-05, 5.11e-05, 2.38e-04, 2.91e-06, 3.30e-06, 1.37e-06, 1.21e-06, 0.00e+00, 2.03e-08, 1.51e-07, 1.49e-07]    [6.79e-06, 3.13e-06, 5.90e-06, 3.39e-06, 3.97e-06, 6.08e-07, 3.09e-06, 8.97e-08, 1.11e-07, 1.05e-05, 1.14e-05, 3.66e-05, 5.11e-05, 2.38e-04, 2.91e-06, 3.30e-06, 1.37e-06, 1.21e-06, 0.00e+00, 2.03e-08, 1.51e-07, 1.49e-07]    []  
61600     [2.04e-06, 2.94e-06, 5.92e-06, 3.15e-06, 4.01e-06, 4.43e-07, 2.69e-06, 3.10e-07, 2.01e-06, 7.91e-08, 3.37e-06, 3.74e-06, 2.60e-06, 2.52e-06, 3.90e-08, 1.37e-07, 9.24e-09, 1.78e-08, 0.00e+00, 0.00e+00, 3.10e-07, 2.03e-06]    [2.04e-06, 2.94e-06, 5.92e-06, 3.15e-06, 4.01e-06, 4.43e-07, 2.69e-06, 3.10e-07, 2.01e-06, 7.91e-08, 3.37e-06, 3.74e-06, 2.60e-06, 2.52e-06, 3.90e-08, 1.37e-07, 9.24e-09, 1.78e-08, 0.00e+00, 0.00e+00, 3.10e-07, 2.03e-06]    []  
61700     [3.30e-05, 3.30e-06, 1.05e-05, 5.53e-06, 7.06e-06, 7.17e-07, 6.54e-06, 2.01e-06, 3.54e-05, 7.77e-05, 2.77e-04, 7.43e-04, 1.32e-03, 6.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.57e-08, 7.58e-06, 2.68e-06, 4.53e-05]    [3.30e-05, 3.30e-06, 1.05e-05, 5.53e-06, 7.06e-06, 7.17e-07, 6.54e-06, 2.01e-06, 3.54e-05, 7.77e-05, 2.77e-04, 7.43e-04, 1.32e-03, 6.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.57e-08, 7.58e-06, 2.68e-06, 4.53e-05]    []  
61800     [8.73e-06, 2.28e-06, 2.41e-06, 5.87e-06, 1.64e-06, 1.10e-06, 3.10e-06, 1.34e-06, 5.85e-06, 2.43e-07, 5.56e-05, 2.17e-04, 2.12e-04, 1.85e-06, 1.83e-06, 2.46e-06, 2.56e-08, 5.18e-08, 8.11e-09, 3.01e-06, 5.47e-07, 1.51e-05]    [8.73e-06, 2.28e-06, 2.41e-06, 5.87e-06, 1.64e-06, 1.10e-06, 3.10e-06, 1.34e-06, 5.85e-06, 2.43e-07, 5.56e-05, 2.17e-04, 2.12e-04, 1.85e-06, 1.83e-06, 2.46e-06, 2.56e-08, 5.18e-08, 8.11e-09, 3.01e-06, 5.47e-07, 1.51e-05]    []  
61900     [8.23e-06, 1.92e-06, 2.53e-06, 5.77e-06, 3.95e-06, 1.14e-06, 2.97e-06, 8.76e-06, 8.87e-06, 3.22e-05, 5.14e-05, 2.17e-04, 1.61e-04, 5.50e-04, 0.00e+00, 8.85e-07, 0.00e+00, 0.00e+00, 0.00e+00, 8.35e-07, 1.29e-05, 9.01e-06]    [8.23e-06, 1.92e-06, 2.53e-06, 5.77e-06, 3.95e-06, 1.14e-06, 2.97e-06, 8.76e-06, 8.87e-06, 3.22e-05, 5.14e-05, 2.17e-04, 1.61e-04, 5.50e-04, 0.00e+00, 8.85e-07, 0.00e+00, 0.00e+00, 0.00e+00, 8.35e-07, 1.29e-05, 9.01e-06]    []  
62000     [5.18e-06, 3.58e-06, 5.38e-06, 5.84e-06, 3.74e-06, 8.03e-07, 2.06e-06, 1.70e-08, 1.38e-08, 1.41e-09, 1.15e-05, 1.40e-05, 1.14e-05, 3.70e-07, 2.08e-07, 2.48e-07, 2.08e-07, 1.15e-07, 1.24e-08, 1.49e-07, 8.15e-08, 7.39e-08]    [5.18e-06, 3.58e-06, 5.38e-06, 5.84e-06, 3.74e-06, 8.03e-07, 2.06e-06, 1.70e-08, 1.38e-08, 1.41e-09, 1.15e-05, 1.40e-05, 1.14e-05, 3.70e-07, 2.08e-07, 2.48e-07, 2.08e-07, 1.15e-07, 1.24e-08, 1.49e-07, 8.15e-08, 7.39e-08]    []  

Best model at step 48760:
  train loss: 1.93e-05
  test loss: 1.93e-05
  test metric: []

'train' took 39.512465 s

Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
62000     [5.18e-06, 3.58e-06, 5.38e-06, 5.84e-06, 3.74e-06, 8.03e-07, 2.06e-06, 1.70e-08, 1.38e-08, 1.41e-09, 1.15e-05, 1.40e-05, 1.14e-05, 3.70e-07, 2.08e-07, 2.48e-07, 2.08e-07, 1.15e-07, 1.24e-08, 1.49e-07, 8.15e-08, 7.39e-08]    [5.18e-06, 3.58e-06, 5.38e-06, 5.84e-06, 3.74e-06, 8.03e-07, 2.06e-06, 1.70e-08, 1.38e-08, 1.41e-09, 1.15e-05, 1.40e-05, 1.14e-05, 3.70e-07, 2.08e-07, 2.48e-07, 2.08e-07, 1.15e-07, 1.24e-08, 1.49e-07, 8.15e-08, 7.39e-08]    []  
62100     [5.00e-06, 4.01e-06, 5.99e-06, 5.56e-06, 4.14e-06, 6.82e-07, 1.97e-06, 5.84e-06, 2.31e-07, 1.18e-10, 1.00e-05, 9.65e-06, 1.07e-05, 1.07e-06, 1.34e-07, 2.75e-08, 3.83e-08, 2.71e-08, 0.00e+00, 0.00e+00, 5.71e-06, 5.63e-07]    [5.00e-06, 4.01e-06, 5.99e-06, 5.56e-06, 4.14e-06, 6.82e-07, 1.97e-06, 5.84e-06, 2.31e-07, 1.18e-10, 1.00e-05, 9.65e-06, 1.07e-05, 1.07e-06, 1.34e-07, 2.75e-08, 3.83e-08, 2.71e-08, 0.00e+00, 0.00e+00, 5.71e-06, 5.63e-07]    []  
62200     [5.37e-06, 3.96e-06, 5.78e-06, 6.01e-06, 3.91e-06, 6.16e-07, 2.16e-06, 3.05e-07, 9.96e-06, 1.69e-06, 1.58e-05, 2.57e-05, 6.04e-05, 7.63e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.13e-10, 4.74e-08, 0.00e+00, 2.29e-07, 8.46e-06]    [5.37e-06, 3.96e-06, 5.78e-06, 6.01e-06, 3.91e-06, 6.16e-07, 2.16e-06, 3.05e-07, 9.96e-06, 1.69e-06, 1.58e-05, 2.57e-05, 6.04e-05, 7.63e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.13e-10, 4.74e-08, 0.00e+00, 2.29e-07, 8.46e-06]    []  
62300     [5.48e-06, 3.90e-06, 5.50e-06, 5.98e-06, 4.06e-06, 5.65e-07, 2.51e-06, 1.00e-08, 2.45e-05, 7.10e-09, 1.17e-05, 8.76e-06, 7.70e-06, 1.27e-06, 4.34e-08, 5.07e-08, 1.29e-07, 1.59e-07, 7.44e-09, 2.48e-06, 8.88e-08, 1.54e-05]    [5.48e-06, 3.90e-06, 5.50e-06, 5.98e-06, 4.06e-06, 5.65e-07, 2.51e-06, 1.00e-08, 2.45e-05, 7.10e-09, 1.17e-05, 8.76e-06, 7.70e-06, 1.27e-06, 4.34e-08, 5.07e-08, 1.29e-07, 1.59e-07, 7.44e-09, 2.48e-06, 8.88e-08, 1.54e-05]    []  
62400     [4.00e-06, 3.95e-06, 5.98e-06, 5.50e-06, 4.03e-06, 5.08e-07, 1.94e-06, 3.81e-09, 1.12e-05, 1.95e-07, 1.66e-05, 1.49e-05, 2.67e-05, 2.85e-06, 1.58e-07, 1.05e-08, 8.20e-11, 3.63e-09, 7.79e-10, 0.00e+00, 4.27e-08, 1.13e-05]    [4.00e-06, 3.95e-06, 5.98e-06, 5.50e-06, 4.03e-06, 5.08e-07, 1.94e-06, 3.81e-09, 1.12e-05, 1.95e-07, 1.66e-05, 1.49e-05, 2.67e-05, 2.85e-06, 1.58e-07, 1.05e-08, 8.20e-11, 3.63e-09, 7.79e-10, 0.00e+00, 4.27e-08, 1.13e-05]    []  
62500     [4.48e-06, 3.98e-06, 6.17e-06, 5.15e-06, 4.03e-06, 5.32e-07, 2.08e-06, 9.45e-08, 3.25e-06, 3.05e-07, 2.52e-05, 1.38e-05, 4.93e-05, 3.07e-05, 3.42e-07, 2.65e-07, 6.72e-07, 6.60e-07, 0.00e+00, 5.11e-07, 2.05e-07, 2.99e-06]    [4.48e-06, 3.98e-06, 6.17e-06, 5.15e-06, 4.03e-06, 5.32e-07, 2.08e-06, 9.45e-08, 3.25e-06, 3.05e-07, 2.52e-05, 1.38e-05, 4.93e-05, 3.07e-05, 3.42e-07, 2.65e-07, 6.72e-07, 6.60e-07, 0.00e+00, 5.11e-07, 2.05e-07, 2.99e-06]    []  
62600     [6.37e-06, 3.83e-06, 5.45e-06, 6.82e-06, 4.70e-06, 5.35e-07, 2.15e-06, 4.68e-05, 8.56e-07, 8.14e-06, 2.46e-05, 6.92e-05, 1.19e-04, 3.09e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.28e-05, 1.55e-05]    [6.37e-06, 3.83e-06, 5.45e-06, 6.82e-06, 4.70e-06, 5.35e-07, 2.15e-06, 4.68e-05, 8.56e-07, 8.14e-06, 2.46e-05, 6.92e-05, 1.19e-04, 3.09e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.28e-05, 1.55e-05]    []  
62700     [6.01e-06, 4.09e-06, 5.32e-06, 6.02e-06, 4.04e-06, 5.39e-07, 1.87e-06, 8.86e-05, 3.34e-06, 3.06e-06, 2.34e-05, 1.95e-05, 6.26e-05, 9.96e-05, 1.41e-06, 9.24e-07, 1.04e-06, 1.61e-06, 9.81e-06, 1.09e-07, 5.67e-05, 5.13e-07]    [6.01e-06, 4.09e-06, 5.32e-06, 6.02e-06, 4.04e-06, 5.39e-07, 1.87e-06, 8.86e-05, 3.34e-06, 3.06e-06, 2.34e-05, 1.95e-05, 6.26e-05, 9.96e-05, 1.41e-06, 9.24e-07, 1.04e-06, 1.61e-06, 9.81e-06, 1.09e-07, 5.67e-05, 5.13e-07]    []  
62800     [3.78e-06, 4.21e-06, 5.39e-06, 6.70e-06, 3.75e-06, 3.95e-07, 1.30e-06, 1.61e-06, 9.88e-06, 9.93e-08, 6.33e-06, 4.04e-06, 3.44e-06, 1.58e-06, 1.71e-07, 2.89e-09, 2.97e-08, 2.03e-08, 1.55e-07, 0.00e+00, 1.00e-06, 1.49e-05]    [3.78e-06, 4.21e-06, 5.39e-06, 6.70e-06, 3.75e-06, 3.95e-07, 1.30e-06, 1.61e-06, 9.88e-06, 9.93e-08, 6.33e-06, 4.04e-06, 3.44e-06, 1.58e-06, 1.71e-07, 2.89e-09, 2.97e-08, 2.03e-08, 1.55e-07, 0.00e+00, 1.00e-06, 1.49e-05]    []  
62900     [2.63e-05, 5.00e-06, 6.97e-06, 7.71e-06, 4.99e-06, 1.07e-06, 2.49e-06, 4.73e-05, 9.25e-06, 7.18e-05, 6.18e-05, 2.87e-04, 1.65e-04, 1.35e-03, 3.35e-05, 2.96e-05, 7.20e-06, 6.73e-06, 4.65e-06, 3.68e-07, 2.82e-05, 2.09e-06]    [2.63e-05, 5.00e-06, 6.97e-06, 7.71e-06, 4.99e-06, 1.07e-06, 2.49e-06, 4.73e-05, 9.25e-06, 7.18e-05, 6.18e-05, 2.87e-04, 1.65e-04, 1.35e-03, 3.35e-05, 2.96e-05, 7.20e-06, 6.73e-06, 4.65e-06, 3.68e-07, 2.82e-05, 2.09e-06]    []  
63000     [9.72e-06, 4.55e-06, 5.74e-06, 6.81e-06, 3.78e-06, 4.42e-07, 1.29e-06, 3.85e-05, 4.86e-06, 9.79e-06, 1.75e-05, 4.59e-05, 2.56e-05, 2.06e-04, 3.40e-06, 2.77e-06, 1.33e-06, 8.94e-07, 0.00e+00, 4.03e-07, 4.67e-05, 2.38e-06]    [9.72e-06, 4.55e-06, 5.74e-06, 6.81e-06, 3.78e-06, 4.42e-07, 1.29e-06, 3.85e-05, 4.86e-06, 9.79e-06, 1.75e-05, 4.59e-05, 2.56e-05, 2.06e-04, 3.40e-06, 2.77e-06, 1.33e-06, 8.94e-07, 0.00e+00, 4.03e-07, 4.67e-05, 2.38e-06]    []  
63100     [7.69e-06, 4.29e-06, 5.67e-06, 6.32e-06, 3.69e-06, 4.10e-07, 1.25e-06, 6.81e-07, 8.69e-08, 5.00e-06, 1.00e-05, 2.27e-05, 2.98e-05, 1.27e-04, 1.78e-06, 1.22e-06, 9.57e-07, 8.49e-07, 3.92e-08, 0.00e+00, 2.58e-07, 3.44e-07]    [7.69e-06, 4.29e-06, 5.67e-06, 6.32e-06, 3.69e-06, 4.10e-07, 1.25e-06, 6.81e-07, 8.69e-08, 5.00e-06, 1.00e-05, 2.27e-05, 2.98e-05, 1.27e-04, 1.78e-06, 1.22e-06, 9.57e-07, 8.49e-07, 3.92e-08, 0.00e+00, 2.58e-07, 3.44e-07]    []  
63200     [3.34e-06, 4.02e-06, 5.67e-06, 5.67e-06, 3.78e-06, 3.12e-07, 1.15e-06, 1.11e-06, 1.30e-05, 3.24e-07, 1.59e-05, 8.64e-06, 1.92e-05, 2.16e-06, 5.92e-08, 1.94e-08, 1.77e-07, 8.53e-08, 0.00e+00, 1.92e-06, 1.90e-06, 1.04e-05]    [3.34e-06, 4.02e-06, 5.67e-06, 5.67e-06, 3.78e-06, 3.12e-07, 1.15e-06, 1.11e-06, 1.30e-05, 3.24e-07, 1.59e-05, 8.64e-06, 1.92e-05, 2.16e-06, 5.92e-08, 1.94e-08, 1.77e-07, 8.53e-08, 0.00e+00, 1.92e-06, 1.90e-06, 1.04e-05]    []  
63300     [3.21e-06, 3.92e-06, 5.52e-06, 5.36e-06, 3.93e-06, 3.05e-07, 1.19e-06, 9.35e-07, 6.70e-07, 1.31e-08, 2.87e-06, 2.55e-06, 2.63e-06, 1.06e-07, 3.77e-08, 6.05e-10, 1.25e-10, 1.45e-10, 0.00e+00, 0.00e+00, 1.46e-06, 1.56e-06]    [3.21e-06, 3.92e-06, 5.52e-06, 5.36e-06, 3.93e-06, 3.05e-07, 1.19e-06, 9.35e-07, 6.70e-07, 1.31e-08, 2.87e-06, 2.55e-06, 2.63e-06, 1.06e-07, 3.77e-08, 6.05e-10, 1.25e-10, 1.45e-10, 0.00e+00, 0.00e+00, 1.46e-06, 1.56e-06]    []  
63400     [4.10e-06, 3.96e-06, 5.76e-06, 5.68e-06, 4.20e-06, 3.68e-07, 1.11e-06, 3.24e-08, 2.41e-06, 1.59e-06, 4.74e-06, 6.51e-06, 2.82e-06, 1.37e-05, 4.06e-07, 8.92e-08, 8.00e-08, 5.60e-08, 0.00e+00, 2.10e-07, 6.33e-08, 1.23e-06]    [4.10e-06, 3.96e-06, 5.76e-06, 5.68e-06, 4.20e-06, 3.68e-07, 1.11e-06, 3.24e-08, 2.41e-06, 1.59e-06, 4.74e-06, 6.51e-06, 2.82e-06, 1.37e-05, 4.06e-07, 8.92e-08, 8.00e-08, 5.60e-08, 0.00e+00, 2.10e-07, 6.33e-08, 1.23e-06]    []  
63500     [2.62e-05, 4.82e-06, 7.47e-06, 6.31e-06, 5.09e-06, 1.09e-06, 2.35e-06, 1.59e-04, 1.20e-06, 7.33e-05, 6.46e-05, 2.25e-04, 2.26e-04, 1.37e-03, 2.42e-05, 2.45e-05, 6.75e-06, 6.39e-06, 2.96e-05, 1.94e-08, 1.37e-04, 8.34e-08]    [2.62e-05, 4.82e-06, 7.47e-06, 6.31e-06, 5.09e-06, 1.09e-06, 2.35e-06, 1.59e-04, 1.20e-06, 7.33e-05, 6.46e-05, 2.25e-04, 2.26e-04, 1.37e-03, 2.42e-05, 2.45e-05, 6.75e-06, 6.39e-06, 2.96e-05, 1.94e-08, 1.37e-04, 8.34e-08]    []  
63600     [1.89e-05, 4.40e-06, 6.52e-06, 5.63e-06, 4.43e-06, 8.82e-07, 2.08e-06, 8.75e-05, 7.86e-06, 4.11e-05, 4.18e-05, 1.53e-04, 1.96e-04, 9.35e-04, 1.53e-05, 1.51e-05, 4.95e-06, 4.84e-06, 1.51e-05, 4.90e-07, 7.26e-05, 3.06e-06]    [1.89e-05, 4.40e-06, 6.52e-06, 5.63e-06, 4.43e-06, 8.82e-07, 2.08e-06, 8.75e-05, 7.86e-06, 4.11e-05, 4.18e-05, 1.53e-04, 1.96e-04, 9.35e-04, 1.53e-05, 1.51e-05, 4.95e-06, 4.84e-06, 1.51e-05, 4.90e-07, 7.26e-05, 3.06e-06]    []  
63700     [4.66e-06, 3.86e-06, 5.86e-06, 5.20e-06, 4.12e-06, 4.45e-07, 1.35e-06, 6.00e-06, 2.72e-06, 5.66e-07, 7.80e-06, 8.56e-06, 2.93e-05, 4.29e-05, 5.05e-07, 3.12e-07, 2.82e-07, 3.35e-07, 8.04e-07, 2.77e-07, 4.78e-06, 1.82e-06]    [4.66e-06, 3.86e-06, 5.86e-06, 5.20e-06, 4.12e-06, 4.45e-07, 1.35e-06, 6.00e-06, 2.72e-06, 5.66e-07, 7.80e-06, 8.56e-06, 2.93e-05, 4.29e-05, 5.05e-07, 3.12e-07, 2.82e-07, 3.35e-07, 8.04e-07, 2.77e-07, 4.78e-06, 1.82e-06]    []  
63800     [3.43e-06, 3.72e-06, 5.77e-06, 4.87e-06, 4.28e-06, 4.56e-07, 1.37e-06, 1.01e-05, 5.59e-06, 3.65e-07, 5.88e-06, 4.54e-06, 1.64e-05, 1.66e-05, 8.82e-08, 5.75e-08, 2.11e-07, 2.26e-07, 9.12e-07, 0.00e+00, 5.63e-06, 4.18e-06]    [3.43e-06, 3.72e-06, 5.77e-06, 4.87e-06, 4.28e-06, 4.56e-07, 1.37e-06, 1.01e-05, 5.59e-06, 3.65e-07, 5.88e-06, 4.54e-06, 1.64e-05, 1.66e-05, 8.82e-08, 5.75e-08, 2.11e-07, 2.26e-07, 9.12e-07, 0.00e+00, 5.63e-06, 4.18e-06]    []  
63900     [5.62e-06, 3.64e-06, 5.60e-06, 4.47e-06, 3.92e-06, 4.47e-07, 1.65e-06, 4.87e-07, 7.68e-06, 1.35e-06, 5.09e-05, 3.67e-05, 1.68e-04, 1.45e-04, 1.16e-06, 9.76e-07, 1.70e-06, 1.52e-06, 7.72e-08, 1.30e-06, 4.96e-07, 8.25e-06]    [5.62e-06, 3.64e-06, 5.60e-06, 4.47e-06, 3.92e-06, 4.47e-07, 1.65e-06, 4.87e-07, 7.68e-06, 1.35e-06, 5.09e-05, 3.67e-05, 1.68e-04, 1.45e-04, 1.16e-06, 9.76e-07, 1.70e-06, 1.52e-06, 7.72e-08, 1.30e-06, 4.96e-07, 8.25e-06]    []  
64000     [6.58e-06, 3.73e-06, 5.47e-06, 4.77e-06, 3.96e-06, 5.55e-07, 1.76e-06, 2.20e-05, 1.24e-05, 5.95e-06, 7.05e-06, 2.02e-05, 3.68e-05, 1.30e-04, 1.90e-06, 1.47e-06, 9.27e-07, 8.45e-07, 3.15e-06, 0.00e+00, 1.76e-05, 2.03e-05]    [6.58e-06, 3.73e-06, 5.47e-06, 4.77e-06, 3.96e-06, 5.55e-07, 1.76e-06, 2.20e-05, 1.24e-05, 5.95e-06, 7.05e-06, 2.02e-05, 3.68e-05, 1.30e-04, 1.90e-06, 1.47e-06, 9.27e-07, 8.45e-07, 3.15e-06, 0.00e+00, 1.76e-05, 2.03e-05]    []  

Best model at step 48760:
  train loss: 1.93e-05
  test loss: 1.93e-05
  test metric: []

'train' took 39.985878 s

Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
64000     [6.58e-06, 3.73e-06, 5.47e-06, 4.77e-06, 3.96e-06, 5.55e-07, 1.76e-06, 2.20e-05, 1.24e-05, 5.95e-06, 7.05e-06, 2.02e-05, 3.68e-05, 1.30e-04, 1.90e-06, 1.47e-06, 9.27e-07, 8.45e-07, 3.15e-06, 0.00e+00, 1.76e-05, 2.03e-05]    [6.58e-06, 3.73e-06, 5.47e-06, 4.77e-06, 3.96e-06, 5.55e-07, 1.76e-06, 2.20e-05, 1.24e-05, 5.95e-06, 7.05e-06, 2.02e-05, 3.68e-05, 1.30e-04, 1.90e-06, 1.47e-06, 9.27e-07, 8.45e-07, 3.15e-06, 0.00e+00, 1.76e-05, 2.03e-05]    []  
64100     [3.13e-06, 3.51e-06, 5.52e-06, 4.40e-06, 4.36e-06, 4.46e-07, 1.68e-06, 6.13e-07, 1.96e-07, 4.35e-07, 1.00e-06, 2.22e-06, 1.29e-06, 6.69e-06, 1.85e-07, 1.06e-07, 3.12e-08, 2.01e-08, 1.81e-11, 5.27e-08, 7.23e-07, 2.38e-07]    [3.13e-06, 3.51e-06, 5.52e-06, 4.40e-06, 4.36e-06, 4.46e-07, 1.68e-06, 6.13e-07, 1.96e-07, 4.35e-07, 1.00e-06, 2.22e-06, 1.29e-06, 6.69e-06, 1.85e-07, 1.06e-07, 3.12e-08, 2.01e-08, 1.81e-11, 5.27e-08, 7.23e-07, 2.38e-07]    []  
64200     [6.93e-06, 3.50e-06, 5.52e-06, 4.21e-06, 3.92e-06, 6.01e-07, 2.04e-06, 4.08e-09, 8.47e-07, 6.31e-06, 2.72e-05, 3.26e-05, 1.28e-04, 2.36e-04, 2.01e-06, 1.98e-06, 1.59e-06, 1.57e-06, 8.73e-09, 1.23e-07, 1.04e-07, 7.27e-07]    [6.93e-06, 3.50e-06, 5.52e-06, 4.21e-06, 3.92e-06, 6.01e-07, 2.04e-06, 4.08e-09, 8.47e-07, 6.31e-06, 2.72e-05, 3.26e-05, 1.28e-04, 2.36e-04, 2.01e-06, 1.98e-06, 1.59e-06, 1.57e-06, 8.73e-09, 1.23e-07, 1.04e-07, 7.27e-07]    []  
64300     [1.43e-05, 3.69e-06, 7.60e-06, 5.98e-06, 5.04e-06, 1.24e-06, 3.62e-06, 1.52e-06, 1.48e-06, 8.46e-05, 1.33e-04, 5.20e-04, 6.72e-05, 1.59e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.74e-07, 6.55e-07]    [1.43e-05, 3.69e-06, 7.60e-06, 5.98e-06, 5.04e-06, 1.24e-06, 3.62e-06, 1.52e-06, 1.48e-06, 8.46e-05, 1.33e-04, 5.20e-04, 6.72e-05, 1.59e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.74e-07, 6.55e-07]    []  
64400     [2.53e-06, 3.23e-06, 5.60e-06, 4.31e-06, 4.60e-06, 5.71e-07, 1.91e-06, 9.33e-06, 7.35e-06, 3.96e-06, 3.42e-06, 1.56e-05, 1.87e-05, 8.50e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.15e-06, 1.24e-05, 7.64e-06]    [2.53e-06, 3.23e-06, 5.60e-06, 4.31e-06, 4.60e-06, 5.71e-07, 1.91e-06, 9.33e-06, 7.35e-06, 3.96e-06, 3.42e-06, 1.56e-05, 1.87e-05, 8.50e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.15e-06, 1.24e-05, 7.64e-06]    []  
64500     [4.14e-06, 3.38e-06, 5.54e-06, 4.15e-06, 4.02e-06, 5.32e-07, 1.98e-06, 1.77e-08, 5.71e-10, 5.58e-07, 4.25e-05, 2.80e-05, 1.31e-04, 9.26e-05, 8.21e-07, 5.94e-07, 1.03e-06, 1.09e-06, 6.14e-09, 1.62e-08, 3.34e-08, 8.84e-08]    [4.14e-06, 3.38e-06, 5.54e-06, 4.15e-06, 4.02e-06, 5.32e-07, 1.98e-06, 1.77e-08, 5.71e-10, 5.58e-07, 4.25e-05, 2.80e-05, 1.31e-04, 9.26e-05, 8.21e-07, 5.94e-07, 1.03e-06, 1.09e-06, 6.14e-09, 1.62e-08, 3.34e-08, 8.84e-08]    []  
64600     [3.18e-06, 3.39e-06, 5.57e-06, 4.18e-06, 3.81e-06, 5.24e-07, 1.91e-06, 6.76e-05, 8.20e-05, 1.89e-06, 4.48e-05, 3.66e-05, 8.01e-05, 2.03e-06, 0.00e+00, 1.40e-08, 3.23e-07, 9.88e-08, 0.00e+00, 0.00e+00, 7.35e-05, 1.00e-04]    [3.18e-06, 3.39e-06, 5.57e-06, 4.18e-06, 3.81e-06, 5.24e-07, 1.91e-06, 6.76e-05, 8.20e-05, 1.89e-06, 4.48e-05, 3.66e-05, 8.01e-05, 2.03e-06, 0.00e+00, 1.40e-08, 3.23e-07, 9.88e-08, 0.00e+00, 0.00e+00, 7.35e-05, 1.00e-04]    []  
64700     [2.36e-06, 3.25e-06, 5.58e-06, 4.18e-06, 4.65e-06, 5.63e-07, 1.91e-06, 1.75e-06, 2.05e-06, 8.05e-08, 2.18e-05, 1.38e-05, 4.13e-05, 7.71e-06, 1.30e-07, 6.07e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.88e-06, 2.14e-06]    [2.36e-06, 3.25e-06, 5.58e-06, 4.18e-06, 4.65e-06, 5.63e-07, 1.91e-06, 1.75e-06, 2.05e-06, 8.05e-08, 2.18e-05, 1.38e-05, 4.13e-05, 7.71e-06, 1.30e-07, 6.07e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.88e-06, 2.14e-06]    []  
64800     [2.10e-06, 3.22e-06, 5.62e-06, 4.06e-06, 4.53e-06, 4.81e-07, 1.88e-06, 6.89e-08, 1.78e-06, 6.16e-08, 3.75e-07, 1.42e-06, 3.98e-07, 1.43e-06, 3.07e-09, 7.45e-09, 1.38e-09, 6.38e-11, 1.19e-08, 0.00e+00, 5.23e-08, 1.85e-06]    [2.10e-06, 3.22e-06, 5.62e-06, 4.06e-06, 4.53e-06, 4.81e-07, 1.88e-06, 6.89e-08, 1.78e-06, 6.16e-08, 3.75e-07, 1.42e-06, 3.98e-07, 1.43e-06, 3.07e-09, 7.45e-09, 1.38e-09, 6.38e-11, 1.19e-08, 0.00e+00, 5.23e-08, 1.85e-06]    []  
64900     [7.31e-05, 1.18e-05, 1.84e-05, 9.24e-06, 1.38e-05, 2.18e-06, 6.00e-06, 4.95e-05, 7.00e-05, 2.11e-04, 3.28e-04, 1.34e-03, 1.45e-03, 8.44e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.78e-06, 0.00e+00, 4.28e-05, 3.05e-05]    [7.31e-05, 1.18e-05, 1.84e-05, 9.24e-06, 1.38e-05, 2.18e-06, 6.00e-06, 4.95e-05, 7.00e-05, 2.11e-04, 3.28e-04, 1.34e-03, 1.45e-03, 8.44e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.78e-06, 0.00e+00, 4.28e-05, 3.05e-05]    []  
65000     [2.74e-05, 5.67e-06, 9.52e-06, 1.51e-06, 3.16e-06, 1.04e-06, 2.06e-06, 8.55e-09, 1.18e-07, 3.59e-06, 2.05e-05, 5.75e-04, 6.44e-04, 5.10e-06, 1.04e-07, 1.61e-07, 2.76e-08, 4.64e-08, 0.00e+00, 6.43e-10, 1.91e-06, 1.05e-06]    [2.74e-05, 5.67e-06, 9.52e-06, 1.51e-06, 3.16e-06, 1.04e-06, 2.06e-06, 8.55e-09, 1.18e-07, 3.59e-06, 2.05e-05, 5.75e-04, 6.44e-04, 5.10e-06, 1.04e-07, 1.61e-07, 2.76e-08, 4.64e-08, 0.00e+00, 6.43e-10, 1.91e-06, 1.05e-06]    []  
65100     [1.36e-05, 4.17e-06, 3.93e-06, 2.33e-06, 5.85e-06, 3.86e-07, 1.87e-06, 2.16e-07, 2.05e-08, 1.51e-05, 8.86e-05, 2.42e-04, 1.86e-04, 9.35e-06, 1.27e-07, 1.80e-07, 4.62e-09, 1.99e-07, 2.36e-09, 0.00e+00, 5.49e-07, 5.33e-06]    [1.36e-05, 4.17e-06, 3.93e-06, 2.33e-06, 5.85e-06, 3.86e-07, 1.87e-06, 2.16e-07, 2.05e-08, 1.51e-05, 8.86e-05, 2.42e-04, 1.86e-04, 9.35e-06, 1.27e-07, 1.80e-07, 4.62e-09, 1.99e-07, 2.36e-09, 0.00e+00, 5.49e-07, 5.33e-06]    []  
65200     [1.26e-05, 2.97e-06, 3.89e-06, 2.05e-06, 5.12e-06, 3.38e-07, 1.52e-06, 1.01e-06, 4.44e-07, 6.53e-06, 8.07e-05, 1.98e-04, 1.39e-04, 5.70e-06, 2.41e-08, 2.75e-08, 1.27e-07, 2.09e-07, 0.00e+00, 2.55e-09, 8.40e-06, 6.03e-06]    [1.26e-05, 2.97e-06, 3.89e-06, 2.05e-06, 5.12e-06, 3.38e-07, 1.52e-06, 1.01e-06, 4.44e-07, 6.53e-06, 8.07e-05, 1.98e-04, 1.39e-04, 5.70e-06, 2.41e-08, 2.75e-08, 1.27e-07, 2.09e-07, 0.00e+00, 2.55e-09, 8.40e-06, 6.03e-06]    []  
65300     [1.09e-05, 2.72e-06, 4.26e-06, 2.21e-06, 4.05e-06, 2.85e-07, 1.76e-06, 4.58e-07, 7.18e-07, 2.78e-06, 5.05e-05, 1.55e-04, 9.36e-05, 1.62e-06, 2.69e-07, 1.21e-06, 2.59e-07, 4.36e-07, 3.19e-09, 4.80e-07, 1.60e-06, 2.93e-06]    [1.09e-05, 2.72e-06, 4.26e-06, 2.21e-06, 4.05e-06, 2.85e-07, 1.76e-06, 4.58e-07, 7.18e-07, 2.78e-06, 5.05e-05, 1.55e-04, 9.36e-05, 1.62e-06, 2.69e-07, 1.21e-06, 2.59e-07, 4.36e-07, 3.19e-09, 4.80e-07, 1.60e-06, 2.93e-06]    []  
65400     [9.54e-06, 2.58e-06, 4.75e-06, 2.60e-06, 3.20e-06, 3.66e-07, 1.97e-06, 4.21e-09, 5.08e-08, 2.48e-07, 3.18e-05, 1.27e-04, 7.32e-05, 5.20e-07, 3.38e-07, 2.92e-06, 5.29e-07, 4.26e-07, 7.33e-09, 3.36e-08, 4.08e-08, 3.36e-07]    [9.54e-06, 2.58e-06, 4.75e-06, 2.60e-06, 3.20e-06, 3.66e-07, 1.97e-06, 4.21e-09, 5.08e-08, 2.48e-07, 3.18e-05, 1.27e-04, 7.32e-05, 5.20e-07, 3.38e-07, 2.92e-06, 5.29e-07, 4.26e-07, 7.33e-09, 3.36e-08, 4.08e-08, 3.36e-07]    []  
65500     [8.03e-06, 2.65e-06, 4.13e-06, 2.79e-06, 2.77e-06, 4.30e-07, 2.23e-06, 1.13e-09, 7.90e-08, 2.86e-08, 2.61e-05, 1.09e-04, 6.30e-05, 2.36e-07, 2.85e-07, 2.46e-06, 4.91e-07, 5.12e-07, 3.96e-09, 2.53e-08, 3.22e-08, 1.62e-07]    [8.03e-06, 2.65e-06, 4.13e-06, 2.79e-06, 2.77e-06, 4.30e-07, 2.23e-06, 1.13e-09, 7.90e-08, 2.86e-08, 2.61e-05, 1.09e-04, 6.30e-05, 2.36e-07, 2.85e-07, 2.46e-06, 4.91e-07, 5.12e-07, 3.96e-09, 2.53e-08, 3.22e-08, 1.62e-07]    []  
65600     [7.17e-06, 2.60e-06, 2.97e-06, 3.00e-06, 2.26e-06, 5.25e-07, 2.55e-06, 1.42e-08, 9.27e-09, 5.07e-08, 2.92e-05, 9.84e-05, 5.73e-05, 2.61e-06, 4.89e-07, 1.29e-06, 5.11e-07, 6.39e-07, 1.70e-09, 9.33e-08, 2.52e-08, 4.18e-07]    [7.17e-06, 2.60e-06, 2.97e-06, 3.00e-06, 2.26e-06, 5.25e-07, 2.55e-06, 1.42e-08, 9.27e-09, 5.07e-08, 2.92e-05, 9.84e-05, 5.73e-05, 2.61e-06, 4.89e-07, 1.29e-06, 5.11e-07, 6.39e-07, 1.70e-09, 9.33e-08, 2.52e-08, 4.18e-07]    []  
65700     [5.97e-06, 2.60e-06, 2.84e-06, 3.24e-06, 2.38e-06, 6.17e-07, 2.86e-06, 1.45e-09, 8.49e-09, 2.54e-09, 2.47e-05, 8.94e-05, 5.25e-05, 1.25e-07, 2.51e-07, 8.10e-07, 3.06e-07, 4.15e-07, 2.73e-09, 4.30e-08, 3.06e-08, 2.77e-07]    [5.97e-06, 2.60e-06, 2.84e-06, 3.24e-06, 2.38e-06, 6.17e-07, 2.86e-06, 1.45e-09, 8.49e-09, 2.54e-09, 2.47e-05, 8.94e-05, 5.25e-05, 1.25e-07, 2.51e-07, 8.10e-07, 3.06e-07, 4.15e-07, 2.73e-09, 4.30e-08, 3.06e-08, 2.77e-07]    []  
65800     [6.05e-06, 2.74e-06, 3.15e-06, 3.45e-06, 1.70e-06, 7.09e-07, 3.00e-06, 1.90e-08, 6.63e-06, 3.53e-08, 2.18e-05, 8.24e-05, 5.50e-05, 7.81e-07, 1.78e-07, 9.24e-07, 3.79e-07, 2.99e-07, 3.06e-08, 1.45e-06, 1.63e-07, 9.05e-06]    [6.05e-06, 2.74e-06, 3.15e-06, 3.45e-06, 1.70e-06, 7.09e-07, 3.00e-06, 1.90e-08, 6.63e-06, 3.53e-08, 2.18e-05, 8.24e-05, 5.50e-05, 7.81e-07, 1.78e-07, 9.24e-07, 3.79e-07, 2.99e-07, 3.06e-08, 1.45e-06, 1.63e-07, 9.05e-06]    []  
65900     [8.05e-06, 2.80e-06, 3.17e-06, 3.52e-06, 2.21e-06, 7.36e-07, 3.05e-06, 1.54e-08, 3.02e-06, 2.58e-06, 6.60e-05, 1.00e-04, 1.69e-04, 1.70e-04, 2.66e-06, 2.08e-06, 2.42e-06, 2.56e-06, 5.57e-09, 4.59e-07, 4.49e-08, 2.82e-06]    [8.05e-06, 2.80e-06, 3.17e-06, 3.52e-06, 2.21e-06, 7.36e-07, 3.05e-06, 1.54e-08, 3.02e-06, 2.58e-06, 6.60e-05, 1.00e-04, 1.69e-04, 1.70e-04, 2.66e-06, 2.08e-06, 2.42e-06, 2.56e-06, 5.57e-09, 4.59e-07, 4.49e-08, 2.82e-06]    []  
66000     [7.39e-06, 2.88e-06, 3.23e-06, 3.84e-06, 1.79e-06, 8.21e-07, 3.30e-06, 1.26e-09, 6.54e-07, 2.03e-06, 3.85e-05, 8.40e-05, 1.10e-04, 1.07e-04, 2.20e-06, 1.37e-06, 1.24e-06, 1.48e-06, 4.50e-09, 2.27e-07, 2.91e-08, 1.30e-06]    [7.39e-06, 2.88e-06, 3.23e-06, 3.84e-06, 1.79e-06, 8.21e-07, 3.30e-06, 1.26e-09, 6.54e-07, 2.03e-06, 3.85e-05, 8.40e-05, 1.10e-04, 1.07e-04, 2.20e-06, 1.37e-06, 1.24e-06, 1.48e-06, 4.50e-09, 2.27e-07, 2.91e-08, 1.30e-06]    []  

Best model at step 48760:
  train loss: 1.93e-05
  test loss: 1.93e-05
  test metric: []

'train' took 40.125263 s

Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
66000     [7.39e-06, 2.88e-06, 3.23e-06, 3.84e-06, 1.79e-06, 8.21e-07, 3.30e-06, 1.26e-09, 6.54e-07, 2.03e-06, 3.85e-05, 8.40e-05, 1.10e-04, 1.07e-04, 2.20e-06, 1.37e-06, 1.24e-06, 1.48e-06, 4.50e-09, 2.27e-07, 2.91e-08, 1.30e-06]    [7.39e-06, 2.88e-06, 3.23e-06, 3.84e-06, 1.79e-06, 8.21e-07, 3.30e-06, 1.26e-09, 6.54e-07, 2.03e-06, 3.85e-05, 8.40e-05, 1.10e-04, 1.07e-04, 2.20e-06, 1.37e-06, 1.24e-06, 1.48e-06, 4.50e-09, 2.27e-07, 2.91e-08, 1.30e-06]    []  
66100     [4.48e-06, 2.98e-06, 3.47e-06, 4.05e-06, 1.72e-06, 8.47e-07, 3.25e-06, 1.20e-08, 2.60e-05, 2.26e-08, 1.06e-05, 6.76e-05, 4.78e-05, 1.79e-07, 9.52e-08, 1.57e-07, 1.56e-07, 2.68e-08, 8.35e-10, 0.00e+00, 5.18e-08, 3.10e-05]    [4.48e-06, 2.98e-06, 3.47e-06, 4.05e-06, 1.72e-06, 8.47e-07, 3.25e-06, 1.20e-08, 2.60e-05, 2.26e-08, 1.06e-05, 6.76e-05, 4.78e-05, 1.79e-07, 9.52e-08, 1.57e-07, 1.56e-07, 2.68e-08, 8.35e-10, 0.00e+00, 5.18e-08, 3.10e-05]    []  
66200     [4.91e-06, 3.07e-06, 3.74e-06, 4.28e-06, 1.45e-06, 8.28e-07, 3.17e-06, 1.34e-08, 3.60e-06, 1.10e-08, 1.05e-05, 5.65e-05, 4.63e-05, 1.31e-06, 8.44e-08, 6.33e-08, 2.38e-07, 5.14e-08, 7.68e-09, 8.22e-10, 4.82e-08, 3.20e-06]    [4.91e-06, 3.07e-06, 3.74e-06, 4.28e-06, 1.45e-06, 8.28e-07, 3.17e-06, 1.34e-08, 3.60e-06, 1.10e-08, 1.05e-05, 5.65e-05, 4.63e-05, 1.31e-06, 8.44e-08, 6.33e-08, 2.38e-07, 5.14e-08, 7.68e-09, 8.22e-10, 4.82e-08, 3.20e-06]    []  
66300     [7.18e-06, 3.47e-06, 4.53e-06, 4.85e-06, 1.53e-06, 8.22e-07, 2.99e-06, 6.91e-10, 8.73e-09, 1.62e-06, 3.21e-05, 5.46e-05, 9.68e-05, 8.85e-05, 1.53e-06, 8.16e-07, 1.34e-06, 1.25e-06, 8.73e-09, 1.17e-07, 4.54e-08, 5.06e-07]    [7.18e-06, 3.47e-06, 4.53e-06, 4.85e-06, 1.53e-06, 8.22e-07, 2.99e-06, 6.91e-10, 8.73e-09, 1.62e-06, 3.21e-05, 5.46e-05, 9.68e-05, 8.85e-05, 1.53e-06, 8.16e-07, 1.34e-06, 1.25e-06, 8.73e-09, 1.17e-07, 4.54e-08, 5.06e-07]    []  
66400     [1.51e-05, 4.47e-06, 6.09e-06, 5.87e-06, 1.78e-06, 9.29e-07, 3.04e-06, 9.23e-11, 1.92e-05, 1.63e-05, 3.76e-05, 8.73e-05, 9.51e-05, 3.89e-04, 6.61e-06, 4.96e-06, 2.44e-06, 3.02e-06, 2.24e-08, 0.00e+00, 2.32e-07, 2.58e-05]    [1.51e-05, 4.47e-06, 6.09e-06, 5.87e-06, 1.78e-06, 9.29e-07, 3.04e-06, 9.23e-11, 1.92e-05, 1.63e-05, 3.76e-05, 8.73e-05, 9.51e-05, 3.89e-04, 6.61e-06, 4.96e-06, 2.44e-06, 3.02e-06, 2.24e-08, 0.00e+00, 2.32e-07, 2.58e-05]    []  
66500     [1.49e-05, 4.67e-06, 6.29e-06, 6.30e-06, 2.87e-06, 6.74e-07, 2.42e-06, 3.55e-08, 4.27e-06, 1.24e-05, 1.11e-04, 1.11e-04, 3.29e-04, 5.48e-04, 6.92e-06, 5.71e-06, 5.12e-06, 5.22e-06, 4.00e-08, 1.00e-06, 1.51e-07, 4.55e-06]    [1.49e-05, 4.67e-06, 6.29e-06, 6.30e-06, 2.87e-06, 6.74e-07, 2.42e-06, 3.55e-08, 4.27e-06, 1.24e-05, 1.11e-04, 1.11e-04, 3.29e-04, 5.48e-04, 6.92e-06, 5.71e-06, 5.12e-06, 5.22e-06, 4.00e-08, 1.00e-06, 1.51e-07, 4.55e-06]    []  
66600     [1.21e-05, 4.79e-06, 6.62e-06, 5.99e-06, 3.26e-06, 5.29e-07, 2.00e-06, 1.59e-08, 2.03e-08, 6.52e-06, 5.95e-05, 6.00e-05, 1.60e-04, 3.10e-04, 3.90e-06, 2.77e-06, 2.57e-06, 2.45e-06, 2.02e-08, 1.37e-07, 1.22e-07, 1.86e-06]    [1.21e-05, 4.79e-06, 6.62e-06, 5.99e-06, 3.26e-06, 5.29e-07, 2.00e-06, 1.59e-08, 2.03e-08, 6.52e-06, 5.95e-05, 6.00e-05, 1.60e-04, 3.10e-04, 3.90e-06, 2.77e-06, 2.57e-06, 2.45e-06, 2.02e-08, 1.37e-07, 1.22e-07, 1.86e-06]    []  
66700     [2.05e-05, 2.58e-06, 4.97e-06, 1.18e-06, 2.87e-06, 1.82e-06, 6.83e-06, 1.12e-06, 1.41e-08, 8.05e-06, 6.93e-05, 4.56e-04, 4.74e-04, 6.20e-05, 4.58e-07, 4.19e-08, 0.00e+00, 0.00e+00, 6.05e-08, 6.90e-08, 2.44e-07, 6.36e-07]    [2.05e-05, 2.58e-06, 4.97e-06, 1.18e-06, 2.87e-06, 1.82e-06, 6.83e-06, 1.12e-06, 1.41e-08, 8.05e-06, 6.93e-05, 4.56e-04, 4.74e-04, 6.20e-05, 4.58e-07, 4.19e-08, 0.00e+00, 0.00e+00, 6.05e-08, 6.90e-08, 2.44e-07, 6.36e-07]    []  
66800     [4.65e-06, 2.18e-06, 2.77e-06, 3.77e-06, 2.29e-06, 1.25e-06, 4.48e-06, 4.97e-07, 1.58e-08, 1.12e-07, 3.13e-05, 8.07e-05, 4.59e-05, 2.30e-07, 2.89e-07, 1.84e-07, 4.46e-07, 3.53e-07, 4.11e-09, 6.28e-08, 1.01e-06, 4.07e-07]    [4.65e-06, 2.18e-06, 2.77e-06, 3.77e-06, 2.29e-06, 1.25e-06, 4.48e-06, 4.97e-07, 1.58e-08, 1.12e-07, 3.13e-05, 8.07e-05, 4.59e-05, 2.30e-07, 2.89e-07, 1.84e-07, 4.46e-07, 3.53e-07, 4.11e-09, 6.28e-08, 1.01e-06, 4.07e-07]    []  
66900     [9.30e-06, 3.05e-06, 4.27e-06, 3.88e-06, 1.47e-06, 1.24e-06, 3.55e-06, 7.49e-09, 5.58e-07, 3.01e-06, 2.77e-05, 9.34e-05, 7.69e-05, 1.62e-04, 1.89e-06, 1.55e-06, 1.38e-06, 1.86e-06, 1.88e-09, 1.23e-07, 7.88e-08, 6.23e-07]    [9.30e-06, 3.05e-06, 4.27e-06, 3.88e-06, 1.47e-06, 1.24e-06, 3.55e-06, 7.49e-09, 5.58e-07, 3.01e-06, 2.77e-05, 9.34e-05, 7.69e-05, 1.62e-04, 1.89e-06, 1.55e-06, 1.38e-06, 1.86e-06, 1.88e-09, 1.23e-07, 7.88e-08, 6.23e-07]    []  
67000     [4.36e-06, 2.74e-06, 4.47e-06, 4.28e-06, 2.12e-06, 1.14e-06, 3.56e-06, 4.36e-12, 2.04e-08, 4.39e-08, 1.30e-05, 5.49e-05, 4.04e-05, 7.91e-08, 1.62e-07, 9.16e-08, 3.29e-07, 2.75e-07, 5.37e-10, 1.12e-08, 2.17e-08, 2.47e-07]    [4.36e-06, 2.74e-06, 4.47e-06, 4.28e-06, 2.12e-06, 1.14e-06, 3.56e-06, 4.36e-12, 2.04e-08, 4.39e-08, 1.30e-05, 5.49e-05, 4.04e-05, 7.91e-08, 1.62e-07, 9.16e-08, 3.29e-07, 2.75e-07, 5.37e-10, 1.12e-08, 2.17e-08, 2.47e-07]    []  
67100     [4.20e-06, 3.15e-06, 5.03e-06, 4.44e-06, 2.33e-06, 1.06e-06, 3.35e-06, 1.46e-11, 2.91e-09, 7.77e-09, 8.02e-06, 4.25e-05, 3.75e-05, 1.60e-07, 1.13e-07, 2.56e-08, 3.84e-07, 3.42e-07, 2.15e-09, 1.86e-08, 5.21e-08, 5.47e-07]    [4.20e-06, 3.15e-06, 5.03e-06, 4.44e-06, 2.33e-06, 1.06e-06, 3.35e-06, 1.46e-11, 2.91e-09, 7.77e-09, 8.02e-06, 4.25e-05, 3.75e-05, 1.60e-07, 1.13e-07, 2.56e-08, 3.84e-07, 3.42e-07, 2.15e-09, 1.86e-08, 5.21e-08, 5.47e-07]    []  
67200     [6.22e-06, 4.41e-06, 6.81e-06, 5.13e-06, 4.26e-06, 7.29e-07, 2.53e-06, 1.84e-08, 2.24e-06, 6.78e-08, 8.70e-06, 2.46e-05, 2.28e-05, 5.68e-08, 8.48e-08, 2.51e-08, 3.47e-07, 2.78e-07, 5.82e-08, 4.88e-08, 2.45e-07, 4.39e-06]    [6.22e-06, 4.41e-06, 6.81e-06, 5.13e-06, 4.26e-06, 7.29e-07, 2.53e-06, 1.84e-08, 2.24e-06, 6.78e-08, 8.70e-06, 2.46e-05, 2.28e-05, 5.68e-08, 8.48e-08, 2.51e-08, 3.47e-07, 2.78e-07, 5.82e-08, 4.88e-08, 2.45e-07, 4.39e-06]    []  
67300     [6.14e-06, 4.82e-06, 7.64e-06, 5.26e-06, 5.23e-06, 5.75e-07, 2.30e-06, 1.64e-10, 1.15e-08, 3.17e-08, 6.77e-06, 1.98e-05, 1.49e-05, 6.36e-08, 7.84e-08, 1.82e-08, 3.50e-07, 2.94e-07, 2.58e-08, 1.81e-07, 1.68e-07, 1.46e-06]    [6.14e-06, 4.82e-06, 7.64e-06, 5.26e-06, 5.23e-06, 5.75e-07, 2.30e-06, 1.64e-10, 1.15e-08, 3.17e-08, 6.77e-06, 1.98e-05, 1.49e-05, 6.36e-08, 7.84e-08, 1.82e-08, 3.50e-07, 2.94e-07, 2.58e-08, 1.81e-07, 1.68e-07, 1.46e-06]    []  
67400     [1.40e-05, 5.31e-06, 8.65e-06, 5.10e-06, 5.38e-06, 4.13e-07, 2.03e-06, 1.18e-08, 3.05e-08, 4.14e-05, 3.90e-05, 9.69e-05, 4.33e-05, 3.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.09e-08, 2.58e-07, 3.40e-07, 2.54e-06]    [1.40e-05, 5.31e-06, 8.65e-06, 5.10e-06, 5.38e-06, 4.13e-07, 2.03e-06, 1.18e-08, 3.05e-08, 4.14e-05, 3.90e-05, 9.69e-05, 4.33e-05, 3.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.09e-08, 2.58e-07, 3.40e-07, 2.54e-06]    []  
67500     [6.50e-06, 4.52e-06, 7.57e-06, 4.53e-06, 5.03e-06, 2.62e-07, 1.63e-06, 4.42e-10, 1.87e-08, 9.64e-09, 6.18e-06, 1.04e-05, 4.94e-06, 1.10e-07, 9.10e-08, 5.41e-08, 1.61e-07, 1.61e-07, 1.41e-08, 9.55e-08, 1.65e-07, 1.27e-06]    [6.50e-06, 4.52e-06, 7.57e-06, 4.53e-06, 5.03e-06, 2.62e-07, 1.63e-06, 4.42e-10, 1.87e-08, 9.64e-09, 6.18e-06, 1.04e-05, 4.94e-06, 1.10e-07, 9.10e-08, 5.41e-08, 1.61e-07, 1.61e-07, 1.41e-08, 9.55e-08, 1.65e-07, 1.27e-06]    []  
67600     [5.83e-06, 4.28e-06, 7.30e-06, 4.49e-06, 4.86e-06, 2.53e-07, 1.63e-06, 6.00e-09, 5.42e-08, 5.39e-09, 4.65e-06, 7.69e-06, 4.18e-06, 5.52e-08, 6.09e-08, 3.90e-08, 1.22e-07, 1.13e-07, 9.83e-09, 1.05e-07, 1.22e-07, 8.65e-07]    [5.83e-06, 4.28e-06, 7.30e-06, 4.49e-06, 4.86e-06, 2.53e-07, 1.63e-06, 6.00e-09, 5.42e-08, 5.39e-09, 4.65e-06, 7.69e-06, 4.18e-06, 5.52e-08, 6.09e-08, 3.90e-08, 1.22e-07, 1.13e-07, 9.83e-09, 1.05e-07, 1.22e-07, 8.65e-07]    []  
67700     [6.83e-06, 3.63e-06, 6.49e-06, 4.03e-06, 4.36e-06, 2.96e-07, 1.57e-06, 6.01e-08, 4.81e-07, 1.24e-06, 1.89e-05, 2.06e-05, 1.27e-05, 3.58e-06, 8.18e-07, 6.15e-07, 1.50e-07, 1.92e-07, 1.53e-08, 7.83e-10, 1.49e-07, 1.45e-06]    [6.83e-06, 3.63e-06, 6.49e-06, 4.03e-06, 4.36e-06, 2.96e-07, 1.57e-06, 6.01e-08, 4.81e-07, 1.24e-06, 1.89e-05, 2.06e-05, 1.27e-05, 3.58e-06, 8.18e-07, 6.15e-07, 1.50e-07, 1.92e-07, 1.53e-08, 7.83e-10, 1.49e-07, 1.45e-06]    []  
67800     [4.85e-06, 3.93e-06, 6.97e-06, 4.41e-06, 4.91e-06, 2.41e-07, 1.56e-06, 9.05e-09, 4.65e-07, 9.09e-10, 3.69e-06, 5.62e-06, 3.09e-06, 7.98e-08, 6.79e-08, 4.73e-08, 8.74e-08, 8.58e-08, 9.90e-09, 1.15e-07, 8.88e-08, 8.47e-07]    [4.85e-06, 3.93e-06, 6.97e-06, 4.41e-06, 4.91e-06, 2.41e-07, 1.56e-06, 9.05e-09, 4.65e-07, 9.09e-10, 3.69e-06, 5.62e-06, 3.09e-06, 7.98e-08, 6.79e-08, 4.73e-08, 8.74e-08, 8.58e-08, 9.90e-09, 1.15e-07, 8.88e-08, 8.47e-07]    []  
67900     [7.80e-06, 4.18e-06, 7.73e-06, 4.53e-06, 4.53e-06, 4.17e-07, 1.84e-06, 2.29e-08, 2.90e-07, 1.21e-06, 4.62e-05, 2.82e-05, 1.24e-04, 8.83e-05, 2.08e-07, 2.93e-07, 1.08e-06, 1.16e-06, 2.24e-10, 2.05e-10, 3.51e-08, 3.87e-07]    [7.80e-06, 4.18e-06, 7.73e-06, 4.53e-06, 4.53e-06, 4.17e-07, 1.84e-06, 2.29e-08, 2.90e-07, 1.21e-06, 4.62e-05, 2.82e-05, 1.24e-04, 8.83e-05, 2.08e-07, 2.93e-07, 1.08e-06, 1.16e-06, 2.24e-10, 2.05e-10, 3.51e-08, 3.87e-07]    []  
68000     [3.88e-06, 3.72e-06, 6.84e-06, 4.35e-06, 4.88e-06, 2.54e-07, 1.60e-06, 4.44e-11, 1.10e-07, 7.14e-08, 3.06e-06, 5.34e-06, 4.07e-06, 3.40e-06, 1.30e-08, 1.41e-08, 1.68e-08, 9.83e-09, 3.27e-09, 4.19e-08, 3.66e-08, 3.64e-07]    [3.88e-06, 3.72e-06, 6.84e-06, 4.35e-06, 4.88e-06, 2.54e-07, 1.60e-06, 4.44e-11, 1.10e-07, 7.14e-08, 3.06e-06, 5.34e-06, 4.07e-06, 3.40e-06, 1.30e-08, 1.41e-08, 1.68e-08, 9.83e-09, 3.27e-09, 4.19e-08, 3.66e-08, 3.64e-07]    []  

Best model at step 48760:
  train loss: 1.93e-05
  test loss: 1.93e-05
  test metric: []

'train' took 38.211590 s

Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
68000     [3.88e-06, 3.72e-06, 6.84e-06, 4.35e-06, 4.88e-06, 2.54e-07, 1.60e-06, 4.44e-11, 1.10e-07, 7.14e-08, 3.06e-06, 5.34e-06, 4.07e-06, 3.40e-06, 1.30e-08, 1.41e-08, 1.68e-08, 9.83e-09, 3.27e-09, 4.19e-08, 3.66e-08, 3.64e-07]    [3.88e-06, 3.72e-06, 6.84e-06, 4.35e-06, 4.88e-06, 2.54e-07, 1.60e-06, 4.44e-11, 1.10e-07, 7.14e-08, 3.06e-06, 5.34e-06, 4.07e-06, 3.40e-06, 1.30e-08, 1.41e-08, 1.68e-08, 9.83e-09, 3.27e-09, 4.19e-08, 3.66e-08, 3.64e-07]    []  
68100     [3.66e-06, 3.63e-06, 6.84e-06, 4.31e-06, 4.90e-06, 2.62e-07, 1.63e-06, 9.41e-09, 2.88e-08, 3.04e-07, 2.71e-06, 5.94e-06, 3.99e-06, 7.82e-06, 6.02e-10, 2.92e-09, 6.85e-09, 2.12e-09, 6.47e-09, 2.56e-08, 5.74e-08, 2.89e-07]    [3.66e-06, 3.63e-06, 6.84e-06, 4.31e-06, 4.90e-06, 2.62e-07, 1.63e-06, 9.41e-09, 2.88e-08, 3.04e-07, 2.71e-06, 5.94e-06, 3.99e-06, 7.82e-06, 6.02e-10, 2.92e-09, 6.85e-09, 2.12e-09, 6.47e-09, 2.56e-08, 5.74e-08, 2.89e-07]    []  
68200     [3.94e-06, 3.57e-06, 6.69e-06, 4.30e-06, 4.96e-06, 2.96e-07, 1.68e-06, 4.86e-08, 4.12e-07, 1.79e-08, 4.42e-06, 5.85e-06, 7.29e-06, 2.94e-06, 4.52e-08, 3.65e-08, 4.49e-11, 0.00e+00, 1.21e-10, 1.13e-07, 1.40e-07, 7.03e-07]    [3.94e-06, 3.57e-06, 6.69e-06, 4.30e-06, 4.96e-06, 2.96e-07, 1.68e-06, 4.86e-08, 4.12e-07, 1.79e-08, 4.42e-06, 5.85e-06, 7.29e-06, 2.94e-06, 4.52e-08, 3.65e-08, 4.49e-11, 0.00e+00, 1.21e-10, 1.13e-07, 1.40e-07, 7.03e-07]    []  
68300     [3.62e-06, 3.57e-06, 6.70e-06, 4.21e-06, 4.89e-06, 2.83e-07, 1.73e-06, 3.26e-09, 5.82e-08, 2.85e-07, 2.57e-06, 5.23e-06, 4.00e-06, 7.25e-06, 8.01e-10, 1.06e-08, 2.55e-10, 8.61e-12, 7.92e-10, 1.88e-08, 2.20e-08, 1.92e-07]    [3.62e-06, 3.57e-06, 6.70e-06, 4.21e-06, 4.89e-06, 2.83e-07, 1.73e-06, 3.26e-09, 5.82e-08, 2.85e-07, 2.57e-06, 5.23e-06, 4.00e-06, 7.25e-06, 8.01e-10, 1.06e-08, 2.55e-10, 8.61e-12, 7.92e-10, 1.88e-08, 2.20e-08, 1.92e-07]    []  
68400     [4.53e-06, 3.65e-06, 7.10e-06, 4.43e-06, 5.44e-06, 2.84e-07, 1.76e-06, 5.90e-08, 1.75e-07, 4.12e-06, 2.99e-05, 3.84e-05, 1.19e-04, 1.74e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.21e-12, 3.44e-08, 1.02e-07, 2.58e-07]    [4.53e-06, 3.65e-06, 7.10e-06, 4.43e-06, 5.44e-06, 2.84e-07, 1.76e-06, 5.90e-08, 1.75e-07, 4.12e-06, 2.99e-05, 3.84e-05, 1.19e-04, 1.74e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.21e-12, 3.44e-08, 1.02e-07, 2.58e-07]    []  
68500     [5.02e-06, 3.62e-06, 6.67e-06, 3.98e-06, 4.27e-06, 4.10e-07, 1.87e-06, 3.27e-05, 3.44e-05, 9.79e-07, 3.36e-05, 1.99e-05, 9.24e-05, 5.31e-05, 4.58e-07, 2.74e-07, 8.13e-07, 9.25e-07, 4.45e-06, 0.00e+00, 2.54e-05, 3.96e-05]    [5.02e-06, 3.62e-06, 6.67e-06, 3.98e-06, 4.27e-06, 4.10e-07, 1.87e-06, 3.27e-05, 3.44e-05, 9.79e-07, 3.36e-05, 1.99e-05, 9.24e-05, 5.31e-05, 4.58e-07, 2.74e-07, 8.13e-07, 9.25e-07, 4.45e-06, 0.00e+00, 2.54e-05, 3.96e-05]    []  
68600     [3.95e-06, 3.45e-06, 6.46e-06, 4.03e-06, 4.67e-06, 3.33e-07, 1.88e-06, 8.08e-09, 7.15e-09, 2.93e-08, 2.65e-06, 3.35e-06, 2.50e-06, 4.56e-07, 3.36e-08, 4.15e-08, 6.32e-09, 4.72e-09, 2.44e-10, 8.08e-09, 3.20e-08, 1.18e-07]    [3.95e-06, 3.45e-06, 6.46e-06, 4.03e-06, 4.67e-06, 3.33e-07, 1.88e-06, 8.08e-09, 7.15e-09, 2.93e-08, 2.65e-06, 3.35e-06, 2.50e-06, 4.56e-07, 3.36e-08, 4.15e-08, 6.32e-09, 4.72e-09, 2.44e-10, 8.08e-09, 3.20e-08, 1.18e-07]    []  
68700     [4.22e-06, 3.46e-06, 6.49e-06, 4.07e-06, 4.65e-06, 3.52e-07, 1.91e-06, 2.90e-08, 2.83e-07, 6.23e-07, 9.05e-06, 7.21e-06, 2.61e-05, 2.81e-05, 3.22e-07, 2.18e-07, 3.50e-07, 3.81e-07, 1.88e-10, 8.28e-11, 4.38e-08, 4.40e-07]    [4.22e-06, 3.46e-06, 6.49e-06, 4.07e-06, 4.65e-06, 3.52e-07, 1.91e-06, 2.90e-08, 2.83e-07, 6.23e-07, 9.05e-06, 7.21e-06, 2.61e-05, 2.81e-05, 3.22e-07, 2.18e-07, 3.50e-07, 3.81e-07, 1.88e-10, 8.28e-11, 4.38e-08, 4.40e-07]    []  
68800     [7.18e-06, 3.79e-06, 7.01e-06, 4.31e-06, 4.67e-06, 4.52e-07, 2.06e-06, 1.01e-08, 3.14e-06, 1.99e-06, 3.49e-05, 3.41e-05, 3.11e-05, 1.30e-05, 1.12e-06, 1.28e-06, 5.57e-10, 1.46e-09, 2.22e-10, 3.48e-07, 2.52e-08, 2.25e-06]    [7.18e-06, 3.79e-06, 7.01e-06, 4.31e-06, 4.67e-06, 4.52e-07, 2.06e-06, 1.01e-08, 3.14e-06, 1.99e-06, 3.49e-05, 3.41e-05, 3.11e-05, 1.30e-05, 1.12e-06, 1.28e-06, 5.57e-10, 1.46e-09, 2.22e-10, 3.48e-07, 2.52e-08, 2.25e-06]    []  
68900     [4.12e-06, 3.29e-06, 6.33e-06, 3.87e-06, 4.64e-06, 3.78e-07, 1.98e-06, 2.12e-05, 3.82e-06, 1.98e-07, 1.78e-05, 1.36e-05, 4.37e-05, 2.22e-05, 5.84e-09, 4.53e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.18e-07, 3.01e-05, 1.26e-06]    [4.12e-06, 3.29e-06, 6.33e-06, 3.87e-06, 4.64e-06, 3.78e-07, 1.98e-06, 2.12e-05, 3.82e-06, 1.98e-07, 1.78e-05, 1.36e-05, 4.37e-05, 2.22e-05, 5.84e-09, 4.53e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.18e-07, 3.01e-05, 1.26e-06]    []  
69000     [4.52e-06, 3.39e-06, 6.38e-06, 3.94e-06, 4.50e-06, 3.90e-07, 2.08e-06, 6.47e-08, 1.41e-07, 9.64e-07, 1.27e-05, 9.56e-06, 3.84e-05, 4.40e-05, 4.51e-07, 3.20e-07, 5.60e-07, 5.55e-07, 1.91e-10, 1.95e-09, 5.34e-08, 1.68e-07]    [4.52e-06, 3.39e-06, 6.38e-06, 3.94e-06, 4.50e-06, 3.90e-07, 2.08e-06, 6.47e-08, 1.41e-07, 9.64e-07, 1.27e-05, 9.56e-06, 3.84e-05, 4.40e-05, 4.51e-07, 3.20e-07, 5.60e-07, 5.55e-07, 1.91e-10, 1.95e-09, 5.34e-08, 1.68e-07]    []  
69100     [6.03e-06, 3.52e-06, 6.60e-06, 4.09e-06, 4.44e-06, 4.98e-07, 2.26e-06, 3.51e-07, 4.00e-07, 2.16e-06, 5.73e-06, 1.21e-05, 7.83e-06, 5.35e-05, 8.90e-07, 6.81e-07, 3.09e-07, 3.46e-07, 6.46e-08, 8.61e-08, 3.94e-07, 5.09e-07]    [6.03e-06, 3.52e-06, 6.60e-06, 4.09e-06, 4.44e-06, 4.98e-07, 2.26e-06, 3.51e-07, 4.00e-07, 2.16e-06, 5.73e-06, 1.21e-05, 7.83e-06, 5.35e-05, 8.90e-07, 6.81e-07, 3.09e-07, 3.46e-07, 6.46e-08, 8.61e-08, 3.94e-07, 5.09e-07]    []  
69200     [3.08e-06, 3.33e-06, 6.42e-06, 3.98e-06, 4.94e-06, 3.59e-07, 2.16e-06, 4.36e-08, 4.14e-09, 1.92e-06, 4.52e-06, 1.20e-05, 1.99e-05, 5.27e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.41e-10, 5.60e-09, 7.20e-08, 9.68e-08]    [3.08e-06, 3.33e-06, 6.42e-06, 3.98e-06, 4.94e-06, 3.59e-07, 2.16e-06, 4.36e-08, 4.14e-09, 1.92e-06, 4.52e-06, 1.20e-05, 1.99e-05, 5.27e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.41e-10, 5.60e-09, 7.20e-08, 9.68e-08]    []  
69300     [2.93e-06, 3.34e-06, 6.33e-06, 3.98e-06, 4.82e-06, 3.76e-07, 2.14e-06, 1.22e-07, 1.39e-07, 1.06e-07, 2.44e-06, 3.30e-06, 3.98e-06, 5.15e-06, 7.85e-10, 6.75e-09, 0.00e+00, 1.13e-10, 0.00e+00, 3.27e-08, 2.04e-07, 2.33e-07]    [2.93e-06, 3.34e-06, 6.33e-06, 3.98e-06, 4.82e-06, 3.76e-07, 2.14e-06, 1.22e-07, 1.39e-07, 1.06e-07, 2.44e-06, 3.30e-06, 3.98e-06, 5.15e-06, 7.85e-10, 6.75e-09, 0.00e+00, 1.13e-10, 0.00e+00, 3.27e-08, 2.04e-07, 2.33e-07]    []  
69400     [8.53e-06, 3.50e-06, 6.56e-06, 4.16e-06, 4.55e-06, 5.09e-07, 2.31e-06, 2.20e-08, 9.36e-07, 7.23e-06, 4.24e-05, 4.57e-05, 1.82e-04, 2.78e-04, 2.72e-06, 2.40e-06, 2.78e-06, 2.94e-06, 1.31e-08, 1.91e-07, 8.34e-08, 1.18e-06]    [8.53e-06, 3.50e-06, 6.56e-06, 4.16e-06, 4.55e-06, 5.09e-07, 2.31e-06, 2.20e-08, 9.36e-07, 7.23e-06, 4.24e-05, 4.57e-05, 1.82e-04, 2.78e-04, 2.72e-06, 2.40e-06, 2.78e-06, 2.94e-06, 1.31e-08, 1.91e-07, 8.34e-08, 1.18e-06]    []  
69500     [5.91e-06, 3.51e-06, 6.57e-06, 3.94e-06, 4.35e-06, 4.63e-07, 2.25e-06, 4.44e-08, 5.22e-07, 1.69e-06, 1.86e-05, 1.51e-05, 6.32e-05, 7.94e-05, 6.49e-07, 6.32e-07, 7.92e-07, 8.79e-07, 1.26e-08, 8.85e-08, 9.10e-08, 5.27e-07]    [5.91e-06, 3.51e-06, 6.57e-06, 3.94e-06, 4.35e-06, 4.63e-07, 2.25e-06, 4.44e-08, 5.22e-07, 1.69e-06, 1.86e-05, 1.51e-05, 6.32e-05, 7.94e-05, 6.49e-07, 6.32e-07, 7.92e-07, 8.79e-07, 1.26e-08, 8.85e-08, 9.10e-08, 5.27e-07]    []  
69600     [3.36e-05, 4.56e-06, 8.96e-06, 6.15e-06, 6.16e-06, 1.28e-06, 3.39e-06, 2.70e-07, 1.27e-07, 8.81e-05, 8.40e-05, 2.74e-04, 4.30e-04, 1.80e-03, 2.88e-05, 2.84e-05, 1.07e-05, 1.16e-05, 9.05e-09, 3.68e-08, 1.11e-07, 2.31e-07]    [3.36e-05, 4.56e-06, 8.96e-06, 6.15e-06, 6.16e-06, 1.28e-06, 3.39e-06, 2.70e-07, 1.27e-07, 8.81e-05, 8.40e-05, 2.74e-04, 4.30e-04, 1.80e-03, 2.88e-05, 2.84e-05, 1.07e-05, 1.16e-05, 9.05e-09, 3.68e-08, 1.11e-07, 2.31e-07]    []  
69700     [4.58e-05, 5.11e-06, 1.09e-05, 7.22e-06, 7.28e-06, 2.30e-06, 5.00e-06, 7.24e-05, 2.20e-06, 1.15e-04, 2.22e-04, 4.95e-04, 1.56e-04, 2.30e-03, 4.92e-05, 5.15e-05, 5.92e-06, 6.73e-06, 1.52e-05, 0.00e+00, 7.81e-05, 1.91e-06]    [4.58e-05, 5.11e-06, 1.09e-05, 7.22e-06, 7.28e-06, 2.30e-06, 5.00e-06, 7.24e-05, 2.20e-06, 1.15e-04, 2.22e-04, 4.95e-04, 1.56e-04, 2.30e-03, 4.92e-05, 5.15e-05, 5.92e-06, 6.73e-06, 1.52e-05, 0.00e+00, 7.81e-05, 1.91e-06]    []  
69800     [4.64e-06, 3.21e-06, 6.65e-06, 4.36e-06, 4.83e-06, 4.53e-07, 2.26e-06, 2.19e-07, 9.07e-10, 4.90e-07, 1.49e-05, 2.11e-05, 1.83e-05, 6.91e-06, 3.09e-07, 1.90e-07, 1.37e-07, 1.45e-07, 1.60e-08, 3.41e-08, 7.09e-07, 2.20e-07]    [4.64e-06, 3.21e-06, 6.65e-06, 4.36e-06, 4.83e-06, 4.53e-07, 2.26e-06, 2.19e-07, 9.07e-10, 4.90e-07, 1.49e-05, 2.11e-05, 1.83e-05, 6.91e-06, 3.09e-07, 1.90e-07, 1.37e-07, 1.45e-07, 1.60e-08, 3.41e-08, 7.09e-07, 2.20e-07]    []  
69900     [3.00e-06, 3.32e-06, 6.25e-06, 3.90e-06, 4.73e-06, 3.78e-07, 2.34e-06, 3.29e-10, 6.12e-09, 1.33e-09, 2.11e-06, 1.91e-06, 1.90e-06, 4.94e-08, 7.06e-09, 5.24e-09, 3.59e-08, 4.43e-08, 8.61e-09, 5.75e-09, 1.10e-07, 3.84e-08]    [3.00e-06, 3.32e-06, 6.25e-06, 3.90e-06, 4.73e-06, 3.78e-07, 2.34e-06, 3.29e-10, 6.12e-09, 1.33e-09, 2.11e-06, 1.91e-06, 1.90e-06, 4.94e-08, 7.06e-09, 5.24e-09, 3.59e-08, 4.43e-08, 8.61e-09, 5.75e-09, 1.10e-07, 3.84e-08]    []  
70000     [2.94e-06, 3.40e-06, 6.78e-06, 3.85e-06, 5.18e-06, 3.45e-07, 2.32e-06, 5.49e-08, 1.44e-05, 2.10e-07, 4.22e-06, 7.17e-06, 1.77e-05, 2.35e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.51e-08, 2.33e-06, 1.88e-07, 1.54e-05]    [2.94e-06, 3.40e-06, 6.78e-06, 3.85e-06, 5.18e-06, 3.45e-07, 2.32e-06, 5.49e-08, 1.44e-05, 2.10e-07, 4.22e-06, 7.17e-06, 1.77e-05, 2.35e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.51e-08, 2.33e-06, 1.88e-07, 1.54e-05]    []  

Best model at step 48760:
  train loss: 1.93e-05
  test loss: 1.93e-05
  test metric: []

'train' took 39.223695 s

Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
70000     [2.94e-06, 3.40e-06, 6.78e-06, 3.85e-06, 5.18e-06, 3.45e-07, 2.32e-06, 5.49e-08, 1.44e-05, 2.10e-07, 4.22e-06, 7.17e-06, 1.77e-05, 2.35e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.51e-08, 2.33e-06, 1.88e-07, 1.54e-05]    [2.94e-06, 3.40e-06, 6.78e-06, 3.85e-06, 5.18e-06, 3.45e-07, 2.32e-06, 5.49e-08, 1.44e-05, 2.10e-07, 4.22e-06, 7.17e-06, 1.77e-05, 2.35e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.51e-08, 2.33e-06, 1.88e-07, 1.54e-05]    []  
70100     [2.83e-06, 3.29e-06, 6.07e-06, 3.84e-06, 4.61e-06, 3.96e-07, 2.45e-06, 1.98e-10, 2.31e-10, 9.54e-10, 1.25e-06, 1.63e-06, 1.12e-06, 2.65e-08, 1.10e-08, 6.61e-09, 8.55e-09, 1.10e-08, 9.88e-10, 1.53e-09, 2.78e-08, 7.37e-08]    [2.83e-06, 3.29e-06, 6.07e-06, 3.84e-06, 4.61e-06, 3.96e-07, 2.45e-06, 1.98e-10, 2.31e-10, 9.54e-10, 1.25e-06, 1.63e-06, 1.12e-06, 2.65e-08, 1.10e-08, 6.61e-09, 8.55e-09, 1.10e-08, 9.88e-10, 1.53e-09, 2.78e-08, 7.37e-08]    []  
70200     [8.90e-06, 4.50e-06, 7.75e-06, 3.75e-06, 4.46e-06, 4.09e-07, 2.47e-06, 4.40e-06, 2.92e-07, 1.00e-05, 6.66e-05, 6.75e-05, 2.65e-04, 4.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.54e-07, 1.86e-09, 2.96e-06, 1.54e-06]    [8.90e-06, 4.50e-06, 7.75e-06, 3.75e-06, 4.46e-06, 4.09e-07, 2.47e-06, 4.40e-06, 2.92e-07, 1.00e-05, 6.66e-05, 6.75e-05, 2.65e-04, 4.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.54e-07, 1.86e-09, 2.96e-06, 1.54e-06]    []  
70300     [2.98e-06, 3.29e-06, 6.27e-06, 3.86e-06, 4.65e-06, 3.36e-07, 2.18e-06, 3.35e-09, 6.67e-08, 7.51e-11, 1.42e-06, 1.73e-06, 1.37e-06, 6.14e-08, 1.37e-08, 1.59e-08, 1.67e-08, 1.79e-08, 6.00e-09, 6.13e-09, 3.44e-08, 1.48e-07]    [2.98e-06, 3.29e-06, 6.27e-06, 3.86e-06, 4.65e-06, 3.36e-07, 2.18e-06, 3.35e-09, 6.67e-08, 7.51e-11, 1.42e-06, 1.73e-06, 1.37e-06, 6.14e-08, 1.37e-08, 1.59e-08, 1.67e-08, 1.79e-08, 6.00e-09, 6.13e-09, 3.44e-08, 1.48e-07]    []  
70400     [2.73e-06, 3.23e-06, 6.18e-06, 3.88e-06, 4.67e-06, 3.55e-07, 2.19e-06, 8.46e-09, 9.58e-08, 1.20e-11, 1.13e-06, 1.61e-06, 1.24e-06, 3.41e-08, 1.18e-08, 9.28e-09, 1.23e-08, 1.16e-08, 6.12e-09, 2.93e-09, 3.49e-08, 1.70e-07]    [2.73e-06, 3.23e-06, 6.18e-06, 3.88e-06, 4.67e-06, 3.55e-07, 2.19e-06, 8.46e-09, 9.58e-08, 1.20e-11, 1.13e-06, 1.61e-06, 1.24e-06, 3.41e-08, 1.18e-08, 9.28e-09, 1.23e-08, 1.16e-08, 6.12e-09, 2.93e-09, 3.49e-08, 1.70e-07]    []  
70500     [2.89e-06, 3.27e-06, 6.42e-06, 3.80e-06, 4.70e-06, 4.24e-07, 2.25e-06, 4.65e-07, 6.99e-08, 1.58e-10, 1.93e-06, 1.92e-06, 1.66e-06, 4.53e-07, 1.66e-08, 1.71e-08, 2.10e-08, 2.23e-08, 0.00e+00, 3.17e-09, 3.68e-07, 1.59e-07]    [2.89e-06, 3.27e-06, 6.42e-06, 3.80e-06, 4.70e-06, 4.24e-07, 2.25e-06, 4.65e-07, 6.99e-08, 1.58e-10, 1.93e-06, 1.92e-06, 1.66e-06, 4.53e-07, 1.66e-08, 1.71e-08, 2.10e-08, 2.23e-08, 0.00e+00, 3.17e-09, 3.68e-07, 1.59e-07]    []  
70600     [2.70e-06, 3.19e-06, 6.27e-06, 3.69e-06, 4.53e-06, 4.13e-07, 2.21e-06, 8.87e-09, 1.10e-05, 2.13e-07, 2.16e-06, 3.17e-06, 4.17e-06, 6.20e-06, 0.00e+00, 2.60e-10, 0.00e+00, 1.68e-12, 1.76e-09, 0.00e+00, 5.67e-08, 1.22e-05]    [2.70e-06, 3.19e-06, 6.27e-06, 3.69e-06, 4.53e-06, 4.13e-07, 2.21e-06, 8.87e-09, 1.10e-05, 2.13e-07, 2.16e-06, 3.17e-06, 4.17e-06, 6.20e-06, 0.00e+00, 2.60e-10, 0.00e+00, 1.68e-12, 1.76e-09, 0.00e+00, 5.67e-08, 1.22e-05]    []  
70700     [1.79e-06, 2.81e-06, 6.06e-06, 2.90e-06, 3.66e-06, 4.36e-07, 1.96e-06, 4.80e-10, 8.13e-07, 3.40e-05, 4.32e-04, 1.17e-04, 3.03e-04, 1.69e-05, 4.23e-08, 2.54e-08, 9.11e-07, 9.20e-07, 1.85e-08, 4.31e-07, 1.07e-07, 2.59e-06]    [1.79e-06, 2.81e-06, 6.06e-06, 2.90e-06, 3.66e-06, 4.36e-07, 1.96e-06, 4.80e-10, 8.13e-07, 3.40e-05, 4.32e-04, 1.17e-04, 3.03e-04, 1.69e-05, 4.23e-08, 2.54e-08, 9.11e-07, 9.20e-07, 1.85e-08, 4.31e-07, 1.07e-07, 2.59e-06]    []  
70800     [2.63e-06, 3.17e-06, 6.20e-06, 3.88e-06, 4.71e-06, 3.82e-07, 2.05e-06, 2.09e-10, 2.77e-08, 4.10e-09, 1.63e-06, 1.77e-06, 1.36e-06, 4.20e-08, 5.63e-09, 2.34e-09, 1.49e-08, 1.67e-08, 6.48e-10, 8.03e-10, 1.53e-08, 8.54e-08]    [2.63e-06, 3.17e-06, 6.20e-06, 3.88e-06, 4.71e-06, 3.82e-07, 2.05e-06, 2.09e-10, 2.77e-08, 4.10e-09, 1.63e-06, 1.77e-06, 1.36e-06, 4.20e-08, 5.63e-09, 2.34e-09, 1.49e-08, 1.67e-08, 6.48e-10, 8.03e-10, 1.53e-08, 8.54e-08]    []  
70900     [3.47e-06, 3.21e-06, 6.49e-06, 3.72e-06, 4.60e-06, 3.97e-07, 1.99e-06, 1.93e-09, 3.15e-06, 3.32e-08, 8.97e-06, 5.24e-06, 1.04e-05, 6.14e-06, 1.33e-07, 5.71e-08, 1.70e-07, 2.30e-07, 1.91e-09, 4.68e-07, 1.74e-08, 2.99e-06]    [3.47e-06, 3.21e-06, 6.49e-06, 3.72e-06, 4.60e-06, 3.97e-07, 1.99e-06, 1.93e-09, 3.15e-06, 3.32e-08, 8.97e-06, 5.24e-06, 1.04e-05, 6.14e-06, 1.33e-07, 5.71e-08, 1.70e-07, 2.30e-07, 1.91e-09, 4.68e-07, 1.74e-08, 2.99e-06]    []  
71000     [2.63e-06, 3.17e-06, 6.21e-06, 3.91e-06, 4.67e-06, 3.47e-07, 2.00e-06, 3.44e-10, 4.85e-09, 1.08e-10, 1.20e-06, 1.76e-06, 1.25e-06, 2.72e-08, 7.89e-09, 3.03e-09, 6.34e-09, 6.30e-09, 5.05e-10, 1.58e-09, 5.18e-09, 5.09e-08]    [2.63e-06, 3.17e-06, 6.21e-06, 3.91e-06, 4.67e-06, 3.47e-07, 2.00e-06, 3.44e-10, 4.85e-09, 1.08e-10, 1.20e-06, 1.76e-06, 1.25e-06, 2.72e-08, 7.89e-09, 3.03e-09, 6.34e-09, 6.30e-09, 5.05e-10, 1.58e-09, 5.18e-09, 5.09e-08]    []  
71100     [5.97e-06, 3.19e-06, 6.66e-06, 4.07e-06, 4.48e-06, 8.72e-07, 3.09e-06, 5.46e-07, 2.74e-06, 4.95e-06, 7.78e-05, 1.64e-04, 4.54e-05, 1.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.92e-09, 0.00e+00, 3.00e-07, 6.32e-07, 1.76e-06]    [5.97e-06, 3.19e-06, 6.66e-06, 4.07e-06, 4.48e-06, 8.72e-07, 3.09e-06, 5.46e-07, 2.74e-06, 4.95e-06, 7.78e-05, 1.64e-04, 4.54e-05, 1.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.92e-09, 0.00e+00, 3.00e-07, 6.32e-07, 1.76e-06]    []  
71200     [2.38e-06, 3.15e-06, 6.25e-06, 3.93e-06, 4.80e-06, 3.39e-07, 1.94e-06, 2.68e-08, 4.11e-09, 2.52e-07, 2.25e-06, 4.07e-06, 6.78e-06, 1.06e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.13e-09, 4.47e-08, 1.14e-07]    [2.38e-06, 3.15e-06, 6.25e-06, 3.93e-06, 4.80e-06, 3.39e-07, 1.94e-06, 2.68e-08, 4.11e-09, 2.52e-07, 2.25e-06, 4.07e-06, 6.78e-06, 1.06e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.13e-09, 4.47e-08, 1.14e-07]    []  
71300     [2.41e-06, 3.15e-06, 6.27e-06, 3.93e-06, 4.73e-06, 3.51e-07, 1.99e-06, 8.17e-09, 2.50e-07, 2.03e-07, 3.01e-06, 4.27e-06, 8.98e-06, 9.66e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.56e-11, 4.54e-11, 4.09e-08, 3.50e-07]    [2.41e-06, 3.15e-06, 6.27e-06, 3.93e-06, 4.73e-06, 3.51e-07, 1.99e-06, 8.17e-09, 2.50e-07, 2.03e-07, 3.01e-06, 4.27e-06, 8.98e-06, 9.66e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.56e-11, 4.54e-11, 4.09e-08, 3.50e-07]    []  
71400     [5.04e-06, 3.23e-06, 6.39e-06, 3.98e-06, 4.50e-06, 4.42e-07, 1.97e-06, 2.59e-08, 2.41e-08, 2.55e-06, 1.70e-05, 1.75e-05, 6.95e-05, 1.04e-04, 9.12e-07, 7.28e-07, 1.09e-06, 1.13e-06, 2.24e-08, 6.98e-10, 1.45e-07, 1.16e-07]    [5.04e-06, 3.23e-06, 6.39e-06, 3.98e-06, 4.50e-06, 4.42e-07, 1.97e-06, 2.59e-08, 2.41e-08, 2.55e-06, 1.70e-05, 1.75e-05, 6.95e-05, 1.04e-04, 9.12e-07, 7.28e-07, 1.09e-06, 1.13e-06, 2.24e-08, 6.98e-10, 1.45e-07, 1.16e-07]    []  
71500     [3.29e-06, 3.14e-06, 6.47e-06, 3.88e-06, 4.40e-06, 4.11e-07, 2.00e-06, 3.10e-09, 3.19e-08, 1.16e-06, 1.72e-05, 1.20e-05, 1.30e-05, 6.99e-06, 0.00e+00, 1.38e-10, 5.25e-09, 3.34e-08, 1.31e-09, 6.09e-09, 5.32e-08, 1.63e-07]    [3.29e-06, 3.14e-06, 6.47e-06, 3.88e-06, 4.40e-06, 4.11e-07, 2.00e-06, 3.10e-09, 3.19e-08, 1.16e-06, 1.72e-05, 1.20e-05, 1.30e-05, 6.99e-06, 0.00e+00, 1.38e-10, 5.25e-09, 3.34e-08, 1.31e-09, 6.09e-09, 5.32e-08, 1.63e-07]    []  
71600     [4.18e-06, 3.10e-06, 6.19e-06, 3.55e-06, 4.34e-06, 3.49e-07, 1.87e-06, 9.78e-07, 5.62e-08, 3.88e-07, 5.27e-06, 6.40e-06, 4.43e-06, 6.84e-06, 7.68e-08, 1.09e-07, 5.41e-08, 6.93e-08, 0.00e+00, 6.17e-08, 1.13e-06, 3.42e-07]    [4.18e-06, 3.10e-06, 6.19e-06, 3.55e-06, 4.34e-06, 3.49e-07, 1.87e-06, 9.78e-07, 5.62e-08, 3.88e-07, 5.27e-06, 6.40e-06, 4.43e-06, 6.84e-06, 7.68e-08, 1.09e-07, 5.41e-08, 6.93e-08, 0.00e+00, 6.17e-08, 1.13e-06, 3.42e-07]    []  
71700     [2.53e-06, 3.09e-06, 6.41e-06, 3.85e-06, 4.71e-06, 3.23e-07, 1.84e-06, 2.04e-07, 5.34e-07, 4.82e-07, 4.13e-06, 6.80e-06, 1.58e-05, 2.08e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.30e-08, 2.20e-07, 5.40e-07]    [2.53e-06, 3.09e-06, 6.41e-06, 3.85e-06, 4.71e-06, 3.23e-07, 1.84e-06, 2.04e-07, 5.34e-07, 4.82e-07, 4.13e-06, 6.80e-06, 1.58e-05, 2.08e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.30e-08, 2.20e-07, 5.40e-07]    []  
71800     [3.26e-05, 4.68e-06, 1.06e-05, 6.85e-06, 7.33e-06, 1.33e-06, 3.47e-06, 1.38e-06, 1.03e-04, 1.03e-04, 7.69e-05, 5.05e-04, 3.27e-04, 2.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-06, 1.17e-04]    [3.26e-05, 4.68e-06, 1.06e-05, 6.85e-06, 7.33e-06, 1.33e-06, 3.47e-06, 1.38e-06, 1.03e-04, 1.03e-04, 7.69e-05, 5.05e-04, 3.27e-04, 2.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-06, 1.17e-04]    []  
71900     [6.42e-06, 3.54e-06, 6.79e-06, 3.77e-06, 4.22e-06, 4.47e-07, 1.95e-06, 1.14e-06, 3.10e-06, 3.44e-06, 3.24e-05, 2.15e-05, 1.24e-04, 1.23e-04, 6.36e-07, 9.96e-07, 1.18e-06, 1.29e-06, 2.19e-07, 4.94e-07, 1.45e-06, 3.19e-06]    [6.42e-06, 3.54e-06, 6.79e-06, 3.77e-06, 4.22e-06, 4.47e-07, 1.95e-06, 1.14e-06, 3.10e-06, 3.44e-06, 3.24e-05, 2.15e-05, 1.24e-04, 1.23e-04, 6.36e-07, 9.96e-07, 1.18e-06, 1.29e-06, 2.19e-07, 4.94e-07, 1.45e-06, 3.19e-06]    []  
72000     [2.56e-06, 3.00e-06, 6.11e-06, 3.83e-06, 4.75e-06, 3.86e-07, 1.90e-06, 1.04e-07, 9.47e-09, 1.69e-07, 9.14e-06, 7.58e-06, 2.32e-05, 1.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-09, 3.97e-08, 6.44e-06, 3.30e-07]    [2.56e-06, 3.00e-06, 6.11e-06, 3.83e-06, 4.75e-06, 3.86e-07, 1.90e-06, 1.04e-07, 9.47e-09, 1.69e-07, 9.14e-06, 7.58e-06, 2.32e-05, 1.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-09, 3.97e-08, 6.44e-06, 3.30e-07]    []  

Best model at step 48760:
  train loss: 1.93e-05
  test loss: 1.93e-05
  test metric: []

'train' took 38.943629 s

Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
72000     [2.56e-06, 3.00e-06, 6.11e-06, 3.83e-06, 4.75e-06, 3.86e-07, 1.90e-06, 1.04e-07, 9.47e-09, 1.69e-07, 9.14e-06, 7.58e-06, 2.32e-05, 1.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-09, 3.97e-08, 6.44e-06, 3.30e-07]    [2.56e-06, 3.00e-06, 6.11e-06, 3.83e-06, 4.75e-06, 3.86e-07, 1.90e-06, 1.04e-07, 9.47e-09, 1.69e-07, 9.14e-06, 7.58e-06, 2.32e-05, 1.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-09, 3.97e-08, 6.44e-06, 3.30e-07]    []  
72100     [2.97e-06, 3.13e-06, 6.51e-06, 3.63e-06, 4.17e-06, 4.50e-07, 2.02e-06, 3.18e-07, 2.80e-04, 1.74e-06, 2.98e-05, 2.48e-05, 4.94e-05, 1.15e-06, 0.00e+00, 2.29e-09, 2.52e-07, 4.34e-07, 0.00e+00, 0.00e+00, 2.97e-07, 3.68e-04]    [2.97e-06, 3.13e-06, 6.51e-06, 3.63e-06, 4.17e-06, 4.50e-07, 2.02e-06, 3.18e-07, 2.80e-04, 1.74e-06, 2.98e-05, 2.48e-05, 4.94e-05, 1.15e-06, 0.00e+00, 2.29e-09, 2.52e-07, 4.34e-07, 0.00e+00, 0.00e+00, 2.97e-07, 3.68e-04]    []  
72200     [5.35e-06, 3.09e-06, 6.45e-06, 3.50e-06, 4.47e-06, 3.32e-07, 1.89e-06, 3.63e-08, 3.53e-06, 4.42e-06, 1.47e-05, 3.11e-05, 7.22e-05, 1.37e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-10, 0.00e+00, 2.13e-08, 3.89e-06]    [5.35e-06, 3.09e-06, 6.45e-06, 3.50e-06, 4.47e-06, 3.32e-07, 1.89e-06, 3.63e-08, 3.53e-06, 4.42e-06, 1.47e-05, 3.11e-05, 7.22e-05, 1.37e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-10, 0.00e+00, 2.13e-08, 3.89e-06]    []  
72300     [2.67e-06, 3.03e-06, 6.33e-06, 3.64e-06, 4.34e-06, 3.66e-07, 1.91e-06, 8.57e-05, 4.95e-07, 1.11e-06, 1.43e-05, 1.12e-05, 1.15e-05, 5.35e-06, 0.00e+00, 1.72e-09, 4.36e-09, 4.10e-08, 0.00e+00, 7.52e-08, 7.39e-05, 4.61e-07]    [2.67e-06, 3.03e-06, 6.33e-06, 3.64e-06, 4.34e-06, 3.66e-07, 1.91e-06, 8.57e-05, 4.95e-07, 1.11e-06, 1.43e-05, 1.12e-05, 1.15e-05, 5.35e-06, 0.00e+00, 1.72e-09, 4.36e-09, 4.10e-08, 0.00e+00, 7.52e-08, 7.39e-05, 4.61e-07]    []  
72400     [2.47e-05, 4.01e-06, 8.09e-06, 5.43e-06, 5.59e-06, 9.26e-07, 2.50e-06, 1.20e-08, 1.97e-06, 4.71e-05, 1.24e-04, 1.91e-04, 6.37e-04, 1.41e-03, 1.47e-05, 1.50e-05, 1.16e-05, 1.15e-05, 7.38e-09, 3.89e-07, 4.02e-08, 2.50e-06]    [2.47e-05, 4.01e-06, 8.09e-06, 5.43e-06, 5.59e-06, 9.26e-07, 2.50e-06, 1.20e-08, 1.97e-06, 4.71e-05, 1.24e-04, 1.91e-04, 6.37e-04, 1.41e-03, 1.47e-05, 1.50e-05, 1.16e-05, 1.15e-05, 7.38e-09, 3.89e-07, 4.02e-08, 2.50e-06]    []  
72500     [2.30e-06, 3.10e-06, 6.18e-06, 3.83e-06, 4.70e-06, 3.58e-07, 1.99e-06, 1.06e-09, 3.76e-09, 1.48e-07, 1.59e-06, 3.20e-06, 2.24e-06, 5.81e-06, 0.00e+00, 9.26e-11, 0.00e+00, 0.00e+00, 1.64e-09, 2.27e-09, 1.16e-08, 7.21e-08]    [2.30e-06, 3.10e-06, 6.18e-06, 3.83e-06, 4.70e-06, 3.58e-07, 1.99e-06, 1.06e-09, 3.76e-09, 1.48e-07, 1.59e-06, 3.20e-06, 2.24e-06, 5.81e-06, 0.00e+00, 9.26e-11, 0.00e+00, 0.00e+00, 1.64e-09, 2.27e-09, 1.16e-08, 7.21e-08]    []  
72600     [2.27e-06, 3.11e-06, 6.24e-06, 3.88e-06, 4.83e-06, 3.49e-07, 2.00e-06, 1.15e-08, 2.14e-06, 4.02e-07, 4.26e-06, 6.57e-06, 1.47e-05, 2.02e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.47e-09, 2.56e-07, 9.60e-09, 1.70e-06]    [2.27e-06, 3.11e-06, 6.24e-06, 3.88e-06, 4.83e-06, 3.49e-07, 2.00e-06, 1.15e-08, 2.14e-06, 4.02e-07, 4.26e-06, 6.57e-06, 1.47e-05, 2.02e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.47e-09, 2.56e-07, 9.60e-09, 1.70e-06]    []  
72700     [3.43e-06, 3.20e-06, 6.40e-06, 3.97e-06, 5.16e-06, 3.83e-07, 2.16e-06, 5.54e-07, 7.12e-09, 3.62e-06, 1.64e-05, 3.10e-05, 8.08e-05, 1.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.52e-08, 2.17e-09, 5.82e-07, 7.73e-08]    [3.43e-06, 3.20e-06, 6.40e-06, 3.97e-06, 5.16e-06, 3.83e-07, 2.16e-06, 5.54e-07, 7.12e-09, 3.62e-06, 1.64e-05, 3.10e-05, 8.08e-05, 1.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.52e-08, 2.17e-09, 5.82e-07, 7.73e-08]    []  
72800     [3.57e-06, 3.22e-06, 6.49e-06, 4.01e-06, 5.28e-06, 3.96e-07, 2.08e-06, 5.19e-07, 1.27e-07, 3.63e-06, 2.26e-05, 3.58e-05, 1.02e-04, 1.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.14e-08, 2.77e-08, 5.53e-07, 1.46e-07]    [3.57e-06, 3.22e-06, 6.49e-06, 4.01e-06, 5.28e-06, 3.96e-07, 2.08e-06, 5.19e-07, 1.27e-07, 3.63e-06, 2.26e-05, 3.58e-05, 1.02e-04, 1.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.14e-08, 2.77e-08, 5.53e-07, 1.46e-07]    []  
72900     [2.47e-06, 3.07e-06, 6.06e-06, 3.81e-06, 4.60e-06, 4.23e-07, 2.02e-06, 4.18e-09, 9.04e-08, 1.13e-08, 1.02e-06, 1.69e-06, 9.85e-07, 1.28e-07, 1.37e-08, 1.40e-08, 3.91e-09, 2.71e-09, 2.72e-10, 1.63e-08, 2.83e-08, 8.47e-08]    [2.47e-06, 3.07e-06, 6.06e-06, 3.81e-06, 4.60e-06, 4.23e-07, 2.02e-06, 4.18e-09, 9.04e-08, 1.13e-08, 1.02e-06, 1.69e-06, 9.85e-07, 1.28e-07, 1.37e-08, 1.40e-08, 3.91e-09, 2.71e-09, 2.72e-10, 1.63e-08, 2.83e-08, 8.47e-08]    []  
73000     [2.58e-06, 3.09e-06, 6.18e-06, 3.87e-06, 4.70e-06, 3.60e-07, 1.92e-06, 4.25e-09, 1.14e-06, 8.46e-08, 1.55e-06, 2.09e-06, 1.16e-06, 1.26e-06, 3.67e-08, 3.34e-08, 1.86e-08, 1.70e-08, 1.67e-09, 0.00e+00, 1.05e-08, 9.34e-07]    [2.58e-06, 3.09e-06, 6.18e-06, 3.87e-06, 4.70e-06, 3.60e-07, 1.92e-06, 4.25e-09, 1.14e-06, 8.46e-08, 1.55e-06, 2.09e-06, 1.16e-06, 1.26e-06, 3.67e-08, 3.34e-08, 1.86e-08, 1.70e-08, 1.67e-09, 0.00e+00, 1.05e-08, 9.34e-07]    []  
73100     [2.64e-06, 3.07e-06, 6.16e-06, 3.88e-06, 4.62e-06, 3.54e-07, 1.98e-06, 1.46e-08, 1.05e-06, 1.24e-07, 1.56e-06, 2.00e-06, 4.19e-06, 4.40e-06, 7.34e-08, 5.42e-08, 5.24e-08, 5.19e-08, 1.69e-09, 1.72e-07, 1.05e-08, 1.17e-06]    [2.64e-06, 3.07e-06, 6.16e-06, 3.88e-06, 4.62e-06, 3.54e-07, 1.98e-06, 1.46e-08, 1.05e-06, 1.24e-07, 1.56e-06, 2.00e-06, 4.19e-06, 4.40e-06, 7.34e-08, 5.42e-08, 5.24e-08, 5.19e-08, 1.69e-09, 1.72e-07, 1.05e-08, 1.17e-06]    []  
73200     [3.08e-06, 2.96e-06, 6.52e-06, 3.66e-06, 4.61e-06, 4.74e-07, 1.85e-06, 1.12e-05, 4.88e-06, 6.24e-06, 6.50e-06, 1.62e-05, 2.26e-05, 9.99e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.55e-05, 4.23e-06]    [3.08e-06, 2.96e-06, 6.52e-06, 3.66e-06, 4.61e-06, 4.74e-07, 1.85e-06, 1.12e-05, 4.88e-06, 6.24e-06, 6.50e-06, 1.62e-05, 2.26e-05, 9.99e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.55e-05, 4.23e-06]    []  
73300     [3.70e-06, 3.06e-06, 6.15e-06, 3.86e-06, 4.40e-06, 4.94e-07, 1.95e-06, 2.03e-08, 3.46e-10, 7.31e-07, 2.71e-05, 1.73e-05, 7.83e-05, 5.89e-05, 4.50e-07, 4.31e-07, 7.06e-07, 7.18e-07, 2.43e-10, 2.88e-09, 2.09e-08, 1.18e-08]    [3.70e-06, 3.06e-06, 6.15e-06, 3.86e-06, 4.40e-06, 4.94e-07, 1.95e-06, 2.03e-08, 3.46e-10, 7.31e-07, 2.71e-05, 1.73e-05, 7.83e-05, 5.89e-05, 4.50e-07, 4.31e-07, 7.06e-07, 7.18e-07, 2.43e-10, 2.88e-09, 2.09e-08, 1.18e-08]    []  
73400     [2.71e-05, 3.99e-06, 8.14e-06, 5.51e-06, 5.50e-06, 1.30e-06, 3.02e-06, 7.45e-08, 6.49e-06, 6.03e-05, 7.53e-05, 2.22e-04, 4.18e-04, 1.52e-03, 2.03e-05, 2.02e-05, 8.39e-06, 1.06e-05, 4.95e-09, 7.83e-07, 2.47e-08, 5.09e-06]    [2.71e-05, 3.99e-06, 8.14e-06, 5.51e-06, 5.50e-06, 1.30e-06, 3.02e-06, 7.45e-08, 6.49e-06, 6.03e-05, 7.53e-05, 2.22e-04, 4.18e-04, 1.52e-03, 2.03e-05, 2.02e-05, 8.39e-06, 1.06e-05, 4.95e-09, 7.83e-07, 2.47e-08, 5.09e-06]    []  
73500     [4.38e-06, 2.98e-06, 6.22e-06, 3.81e-06, 4.58e-06, 3.80e-07, 2.00e-06, 4.89e-08, 1.24e-04, 6.84e-06, 1.92e-05, 4.18e-05, 9.62e-05, 2.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.67e-08, 1.15e-04]    [4.38e-06, 2.98e-06, 6.22e-06, 3.81e-06, 4.58e-06, 3.80e-07, 2.00e-06, 4.89e-08, 1.24e-04, 6.84e-06, 1.92e-05, 4.18e-05, 9.62e-05, 2.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.67e-08, 1.15e-04]    []  
73600     [2.43e-06, 3.03e-06, 6.16e-06, 3.77e-06, 4.68e-06, 3.66e-07, 2.05e-06, 1.44e-05, 2.40e-07, 1.83e-07, 2.55e-06, 3.69e-06, 6.63e-06, 7.03e-06, 4.28e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.69e-06, 0.00e+00, 9.86e-06, 3.33e-07]    [2.43e-06, 3.03e-06, 6.16e-06, 3.77e-06, 4.68e-06, 3.66e-07, 2.05e-06, 1.44e-05, 2.40e-07, 1.83e-07, 2.55e-06, 3.69e-06, 6.63e-06, 7.03e-06, 4.28e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.69e-06, 0.00e+00, 9.86e-06, 3.33e-07]    []  
73700     [2.16e-06, 3.04e-06, 6.28e-06, 3.87e-06, 4.84e-06, 3.66e-07, 1.97e-06, 3.61e-10, 1.36e-06, 1.10e-06, 3.06e-06, 8.04e-06, 1.42e-05, 3.55e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.65e-10, 0.00e+00, 4.48e-09, 1.80e-06]    [2.16e-06, 3.04e-06, 6.28e-06, 3.87e-06, 4.84e-06, 3.66e-07, 1.97e-06, 3.61e-10, 1.36e-06, 1.10e-06, 3.06e-06, 8.04e-06, 1.42e-05, 3.55e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.65e-10, 0.00e+00, 4.48e-09, 1.80e-06]    []  
73800     [2.63e-06, 3.06e-06, 6.05e-06, 3.86e-06, 4.57e-06, 3.93e-07, 2.06e-06, 1.12e-05, 4.72e-08, 1.29e-07, 1.13e-06, 1.76e-06, 3.49e-06, 5.42e-06, 5.54e-08, 5.91e-08, 2.92e-08, 3.42e-08, 1.29e-06, 9.02e-09, 7.45e-06, 4.55e-08]    [2.63e-06, 3.06e-06, 6.05e-06, 3.86e-06, 4.57e-06, 3.93e-07, 2.06e-06, 1.12e-05, 4.72e-08, 1.29e-07, 1.13e-06, 1.76e-06, 3.49e-06, 5.42e-06, 5.54e-08, 5.91e-08, 2.92e-08, 3.42e-08, 1.29e-06, 9.02e-09, 7.45e-06, 4.55e-08]    []  
73900     [2.12e-06, 3.05e-06, 6.22e-06, 3.88e-06, 4.76e-06, 3.70e-07, 1.90e-06, 4.87e-07, 6.54e-07, 1.86e-07, 3.47e-06, 4.54e-06, 1.01e-05, 1.02e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.15e-08, 0.00e+00, 4.76e-07, 9.77e-07]    [2.12e-06, 3.05e-06, 6.22e-06, 3.88e-06, 4.76e-06, 3.70e-07, 1.90e-06, 4.87e-07, 6.54e-07, 1.86e-07, 3.47e-06, 4.54e-06, 1.01e-05, 1.02e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.15e-08, 0.00e+00, 4.76e-07, 9.77e-07]    []  
74000     [2.17e-06, 3.04e-06, 6.21e-06, 3.90e-06, 4.83e-06, 3.83e-07, 2.10e-06, 6.40e-11, 1.72e-08, 1.06e-06, 7.00e-06, 1.04e-05, 2.78e-05, 4.41e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-10, 4.16e-09, 5.05e-09, 2.47e-08]    [2.17e-06, 3.04e-06, 6.21e-06, 3.90e-06, 4.83e-06, 3.83e-07, 2.10e-06, 6.40e-11, 1.72e-08, 1.06e-06, 7.00e-06, 1.04e-05, 2.78e-05, 4.41e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-10, 4.16e-09, 5.05e-09, 2.47e-08]    []  

Best model at step 48760:
  train loss: 1.93e-05
  test loss: 1.93e-05
  test metric: []

'train' took 38.379044 s

Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
74000     [2.17e-06, 3.04e-06, 6.21e-06, 3.90e-06, 4.83e-06, 3.83e-07, 2.10e-06, 6.40e-11, 1.72e-08, 1.06e-06, 7.00e-06, 1.04e-05, 2.78e-05, 4.41e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-10, 4.16e-09, 5.05e-09, 2.47e-08]    [2.17e-06, 3.04e-06, 6.21e-06, 3.90e-06, 4.83e-06, 3.83e-07, 2.10e-06, 6.40e-11, 1.72e-08, 1.06e-06, 7.00e-06, 1.04e-05, 2.78e-05, 4.41e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-10, 4.16e-09, 5.05e-09, 2.47e-08]    []  
74100     [5.29e-06, 3.03e-06, 6.19e-06, 3.34e-06, 3.86e-06, 5.41e-07, 2.03e-06, 1.55e-05, 5.08e-08, 3.29e-07, 1.35e-05, 2.68e-05, 7.41e-05, 3.35e-05, 1.82e-09, 0.00e+00, 1.87e-07, 1.31e-07, 2.31e-06, 5.61e-08, 1.27e-05, 3.49e-07]    [5.29e-06, 3.03e-06, 6.19e-06, 3.34e-06, 3.86e-06, 5.41e-07, 2.03e-06, 1.55e-05, 5.08e-08, 3.29e-07, 1.35e-05, 2.68e-05, 7.41e-05, 3.35e-05, 1.82e-09, 0.00e+00, 1.87e-07, 1.31e-07, 2.31e-06, 5.61e-08, 1.27e-05, 3.49e-07]    []  
74200     [2.58e-06, 2.93e-06, 6.27e-06, 3.77e-06, 4.79e-06, 2.85e-07, 1.82e-06, 3.56e-07, 7.93e-08, 7.85e-09, 1.58e-06, 2.79e-06, 2.53e-06, 3.37e-07, 1.30e-08, 8.07e-09, 9.22e-08, 1.11e-07, 0.00e+00, 1.14e-08, 7.35e-07, 4.75e-08]    [2.58e-06, 2.93e-06, 6.27e-06, 3.77e-06, 4.79e-06, 2.85e-07, 1.82e-06, 3.56e-07, 7.93e-08, 7.85e-09, 1.58e-06, 2.79e-06, 2.53e-06, 3.37e-07, 1.30e-08, 8.07e-09, 9.22e-08, 1.11e-07, 0.00e+00, 1.14e-08, 7.35e-07, 4.75e-08]    []  
74300     [2.30e-06, 2.93e-06, 6.20e-06, 3.95e-06, 4.71e-06, 2.88e-07, 1.69e-06, 1.83e-10, 2.85e-08, 1.04e-11, 5.13e-07, 1.62e-06, 9.54e-07, 2.73e-08, 1.84e-08, 8.99e-09, 4.54e-09, 8.04e-09, 3.49e-10, 9.36e-10, 4.36e-09, 8.08e-08]    [2.30e-06, 2.93e-06, 6.20e-06, 3.95e-06, 4.71e-06, 2.88e-07, 1.69e-06, 1.83e-10, 2.85e-08, 1.04e-11, 5.13e-07, 1.62e-06, 9.54e-07, 2.73e-08, 1.84e-08, 8.99e-09, 4.54e-09, 8.04e-09, 3.49e-10, 9.36e-10, 4.36e-09, 8.08e-08]    []  
74400     [4.54e-05, 5.08e-06, 1.06e-05, 8.83e-06, 9.14e-06, 3.75e-06, 9.61e-06, 1.32e-05, 7.25e-04, 6.05e-05, 7.43e-04, 9.74e-04, 4.42e-04, 1.83e-03, 9.05e-05, 6.99e-05, 2.15e-09, 1.13e-07, 1.46e-06, 1.12e-04, 8.68e-06, 5.74e-04]    [4.54e-05, 5.08e-06, 1.06e-05, 8.83e-06, 9.14e-06, 3.75e-06, 9.61e-06, 1.32e-05, 7.25e-04, 6.05e-05, 7.43e-04, 9.74e-04, 4.42e-04, 1.83e-03, 9.05e-05, 6.99e-05, 2.15e-09, 1.13e-07, 1.46e-06, 1.12e-04, 8.68e-06, 5.74e-04]    []  
74500     [3.12e-06, 2.90e-06, 6.60e-06, 4.00e-06, 4.76e-06, 3.69e-07, 1.84e-06, 1.85e-07, 2.44e-10, 1.31e-08, 1.51e-06, 1.91e-06, 1.90e-06, 1.63e-07, 1.36e-08, 1.50e-09, 6.72e-08, 7.80e-08, 0.00e+00, 1.22e-08, 2.31e-07, 4.91e-08]    [3.12e-06, 2.90e-06, 6.60e-06, 4.00e-06, 4.76e-06, 3.69e-07, 1.84e-06, 1.85e-07, 2.44e-10, 1.31e-08, 1.51e-06, 1.91e-06, 1.90e-06, 1.63e-07, 1.36e-08, 1.50e-09, 6.72e-08, 7.80e-08, 0.00e+00, 1.22e-08, 2.31e-07, 4.91e-08]    []  
74600     [2.52e-06, 2.97e-06, 6.28e-06, 3.98e-06, 4.78e-06, 3.93e-07, 1.96e-06, 3.19e-11, 1.18e-10, 9.99e-11, 8.92e-07, 1.29e-06, 9.41e-07, 2.94e-08, 1.28e-08, 3.30e-09, 1.53e-08, 1.74e-08, 7.39e-10, 6.77e-10, 1.23e-08, 9.37e-09]    [2.52e-06, 2.97e-06, 6.28e-06, 3.98e-06, 4.78e-06, 3.93e-07, 1.96e-06, 3.19e-11, 1.18e-10, 9.99e-11, 8.92e-07, 1.29e-06, 9.41e-07, 2.94e-08, 1.28e-08, 3.30e-09, 1.53e-08, 1.74e-08, 7.39e-10, 6.77e-10, 1.23e-08, 9.37e-09]    []  
74700     [2.22e-06, 2.96e-06, 6.20e-06, 3.99e-06, 4.73e-06, 4.06e-07, 2.01e-06, 1.51e-09, 2.51e-09, 2.81e-11, 5.91e-07, 1.16e-06, 7.21e-07, 2.35e-08, 1.00e-08, 3.05e-09, 3.09e-09, 4.17e-09, 2.50e-10, 2.21e-10, 6.89e-09, 1.36e-08]    [2.22e-06, 2.96e-06, 6.20e-06, 3.99e-06, 4.73e-06, 4.06e-07, 2.01e-06, 1.51e-09, 2.51e-09, 2.81e-11, 5.91e-07, 1.16e-06, 7.21e-07, 2.35e-08, 1.00e-08, 3.05e-09, 3.09e-09, 4.17e-09, 2.50e-10, 2.21e-10, 6.89e-09, 1.36e-08]    []  
74800     [2.97e-05, 6.23e-06, 1.11e-05, 5.79e-06, 6.49e-06, 1.67e-06, 3.57e-06, 8.78e-04, 3.84e-07, 4.38e-05, 5.51e-05, 2.30e-04, 4.21e-04, 1.80e-03, 1.86e-05, 2.56e-05, 1.34e-05, 1.08e-05, 0.00e+00, 2.88e-08, 9.36e-04, 1.72e-07]    [2.97e-05, 6.23e-06, 1.11e-05, 5.79e-06, 6.49e-06, 1.67e-06, 3.57e-06, 8.78e-04, 3.84e-07, 4.38e-05, 5.51e-05, 2.30e-04, 4.21e-04, 1.80e-03, 1.86e-05, 2.56e-05, 1.34e-05, 1.08e-05, 0.00e+00, 2.88e-08, 9.36e-04, 1.72e-07]    []  
74900     [2.30e-06, 2.90e-06, 6.14e-06, 3.98e-06, 4.50e-06, 3.85e-07, 2.04e-06, 9.27e-10, 1.37e-10, 1.73e-09, 4.61e-07, 1.42e-06, 9.38e-07, 6.63e-08, 8.14e-09, 4.14e-09, 3.69e-09, 2.07e-09, 6.13e-11, 1.85e-11, 1.47e-09, 7.87e-09]    [2.30e-06, 2.90e-06, 6.14e-06, 3.98e-06, 4.50e-06, 3.85e-07, 2.04e-06, 9.27e-10, 1.37e-10, 1.73e-09, 4.61e-07, 1.42e-06, 9.38e-07, 6.63e-08, 8.14e-09, 4.14e-09, 3.69e-09, 2.07e-09, 6.13e-11, 1.85e-11, 1.47e-09, 7.87e-09]    []  
75000     [2.12e-06, 2.89e-06, 6.05e-06, 3.93e-06, 4.59e-06, 4.42e-07, 2.14e-06, 4.46e-10, 3.45e-11, 8.26e-11, 3.53e-07, 1.12e-06, 6.35e-07, 2.22e-08, 5.79e-09, 1.11e-09, 8.56e-10, 1.06e-09, 0.00e+00, 1.44e-12, 1.66e-09, 3.98e-09]    [2.12e-06, 2.89e-06, 6.05e-06, 3.93e-06, 4.59e-06, 4.42e-07, 2.14e-06, 4.46e-10, 3.45e-11, 8.26e-11, 3.53e-07, 1.12e-06, 6.35e-07, 2.22e-08, 5.79e-09, 1.11e-09, 8.56e-10, 1.06e-09, 0.00e+00, 1.44e-12, 1.66e-09, 3.98e-09]    []  
75100     [3.15e-05, 4.76e-06, 1.01e-05, 6.35e-06, 6.00e-06, 2.39e-06, 4.49e-06, 8.56e-09, 4.07e-07, 1.18e-04, 1.41e-04, 2.98e-04, 6.88e-04, 2.38e-03, 2.79e-05, 2.54e-05, 1.19e-05, 1.45e-05, 2.55e-10, 4.07e-08, 1.71e-09, 2.79e-07]    [3.15e-05, 4.76e-06, 1.01e-05, 6.35e-06, 6.00e-06, 2.39e-06, 4.49e-06, 8.56e-09, 4.07e-07, 1.18e-04, 1.41e-04, 2.98e-04, 6.88e-04, 2.38e-03, 2.79e-05, 2.54e-05, 1.19e-05, 1.45e-05, 2.55e-10, 4.07e-08, 1.71e-09, 2.79e-07]    []  
75200     [2.24e-06, 2.90e-06, 6.02e-06, 3.93e-06, 4.37e-06, 3.75e-07, 2.16e-06, 1.04e-09, 8.85e-09, 3.40e-09, 3.80e-07, 1.39e-06, 9.82e-07, 1.61e-07, 7.88e-09, 6.16e-09, 3.57e-09, 1.83e-09, 1.56e-10, 5.49e-10, 1.41e-09, 6.52e-09]    [2.24e-06, 2.90e-06, 6.02e-06, 3.93e-06, 4.37e-06, 3.75e-07, 2.16e-06, 1.04e-09, 8.85e-09, 3.40e-09, 3.80e-07, 1.39e-06, 9.82e-07, 1.61e-07, 7.88e-09, 6.16e-09, 3.57e-09, 1.83e-09, 1.56e-10, 5.49e-10, 1.41e-09, 6.52e-09]    []  
75300     [2.07e-06, 2.90e-06, 5.93e-06, 3.83e-06, 4.50e-06, 4.38e-07, 2.32e-06, 3.84e-12, 4.23e-10, 2.85e-10, 2.87e-07, 1.04e-06, 6.36e-07, 2.13e-08, 5.11e-09, 2.32e-09, 1.20e-09, 7.27e-10, 1.32e-13, 0.00e+00, 6.95e-10, 8.72e-09]    [2.07e-06, 2.90e-06, 5.93e-06, 3.83e-06, 4.50e-06, 4.38e-07, 2.32e-06, 3.84e-12, 4.23e-10, 2.85e-10, 2.87e-07, 1.04e-06, 6.36e-07, 2.13e-08, 5.11e-09, 2.32e-09, 1.20e-09, 7.27e-10, 1.32e-13, 0.00e+00, 6.95e-10, 8.72e-09]    []  
75400     [7.69e-06, 3.60e-06, 6.55e-06, 3.56e-06, 3.67e-06, 4.53e-07, 2.06e-06, 6.80e-09, 1.03e-05, 4.33e-06, 1.76e-05, 2.66e-05, 8.27e-05, 1.80e-04, 1.56e-06, 1.56e-06, 2.04e-06, 1.56e-06, 2.20e-09, 0.00e+00, 1.17e-08, 1.38e-05]    [7.69e-06, 3.60e-06, 6.55e-06, 3.56e-06, 3.67e-06, 4.53e-07, 2.06e-06, 6.80e-09, 1.03e-05, 4.33e-06, 1.76e-05, 2.66e-05, 8.27e-05, 1.80e-04, 1.56e-06, 1.56e-06, 2.04e-06, 1.56e-06, 2.20e-09, 0.00e+00, 1.17e-08, 1.38e-05]    []  
75500     [2.14e-06, 2.89e-06, 5.94e-06, 3.83e-06, 4.46e-06, 3.86e-07, 2.25e-06, 3.20e-10, 4.89e-08, 3.65e-10, 3.30e-07, 1.15e-06, 7.28e-07, 2.10e-08, 4.08e-09, 2.86e-09, 1.30e-09, 7.04e-10, 3.52e-11, 0.00e+00, 1.18e-09, 7.14e-08]    [2.14e-06, 2.89e-06, 5.94e-06, 3.83e-06, 4.46e-06, 3.86e-07, 2.25e-06, 3.20e-10, 4.89e-08, 3.65e-10, 3.30e-07, 1.15e-06, 7.28e-07, 2.10e-08, 4.08e-09, 2.86e-09, 1.30e-09, 7.04e-10, 3.52e-11, 0.00e+00, 1.18e-09, 7.14e-08]    []  
75600     [2.02e-06, 2.88e-06, 5.90e-06, 3.79e-06, 4.50e-06, 4.32e-07, 2.36e-06, 5.17e-10, 3.36e-10, 1.37e-10, 2.40e-07, 9.65e-07, 5.98e-07, 1.98e-08, 4.59e-09, 1.96e-09, 6.31e-10, 5.41e-10, 3.57e-11, 1.02e-10, 4.15e-10, 4.00e-09]    [2.02e-06, 2.88e-06, 5.90e-06, 3.79e-06, 4.50e-06, 4.32e-07, 2.36e-06, 5.17e-10, 3.36e-10, 1.37e-10, 2.40e-07, 9.65e-07, 5.98e-07, 1.98e-08, 4.59e-09, 1.96e-09, 6.31e-10, 5.41e-10, 3.57e-11, 1.02e-10, 4.15e-10, 4.00e-09]    []  
75700     [1.98e-06, 2.82e-06, 6.32e-06, 3.88e-06, 4.43e-06, 3.67e-07, 1.98e-06, 1.76e-08, 2.65e-06, 9.78e-11, 3.84e-06, 3.09e-06, 8.37e-06, 1.10e-06, 3.53e-10, 3.17e-09, 8.80e-08, 6.34e-08, 0.00e+00, 3.01e-07, 2.09e-08, 1.96e-06]    [1.98e-06, 2.82e-06, 6.32e-06, 3.88e-06, 4.43e-06, 3.67e-07, 1.98e-06, 1.76e-08, 2.65e-06, 9.78e-11, 3.84e-06, 3.09e-06, 8.37e-06, 1.10e-06, 3.53e-10, 3.17e-09, 8.80e-08, 6.34e-08, 0.00e+00, 3.01e-07, 2.09e-08, 1.96e-06]    []  
75800     [2.66e-06, 3.09e-06, 5.94e-06, 3.89e-06, 4.52e-06, 5.35e-07, 2.23e-06, 3.73e-04, 2.78e-08, 7.13e-07, 1.02e-06, 3.27e-06, 4.27e-06, 1.52e-05, 1.94e-07, 3.05e-07, 5.41e-08, 7.09e-08, 7.25e-05, 3.47e-09, 3.17e-04, 2.05e-08]    [2.66e-06, 3.09e-06, 5.94e-06, 3.89e-06, 4.52e-06, 5.35e-07, 2.23e-06, 3.73e-04, 2.78e-08, 7.13e-07, 1.02e-06, 3.27e-06, 4.27e-06, 1.52e-05, 1.94e-07, 3.05e-07, 5.41e-08, 7.09e-08, 7.25e-05, 3.47e-09, 3.17e-04, 2.05e-08]    []  
75900     [1.79e-06, 2.84e-06, 6.05e-06, 3.82e-06, 4.48e-06, 4.20e-07, 2.28e-06, 1.08e-09, 4.58e-09, 3.23e-07, 9.45e-07, 3.04e-06, 4.60e-06, 1.05e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.25e-09, 1.87e-08]    [1.79e-06, 2.84e-06, 6.05e-06, 3.82e-06, 4.48e-06, 4.20e-07, 2.28e-06, 1.08e-09, 4.58e-09, 3.23e-07, 9.45e-07, 3.04e-06, 4.60e-06, 1.05e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.25e-09, 1.87e-08]    []  
76000     [1.99e-06, 2.84e-06, 6.00e-06, 3.82e-06, 4.37e-06, 4.13e-07, 2.16e-06, 5.87e-11, 1.92e-06, 1.25e-09, 2.80e-07, 1.12e-06, 8.09e-07, 2.41e-08, 7.53e-10, 4.45e-09, 1.22e-09, 4.65e-10, 3.81e-12, 0.00e+00, 1.42e-09, 3.57e-06]    [1.99e-06, 2.84e-06, 6.00e-06, 3.82e-06, 4.37e-06, 4.13e-07, 2.16e-06, 5.87e-11, 1.92e-06, 1.25e-09, 2.80e-07, 1.12e-06, 8.09e-07, 2.41e-08, 7.53e-10, 4.45e-09, 1.22e-09, 4.65e-10, 3.81e-12, 0.00e+00, 1.42e-09, 3.57e-06]    []  

Best model at step 48760:
  train loss: 1.93e-05
  test loss: 1.93e-05
  test metric: []

'train' took 39.273546 s

Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
76000     [1.99e-06, 2.84e-06, 6.00e-06, 3.82e-06, 4.37e-06, 4.13e-07, 2.16e-06, 5.87e-11, 1.92e-06, 1.25e-09, 2.80e-07, 1.12e-06, 8.09e-07, 2.41e-08, 7.53e-10, 4.45e-09, 1.22e-09, 4.65e-10, 3.81e-12, 0.00e+00, 1.42e-09, 3.57e-06]    [1.99e-06, 2.84e-06, 6.00e-06, 3.82e-06, 4.37e-06, 4.13e-07, 2.16e-06, 5.87e-11, 1.92e-06, 1.25e-09, 2.80e-07, 1.12e-06, 8.09e-07, 2.41e-08, 7.53e-10, 4.45e-09, 1.22e-09, 4.65e-10, 3.81e-12, 0.00e+00, 1.42e-09, 3.57e-06]    []  
76100     [3.49e-06, 3.01e-06, 6.12e-06, 3.60e-06, 3.88e-06, 4.07e-07, 2.02e-06, 1.33e-09, 6.32e-08, 3.17e-08, 4.19e-06, 2.93e-06, 8.63e-06, 4.60e-06, 1.07e-07, 1.37e-11, 1.89e-08, 2.96e-08, 5.71e-10, 0.00e+00, 3.10e-09, 1.63e-07]    [3.49e-06, 3.01e-06, 6.12e-06, 3.60e-06, 3.88e-06, 4.07e-07, 2.02e-06, 1.33e-09, 6.32e-08, 3.17e-08, 4.19e-06, 2.93e-06, 8.63e-06, 4.60e-06, 1.07e-07, 1.37e-11, 1.89e-08, 2.96e-08, 5.71e-10, 0.00e+00, 3.10e-09, 1.63e-07]    []  
76200     [2.01e-06, 2.86e-06, 5.93e-06, 3.78e-06, 4.46e-06, 4.22e-07, 2.26e-06, 9.50e-11, 3.42e-08, 1.92e-09, 2.36e-07, 9.80e-07, 6.19e-07, 6.89e-08, 1.63e-09, 2.41e-09, 1.55e-10, 1.20e-10, 1.53e-11, 4.01e-09, 5.27e-10, 2.47e-08]    [2.01e-06, 2.86e-06, 5.93e-06, 3.78e-06, 4.46e-06, 4.22e-07, 2.26e-06, 9.50e-11, 3.42e-08, 1.92e-09, 2.36e-07, 9.80e-07, 6.19e-07, 6.89e-08, 1.63e-09, 2.41e-09, 1.55e-10, 1.20e-10, 1.53e-11, 4.01e-09, 5.27e-10, 2.47e-08]    []  
76300     [2.25e-06, 2.75e-06, 6.26e-06, 3.68e-06, 4.95e-06, 3.30e-07, 2.11e-06, 1.05e-08, 2.61e-07, 3.29e-07, 9.41e-07, 1.57e-06, 1.06e-06, 6.87e-07, 0.00e+00, 9.24e-09, 1.23e-09, 7.21e-09, 6.79e-12, 6.28e-08, 2.32e-08, 3.80e-07]    [2.25e-06, 2.75e-06, 6.26e-06, 3.68e-06, 4.95e-06, 3.30e-07, 2.11e-06, 1.05e-08, 2.61e-07, 3.29e-07, 9.41e-07, 1.57e-06, 1.06e-06, 6.87e-07, 0.00e+00, 9.24e-09, 1.23e-09, 7.21e-09, 6.79e-12, 6.28e-08, 2.32e-08, 3.80e-07]    []  
76400     [6.04e-06, 2.92e-06, 5.93e-06, 4.07e-06, 3.98e-06, 5.33e-07, 2.27e-06, 6.22e-11, 1.41e-09, 7.41e-06, 2.34e-05, 3.33e-05, 1.08e-04, 2.52e-04, 2.11e-06, 2.53e-06, 1.86e-06, 1.36e-06, 4.04e-11, 1.31e-09, 1.13e-09, 1.07e-08]    [6.04e-06, 2.92e-06, 5.93e-06, 4.07e-06, 3.98e-06, 5.33e-07, 2.27e-06, 6.22e-11, 1.41e-09, 7.41e-06, 2.34e-05, 3.33e-05, 1.08e-04, 2.52e-04, 2.11e-06, 2.53e-06, 1.86e-06, 1.36e-06, 4.04e-11, 1.31e-09, 1.13e-09, 1.07e-08]    []  
76500     [3.61e-06, 2.86e-06, 5.84e-06, 3.59e-06, 3.92e-06, 4.00e-07, 2.33e-06, 2.60e-07, 8.34e-07, 2.26e-07, 1.59e-05, 1.23e-05, 3.86e-05, 8.70e-06, 3.59e-08, 3.65e-08, 0.00e+00, 0.00e+00, 3.81e-08, 0.00e+00, 2.47e-07, 9.90e-07]    [3.61e-06, 2.86e-06, 5.84e-06, 3.59e-06, 3.92e-06, 4.00e-07, 2.33e-06, 2.60e-07, 8.34e-07, 2.26e-07, 1.59e-05, 1.23e-05, 3.86e-05, 8.70e-06, 3.59e-08, 3.65e-08, 0.00e+00, 0.00e+00, 3.81e-08, 0.00e+00, 2.47e-07, 9.90e-07]    []  
76600     [2.02e-05, 3.45e-06, 7.11e-06, 5.21e-06, 4.92e-06, 9.79e-07, 2.89e-06, 4.81e-11, 9.96e-08, 4.76e-05, 9.03e-05, 1.83e-04, 5.08e-04, 1.34e-03, 1.58e-05, 1.52e-05, 8.83e-06, 9.34e-06, 2.39e-10, 1.69e-08, 1.36e-09, 1.12e-07]    [2.02e-05, 3.45e-06, 7.11e-06, 5.21e-06, 4.92e-06, 9.79e-07, 2.89e-06, 4.81e-11, 9.96e-08, 4.76e-05, 9.03e-05, 1.83e-04, 5.08e-04, 1.34e-03, 1.58e-05, 1.52e-05, 8.83e-06, 9.34e-06, 2.39e-10, 1.69e-08, 1.36e-09, 1.12e-07]    []  
76700     [1.99e-06, 2.83e-06, 5.84e-06, 3.80e-06, 4.34e-06, 3.89e-07, 2.44e-06, 4.80e-09, 1.10e-08, 2.17e-09, 3.49e-07, 1.03e-06, 7.48e-07, 9.86e-08, 1.71e-09, 4.38e-09, 1.40e-10, 4.17e-12, 0.00e+00, 1.89e-09, 6.53e-09, 1.41e-08]    [1.99e-06, 2.83e-06, 5.84e-06, 3.80e-06, 4.34e-06, 3.89e-07, 2.44e-06, 4.80e-09, 1.10e-08, 2.17e-09, 3.49e-07, 1.03e-06, 7.48e-07, 9.86e-08, 1.71e-09, 4.38e-09, 1.40e-10, 4.17e-12, 0.00e+00, 1.89e-09, 6.53e-09, 1.41e-08]    []  
76800     [2.92e-06, 2.93e-06, 6.40e-06, 3.66e-06, 4.02e-06, 4.31e-07, 1.69e-06, 3.53e-07, 2.19e-05, 1.72e-07, 2.30e-06, 1.08e-05, 2.58e-06, 1.24e-05, 1.23e-09, 1.67e-09, 4.41e-08, 3.71e-08, 3.97e-08, 0.00e+00, 2.53e-07, 2.41e-05]    [2.92e-06, 2.93e-06, 6.40e-06, 3.66e-06, 4.02e-06, 4.31e-07, 1.69e-06, 3.53e-07, 2.19e-05, 1.72e-07, 2.30e-06, 1.08e-05, 2.58e-06, 1.24e-05, 1.23e-09, 1.67e-09, 4.41e-08, 3.71e-08, 3.97e-08, 0.00e+00, 2.53e-07, 2.41e-05]    []  
76900     [2.10e-06, 2.80e-06, 6.07e-06, 3.84e-06, 4.48e-06, 3.64e-07, 1.98e-06, 3.01e-06, 7.95e-11, 7.60e-11, 2.69e-07, 9.65e-07, 6.04e-07, 2.96e-08, 1.95e-09, 4.28e-09, 2.10e-10, 5.09e-11, 0.00e+00, 6.00e-12, 3.44e-06, 5.88e-09]    [2.10e-06, 2.80e-06, 6.07e-06, 3.84e-06, 4.48e-06, 3.64e-07, 1.98e-06, 3.01e-06, 7.95e-11, 7.60e-11, 2.69e-07, 9.65e-07, 6.04e-07, 2.96e-08, 1.95e-09, 4.28e-09, 2.10e-10, 5.09e-11, 0.00e+00, 6.00e-12, 3.44e-06, 5.88e-09]    []  
77000     [2.14e-06, 2.76e-06, 6.06e-06, 3.82e-06, 4.26e-06, 3.96e-07, 2.10e-06, 7.09e-08, 2.49e-09, 2.57e-09, 3.68e-07, 1.09e-06, 7.99e-07, 3.24e-07, 0.00e+00, 3.55e-09, 0.00e+00, 2.72e-09, 8.39e-09, 1.22e-10, 5.67e-08, 3.50e-09]    [2.14e-06, 2.76e-06, 6.06e-06, 3.82e-06, 4.26e-06, 3.96e-07, 2.10e-06, 7.09e-08, 2.49e-09, 2.57e-09, 3.68e-07, 1.09e-06, 7.99e-07, 3.24e-07, 0.00e+00, 3.55e-09, 0.00e+00, 2.72e-09, 8.39e-09, 1.22e-10, 5.67e-08, 3.50e-09]    []  
77100     [2.42e-06, 2.67e-06, 6.16e-06, 3.62e-06, 4.21e-06, 4.34e-07, 2.21e-06, 2.30e-09, 1.10e-05, 2.26e-06, 4.27e-06, 8.22e-06, 4.38e-06, 9.23e-06, 0.00e+00, 5.86e-09, 0.00e+00, 0.00e+00, 2.07e-10, 1.89e-06, 1.39e-09, 1.10e-05]    [2.42e-06, 2.67e-06, 6.16e-06, 3.62e-06, 4.21e-06, 4.34e-07, 2.21e-06, 2.30e-09, 1.10e-05, 2.26e-06, 4.27e-06, 8.22e-06, 4.38e-06, 9.23e-06, 0.00e+00, 5.86e-09, 0.00e+00, 0.00e+00, 2.07e-10, 1.89e-06, 1.39e-09, 1.10e-05]    []  
77200     [1.96e-06, 2.80e-06, 5.89e-06, 3.78e-06, 4.39e-06, 4.10e-07, 2.34e-06, 1.48e-10, 6.30e-08, 4.67e-10, 2.69e-07, 8.72e-07, 5.44e-07, 3.76e-08, 1.94e-09, 3.21e-09, 3.04e-10, 1.80e-10, 0.00e+00, 7.61e-09, 1.15e-09, 4.71e-08]    [1.96e-06, 2.80e-06, 5.89e-06, 3.78e-06, 4.39e-06, 4.10e-07, 2.34e-06, 1.48e-10, 6.30e-08, 4.67e-10, 2.69e-07, 8.72e-07, 5.44e-07, 3.76e-08, 1.94e-09, 3.21e-09, 3.04e-10, 1.80e-10, 0.00e+00, 7.61e-09, 1.15e-09, 4.71e-08]    []  
77300     [2.50e-05, 6.26e-06, 6.87e-06, 4.04e-06, 4.85e-06, 3.04e-06, 3.71e-06, 9.71e-05, 6.48e-08, 2.77e-05, 1.41e-04, 1.66e-04, 1.04e-04, 2.20e-04, 3.26e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-05, 1.87e-10, 6.47e-05, 1.51e-06]    [2.50e-05, 6.26e-06, 6.87e-06, 4.04e-06, 4.85e-06, 3.04e-06, 3.71e-06, 9.71e-05, 6.48e-08, 2.77e-05, 1.41e-04, 1.66e-04, 1.04e-04, 2.20e-04, 3.26e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-05, 1.87e-10, 6.47e-05, 1.51e-06]    []  
77400     [3.89e-06, 1.70e-06, 2.89e-06, 3.20e-06, 2.25e-06, 1.74e-06, 3.60e-06, 2.76e-08, 1.43e-08, 2.59e-07, 5.71e-06, 5.82e-05, 3.86e-05, 2.50e-07, 5.86e-08, 3.23e-08, 3.90e-11, 2.49e-10, 1.07e-09, 2.07e-08, 3.10e-08, 1.05e-07]    [3.89e-06, 1.70e-06, 2.89e-06, 3.20e-06, 2.25e-06, 1.74e-06, 3.60e-06, 2.76e-08, 1.43e-08, 2.59e-07, 5.71e-06, 5.82e-05, 3.86e-05, 2.50e-07, 5.86e-08, 3.23e-08, 3.90e-11, 2.49e-10, 1.07e-09, 2.07e-08, 3.10e-08, 1.05e-07]    []  
77500     [3.04e-06, 2.00e-06, 3.75e-06, 4.00e-06, 2.41e-06, 1.58e-06, 3.86e-06, 1.51e-09, 5.56e-09, 6.60e-08, 4.08e-06, 3.03e-05, 2.06e-05, 1.35e-07, 1.61e-08, 3.62e-09, 4.04e-08, 3.30e-08, 1.41e-09, 7.18e-09, 2.15e-08, 3.32e-08]    [3.04e-06, 2.00e-06, 3.75e-06, 4.00e-06, 2.41e-06, 1.58e-06, 3.86e-06, 1.51e-09, 5.56e-09, 6.60e-08, 4.08e-06, 3.03e-05, 2.06e-05, 1.35e-07, 1.61e-08, 3.62e-09, 4.04e-08, 3.30e-08, 1.41e-09, 7.18e-09, 2.15e-08, 3.32e-08]    []  
77600     [2.58e-06, 2.33e-06, 4.68e-06, 5.36e-06, 2.62e-06, 1.54e-06, 4.39e-06, 1.56e-08, 8.16e-07, 1.06e-08, 3.44e-06, 1.12e-05, 6.85e-06, 4.45e-07, 1.04e-08, 1.32e-08, 2.29e-08, 4.93e-09, 2.65e-09, 1.74e-07, 2.24e-08, 1.14e-06]    [2.58e-06, 2.33e-06, 4.68e-06, 5.36e-06, 2.62e-06, 1.54e-06, 4.39e-06, 1.56e-08, 8.16e-07, 1.06e-08, 3.44e-06, 1.12e-05, 6.85e-06, 4.45e-07, 1.04e-08, 1.32e-08, 2.29e-08, 4.93e-09, 2.65e-09, 1.74e-07, 2.24e-08, 1.14e-06]    []  
77700     [2.56e-06, 2.69e-06, 5.17e-06, 5.47e-06, 2.97e-06, 1.48e-06, 4.28e-06, 4.78e-09, 3.02e-09, 1.86e-09, 2.15e-06, 5.51e-06, 3.28e-06, 4.11e-07, 6.22e-08, 1.11e-08, 1.97e-08, 1.79e-08, 3.38e-10, 1.68e-09, 2.35e-08, 2.33e-08]    [2.56e-06, 2.69e-06, 5.17e-06, 5.47e-06, 2.97e-06, 1.48e-06, 4.28e-06, 4.78e-09, 3.02e-09, 1.86e-09, 2.15e-06, 5.51e-06, 3.28e-06, 4.11e-07, 6.22e-08, 1.11e-08, 1.97e-08, 1.79e-08, 3.38e-10, 1.68e-09, 2.35e-08, 2.33e-08]    []  
77800     [2.51e-06, 2.88e-06, 5.43e-06, 5.48e-06, 3.16e-06, 1.46e-06, 4.17e-06, 6.78e-10, 5.84e-09, 2.13e-08, 1.47e-06, 4.02e-06, 2.36e-06, 1.05e-06, 1.16e-07, 1.75e-08, 1.10e-08, 1.61e-08, 4.25e-10, 6.20e-10, 1.76e-08, 2.49e-08]    [2.51e-06, 2.88e-06, 5.43e-06, 5.48e-06, 3.16e-06, 1.46e-06, 4.17e-06, 6.78e-10, 5.84e-09, 2.13e-08, 1.47e-06, 4.02e-06, 2.36e-06, 1.05e-06, 1.16e-07, 1.75e-08, 1.10e-08, 1.61e-08, 4.25e-10, 6.20e-10, 1.76e-08, 2.49e-08]    []  
77900     [3.05e-06, 2.97e-06, 5.59e-06, 5.43e-06, 3.23e-06, 1.49e-06, 4.06e-06, 9.71e-11, 2.27e-09, 3.07e-07, 2.60e-06, 7.55e-06, 2.17e-06, 1.11e-05, 5.73e-07, 1.09e-07, 2.58e-08, 2.98e-08, 4.03e-10, 3.24e-10, 1.36e-08, 2.94e-08]    [3.05e-06, 2.97e-06, 5.59e-06, 5.43e-06, 3.23e-06, 1.49e-06, 4.06e-06, 9.71e-11, 2.27e-09, 3.07e-07, 2.60e-06, 7.55e-06, 2.17e-06, 1.11e-05, 5.73e-07, 1.09e-07, 2.58e-08, 2.98e-08, 4.03e-10, 3.24e-10, 1.36e-08, 2.94e-08]    []  
78000     [2.27e-06, 2.96e-06, 6.00e-06, 5.30e-06, 3.73e-06, 1.43e-06, 3.90e-06, 1.08e-08, 1.53e-04, 2.98e-07, 5.78e-07, 2.94e-06, 3.65e-06, 1.72e-06, 1.42e-08, 3.08e-10, 0.00e+00, 3.09e-10, 3.22e-09, 3.06e-05, 1.94e-08, 1.47e-04]    [2.27e-06, 2.96e-06, 6.00e-06, 5.30e-06, 3.73e-06, 1.43e-06, 3.90e-06, 1.08e-08, 1.53e-04, 2.98e-07, 5.78e-07, 2.94e-06, 3.65e-06, 1.72e-06, 1.42e-08, 3.08e-10, 0.00e+00, 3.09e-10, 3.22e-09, 3.06e-05, 1.94e-08, 1.47e-04]    []  

Best model at step 48760:
  train loss: 1.93e-05
  test loss: 1.93e-05
  test metric: []

'train' took 39.221477 s

Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
78000     [2.27e-06, 2.96e-06, 6.00e-06, 5.30e-06, 3.73e-06, 1.43e-06, 3.90e-06, 1.08e-08, 1.53e-04, 2.98e-07, 5.78e-07, 2.94e-06, 3.65e-06, 1.72e-06, 1.42e-08, 3.08e-10, 0.00e+00, 3.09e-10, 3.22e-09, 3.06e-05, 1.94e-08, 1.47e-04]    [2.27e-06, 2.96e-06, 6.00e-06, 5.30e-06, 3.73e-06, 1.43e-06, 3.90e-06, 1.08e-08, 1.53e-04, 2.98e-07, 5.78e-07, 2.94e-06, 3.65e-06, 1.72e-06, 1.42e-08, 3.08e-10, 0.00e+00, 3.09e-10, 3.22e-09, 3.06e-05, 1.94e-08, 1.47e-04]    []  
78100     [2.23e-06, 2.88e-06, 5.14e-06, 4.89e-06, 3.01e-06, 1.42e-06, 4.53e-06, 3.05e-08, 3.62e-08, 1.92e-08, 5.09e-07, 2.52e-06, 2.22e-06, 2.20e-07, 1.04e-08, 7.90e-09, 3.46e-09, 1.09e-08, 0.00e+00, 8.16e-09, 4.86e-08, 4.42e-08]    [2.23e-06, 2.88e-06, 5.14e-06, 4.89e-06, 3.01e-06, 1.42e-06, 4.53e-06, 3.05e-08, 3.62e-08, 1.92e-08, 5.09e-07, 2.52e-06, 2.22e-06, 2.20e-07, 1.04e-08, 7.90e-09, 3.46e-09, 1.09e-08, 0.00e+00, 8.16e-09, 4.86e-08, 4.42e-08]    []  
78200     [2.86e-06, 2.81e-06, 5.12e-06, 4.75e-06, 3.02e-06, 1.30e-06, 4.41e-06, 7.19e-09, 1.05e-08, 1.20e-07, 3.43e-06, 4.47e-06, 1.09e-05, 4.64e-06, 0.00e+00, 1.68e-08, 0.00e+00, 4.13e-10, 4.59e-09, 7.51e-09, 2.20e-08, 3.41e-08]    [2.86e-06, 2.81e-06, 5.12e-06, 4.75e-06, 3.02e-06, 1.30e-06, 4.41e-06, 7.19e-09, 1.05e-08, 1.20e-07, 3.43e-06, 4.47e-06, 1.09e-05, 4.64e-06, 0.00e+00, 1.68e-08, 0.00e+00, 4.13e-10, 4.59e-09, 7.51e-09, 2.20e-08, 3.41e-08]    []  
78300     [4.02e-05, 5.06e-06, 1.09e-05, 9.07e-06, 7.14e-06, 2.25e-06, 6.46e-06, 1.71e-06, 9.06e-08, 6.20e-05, 9.89e-05, 6.78e-04, 5.31e-04, 3.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.97e-07, 2.64e-09, 1.82e-06, 2.08e-08]    [4.02e-05, 5.06e-06, 1.09e-05, 9.07e-06, 7.14e-06, 2.25e-06, 6.46e-06, 1.71e-06, 9.06e-08, 6.20e-05, 9.89e-05, 6.78e-04, 5.31e-04, 3.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.97e-07, 2.64e-09, 1.82e-06, 2.08e-08]    []  
78400     [1.45e-05, 3.47e-06, 5.80e-06, 5.68e-06, 3.33e-06, 1.92e-06, 4.94e-06, 1.06e-06, 3.89e-09, 3.13e-05, 3.32e-05, 1.15e-04, 2.62e-04, 8.05e-04, 7.58e-06, 1.23e-05, 4.98e-06, 4.07e-06, 0.00e+00, 1.03e-08, 6.46e-07, 5.39e-08]    [1.45e-05, 3.47e-06, 5.80e-06, 5.68e-06, 3.33e-06, 1.92e-06, 4.94e-06, 1.06e-06, 3.89e-09, 3.13e-05, 3.32e-05, 1.15e-04, 2.62e-04, 8.05e-04, 7.58e-06, 1.23e-05, 4.98e-06, 4.07e-06, 0.00e+00, 1.03e-08, 6.46e-07, 5.39e-08]    []  
78500     [2.09e-05, 3.63e-06, 6.72e-06, 6.29e-06, 3.87e-06, 2.06e-06, 4.96e-06, 2.56e-09, 1.65e-09, 5.16e-05, 7.99e-05, 2.07e-04, 5.45e-04, 1.57e-03, 1.65e-05, 1.93e-05, 9.14e-06, 9.02e-06, 5.75e-09, 4.37e-09, 3.13e-08, 2.25e-08]    [2.09e-05, 3.63e-06, 6.72e-06, 6.29e-06, 3.87e-06, 2.06e-06, 4.96e-06, 2.56e-09, 1.65e-09, 5.16e-05, 7.99e-05, 2.07e-04, 5.45e-04, 1.57e-03, 1.65e-05, 1.93e-05, 9.14e-06, 9.02e-06, 5.75e-09, 4.37e-09, 3.13e-08, 2.25e-08]    []  
78600     [2.18e-06, 3.07e-06, 5.25e-06, 4.99e-06, 3.55e-06, 1.32e-06, 4.39e-06, 5.66e-10, 6.75e-11, 2.70e-08, 4.26e-07, 1.90e-06, 1.67e-06, 1.46e-07, 9.96e-08, 1.54e-08, 2.27e-09, 1.41e-08, 2.26e-10, 1.68e-09, 4.45e-09, 1.71e-08]    [2.18e-06, 3.07e-06, 5.25e-06, 4.99e-06, 3.55e-06, 1.32e-06, 4.39e-06, 5.66e-10, 6.75e-11, 2.70e-08, 4.26e-07, 1.90e-06, 1.67e-06, 1.46e-07, 9.96e-08, 1.54e-08, 2.27e-09, 1.41e-08, 2.26e-10, 1.68e-09, 4.45e-09, 1.71e-08]    []  
78700     [1.22e-05, 3.60e-06, 7.40e-06, 5.90e-06, 5.39e-06, 1.57e-06, 4.89e-06, 1.78e-10, 2.87e-09, 3.37e-05, 3.76e-05, 2.03e-04, 2.48e-04, 1.16e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-11, 7.20e-10, 7.97e-09, 1.73e-08]    [1.22e-05, 3.60e-06, 7.40e-06, 5.90e-06, 5.39e-06, 1.57e-06, 4.89e-06, 1.78e-10, 2.87e-09, 3.37e-05, 3.76e-05, 2.03e-04, 2.48e-04, 1.16e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-11, 7.20e-10, 7.97e-09, 1.73e-08]    []  
78800     [2.97e-06, 2.87e-06, 5.62e-06, 5.29e-06, 3.42e-06, 1.24e-06, 4.01e-06, 2.35e-09, 5.75e-09, 1.25e-10, 2.29e-06, 4.59e-06, 4.89e-06, 4.32e-07, 1.94e-07, 5.25e-08, 1.46e-08, 6.35e-08, 2.99e-09, 3.19e-09, 1.64e-08, 1.93e-08]    [2.97e-06, 2.87e-06, 5.62e-06, 5.29e-06, 3.42e-06, 1.24e-06, 4.01e-06, 2.35e-09, 5.75e-09, 1.25e-10, 2.29e-06, 4.59e-06, 4.89e-06, 4.32e-07, 1.94e-07, 5.25e-08, 1.46e-08, 6.35e-08, 2.99e-09, 3.19e-09, 1.64e-08, 1.93e-08]    []  
78900     [2.13e-06, 3.15e-06, 5.48e-06, 5.10e-06, 3.64e-06, 1.31e-06, 4.41e-06, 4.91e-07, 4.62e-05, 2.44e-08, 2.51e-07, 1.67e-06, 1.51e-06, 2.49e-07, 2.45e-07, 3.72e-08, 0.00e+00, 2.09e-08, 0.00e+00, 5.84e-06, 2.67e-07, 3.15e-05]    [2.13e-06, 3.15e-06, 5.48e-06, 5.10e-06, 3.64e-06, 1.31e-06, 4.41e-06, 4.91e-07, 4.62e-05, 2.44e-08, 2.51e-07, 1.67e-06, 1.51e-06, 2.49e-07, 2.45e-07, 3.72e-08, 0.00e+00, 2.09e-08, 0.00e+00, 5.84e-06, 2.67e-07, 3.15e-05]    []  
79000     [1.81e-06, 2.98e-06, 5.20e-06, 4.95e-06, 3.38e-06, 1.28e-06, 4.18e-06, 1.15e-07, 1.76e-08, 1.24e-07, 2.41e-07, 2.41e-06, 1.74e-06, 3.07e-06, 9.11e-08, 1.38e-09, 0.00e+00, 6.05e-09, 1.63e-08, 1.93e-09, 1.06e-07, 1.44e-08]    [1.81e-06, 2.98e-06, 5.20e-06, 4.95e-06, 3.38e-06, 1.28e-06, 4.18e-06, 1.15e-07, 1.76e-08, 1.24e-07, 2.41e-07, 2.41e-06, 1.74e-06, 3.07e-06, 9.11e-08, 1.38e-09, 0.00e+00, 6.05e-09, 1.63e-08, 1.93e-09, 1.06e-07, 1.44e-08]    []  
79100     [2.05e-06, 2.93e-06, 5.36e-06, 4.97e-06, 3.28e-06, 1.38e-06, 3.94e-06, 1.23e-07, 4.16e-09, 3.55e-09, 2.30e-07, 1.99e-06, 1.64e-06, 1.73e-07, 8.27e-08, 1.28e-08, 4.69e-09, 1.71e-08, 0.00e+00, 7.97e-10, 1.20e-07, 2.24e-08]    [2.05e-06, 2.93e-06, 5.36e-06, 4.97e-06, 3.28e-06, 1.38e-06, 3.94e-06, 1.23e-07, 4.16e-09, 3.55e-09, 2.30e-07, 1.99e-06, 1.64e-06, 1.73e-07, 8.27e-08, 1.28e-08, 4.69e-09, 1.71e-08, 0.00e+00, 7.97e-10, 1.20e-07, 2.24e-08]    []  
79200     [1.91e-06, 2.89e-06, 5.29e-06, 4.87e-06, 3.20e-06, 1.33e-06, 3.89e-06, 3.06e-11, 7.37e-10, 3.44e-13, 1.54e-07, 1.80e-06, 1.42e-06, 4.23e-08, 5.08e-08, 5.55e-09, 2.10e-09, 1.02e-08, 2.03e-10, 1.04e-09, 3.57e-09, 1.29e-08]    [1.91e-06, 2.89e-06, 5.29e-06, 4.87e-06, 3.20e-06, 1.33e-06, 3.89e-06, 3.06e-11, 7.37e-10, 3.44e-13, 1.54e-07, 1.80e-06, 1.42e-06, 4.23e-08, 5.08e-08, 5.55e-09, 2.10e-09, 1.02e-08, 2.03e-10, 1.04e-09, 3.57e-09, 1.29e-08]    []  
79300     [1.14e-05, 4.22e-06, 6.91e-06, 5.62e-06, 2.52e-06, 1.77e-06, 4.26e-06, 2.50e-05, 2.23e-04, 5.57e-06, 5.59e-05, 9.92e-05, 2.66e-05, 2.15e-04, 4.64e-06, 5.09e-06, 5.18e-07, 1.37e-07, 5.07e-06, 0.00e+00, 2.57e-05, 2.44e-04]    [1.14e-05, 4.22e-06, 6.91e-06, 5.62e-06, 2.52e-06, 1.77e-06, 4.26e-06, 2.50e-05, 2.23e-04, 5.57e-06, 5.59e-05, 9.92e-05, 2.66e-05, 2.15e-04, 4.64e-06, 5.09e-06, 5.18e-07, 1.37e-07, 5.07e-06, 0.00e+00, 2.57e-05, 2.44e-04]    []  
79400     [2.03e-06, 2.85e-06, 5.27e-06, 5.18e-06, 2.82e-06, 1.42e-06, 4.20e-06, 1.18e-11, 8.51e-09, 2.13e-11, 2.27e-07, 1.68e-06, 1.42e-06, 5.05e-08, 2.02e-08, 3.08e-09, 3.62e-09, 1.32e-08, 2.16e-10, 1.32e-09, 1.00e-08, 1.74e-08]    [2.03e-06, 2.85e-06, 5.27e-06, 5.18e-06, 2.82e-06, 1.42e-06, 4.20e-06, 1.18e-11, 8.51e-09, 2.13e-11, 2.27e-07, 1.68e-06, 1.42e-06, 5.05e-08, 2.02e-08, 3.08e-09, 3.62e-09, 1.32e-08, 2.16e-10, 1.32e-09, 1.00e-08, 1.74e-08]    []  
79500     [1.91e-06, 2.79e-06, 5.24e-06, 4.86e-06, 2.92e-06, 1.35e-06, 4.23e-06, 5.00e-10, 9.40e-10, 7.83e-12, 1.85e-07, 1.61e-06, 1.34e-06, 3.89e-08, 6.33e-09, 1.36e-09, 3.24e-09, 8.58e-09, 6.50e-11, 5.47e-10, 9.71e-09, 1.80e-08]    [1.91e-06, 2.79e-06, 5.24e-06, 4.86e-06, 2.92e-06, 1.35e-06, 4.23e-06, 5.00e-10, 9.40e-10, 7.83e-12, 1.85e-07, 1.61e-06, 1.34e-06, 3.89e-08, 6.33e-09, 1.36e-09, 3.24e-09, 8.58e-09, 6.50e-11, 5.47e-10, 9.71e-09, 1.80e-08]    []  
79600     [1.85e-06, 2.74e-06, 5.27e-06, 4.67e-06, 2.97e-06, 1.28e-06, 4.21e-06, 1.75e-09, 6.94e-10, 2.10e-09, 1.83e-07, 1.54e-06, 1.35e-06, 6.95e-08, 4.80e-09, 2.20e-09, 4.41e-09, 7.61e-09, 2.23e-11, 4.92e-10, 1.11e-08, 1.83e-08]    [1.85e-06, 2.74e-06, 5.27e-06, 4.67e-06, 2.97e-06, 1.28e-06, 4.21e-06, 1.75e-09, 6.94e-10, 2.10e-09, 1.83e-07, 1.54e-06, 1.35e-06, 6.95e-08, 4.80e-09, 2.20e-09, 4.41e-09, 7.61e-09, 2.23e-11, 4.92e-10, 1.11e-08, 1.83e-08]    []  
79700     [2.00e-06, 2.81e-06, 5.49e-06, 4.17e-06, 3.61e-06, 1.40e-06, 4.30e-06, 8.61e-08, 1.61e-07, 1.83e-07, 1.19e-06, 2.90e-06, 2.91e-06, 1.07e-06, 1.26e-07, 1.79e-08, 5.68e-09, 6.94e-08, 3.65e-08, 4.49e-08, 9.10e-08, 1.57e-07]    [2.00e-06, 2.81e-06, 5.49e-06, 4.17e-06, 3.61e-06, 1.40e-06, 4.30e-06, 8.61e-08, 1.61e-07, 1.83e-07, 1.19e-06, 2.90e-06, 2.91e-06, 1.07e-06, 1.26e-07, 1.79e-08, 5.68e-09, 6.94e-08, 3.65e-08, 4.49e-08, 9.10e-08, 1.57e-07]    []  
79800     [2.01e-06, 2.80e-06, 5.47e-06, 4.16e-06, 3.67e-06, 1.34e-06, 4.18e-06, 1.30e-08, 1.24e-10, 1.04e-11, 1.72e-07, 1.91e-06, 1.56e-06, 3.67e-08, 8.32e-08, 8.72e-09, 4.13e-09, 1.71e-08, 1.11e-08, 1.32e-08, 4.56e-08, 4.10e-08]    [2.01e-06, 2.80e-06, 5.47e-06, 4.16e-06, 3.67e-06, 1.34e-06, 4.18e-06, 1.30e-08, 1.24e-10, 1.04e-11, 1.72e-07, 1.91e-06, 1.56e-06, 3.67e-08, 8.32e-08, 8.72e-09, 4.13e-09, 1.71e-08, 1.11e-08, 1.32e-08, 4.56e-08, 4.10e-08]    []  
79900     [1.92e-06, 2.72e-06, 5.52e-06, 4.07e-06, 3.66e-06, 1.29e-06, 4.11e-06, 1.07e-08, 1.89e-09, 1.14e-14, 1.52e-07, 1.86e-06, 1.50e-06, 3.54e-08, 5.96e-08, 6.74e-09, 4.29e-09, 1.84e-08, 8.93e-09, 9.93e-09, 4.09e-08, 4.31e-08]    [1.92e-06, 2.72e-06, 5.52e-06, 4.07e-06, 3.66e-06, 1.29e-06, 4.11e-06, 1.07e-08, 1.89e-09, 1.14e-14, 1.52e-07, 1.86e-06, 1.50e-06, 3.54e-08, 5.96e-08, 6.74e-09, 4.29e-09, 1.84e-08, 8.93e-09, 9.93e-09, 4.09e-08, 4.31e-08]    []  
80000     [1.77e-06, 2.45e-06, 5.33e-06, 3.44e-06, 3.69e-06, 1.20e-06, 3.75e-06, 9.67e-08, 3.92e-07, 3.80e-06, 1.22e-05, 1.55e-05, 7.03e-06, 3.42e-05, 2.43e-14, 0.00e+00, 6.28e-11, 2.59e-08, 2.29e-10, 1.04e-12, 1.60e-07, 4.54e-07]    [1.77e-06, 2.45e-06, 5.33e-06, 3.44e-06, 3.69e-06, 1.20e-06, 3.75e-06, 9.67e-08, 3.92e-07, 3.80e-06, 1.22e-05, 1.55e-05, 7.03e-06, 3.42e-05, 2.43e-14, 0.00e+00, 6.28e-11, 2.59e-08, 2.29e-10, 1.04e-12, 1.60e-07, 4.54e-07]    []  

Best model at step 48760:
  train loss: 1.93e-05
  test loss: 1.93e-05
  test metric: []

'train' took 37.069933 s

Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
80000     [1.77e-06, 2.45e-06, 5.33e-06, 3.44e-06, 3.69e-06, 1.20e-06, 3.75e-06, 9.67e-08, 3.92e-07, 3.80e-06, 1.22e-05, 1.55e-05, 7.03e-06, 3.42e-05, 2.43e-14, 0.00e+00, 6.28e-11, 2.59e-08, 2.29e-10, 1.04e-12, 1.60e-07, 4.54e-07]    [1.77e-06, 2.45e-06, 5.33e-06, 3.44e-06, 3.69e-06, 1.20e-06, 3.75e-06, 9.67e-08, 3.92e-07, 3.80e-06, 1.22e-05, 1.55e-05, 7.03e-06, 3.42e-05, 2.43e-14, 0.00e+00, 6.28e-11, 2.59e-08, 2.29e-10, 1.04e-12, 1.60e-07, 4.54e-07]    []  
80100     [2.05e-06, 2.62e-06, 5.60e-06, 4.08e-06, 3.62e-06, 1.18e-06, 3.70e-06, 5.30e-09, 7.11e-14, 7.41e-11, 1.25e-07, 2.08e-06, 1.77e-06, 3.29e-08, 2.24e-08, 6.46e-09, 2.23e-09, 5.34e-09, 8.22e-09, 5.14e-09, 2.83e-08, 2.56e-08]    [2.05e-06, 2.62e-06, 5.60e-06, 4.08e-06, 3.62e-06, 1.18e-06, 3.70e-06, 5.30e-09, 7.11e-14, 7.41e-11, 1.25e-07, 2.08e-06, 1.77e-06, 3.29e-08, 2.24e-08, 6.46e-09, 2.23e-09, 5.34e-09, 8.22e-09, 5.14e-09, 2.83e-08, 2.56e-08]    []  
80200     [2.00e-06, 2.85e-06, 5.81e-06, 4.14e-06, 3.95e-06, 1.87e-06, 3.60e-06, 4.39e-04, 9.37e-07, 4.09e-08, 7.80e-07, 4.30e-06, 4.68e-06, 3.77e-07, 1.45e-08, 2.35e-07, 0.00e+00, 6.09e-08, 4.02e-05, 1.27e-07, 1.81e-04, 8.44e-07]    [2.00e-06, 2.85e-06, 5.81e-06, 4.14e-06, 3.95e-06, 1.87e-06, 3.60e-06, 4.39e-04, 9.37e-07, 4.09e-08, 7.80e-07, 4.30e-06, 4.68e-06, 3.77e-07, 1.45e-08, 2.35e-07, 0.00e+00, 6.09e-08, 4.02e-05, 1.27e-07, 1.81e-04, 8.44e-07]    []  
80300     [2.58e-06, 2.37e-06, 5.38e-06, 3.17e-06, 3.40e-06, 1.80e-06, 3.77e-06, 1.20e-08, 8.18e-10, 5.75e-08, 7.59e-06, 7.44e-06, 1.45e-05, 9.71e-07, 3.04e-08, 7.46e-08, 1.13e-07, 9.05e-08, 8.63e-10, 7.52e-09, 2.05e-08, 3.21e-08]    [2.58e-06, 2.37e-06, 5.38e-06, 3.17e-06, 3.40e-06, 1.80e-06, 3.77e-06, 1.20e-08, 8.18e-10, 5.75e-08, 7.59e-06, 7.44e-06, 1.45e-05, 9.71e-07, 3.04e-08, 7.46e-08, 1.13e-07, 9.05e-08, 8.63e-10, 7.52e-09, 2.05e-08, 3.21e-08]    []  
80400     [2.18e-06, 2.56e-06, 5.79e-06, 3.72e-06, 3.73e-06, 1.64e-06, 3.63e-06, 4.24e-10, 5.24e-10, 7.14e-11, 1.58e-07, 2.31e-06, 2.00e-06, 4.06e-08, 2.44e-08, 9.02e-09, 3.04e-09, 7.20e-09, 1.25e-09, 5.88e-09, 6.69e-09, 2.94e-08]    [2.18e-06, 2.56e-06, 5.79e-06, 3.72e-06, 3.73e-06, 1.64e-06, 3.63e-06, 4.24e-10, 5.24e-10, 7.14e-11, 1.58e-07, 2.31e-06, 2.00e-06, 4.06e-08, 2.44e-08, 9.02e-09, 3.04e-09, 7.20e-09, 1.25e-09, 5.88e-09, 6.69e-09, 2.94e-08]    []  
80500     [1.98e-06, 2.56e-06, 5.81e-06, 3.81e-06, 3.69e-06, 1.49e-06, 3.57e-06, 2.51e-10, 2.14e-09, 5.69e-11, 1.50e-07, 2.15e-06, 1.78e-06, 3.76e-08, 1.85e-08, 6.54e-09, 2.98e-09, 8.53e-09, 1.17e-09, 5.17e-09, 6.52e-09, 2.76e-08]    [1.98e-06, 2.56e-06, 5.81e-06, 3.81e-06, 3.69e-06, 1.49e-06, 3.57e-06, 2.51e-10, 2.14e-09, 5.69e-11, 1.50e-07, 2.15e-06, 1.78e-06, 3.76e-08, 1.85e-08, 6.54e-09, 2.98e-09, 8.53e-09, 1.17e-09, 5.17e-09, 6.52e-09, 2.76e-08]    []  
80600     [1.86e-06, 2.54e-06, 5.84e-06, 3.88e-06, 3.64e-06, 1.37e-06, 3.51e-06, 1.96e-10, 9.32e-09, 1.59e-09, 1.52e-07, 2.03e-06, 1.70e-06, 6.03e-08, 1.64e-08, 6.95e-09, 4.45e-09, 8.97e-09, 1.16e-09, 5.85e-09, 7.10e-09, 2.99e-08]    [1.86e-06, 2.54e-06, 5.84e-06, 3.88e-06, 3.64e-06, 1.37e-06, 3.51e-06, 1.96e-10, 9.32e-09, 1.59e-09, 1.52e-07, 2.03e-06, 1.70e-06, 6.03e-08, 1.64e-08, 6.95e-09, 4.45e-09, 8.97e-09, 1.16e-09, 5.85e-09, 7.10e-09, 2.99e-08]    []  
80700     [2.11e-06, 2.62e-06, 5.47e-06, 3.69e-06, 3.72e-06, 1.32e-06, 4.53e-06, 1.77e-08, 1.04e-06, 7.26e-09, 1.12e-06, 2.87e-06, 3.09e-06, 5.15e-07, 4.33e-08, 4.41e-08, 4.78e-09, 4.60e-08, 7.50e-10, 1.82e-07, 3.08e-08, 1.19e-06]    [2.11e-06, 2.62e-06, 5.47e-06, 3.69e-06, 3.72e-06, 1.32e-06, 4.53e-06, 1.77e-08, 1.04e-06, 7.26e-09, 1.12e-06, 2.87e-06, 3.09e-06, 5.15e-07, 4.33e-08, 4.41e-08, 4.78e-09, 4.60e-08, 7.50e-10, 1.82e-07, 3.08e-08, 1.19e-06]    []  
80800     [1.85e-06, 2.54e-06, 5.57e-06, 3.74e-06, 3.66e-06, 1.17e-06, 4.24e-06, 1.05e-09, 1.35e-10, 1.20e-10, 2.23e-07, 2.12e-06, 1.92e-06, 3.86e-08, 2.65e-08, 4.90e-09, 7.82e-09, 1.08e-08, 3.32e-09, 3.26e-09, 1.44e-08, 2.61e-08]    [1.85e-06, 2.54e-06, 5.57e-06, 3.74e-06, 3.66e-06, 1.17e-06, 4.24e-06, 1.05e-09, 1.35e-10, 1.20e-10, 2.23e-07, 2.12e-06, 1.92e-06, 3.86e-08, 2.65e-08, 4.90e-09, 7.82e-09, 1.08e-08, 3.32e-09, 3.26e-09, 1.44e-08, 2.61e-08]    []  
80900     [1.79e-06, 2.48e-06, 5.67e-06, 3.79e-06, 3.60e-06, 1.08e-06, 4.05e-06, 1.11e-09, 3.18e-10, 2.58e-10, 2.00e-07, 1.99e-06, 1.81e-06, 3.33e-08, 2.19e-08, 4.55e-09, 8.44e-09, 1.01e-08, 3.30e-09, 2.85e-09, 1.62e-08, 2.50e-08]    [1.79e-06, 2.48e-06, 5.67e-06, 3.79e-06, 3.60e-06, 1.08e-06, 4.05e-06, 1.11e-09, 3.18e-10, 2.58e-10, 2.00e-07, 1.99e-06, 1.81e-06, 3.33e-08, 2.19e-08, 4.55e-09, 8.44e-09, 1.01e-08, 3.30e-09, 2.85e-09, 1.62e-08, 2.50e-08]    []  
81000     [1.63e-06, 2.53e-06, 5.54e-06, 3.51e-06, 3.70e-06, 1.21e-06, 3.86e-06, 5.28e-06, 1.01e-11, 1.12e-07, 1.19e-06, 4.65e-06, 3.03e-06, 6.53e-06, 4.20e-09, 0.00e+00, 5.62e-10, 1.15e-09, 0.00e+00, 2.70e-09, 3.94e-06, 1.94e-08]    [1.63e-06, 2.53e-06, 5.54e-06, 3.51e-06, 3.70e-06, 1.21e-06, 3.86e-06, 5.28e-06, 1.01e-11, 1.12e-07, 1.19e-06, 4.65e-06, 3.03e-06, 6.53e-06, 4.20e-09, 0.00e+00, 5.62e-10, 1.15e-09, 0.00e+00, 2.70e-09, 3.94e-06, 1.94e-08]    []  
81100     [1.83e-06, 2.50e-06, 5.71e-06, 3.76e-06, 3.56e-06, 1.06e-06, 3.71e-06, 4.96e-10, 1.23e-10, 3.79e-11, 1.55e-07, 2.09e-06, 1.83e-06, 2.93e-08, 1.96e-08, 3.62e-09, 5.07e-09, 6.91e-09, 2.85e-09, 2.28e-09, 9.59e-09, 2.02e-08]    [1.83e-06, 2.50e-06, 5.71e-06, 3.76e-06, 3.56e-06, 1.06e-06, 3.71e-06, 4.96e-10, 1.23e-10, 3.79e-11, 1.55e-07, 2.09e-06, 1.83e-06, 2.93e-08, 1.96e-08, 3.62e-09, 5.07e-09, 6.91e-09, 2.85e-09, 2.28e-09, 9.59e-09, 2.02e-08]    []  
81200     [9.14e-05, 5.64e-06, 1.50e-05, 1.53e-05, 1.13e-05, 4.50e-06, 8.90e-06, 3.79e-04, 6.64e-10, 2.87e-04, 3.45e-04, 1.17e-03, 1.90e-03, 8.05e-03, 1.43e-04, 1.19e-04, 6.16e-05, 3.17e-05, 0.00e+00, 4.05e-08, 4.13e-04, 2.45e-07]    [9.14e-05, 5.64e-06, 1.50e-05, 1.53e-05, 1.13e-05, 4.50e-06, 8.90e-06, 3.79e-04, 6.64e-10, 2.87e-04, 3.45e-04, 1.17e-03, 1.90e-03, 8.05e-03, 1.43e-04, 1.19e-04, 6.16e-05, 3.17e-05, 0.00e+00, 4.05e-08, 4.13e-04, 2.45e-07]    []  
81300     [1.85e-06, 2.49e-06, 5.79e-06, 3.65e-06, 3.47e-06, 1.46e-06, 3.59e-06, 1.33e-08, 4.93e-10, 4.47e-10, 1.60e-07, 2.16e-06, 2.00e-06, 4.98e-08, 1.36e-08, 4.70e-09, 6.21e-09, 5.52e-09, 2.99e-10, 2.23e-09, 2.36e-08, 2.25e-08]    [1.85e-06, 2.49e-06, 5.79e-06, 3.65e-06, 3.47e-06, 1.46e-06, 3.59e-06, 1.33e-08, 4.93e-10, 4.47e-10, 1.60e-07, 2.16e-06, 2.00e-06, 4.98e-08, 1.36e-08, 4.70e-09, 6.21e-09, 5.52e-09, 2.99e-10, 2.23e-09, 2.36e-08, 2.25e-08]    []  
81400     [1.77e-06, 2.46e-06, 5.89e-06, 3.64e-06, 3.48e-06, 1.27e-06, 3.49e-06, 4.42e-09, 2.29e-09, 6.61e-11, 1.66e-07, 1.98e-06, 1.78e-06, 3.09e-08, 1.85e-08, 4.15e-09, 6.05e-09, 5.87e-09, 3.37e-09, 4.20e-09, 1.26e-08, 2.38e-08]    [1.77e-06, 2.46e-06, 5.89e-06, 3.64e-06, 3.48e-06, 1.27e-06, 3.49e-06, 4.42e-09, 2.29e-09, 6.61e-11, 1.66e-07, 1.98e-06, 1.78e-06, 3.09e-08, 1.85e-08, 4.15e-09, 6.05e-09, 5.87e-09, 3.37e-09, 4.20e-09, 1.26e-08, 2.38e-08]    []  
81500     [1.78e-06, 2.50e-06, 5.75e-06, 3.39e-06, 3.72e-06, 1.22e-06, 3.44e-06, 5.11e-08, 1.79e-09, 3.37e-09, 1.51e-06, 3.91e-06, 5.18e-06, 2.00e-06, 1.77e-09, 0.00e+00, 0.00e+00, 6.86e-11, 5.93e-09, 1.86e-09, 3.37e-08, 2.01e-08]    [1.78e-06, 2.50e-06, 5.75e-06, 3.39e-06, 3.72e-06, 1.22e-06, 3.44e-06, 5.11e-08, 1.79e-09, 3.37e-09, 1.51e-06, 3.91e-06, 5.18e-06, 2.00e-06, 1.77e-09, 0.00e+00, 0.00e+00, 6.86e-11, 5.93e-09, 1.86e-09, 3.37e-08, 2.01e-08]    []  
81600     [1.76e-06, 2.44e-06, 5.89e-06, 3.59e-06, 3.49e-06, 1.01e-06, 3.24e-06, 3.10e-10, 1.38e-09, 4.21e-12, 1.47e-07, 2.05e-06, 1.81e-06, 2.99e-08, 1.68e-08, 3.36e-09, 3.58e-09, 4.48e-09, 1.42e-09, 1.45e-09, 6.84e-09, 2.07e-08]    [1.76e-06, 2.44e-06, 5.89e-06, 3.59e-06, 3.49e-06, 1.01e-06, 3.24e-06, 3.10e-10, 1.38e-09, 4.21e-12, 1.47e-07, 2.05e-06, 1.81e-06, 2.99e-08, 1.68e-08, 3.36e-09, 3.58e-09, 4.48e-09, 1.42e-09, 1.45e-09, 6.84e-09, 2.07e-08]    []  
81700     [1.53e-06, 2.45e-06, 5.46e-06, 3.02e-06, 3.38e-06, 1.06e-06, 3.21e-06, 3.98e-07, 6.37e-07, 7.16e-06, 5.55e-06, 1.18e-05, 2.08e-05, 5.09e-05, 7.58e-08, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-08, 0.00e+00, 2.36e-07, 8.47e-07]    [1.53e-06, 2.45e-06, 5.46e-06, 3.02e-06, 3.38e-06, 1.06e-06, 3.21e-06, 3.98e-07, 6.37e-07, 7.16e-06, 5.55e-06, 1.18e-05, 2.08e-05, 5.09e-05, 7.58e-08, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-08, 0.00e+00, 2.36e-07, 8.47e-07]    []  
81800     [1.73e-06, 2.38e-06, 5.91e-06, 3.53e-06, 3.50e-06, 8.04e-07, 3.04e-06, 8.02e-12, 1.61e-10, 1.37e-11, 1.47e-07, 2.08e-06, 1.81e-06, 3.60e-08, 1.72e-08, 2.70e-09, 2.44e-09, 4.25e-09, 1.14e-09, 1.31e-09, 4.99e-09, 1.65e-08]    [1.73e-06, 2.38e-06, 5.91e-06, 3.53e-06, 3.50e-06, 8.04e-07, 3.04e-06, 8.02e-12, 1.61e-10, 1.37e-11, 1.47e-07, 2.08e-06, 1.81e-06, 3.60e-08, 1.72e-08, 2.70e-09, 2.44e-09, 4.25e-09, 1.14e-09, 1.31e-09, 4.99e-09, 1.65e-08]    []  
81900     [1.20e-05, 2.25e-06, 8.67e-06, 2.16e-06, 4.62e-06, 4.16e-06, 7.41e-06, 7.55e-05, 5.66e-06, 1.18e-04, 2.41e-04, 7.86e-04, 9.82e-04, 3.13e-04, 4.84e-07, 2.95e-06, 0.00e+00, 0.00e+00, 0.00e+00, 9.00e-06, 4.56e-05, 4.83e-05]    [1.20e-05, 2.25e-06, 8.67e-06, 2.16e-06, 4.62e-06, 4.16e-06, 7.41e-06, 7.55e-05, 5.66e-06, 1.18e-04, 2.41e-04, 7.86e-04, 9.82e-04, 3.13e-04, 4.84e-07, 2.95e-06, 0.00e+00, 0.00e+00, 0.00e+00, 9.00e-06, 4.56e-05, 4.83e-05]    []  
82000     [2.39e-06, 2.21e-06, 6.52e-06, 3.97e-06, 3.15e-06, 2.11e-06, 4.52e-06, 1.78e-09, 1.63e-09, 7.35e-09, 2.51e-06, 8.27e-06, 5.41e-06, 1.75e-07, 9.06e-09, 1.00e-07, 2.91e-08, 1.69e-07, 1.32e-09, 1.97e-09, 8.09e-09, 3.67e-08]    [2.39e-06, 2.21e-06, 6.52e-06, 3.97e-06, 3.15e-06, 2.11e-06, 4.52e-06, 1.78e-09, 1.63e-09, 7.35e-09, 2.51e-06, 8.27e-06, 5.41e-06, 1.75e-07, 9.06e-09, 1.00e-07, 2.91e-08, 1.69e-07, 1.32e-09, 1.97e-09, 8.09e-09, 3.67e-08]    []  

Best model at step 48760:
  train loss: 1.93e-05
  test loss: 1.93e-05
  test metric: []

'train' took 38.885478 s

Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
82000     [2.39e-06, 2.21e-06, 6.52e-06, 3.97e-06, 3.15e-06, 2.11e-06, 4.52e-06, 1.78e-09, 1.63e-09, 7.35e-09, 2.51e-06, 8.27e-06, 5.41e-06, 1.75e-07, 9.06e-09, 1.00e-07, 2.91e-08, 1.69e-07, 1.32e-09, 1.97e-09, 8.09e-09, 3.67e-08]    [2.39e-06, 2.21e-06, 6.52e-06, 3.97e-06, 3.15e-06, 2.11e-06, 4.52e-06, 1.78e-09, 1.63e-09, 7.35e-09, 2.51e-06, 8.27e-06, 5.41e-06, 1.75e-07, 9.06e-09, 1.00e-07, 2.91e-08, 1.69e-07, 1.32e-09, 1.97e-09, 8.09e-09, 3.67e-08]    []  
82100     [2.16e-06, 2.32e-06, 6.22e-06, 3.81e-06, 3.12e-06, 1.68e-06, 4.06e-06, 3.12e-11, 1.95e-08, 4.37e-10, 1.44e-06, 4.69e-06, 3.23e-06, 3.46e-08, 6.90e-09, 1.35e-08, 2.07e-08, 2.85e-08, 8.60e-11, 1.16e-09, 3.31e-09, 8.20e-08]    [2.16e-06, 2.32e-06, 6.22e-06, 3.81e-06, 3.12e-06, 1.68e-06, 4.06e-06, 3.12e-11, 1.95e-08, 4.37e-10, 1.44e-06, 4.69e-06, 3.23e-06, 3.46e-08, 6.90e-09, 1.35e-08, 2.07e-08, 2.85e-08, 8.60e-11, 1.16e-09, 3.31e-09, 8.20e-08]    []  
82200     [1.90e-06, 2.40e-06, 6.07e-06, 3.76e-06, 3.16e-06, 1.42e-06, 3.85e-06, 8.02e-12, 3.18e-08, 2.44e-10, 8.44e-07, 3.38e-06, 2.44e-06, 3.59e-08, 1.01e-08, 1.07e-08, 1.43e-08, 1.35e-08, 8.85e-11, 6.76e-09, 1.96e-09, 3.65e-08]    [1.90e-06, 2.40e-06, 6.07e-06, 3.76e-06, 3.16e-06, 1.42e-06, 3.85e-06, 8.02e-12, 3.18e-08, 2.44e-10, 8.44e-07, 3.38e-06, 2.44e-06, 3.59e-08, 1.01e-08, 1.07e-08, 1.43e-08, 1.35e-08, 8.85e-11, 6.76e-09, 1.96e-09, 3.65e-08]    []  
82300     [6.02e-06, 2.96e-06, 6.54e-06, 4.51e-06, 3.38e-06, 1.86e-06, 5.28e-06, 3.18e-07, 9.60e-05, 1.19e-05, 3.17e-05, 9.03e-05, 1.49e-04, 4.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.30e-05, 3.46e-07, 6.89e-05]    [6.02e-06, 2.96e-06, 6.54e-06, 4.51e-06, 3.38e-06, 1.86e-06, 5.28e-06, 3.18e-07, 9.60e-05, 1.19e-05, 3.17e-05, 9.03e-05, 1.49e-04, 4.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.30e-05, 3.46e-07, 6.89e-05]    []  
82400     [1.72e-06, 2.50e-06, 5.71e-06, 3.80e-06, 3.11e-06, 1.14e-06, 4.07e-06, 2.64e-11, 2.73e-09, 8.04e-10, 3.77e-07, 2.54e-06, 1.99e-06, 3.20e-08, 1.28e-08, 2.75e-09, 1.13e-08, 1.32e-08, 9.27e-10, 1.24e-09, 3.89e-09, 2.33e-08]    [1.72e-06, 2.50e-06, 5.71e-06, 3.80e-06, 3.11e-06, 1.14e-06, 4.07e-06, 2.64e-11, 2.73e-09, 8.04e-10, 3.77e-07, 2.54e-06, 1.99e-06, 3.20e-08, 1.28e-08, 2.75e-09, 1.13e-08, 1.32e-08, 9.27e-10, 1.24e-09, 3.89e-09, 2.33e-08]    []  
82500     [1.67e-06, 2.46e-06, 5.83e-06, 3.77e-06, 3.10e-06, 9.86e-07, 3.87e-06, 1.44e-11, 4.79e-11, 6.69e-12, 3.02e-07, 2.08e-06, 1.60e-06, 2.80e-08, 1.10e-08, 1.63e-09, 1.10e-08, 7.14e-09, 1.65e-09, 1.58e-09, 5.70e-09, 1.73e-08]    [1.67e-06, 2.46e-06, 5.83e-06, 3.77e-06, 3.10e-06, 9.86e-07, 3.87e-06, 1.44e-11, 4.79e-11, 6.69e-12, 3.02e-07, 2.08e-06, 1.60e-06, 2.80e-08, 1.10e-08, 1.63e-09, 1.10e-08, 7.14e-09, 1.65e-09, 1.58e-09, 5.70e-09, 1.73e-08]    []  
82600     [4.53e-06, 3.46e-06, 6.17e-06, 4.89e-06, 3.12e-06, 1.63e-06, 3.99e-06, 4.27e-10, 2.41e-12, 2.15e-05, 1.97e-05, 4.03e-05, 7.89e-05, 3.23e-04, 0.00e+00, 0.00e+00, 2.33e-09, 0.00e+00, 1.17e-09, 3.47e-09, 1.43e-07, 2.45e-08]    [4.53e-06, 3.46e-06, 6.17e-06, 4.89e-06, 3.12e-06, 1.63e-06, 3.99e-06, 4.27e-10, 2.41e-12, 2.15e-05, 1.97e-05, 4.03e-05, 7.89e-05, 3.23e-04, 0.00e+00, 0.00e+00, 2.33e-09, 0.00e+00, 1.17e-09, 3.47e-09, 1.43e-07, 2.45e-08]    []  
82700     [1.79e-06, 2.50e-06, 5.80e-06, 3.66e-06, 3.14e-06, 8.60e-07, 3.38e-06, 3.81e-09, 6.51e-10, 1.34e-09, 2.35e-07, 2.05e-06, 1.58e-06, 3.99e-08, 1.25e-08, 1.36e-09, 8.09e-09, 6.10e-09, 4.97e-09, 1.82e-09, 1.08e-08, 1.70e-08]    [1.79e-06, 2.50e-06, 5.80e-06, 3.66e-06, 3.14e-06, 8.60e-07, 3.38e-06, 3.81e-09, 6.51e-10, 1.34e-09, 2.35e-07, 2.05e-06, 1.58e-06, 3.99e-08, 1.25e-08, 1.36e-09, 8.09e-09, 6.10e-09, 4.97e-09, 1.82e-09, 1.08e-08, 1.70e-08]    []  
82800     [1.72e-06, 2.59e-06, 6.04e-06, 3.68e-06, 3.02e-06, 1.29e-06, 3.24e-06, 1.81e-07, 6.95e-09, 3.14e-10, 2.30e-07, 1.66e-06, 1.36e-06, 4.13e-08, 5.34e-09, 2.35e-09, 1.56e-08, 5.87e-09, 0.00e+00, 3.60e-09, 8.52e-07, 2.55e-08]    [1.72e-06, 2.59e-06, 6.04e-06, 3.68e-06, 3.02e-06, 1.29e-06, 3.24e-06, 1.81e-07, 6.95e-09, 3.14e-10, 2.30e-07, 1.66e-06, 1.36e-06, 4.13e-08, 5.34e-09, 2.35e-09, 1.56e-08, 5.87e-09, 0.00e+00, 3.60e-09, 8.52e-07, 2.55e-08]    []  
82900     [1.03e-04, 4.45e-06, 1.74e-05, 1.54e-05, 1.32e-05, 3.63e-06, 1.01e-05, 9.32e-07, 1.70e-07, 3.28e-04, 3.59e-04, 1.35e-03, 1.74e-03, 8.79e-03, 1.61e-04, 1.47e-04, 7.59e-05, 3.11e-05, 2.18e-07, 6.33e-08, 1.05e-06, 3.95e-07]    [1.03e-04, 4.45e-06, 1.74e-05, 1.54e-05, 1.32e-05, 3.63e-06, 1.01e-05, 9.32e-07, 1.70e-07, 3.28e-04, 3.59e-04, 1.35e-03, 1.74e-03, 8.79e-03, 1.61e-04, 1.47e-04, 7.59e-05, 3.11e-05, 2.18e-07, 6.33e-08, 1.05e-06, 3.95e-07]    []  
83000     [1.76e-06, 2.57e-06, 5.81e-06, 3.56e-06, 2.97e-06, 9.20e-07, 3.01e-06, 4.22e-07, 8.32e-10, 2.12e-08, 2.00e-07, 1.95e-06, 1.53e-06, 2.36e-07, 1.07e-08, 6.20e-09, 7.07e-09, 8.60e-09, 0.00e+00, 1.95e-09, 4.79e-07, 2.10e-08]    [1.76e-06, 2.57e-06, 5.81e-06, 3.56e-06, 2.97e-06, 9.20e-07, 3.01e-06, 4.22e-07, 8.32e-10, 2.12e-08, 2.00e-07, 1.95e-06, 1.53e-06, 2.36e-07, 1.07e-08, 6.20e-09, 7.07e-09, 8.60e-09, 0.00e+00, 1.95e-09, 4.79e-07, 2.10e-08]    []  
83100     [1.81e-06, 2.87e-06, 6.12e-06, 3.82e-06, 2.77e-06, 1.77e-06, 2.95e-06, 1.88e-05, 2.25e-06, 3.62e-08, 4.54e-07, 1.63e-06, 2.03e-06, 1.24e-06, 2.65e-08, 1.47e-08, 2.07e-08, 8.15e-08, 1.59e-06, 0.00e+00, 8.51e-06, 2.44e-06]    [1.81e-06, 2.87e-06, 6.12e-06, 3.82e-06, 2.77e-06, 1.77e-06, 2.95e-06, 1.88e-05, 2.25e-06, 3.62e-08, 4.54e-07, 1.63e-06, 2.03e-06, 1.24e-06, 2.65e-08, 1.47e-08, 2.07e-08, 8.15e-08, 1.59e-06, 0.00e+00, 8.51e-06, 2.44e-06]    []  
83200     [1.57e-06, 2.81e-06, 5.75e-06, 3.49e-06, 2.79e-06, 1.42e-06, 3.03e-06, 5.66e-11, 4.18e-09, 9.98e-09, 2.18e-07, 1.88e-06, 1.71e-06, 2.64e-07, 1.37e-08, 1.29e-09, 7.07e-09, 1.65e-08, 7.05e-10, 3.61e-09, 2.90e-09, 2.76e-08]    [1.57e-06, 2.81e-06, 5.75e-06, 3.49e-06, 2.79e-06, 1.42e-06, 3.03e-06, 5.66e-11, 4.18e-09, 9.98e-09, 2.18e-07, 1.88e-06, 1.71e-06, 2.64e-07, 1.37e-08, 1.29e-09, 7.07e-09, 1.65e-08, 7.05e-10, 3.61e-09, 2.90e-09, 2.76e-08]    []  
83300     [7.80e-06, 3.21e-06, 5.59e-06, 3.47e-06, 2.76e-06, 1.43e-06, 3.04e-06, 3.36e-07, 9.30e-06, 7.33e-06, 2.14e-05, 6.25e-05, 1.06e-04, 2.89e-04, 3.09e-06, 4.19e-06, 1.72e-06, 1.48e-06, 0.00e+00, 9.50e-07, 3.08e-07, 5.56e-06]    [7.80e-06, 3.21e-06, 5.59e-06, 3.47e-06, 2.76e-06, 1.43e-06, 3.04e-06, 3.36e-07, 9.30e-06, 7.33e-06, 2.14e-05, 6.25e-05, 1.06e-04, 2.89e-04, 3.09e-06, 4.19e-06, 1.72e-06, 1.48e-06, 0.00e+00, 9.50e-07, 3.08e-07, 5.56e-06]    []  
83400     [1.54e-06, 2.67e-06, 5.72e-06, 3.34e-06, 2.72e-06, 8.42e-07, 2.82e-06, 2.62e-08, 4.63e-09, 5.45e-11, 1.74e-07, 1.43e-06, 1.26e-06, 5.64e-08, 5.43e-09, 1.22e-09, 4.94e-09, 2.15e-09, 1.73e-10, 4.68e-09, 3.21e-08, 2.25e-08]    [1.54e-06, 2.67e-06, 5.72e-06, 3.34e-06, 2.72e-06, 8.42e-07, 2.82e-06, 2.62e-08, 4.63e-09, 5.45e-11, 1.74e-07, 1.43e-06, 1.26e-06, 5.64e-08, 5.43e-09, 1.22e-09, 4.94e-09, 2.15e-09, 1.73e-10, 4.68e-09, 3.21e-08, 2.25e-08]    []  
83500     [4.04e-06, 2.87e-06, 5.34e-06, 3.81e-06, 2.58e-06, 1.32e-06, 3.98e-06, 1.75e-05, 1.08e-04, 6.97e-06, 2.72e-05, 4.02e-05, 1.22e-04, 1.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.47e-05, 1.62e-04]    [4.04e-06, 2.87e-06, 5.34e-06, 3.81e-06, 2.58e-06, 1.32e-06, 3.98e-06, 1.75e-05, 1.08e-04, 6.97e-06, 2.72e-05, 4.02e-05, 1.22e-04, 1.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.47e-05, 1.62e-04]    []  
83600     [1.38e-06, 2.67e-06, 5.41e-06, 3.63e-06, 2.34e-06, 8.25e-07, 3.39e-06, 8.08e-09, 4.07e-09, 6.70e-11, 1.82e-07, 1.36e-06, 1.14e-06, 3.12e-08, 7.78e-09, 1.80e-10, 9.83e-09, 6.71e-09, 4.93e-09, 1.45e-09, 1.57e-08, 2.36e-08]    [1.38e-06, 2.67e-06, 5.41e-06, 3.63e-06, 2.34e-06, 8.25e-07, 3.39e-06, 8.08e-09, 4.07e-09, 6.70e-11, 1.82e-07, 1.36e-06, 1.14e-06, 3.12e-08, 7.78e-09, 1.80e-10, 9.83e-09, 6.71e-09, 4.93e-09, 1.45e-09, 1.57e-08, 2.36e-08]    []  
83700     [7.47e-06, 2.89e-06, 5.67e-06, 3.66e-06, 3.60e-06, 1.76e-06, 3.83e-06, 2.74e-07, 8.72e-09, 5.85e-06, 9.83e-05, 1.20e-04, 4.66e-04, 5.10e-04, 0.00e+00, 0.00e+00, 1.90e-10, 0.00e+00, 0.00e+00, 4.56e-09, 4.48e-07, 4.20e-08]    [7.47e-06, 2.89e-06, 5.67e-06, 3.66e-06, 3.60e-06, 1.76e-06, 3.83e-06, 2.74e-07, 8.72e-09, 5.85e-06, 9.83e-05, 1.20e-04, 4.66e-04, 5.10e-04, 0.00e+00, 0.00e+00, 1.90e-10, 0.00e+00, 0.00e+00, 4.56e-09, 4.48e-07, 4.20e-08]    []  
83800     [1.44e-06, 2.83e-06, 5.45e-06, 3.44e-06, 2.31e-06, 9.95e-07, 2.86e-06, 8.82e-10, 1.83e-09, 1.84e-10, 1.84e-07, 1.31e-06, 1.20e-06, 4.81e-08, 7.77e-09, 1.08e-09, 8.16e-09, 4.84e-09, 2.19e-09, 1.78e-09, 6.02e-09, 2.16e-08]    [1.44e-06, 2.83e-06, 5.45e-06, 3.44e-06, 2.31e-06, 9.95e-07, 2.86e-06, 8.82e-10, 1.83e-09, 1.84e-10, 1.84e-07, 1.31e-06, 1.20e-06, 4.81e-08, 7.77e-09, 1.08e-09, 8.16e-09, 4.84e-09, 2.19e-09, 1.78e-09, 6.02e-09, 2.16e-08]    []  
83900     [9.45e-06, 7.74e-06, 6.40e-06, 5.27e-06, 4.18e-06, 1.82e-06, 4.98e-06, 6.06e-04, 1.05e-06, 3.12e-05, 2.65e-04, 1.81e-04, 1.15e-03, 1.55e-03, 1.01e-06, 5.00e-06, 2.61e-08, 7.57e-05, 0.00e+00, 1.65e-07, 6.77e-04, 1.09e-06]    [9.45e-06, 7.74e-06, 6.40e-06, 5.27e-06, 4.18e-06, 1.82e-06, 4.98e-06, 6.06e-04, 1.05e-06, 3.12e-05, 2.65e-04, 1.81e-04, 1.15e-03, 1.55e-03, 1.01e-06, 5.00e-06, 2.61e-08, 7.57e-05, 0.00e+00, 1.65e-07, 6.77e-04, 1.09e-06]    []  
84000     [1.45e-06, 3.04e-06, 5.39e-06, 3.50e-06, 2.18e-06, 1.26e-06, 2.51e-06, 4.61e-09, 7.08e-09, 2.80e-10, 1.97e-07, 1.31e-06, 1.37e-06, 5.18e-08, 2.36e-09, 1.91e-09, 5.73e-09, 3.95e-09, 1.62e-09, 5.34e-09, 9.81e-09, 2.52e-08]    [1.45e-06, 3.04e-06, 5.39e-06, 3.50e-06, 2.18e-06, 1.26e-06, 2.51e-06, 4.61e-09, 7.08e-09, 2.80e-10, 1.97e-07, 1.31e-06, 1.37e-06, 5.18e-08, 2.36e-09, 1.91e-09, 5.73e-09, 3.95e-09, 1.62e-09, 5.34e-09, 9.81e-09, 2.52e-08]    []  

Best model at step 48760:
  train loss: 1.93e-05
  test loss: 1.93e-05
  test metric: []

'train' took 39.380880 s

Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
84000     [1.45e-06, 3.04e-06, 5.39e-06, 3.50e-06, 2.18e-06, 1.26e-06, 2.51e-06, 4.61e-09, 7.08e-09, 2.80e-10, 1.97e-07, 1.31e-06, 1.37e-06, 5.18e-08, 2.36e-09, 1.91e-09, 5.73e-09, 3.95e-09, 1.62e-09, 5.34e-09, 9.81e-09, 2.52e-08]    [1.45e-06, 3.04e-06, 5.39e-06, 3.50e-06, 2.18e-06, 1.26e-06, 2.51e-06, 4.61e-09, 7.08e-09, 2.80e-10, 1.97e-07, 1.31e-06, 1.37e-06, 5.18e-08, 2.36e-09, 1.91e-09, 5.73e-09, 3.95e-09, 1.62e-09, 5.34e-09, 9.81e-09, 2.52e-08]    []  
84100     [1.36e-06, 2.91e-06, 5.21e-06, 3.29e-06, 2.16e-06, 8.44e-07, 2.47e-06, 5.47e-10, 2.20e-09, 3.19e-12, 1.74e-07, 1.03e-06, 7.79e-07, 1.92e-08, 3.34e-09, 1.72e-09, 4.94e-09, 7.34e-10, 6.50e-10, 1.38e-09, 2.80e-09, 2.16e-08]    [1.36e-06, 2.91e-06, 5.21e-06, 3.29e-06, 2.16e-06, 8.44e-07, 2.47e-06, 5.47e-10, 2.20e-09, 3.19e-12, 1.74e-07, 1.03e-06, 7.79e-07, 1.92e-08, 3.34e-09, 1.72e-09, 4.94e-09, 7.34e-10, 6.50e-10, 1.38e-09, 2.80e-09, 2.16e-08]    []  
84200     [1.96e-06, 3.40e-06, 5.14e-06, 3.05e-06, 2.79e-06, 1.52e-06, 2.43e-06, 5.14e-06, 3.26e-07, 8.07e-08, 1.17e-05, 1.15e-05, 2.12e-05, 5.43e-06, 1.22e-09, 3.67e-09, 1.82e-09, 9.90e-10, 1.85e-06, 5.25e-08, 9.19e-06, 2.01e-07]    [1.96e-06, 3.40e-06, 5.14e-06, 3.05e-06, 2.79e-06, 1.52e-06, 2.43e-06, 5.14e-06, 3.26e-07, 8.07e-08, 1.17e-05, 1.15e-05, 2.12e-05, 5.43e-06, 1.22e-09, 3.67e-09, 1.82e-09, 9.90e-10, 1.85e-06, 5.25e-08, 9.19e-06, 2.01e-07]    []  
84300     [1.33e-06, 3.08e-06, 4.95e-06, 3.23e-06, 2.09e-06, 8.98e-07, 2.37e-06, 1.42e-10, 2.60e-09, 2.93e-11, 1.81e-07, 9.79e-07, 7.61e-07, 2.18e-08, 2.55e-09, 7.30e-10, 4.86e-09, 5.34e-10, 4.56e-10, 1.67e-09, 1.92e-09, 2.15e-08]    [1.33e-06, 3.08e-06, 4.95e-06, 3.23e-06, 2.09e-06, 8.98e-07, 2.37e-06, 1.42e-10, 2.60e-09, 2.93e-11, 1.81e-07, 9.79e-07, 7.61e-07, 2.18e-08, 2.55e-09, 7.30e-10, 4.86e-09, 5.34e-10, 4.56e-10, 1.67e-09, 1.92e-09, 2.15e-08]    []  
84400     [1.61e-06, 2.99e-06, 5.34e-06, 3.01e-06, 2.17e-06, 6.25e-07, 2.38e-06, 2.16e-07, 1.83e-06, 2.23e-06, 3.19e-06, 1.52e-05, 2.43e-05, 8.69e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-07, 2.53e-06]    [1.61e-06, 2.99e-06, 5.34e-06, 3.01e-06, 2.17e-06, 6.25e-07, 2.38e-06, 2.16e-07, 1.83e-06, 2.23e-06, 3.19e-06, 1.52e-05, 2.43e-05, 8.69e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-07, 2.53e-06]    []  
84500     [1.10e-06, 2.97e-06, 4.94e-06, 3.27e-06, 1.90e-06, 1.43e-06, 3.72e-06, 1.54e-08, 2.92e-07, 2.77e-07, 2.04e-06, 5.07e-06, 9.61e-06, 1.43e-06, 3.22e-11, 8.25e-08, 1.11e-08, 1.32e-07, 0.00e+00, 0.00e+00, 3.23e-07, 2.12e-07]    [1.10e-06, 2.97e-06, 4.94e-06, 3.27e-06, 1.90e-06, 1.43e-06, 3.72e-06, 1.54e-08, 2.92e-07, 2.77e-07, 2.04e-06, 5.07e-06, 9.61e-06, 1.43e-06, 3.22e-11, 8.25e-08, 1.11e-08, 1.32e-07, 0.00e+00, 0.00e+00, 3.23e-07, 2.12e-07]    []  
84600     [1.17e-06, 2.90e-06, 5.22e-06, 3.20e-06, 2.01e-06, 9.46e-07, 2.99e-06, 6.41e-08, 1.79e-10, 1.14e-10, 4.26e-07, 3.04e-06, 3.28e-06, 1.74e-08, 9.06e-09, 4.35e-09, 4.50e-09, 4.30e-09, 8.33e-09, 1.51e-09, 5.23e-08, 1.73e-08]    [1.17e-06, 2.90e-06, 5.22e-06, 3.20e-06, 2.01e-06, 9.46e-07, 2.99e-06, 6.41e-08, 1.79e-10, 1.14e-10, 4.26e-07, 3.04e-06, 3.28e-06, 1.74e-08, 9.06e-09, 4.35e-09, 4.50e-09, 4.30e-09, 8.33e-09, 1.51e-09, 5.23e-08, 1.73e-08]    []  
84700     [6.14e-06, 3.34e-06, 4.74e-06, 2.93e-06, 3.16e-06, 9.99e-07, 3.12e-06, 2.05e-06, 3.49e-11, 8.28e-06, 9.35e-06, 4.12e-05, 6.83e-05, 2.63e-04, 1.24e-06, 3.34e-06, 6.60e-07, 3.16e-06, 4.68e-07, 4.24e-09, 1.94e-06, 1.68e-08]    [6.14e-06, 3.34e-06, 4.74e-06, 2.93e-06, 3.16e-06, 9.99e-07, 3.12e-06, 2.05e-06, 3.49e-11, 8.28e-06, 9.35e-06, 4.12e-05, 6.83e-05, 2.63e-04, 1.24e-06, 3.34e-06, 6.60e-07, 3.16e-06, 4.68e-07, 4.24e-09, 1.94e-06, 1.68e-08]    []  
84800     [1.17e-06, 2.93e-06, 4.71e-06, 3.16e-06, 1.75e-06, 5.83e-07, 2.32e-06, 5.25e-08, 5.64e-11, 1.60e-11, 2.63e-07, 2.20e-06, 2.16e-06, 1.71e-08, 5.13e-09, 1.17e-09, 7.93e-09, 4.80e-09, 2.42e-08, 4.52e-09, 6.74e-08, 2.05e-08]    [1.17e-06, 2.93e-06, 4.71e-06, 3.16e-06, 1.75e-06, 5.83e-07, 2.32e-06, 5.25e-08, 5.64e-11, 1.60e-11, 2.63e-07, 2.20e-06, 2.16e-06, 1.71e-08, 5.13e-09, 1.17e-09, 7.93e-09, 4.80e-09, 2.42e-08, 4.52e-09, 6.74e-08, 2.05e-08]    []  
84900     [2.44e-05, 4.00e-06, 8.76e-06, 8.67e-06, 7.80e-06, 2.22e-06, 4.63e-06, 1.90e-04, 5.49e-08, 9.08e-05, 1.12e-04, 3.63e-04, 5.11e-04, 2.28e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.49e-04, 4.29e-07]    [2.44e-05, 4.00e-06, 8.76e-06, 8.67e-06, 7.80e-06, 2.22e-06, 4.63e-06, 1.90e-04, 5.49e-08, 9.08e-05, 1.12e-04, 3.63e-04, 5.11e-04, 2.28e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.49e-04, 4.29e-07]    []  
85000     [1.13e-06, 3.34e-06, 4.61e-06, 3.19e-06, 1.77e-06, 1.15e-06, 2.13e-06, 1.06e-08, 9.57e-09, 3.29e-09, 2.59e-07, 1.68e-06, 1.50e-06, 9.60e-08, 6.60e-09, 8.53e-10, 9.95e-09, 9.98e-09, 9.20e-10, 3.30e-09, 1.19e-08, 3.78e-08]    [1.13e-06, 3.34e-06, 4.61e-06, 3.19e-06, 1.77e-06, 1.15e-06, 2.13e-06, 1.06e-08, 9.57e-09, 3.29e-09, 2.59e-07, 1.68e-06, 1.50e-06, 9.60e-08, 6.60e-09, 8.53e-10, 9.95e-09, 9.98e-09, 9.20e-10, 3.30e-09, 1.19e-08, 3.78e-08]    []  
85100     [1.08e-06, 3.13e-06, 4.41e-06, 2.94e-06, 1.67e-06, 6.99e-07, 2.04e-06, 1.28e-09, 2.30e-10, 7.83e-12, 2.40e-07, 1.28e-06, 9.95e-07, 1.55e-08, 5.03e-09, 8.55e-10, 5.35e-09, 4.15e-09, 1.13e-09, 2.06e-09, 1.44e-08, 1.86e-08]    [1.08e-06, 3.13e-06, 4.41e-06, 2.94e-06, 1.67e-06, 6.99e-07, 2.04e-06, 1.28e-09, 2.30e-10, 7.83e-12, 2.40e-07, 1.28e-06, 9.95e-07, 1.55e-08, 5.03e-09, 8.55e-10, 5.35e-09, 4.15e-09, 1.13e-09, 2.06e-09, 1.44e-08, 1.86e-08]    []  
85200     [1.94e-05, 1.04e-05, 8.66e-06, 4.05e-06, 9.32e-06, 1.57e-06, 8.22e-06, 8.42e-05, 4.58e-06, 6.03e-05, 7.11e-05, 2.99e-04, 6.37e-04, 2.40e-03, 6.16e-06, 2.09e-05, 8.73e-05, 2.36e-08, 0.00e+00, 4.86e-07, 3.84e-05, 2.94e-06]    [1.94e-05, 1.04e-05, 8.66e-06, 4.05e-06, 9.32e-06, 1.57e-06, 8.22e-06, 8.42e-05, 4.58e-06, 6.03e-05, 7.11e-05, 2.99e-04, 6.37e-04, 2.40e-03, 6.16e-06, 2.09e-05, 8.73e-05, 2.36e-08, 0.00e+00, 4.86e-07, 3.84e-05, 2.94e-06]    []  
85300     [1.14e-06, 2.90e-06, 4.29e-06, 3.11e-06, 1.59e-06, 5.08e-07, 1.71e-06, 2.26e-08, 5.79e-09, 5.85e-10, 2.82e-07, 1.27e-06, 1.11e-06, 3.23e-08, 6.46e-10, 3.17e-09, 8.15e-10, 8.04e-10, 8.96e-09, 1.69e-09, 5.25e-08, 2.29e-08]    [1.14e-06, 2.90e-06, 4.29e-06, 3.11e-06, 1.59e-06, 5.08e-07, 1.71e-06, 2.26e-08, 5.79e-09, 5.85e-10, 2.82e-07, 1.27e-06, 1.11e-06, 3.23e-08, 6.46e-10, 3.17e-09, 8.15e-10, 8.04e-10, 8.96e-09, 1.69e-09, 5.25e-08, 2.29e-08]    []  
85400     [9.96e-07, 2.71e-06, 3.95e-06, 2.75e-06, 1.46e-06, 4.14e-07, 1.81e-06, 1.55e-08, 3.82e-09, 2.18e-11, 2.31e-07, 9.12e-07, 6.67e-07, 1.40e-08, 9.03e-10, 1.92e-09, 2.00e-09, 1.66e-10, 3.97e-09, 1.07e-09, 2.06e-08, 1.92e-08]    [9.96e-07, 2.71e-06, 3.95e-06, 2.75e-06, 1.46e-06, 4.14e-07, 1.81e-06, 1.55e-08, 3.82e-09, 2.18e-11, 2.31e-07, 9.12e-07, 6.67e-07, 1.40e-08, 9.03e-10, 1.92e-09, 2.00e-09, 1.66e-10, 3.97e-09, 1.07e-09, 2.06e-08, 1.92e-08]    []  
85500     [6.93e-07, 3.70e-06, 3.44e-06, 2.83e-06, 1.48e-06, 1.26e-06, 2.72e-06, 4.35e-07, 5.44e-08, 1.29e-08, 4.72e-07, 1.40e-06, 1.21e-06, 2.28e-07, 1.46e-09, 0.00e+00, 2.58e-09, 9.65e-09, 0.00e+00, 1.40e-11, 7.00e-07, 1.11e-07]    [6.93e-07, 3.70e-06, 3.44e-06, 2.83e-06, 1.48e-06, 1.26e-06, 2.72e-06, 4.35e-07, 5.44e-08, 1.29e-08, 4.72e-07, 1.40e-06, 1.21e-06, 2.28e-07, 1.46e-09, 0.00e+00, 2.58e-09, 9.65e-09, 0.00e+00, 1.40e-11, 7.00e-07, 1.11e-07]    []  
85600     [3.04e-06, 4.43e-06, 3.50e-06, 3.46e-06, 3.66e-06, 1.08e-06, 2.97e-06, 4.81e-07, 3.08e-05, 3.85e-06, 1.79e-04, 1.33e-04, 7.00e-04, 6.21e-04, 1.89e-07, 4.58e-06, 3.47e-06, 7.39e-06, 3.16e-08, 0.00e+00, 1.33e-07, 3.63e-05]    [3.04e-06, 4.43e-06, 3.50e-06, 3.46e-06, 3.66e-06, 1.08e-06, 2.97e-06, 4.81e-07, 3.08e-05, 3.85e-06, 1.79e-04, 1.33e-04, 7.00e-04, 6.21e-04, 1.89e-07, 4.58e-06, 3.47e-06, 7.39e-06, 3.16e-08, 0.00e+00, 1.33e-07, 3.63e-05]    []  
85700     [8.46e-07, 3.11e-06, 3.28e-06, 2.58e-06, 1.36e-06, 4.54e-07, 1.76e-06, 7.79e-10, 7.53e-09, 1.01e-11, 2.11e-07, 9.38e-07, 8.12e-07, 2.50e-08, 1.13e-09, 9.28e-10, 2.90e-09, 8.88e-10, 9.13e-10, 3.85e-09, 5.36e-09, 1.97e-08]    [8.46e-07, 3.11e-06, 3.28e-06, 2.58e-06, 1.36e-06, 4.54e-07, 1.76e-06, 7.79e-10, 7.53e-09, 1.01e-11, 2.11e-07, 9.38e-07, 8.12e-07, 2.50e-08, 1.13e-09, 9.28e-10, 2.90e-09, 8.88e-10, 9.13e-10, 3.85e-09, 5.36e-09, 1.97e-08]    []  
85800     [7.13e-07, 2.78e-06, 2.90e-06, 2.36e-06, 1.22e-06, 3.83e-07, 1.63e-06, 8.65e-05, 4.04e-06, 4.21e-08, 3.82e-07, 1.29e-06, 6.68e-07, 3.99e-07, 2.82e-11, 1.71e-11, 0.00e+00, 9.45e-08, 0.00e+00, 0.00e+00, 1.08e-04, 5.16e-06]    [7.13e-07, 2.78e-06, 2.90e-06, 2.36e-06, 1.22e-06, 3.83e-07, 1.63e-06, 8.65e-05, 4.04e-06, 4.21e-08, 3.82e-07, 1.29e-06, 6.68e-07, 3.99e-07, 2.82e-11, 1.71e-11, 0.00e+00, 9.45e-08, 0.00e+00, 0.00e+00, 1.08e-04, 5.16e-06]    []  
85900     [1.01e-06, 4.08e-06, 2.95e-06, 2.79e-06, 1.43e-06, 1.38e-06, 2.07e-06, 3.36e-07, 1.12e-07, 4.38e-08, 5.57e-07, 2.19e-06, 1.47e-06, 1.80e-06, 3.82e-08, 5.04e-08, 2.47e-08, 9.48e-09, 5.25e-08, 2.39e-09, 3.15e-07, 2.68e-08]    [1.01e-06, 4.08e-06, 2.95e-06, 2.79e-06, 1.43e-06, 1.38e-06, 2.07e-06, 3.36e-07, 1.12e-07, 4.38e-08, 5.57e-07, 2.19e-06, 1.47e-06, 1.80e-06, 3.82e-08, 5.04e-08, 2.47e-08, 9.48e-09, 5.25e-08, 2.39e-09, 3.15e-07, 2.68e-08]    []  
86000     [8.00e-07, 3.57e-06, 2.82e-06, 2.39e-06, 1.28e-06, 6.84e-07, 1.74e-06, 3.36e-14, 9.22e-10, 1.58e-11, 2.05e-07, 8.02e-07, 6.42e-07, 1.21e-08, 3.92e-09, 1.08e-09, 6.34e-09, 4.07e-09, 2.34e-09, 2.41e-09, 6.59e-09, 1.49e-08]    [8.00e-07, 3.57e-06, 2.82e-06, 2.39e-06, 1.28e-06, 6.84e-07, 1.74e-06, 3.36e-14, 9.22e-10, 1.58e-11, 2.05e-07, 8.02e-07, 6.42e-07, 1.21e-08, 3.92e-09, 1.08e-09, 6.34e-09, 4.07e-09, 2.34e-09, 2.41e-09, 6.59e-09, 1.49e-08]    []  

Best model at step 85779:
  train loss: 1.39e-05
  test loss: 1.39e-05
  test metric: []

'train' took 38.618403 s

Best train step: 85779
lambda_a: 4.427691941267
lambda_b: 7.890039257914759
kappa_a: 1.2545646938440604
kappa_b: 1.9308530594910882
Best train step: 85779
lambda_a: 1.4878784418
lambda_b: 2.0656011105
kappa_a: 0.22678865492
kappa_b: 0.657961905
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
86000     [8.00e-07, 3.57e-06, 2.82e-06, 2.39e-06, 1.28e-06, 6.84e-07, 1.74e-06, 3.36e-14, 9.22e-10, 1.58e-11, 2.05e-07, 8.02e-07, 6.42e-07, 1.21e-08, 3.92e-09, 1.08e-09, 6.34e-09, 4.07e-09, 2.34e-09, 2.41e-09, 6.59e-09, 1.49e-08]    [8.00e-07, 3.57e-06, 2.82e-06, 2.39e-06, 1.28e-06, 6.84e-07, 1.74e-06, 3.36e-14, 9.22e-10, 1.58e-11, 2.05e-07, 8.02e-07, 6.42e-07, 1.21e-08, 3.92e-09, 1.08e-09, 6.34e-09, 4.07e-09, 2.34e-09, 2.41e-09, 6.59e-09, 1.49e-08]    []  
86100     [1.78e-06, 3.19e-06, 2.45e-06, 2.27e-06, 1.19e-06, 5.07e-07, 1.64e-06, 5.28e-10, 1.94e-09, 1.35e-06, 2.09e-06, 7.05e-06, 1.31e-05, 4.67e-05, 3.74e-07, 5.34e-07, 3.20e-07, 2.68e-07, 4.92e-09, 3.46e-09, 1.36e-08, 1.85e-08]    [1.78e-06, 3.19e-06, 2.45e-06, 2.27e-06, 1.19e-06, 5.07e-07, 1.64e-06, 5.28e-10, 1.94e-09, 1.35e-06, 2.09e-06, 7.05e-06, 1.31e-05, 4.67e-05, 3.74e-07, 5.34e-07, 3.20e-07, 2.68e-07, 4.92e-09, 3.46e-09, 1.36e-08, 1.85e-08]    []  
86200     [7.26e-07, 3.05e-06, 2.69e-06, 2.28e-06, 1.12e-06, 4.48e-07, 1.44e-06, 5.19e-07, 1.20e-08, 3.32e-08, 5.68e-07, 9.93e-07, 1.31e-06, 7.16e-07, 1.15e-08, 1.57e-09, 1.42e-09, 0.00e+00, 4.51e-08, 7.46e-10, 2.08e-07, 5.42e-08]    [7.26e-07, 3.05e-06, 2.69e-06, 2.28e-06, 1.12e-06, 4.48e-07, 1.44e-06, 5.19e-07, 1.20e-08, 3.32e-08, 5.68e-07, 9.93e-07, 1.31e-06, 7.16e-07, 1.15e-08, 1.57e-09, 1.42e-09, 0.00e+00, 4.51e-08, 7.46e-10, 2.08e-07, 5.42e-08]    []  
86300     [6.57e-07, 3.98e-06, 2.28e-06, 2.08e-06, 1.26e-06, 1.18e-06, 1.39e-06, 6.00e-06, 8.86e-09, 1.36e-10, 2.27e-07, 7.23e-07, 6.27e-07, 9.21e-09, 8.94e-10, 2.66e-09, 8.55e-09, 6.17e-09, 0.00e+00, 1.57e-09, 6.36e-06, 2.81e-08]    [6.57e-07, 3.98e-06, 2.28e-06, 2.08e-06, 1.26e-06, 1.18e-06, 1.39e-06, 6.00e-06, 8.86e-09, 1.36e-10, 2.27e-07, 7.23e-07, 6.27e-07, 9.21e-09, 8.94e-10, 2.66e-09, 8.55e-09, 6.17e-09, 0.00e+00, 1.57e-09, 6.36e-06, 2.81e-08]    []  
86400     [1.08e-06, 3.24e-06, 2.17e-06, 2.00e-06, 1.14e-06, 5.48e-07, 1.46e-06, 8.15e-07, 4.69e-06, 6.27e-07, 9.34e-07, 2.90e-06, 4.51e-06, 1.30e-05, 1.12e-07, 1.26e-07, 4.94e-08, 1.25e-07, 0.00e+00, 0.00e+00, 8.01e-07, 6.21e-06]    [1.08e-06, 3.24e-06, 2.17e-06, 2.00e-06, 1.14e-06, 5.48e-07, 1.46e-06, 8.15e-07, 4.69e-06, 6.27e-07, 9.34e-07, 2.90e-06, 4.51e-06, 1.30e-05, 1.12e-07, 1.26e-07, 4.94e-08, 1.25e-07, 0.00e+00, 0.00e+00, 8.01e-07, 6.21e-06]    []  
86500     [6.27e-07, 2.94e-06, 1.93e-06, 1.87e-06, 9.41e-07, 3.70e-07, 1.31e-06, 1.11e-06, 2.33e-08, 7.36e-09, 2.48e-07, 5.69e-07, 5.78e-07, 3.98e-07, 7.75e-09, 1.16e-08, 1.29e-08, 2.84e-09, 2.01e-07, 4.95e-10, 9.53e-07, 3.94e-08]    [6.27e-07, 2.94e-06, 1.93e-06, 1.87e-06, 9.41e-07, 3.70e-07, 1.31e-06, 1.11e-06, 2.33e-08, 7.36e-09, 2.48e-07, 5.69e-07, 5.78e-07, 3.98e-07, 7.75e-09, 1.16e-08, 1.29e-08, 2.84e-09, 2.01e-07, 4.95e-10, 9.53e-07, 3.94e-08]    []  
86600     [1.14e-05, 1.28e-05, 1.49e-05, 2.06e-05, 1.56e-05, 7.35e-06, 9.38e-06, 2.54e-07, 1.02e-06, 1.86e-07, 4.17e-05, 1.03e-04, 5.10e-05, 2.62e-05, 0.00e+00, 1.78e-06, 4.77e-08, 1.51e-09, 8.18e-08, 5.06e-07, 5.30e-07, 3.20e-06]    [1.14e-05, 1.28e-05, 1.49e-05, 2.06e-05, 1.56e-05, 7.35e-06, 9.38e-06, 2.54e-07, 1.02e-06, 1.86e-07, 4.17e-05, 1.03e-04, 5.10e-05, 2.62e-05, 0.00e+00, 1.78e-06, 4.77e-08, 1.51e-09, 8.18e-08, 5.06e-07, 5.30e-07, 3.20e-06]    []  
86700     [3.71e-06, 9.49e-06, 7.82e-06, 1.32e-05, 1.14e-05, 5.10e-06, 7.39e-06, 6.39e-11, 3.91e-08, 4.52e-08, 8.72e-06, 2.46e-05, 1.62e-05, 1.68e-07, 4.42e-07, 1.02e-07, 4.84e-09, 2.90e-08, 1.30e-09, 3.47e-08, 1.04e-08, 9.64e-08]    [3.71e-06, 9.49e-06, 7.82e-06, 1.32e-05, 1.14e-05, 5.10e-06, 7.39e-06, 6.39e-11, 3.91e-08, 4.52e-08, 8.72e-06, 2.46e-05, 1.62e-05, 1.68e-07, 4.42e-07, 1.02e-07, 4.84e-09, 2.90e-08, 1.30e-09, 3.47e-08, 1.04e-08, 9.64e-08]    []  
86800     [1.87e-06, 8.47e-06, 6.38e-06, 1.07e-05, 1.02e-05, 3.81e-06, 6.88e-06, 2.00e-06, 1.06e-06, 8.32e-09, 3.19e-06, 1.24e-05, 9.10e-06, 1.85e-07, 2.53e-07, 2.84e-08, 4.15e-08, 1.22e-07, 0.00e+00, 2.41e-07, 2.37e-06, 1.28e-06]    [1.87e-06, 8.47e-06, 6.38e-06, 1.07e-05, 1.02e-05, 3.81e-06, 6.88e-06, 2.00e-06, 1.06e-06, 8.32e-09, 3.19e-06, 1.24e-05, 9.10e-06, 1.85e-07, 2.53e-07, 2.84e-08, 4.15e-08, 1.22e-07, 0.00e+00, 2.41e-07, 2.37e-06, 1.28e-06]    []  
86900     [2.12e-06, 7.33e-06, 6.03e-06, 9.47e-06, 9.04e-06, 2.88e-06, 6.46e-06, 4.72e-07, 1.53e-06, 6.62e-08, 2.99e-06, 9.12e-06, 8.34e-06, 3.90e-06, 3.17e-07, 8.66e-08, 1.48e-07, 2.04e-07, 8.87e-08, 3.07e-07, 5.34e-07, 1.87e-06]    [2.12e-06, 7.33e-06, 6.03e-06, 9.47e-06, 9.04e-06, 2.88e-06, 6.46e-06, 4.72e-07, 1.53e-06, 6.62e-08, 2.99e-06, 9.12e-06, 8.34e-06, 3.90e-06, 3.17e-07, 8.66e-08, 1.48e-07, 2.04e-07, 8.87e-08, 3.07e-07, 5.34e-07, 1.87e-06]    []  
87000     [2.17e-06, 6.65e-06, 6.17e-06, 8.99e-06, 8.02e-06, 2.07e-06, 6.20e-06, 4.09e-09, 4.50e-07, 7.99e-09, 2.71e-06, 8.41e-06, 6.19e-06, 1.38e-07, 1.47e-07, 1.98e-08, 5.98e-08, 2.04e-07, 2.19e-09, 9.40e-08, 1.94e-08, 4.78e-07]    [2.17e-06, 6.65e-06, 6.17e-06, 8.99e-06, 8.02e-06, 2.07e-06, 6.20e-06, 4.09e-09, 4.50e-07, 7.99e-09, 2.71e-06, 8.41e-06, 6.19e-06, 1.38e-07, 1.47e-07, 1.98e-08, 5.98e-08, 2.04e-07, 2.19e-09, 9.40e-08, 1.94e-08, 4.78e-07]    []  
87100     [1.12e-05, 5.54e-06, 7.02e-06, 1.33e-05, 6.97e-06, 1.89e-06, 7.33e-06, 7.38e-05, 3.29e-05, 1.73e-07, 2.97e-05, 1.26e-04, 5.23e-05, 1.90e-04, 0.00e+00, 0.00e+00, 0.00e+00, 6.66e-08, 9.36e-06, 0.00e+00, 4.37e-05, 4.90e-05]    [1.12e-05, 5.54e-06, 7.02e-06, 1.33e-05, 6.97e-06, 1.89e-06, 7.33e-06, 7.38e-05, 3.29e-05, 1.73e-07, 2.97e-05, 1.26e-04, 5.23e-05, 1.90e-04, 0.00e+00, 0.00e+00, 0.00e+00, 6.66e-08, 9.36e-06, 0.00e+00, 4.37e-05, 4.90e-05]    []  
87200     [2.27e-06, 6.13e-06, 6.05e-06, 7.81e-06, 7.18e-06, 1.49e-06, 6.50e-06, 5.63e-09, 5.97e-09, 8.76e-09, 2.31e-06, 6.31e-06, 4.87e-06, 1.07e-07, 1.56e-07, 1.07e-08, 4.76e-08, 2.00e-07, 3.81e-11, 2.22e-08, 1.20e-08, 1.06e-07]    [2.27e-06, 6.13e-06, 6.05e-06, 7.81e-06, 7.18e-06, 1.49e-06, 6.50e-06, 5.63e-09, 5.97e-09, 8.76e-09, 2.31e-06, 6.31e-06, 4.87e-06, 1.07e-07, 1.56e-07, 1.07e-08, 4.76e-08, 2.00e-07, 3.81e-11, 2.22e-08, 1.20e-08, 1.06e-07]    []  
87300     [2.42e-06, 5.70e-06, 6.04e-06, 8.18e-06, 6.47e-06, 1.22e-06, 6.67e-06, 5.30e-07, 8.43e-07, 6.75e-07, 2.83e-06, 1.03e-05, 1.29e-05, 2.74e-05, 4.03e-08, 0.00e+00, 0.00e+00, 6.89e-08, 0.00e+00, 2.24e-10, 4.07e-07, 1.55e-06]    [2.42e-06, 5.70e-06, 6.04e-06, 8.18e-06, 6.47e-06, 1.22e-06, 6.67e-06, 5.30e-07, 8.43e-07, 6.75e-07, 2.83e-06, 1.03e-05, 1.29e-05, 2.74e-05, 4.03e-08, 0.00e+00, 0.00e+00, 6.89e-08, 0.00e+00, 2.24e-10, 4.07e-07, 1.55e-06]    []  
87400     [5.17e-06, 5.46e-06, 5.66e-06, 7.18e-06, 6.75e-06, 1.22e-06, 6.52e-06, 4.73e-09, 6.40e-08, 3.11e-06, 6.74e-06, 3.19e-05, 2.52e-05, 1.19e-04, 2.69e-06, 1.24e-06, 1.03e-06, 1.00e-06, 3.06e-10, 4.13e-08, 8.37e-09, 2.09e-07]    [5.17e-06, 5.46e-06, 5.66e-06, 7.18e-06, 6.75e-06, 1.22e-06, 6.52e-06, 4.73e-09, 6.40e-08, 3.11e-06, 6.74e-06, 3.19e-05, 2.52e-05, 1.19e-04, 2.69e-06, 1.24e-06, 1.03e-06, 1.00e-06, 3.06e-10, 4.13e-08, 8.37e-09, 2.09e-07]    []  
87500     [2.96e-06, 5.62e-06, 5.87e-06, 7.54e-06, 5.54e-06, 9.93e-07, 6.92e-06, 1.84e-08, 1.13e-07, 3.95e-09, 3.01e-06, 8.09e-06, 6.79e-06, 7.23e-07, 1.17e-07, 0.00e+00, 3.32e-08, 3.10e-07, 3.37e-11, 3.50e-09, 7.58e-09, 1.58e-07]    [2.96e-06, 5.62e-06, 5.87e-06, 7.54e-06, 5.54e-06, 9.93e-07, 6.92e-06, 1.84e-08, 1.13e-07, 3.95e-09, 3.01e-06, 8.09e-06, 6.79e-06, 7.23e-07, 1.17e-07, 0.00e+00, 3.32e-08, 3.10e-07, 3.37e-11, 3.50e-09, 7.58e-09, 1.58e-07]    []  
87600     [2.59e-06, 5.32e-06, 5.73e-06, 6.49e-06, 5.84e-06, 1.05e-06, 7.17e-06, 1.18e-07, 3.04e-08, 6.38e-08, 1.98e-06, 4.89e-06, 4.40e-06, 2.54e-06, 2.31e-07, 1.75e-08, 9.14e-08, 2.38e-07, 2.37e-08, 8.48e-09, 1.49e-07, 9.85e-08]    [2.59e-06, 5.32e-06, 5.73e-06, 6.49e-06, 5.84e-06, 1.05e-06, 7.17e-06, 1.18e-07, 3.04e-08, 6.38e-08, 1.98e-06, 4.89e-06, 4.40e-06, 2.54e-06, 2.31e-07, 1.75e-08, 9.14e-08, 2.38e-07, 2.37e-08, 8.48e-09, 1.49e-07, 9.85e-08]    []  
87700     [2.61e-06, 5.01e-06, 5.80e-06, 6.42e-06, 5.60e-06, 9.46e-07, 7.18e-06, 1.77e-07, 5.30e-08, 2.98e-09, 1.65e-06, 4.74e-06, 4.12e-06, 3.98e-07, 9.42e-08, 7.12e-09, 4.15e-08, 1.65e-07, 2.35e-08, 1.41e-08, 1.49e-07, 7.84e-08]    [2.61e-06, 5.01e-06, 5.80e-06, 6.42e-06, 5.60e-06, 9.46e-07, 7.18e-06, 1.77e-07, 5.30e-08, 2.98e-09, 1.65e-06, 4.74e-06, 4.12e-06, 3.98e-07, 9.42e-08, 7.12e-09, 4.15e-08, 1.65e-07, 2.35e-08, 1.41e-08, 1.49e-07, 7.84e-08]    []  
87800     [6.50e-06, 4.82e-06, 5.48e-06, 6.71e-06, 5.20e-06, 9.52e-07, 6.93e-06, 3.53e-07, 3.28e-06, 4.86e-06, 9.82e-06, 3.39e-05, 4.67e-05, 1.72e-04, 2.83e-06, 1.13e-06, 1.36e-06, 1.25e-06, 3.08e-08, 4.67e-07, 1.96e-07, 3.08e-06]    [6.50e-06, 4.82e-06, 5.48e-06, 6.71e-06, 5.20e-06, 9.52e-07, 6.93e-06, 3.53e-07, 3.28e-06, 4.86e-06, 9.82e-06, 3.39e-05, 4.67e-05, 1.72e-04, 2.83e-06, 1.13e-06, 1.36e-06, 1.25e-06, 3.08e-08, 4.67e-07, 1.96e-07, 3.08e-06]    []  
87900     [2.51e-06, 4.33e-06, 5.52e-06, 6.59e-06, 4.75e-06, 8.42e-07, 6.74e-06, 1.64e-05, 1.05e-06, 3.39e-06, 6.17e-06, 8.50e-06, 1.23e-05, 6.93e-06, 2.34e-07, 4.62e-09, 2.48e-08, 3.65e-08, 0.00e+00, 0.00e+00, 2.53e-05, 8.68e-06]    [2.51e-06, 4.33e-06, 5.52e-06, 6.59e-06, 4.75e-06, 8.42e-07, 6.74e-06, 1.64e-05, 1.05e-06, 3.39e-06, 6.17e-06, 8.50e-06, 1.23e-05, 6.93e-06, 2.34e-07, 4.62e-09, 2.48e-08, 3.65e-08, 0.00e+00, 0.00e+00, 2.53e-05, 8.68e-06]    []  
88000     [5.17e-06, 4.53e-06, 5.79e-06, 7.68e-06, 4.37e-06, 9.87e-07, 8.45e-06, 1.30e-06, 2.33e-06, 4.13e-07, 1.15e-04, 1.38e-04, 8.30e-05, 2.21e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.73e-08, 3.63e-08, 1.89e-07, 2.15e-07, 1.20e-06]    [5.17e-06, 4.53e-06, 5.79e-06, 7.68e-06, 4.37e-06, 9.87e-07, 8.45e-06, 1.30e-06, 2.33e-06, 4.13e-07, 1.15e-04, 1.38e-04, 8.30e-05, 2.21e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.73e-08, 3.63e-08, 1.89e-07, 2.15e-07, 1.20e-06]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 38.632289 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Best train step: 86489
lambda_a: 1.4958091974
lambda_b: 2.1003484726
kappa_a: 0.231401667
kappa_b: 0.72070938349
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
88000     [5.17e-06, 4.53e-06, 5.79e-06, 7.68e-06, 4.37e-06, 9.87e-07, 8.45e-06, 1.30e-06, 2.33e-06, 4.13e-07, 1.15e-04, 1.38e-04, 8.30e-05, 2.21e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.73e-08, 3.63e-08, 1.89e-07, 2.15e-07, 1.20e-06]    [5.17e-06, 4.53e-06, 5.79e-06, 7.68e-06, 4.37e-06, 9.87e-07, 8.45e-06, 1.30e-06, 2.33e-06, 4.13e-07, 1.15e-04, 1.38e-04, 8.30e-05, 2.21e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.73e-08, 3.63e-08, 1.89e-07, 2.15e-07, 1.20e-06]    []  
88100     [2.92e-06, 4.34e-06, 5.45e-06, 5.63e-06, 4.67e-06, 1.21e-06, 6.55e-06, 1.55e-04, 2.33e-04, 9.87e-08, 7.47e-06, 1.47e-05, 2.63e-05, 3.03e-06, 4.91e-07, 1.28e-08, 0.00e+00, 2.74e-09, 0.00e+00, 0.00e+00, 3.04e-04, 3.02e-04]    [2.92e-06, 4.34e-06, 5.45e-06, 5.63e-06, 4.67e-06, 1.21e-06, 6.55e-06, 1.55e-04, 2.33e-04, 9.87e-08, 7.47e-06, 1.47e-05, 2.63e-05, 3.03e-06, 4.91e-07, 1.28e-08, 0.00e+00, 2.74e-09, 0.00e+00, 0.00e+00, 3.04e-04, 3.02e-04]    []  
88200     [5.44e-06, 4.20e-06, 5.63e-06, 6.00e-06, 4.33e-06, 8.01e-07, 6.44e-06, 9.59e-07, 4.74e-06, 1.61e-07, 4.37e-06, 1.05e-05, 1.38e-05, 4.43e-05, 1.09e-06, 2.75e-07, 4.43e-07, 2.00e-07, 1.83e-07, 4.48e-07, 1.03e-06, 2.88e-06]    [5.44e-06, 4.20e-06, 5.63e-06, 6.00e-06, 4.33e-06, 8.01e-07, 6.44e-06, 9.59e-07, 4.74e-06, 1.61e-07, 4.37e-06, 1.05e-05, 1.38e-05, 4.43e-05, 1.09e-06, 2.75e-07, 4.43e-07, 2.00e-07, 1.83e-07, 4.48e-07, 1.03e-06, 2.88e-06]    []  
88300     [2.84e-06, 4.17e-06, 5.81e-06, 5.45e-06, 4.76e-06, 7.88e-07, 6.62e-06, 6.51e-10, 5.90e-10, 1.35e-08, 8.20e-07, 3.12e-06, 2.66e-06, 7.26e-07, 1.00e-07, 2.45e-09, 2.65e-08, 1.30e-07, 6.58e-11, 6.08e-09, 6.87e-10, 2.09e-08]    [2.84e-06, 4.17e-06, 5.81e-06, 5.45e-06, 4.76e-06, 7.88e-07, 6.62e-06, 6.51e-10, 5.90e-10, 1.35e-08, 8.20e-07, 3.12e-06, 2.66e-06, 7.26e-07, 1.00e-07, 2.45e-09, 2.65e-08, 1.30e-07, 6.58e-11, 6.08e-09, 6.87e-10, 2.09e-08]    []  
88400     [3.24e-06, 4.14e-06, 5.61e-06, 5.72e-06, 4.23e-06, 7.35e-07, 6.52e-06, 2.27e-07, 1.81e-07, 1.94e-07, 4.72e-06, 8.05e-06, 9.64e-06, 1.74e-07, 1.98e-08, 0.00e+00, 4.75e-08, 3.20e-07, 0.00e+00, 2.60e-10, 1.92e-07, 2.35e-07]    [3.24e-06, 4.14e-06, 5.61e-06, 5.72e-06, 4.23e-06, 7.35e-07, 6.52e-06, 2.27e-07, 1.81e-07, 1.94e-07, 4.72e-06, 8.05e-06, 9.64e-06, 1.74e-07, 1.98e-08, 0.00e+00, 4.75e-08, 3.20e-07, 0.00e+00, 2.60e-10, 1.92e-07, 2.35e-07]    []  
88500     [3.71e-06, 4.20e-06, 5.48e-06, 5.11e-06, 4.46e-06, 8.16e-07, 6.17e-06, 9.23e-08, 4.89e-06, 4.22e-07, 2.06e-06, 8.00e-06, 7.41e-06, 1.37e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-08, 4.54e-08, 0.00e+00, 2.92e-07, 4.86e-06]    [3.71e-06, 4.20e-06, 5.48e-06, 5.11e-06, 4.46e-06, 8.16e-07, 6.17e-06, 9.23e-08, 4.89e-06, 4.22e-07, 2.06e-06, 8.00e-06, 7.41e-06, 1.37e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-08, 4.54e-08, 0.00e+00, 2.92e-07, 4.86e-06]    []  
88600     [5.51e-06, 4.14e-06, 5.73e-06, 5.40e-06, 4.75e-06, 8.50e-07, 7.60e-06, 8.33e-08, 3.20e-05, 1.32e-05, 1.87e-05, 8.99e-05, 6.08e-05, 4.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.35e-09, 3.35e-06, 5.61e-08, 1.99e-05]    [5.51e-06, 4.14e-06, 5.73e-06, 5.40e-06, 4.75e-06, 8.50e-07, 7.60e-06, 8.33e-08, 3.20e-05, 1.32e-05, 1.87e-05, 8.99e-05, 6.08e-05, 4.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.35e-09, 3.35e-06, 5.61e-08, 1.99e-05]    []  
88700     [3.03e-06, 3.86e-06, 5.82e-06, 4.95e-06, 4.53e-06, 7.77e-07, 6.34e-06, 1.54e-12, 1.74e-07, 6.77e-09, 7.83e-07, 3.03e-06, 2.77e-06, 4.04e-07, 5.96e-08, 1.69e-09, 2.35e-08, 9.27e-08, 2.57e-10, 3.03e-08, 1.25e-09, 1.95e-07]    [3.03e-06, 3.86e-06, 5.82e-06, 4.95e-06, 4.53e-06, 7.77e-07, 6.34e-06, 1.54e-12, 1.74e-07, 6.77e-09, 7.83e-07, 3.03e-06, 2.77e-06, 4.04e-07, 5.96e-08, 1.69e-09, 2.35e-08, 9.27e-08, 2.57e-10, 3.03e-08, 1.25e-09, 1.95e-07]    []  
88800     [3.68e-06, 3.52e-06, 5.61e-06, 5.50e-06, 3.90e-06, 7.90e-07, 6.69e-06, 1.12e-07, 4.74e-07, 2.48e-06, 9.07e-06, 1.23e-05, 2.08e-05, 6.33e-06, 1.73e-08, 4.08e-09, 4.45e-08, 1.99e-07, 0.00e+00, 0.00e+00, 2.01e-07, 7.93e-07]    [3.68e-06, 3.52e-06, 5.61e-06, 5.50e-06, 3.90e-06, 7.90e-07, 6.69e-06, 1.12e-07, 4.74e-07, 2.48e-06, 9.07e-06, 1.23e-05, 2.08e-05, 6.33e-06, 1.73e-08, 4.08e-09, 4.45e-08, 1.99e-07, 0.00e+00, 0.00e+00, 2.01e-07, 7.93e-07]    []  
88900     [1.21e-05, 4.63e-06, 7.99e-06, 5.77e-06, 6.48e-06, 8.20e-07, 8.01e-06, 9.95e-09, 8.86e-07, 3.37e-05, 3.82e-05, 2.27e-04, 2.20e-04, 1.23e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.36e-12, 0.00e+00, 5.99e-09, 1.01e-06]    [1.21e-05, 4.63e-06, 7.99e-06, 5.77e-06, 6.48e-06, 8.20e-07, 8.01e-06, 9.95e-09, 8.86e-07, 3.37e-05, 3.82e-05, 2.27e-04, 2.20e-04, 1.23e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.36e-12, 0.00e+00, 5.99e-09, 1.01e-06]    []  
89000     [3.17e-06, 3.67e-06, 5.92e-06, 4.76e-06, 4.37e-06, 7.88e-07, 6.11e-06, 3.84e-08, 2.21e-07, 1.75e-08, 1.01e-06, 3.39e-06, 2.47e-06, 1.77e-07, 3.35e-08, 5.95e-13, 4.81e-09, 8.02e-08, 3.91e-09, 0.00e+00, 2.59e-08, 2.57e-07]    [3.17e-06, 3.67e-06, 5.92e-06, 4.76e-06, 4.37e-06, 7.88e-07, 6.11e-06, 3.84e-08, 2.21e-07, 1.75e-08, 1.01e-06, 3.39e-06, 2.47e-06, 1.77e-07, 3.35e-08, 5.95e-13, 4.81e-09, 8.02e-08, 3.91e-09, 0.00e+00, 2.59e-08, 2.57e-07]    []  
89100     [2.88e-06, 3.65e-06, 5.90e-06, 4.71e-06, 4.38e-06, 7.87e-07, 6.15e-06, 4.11e-10, 2.47e-09, 4.10e-08, 6.57e-07, 2.87e-06, 2.12e-06, 1.25e-06, 7.82e-09, 0.00e+00, 1.13e-09, 6.01e-08, 1.45e-10, 9.25e-10, 6.74e-10, 7.47e-09]    [2.88e-06, 3.65e-06, 5.90e-06, 4.71e-06, 4.38e-06, 7.87e-07, 6.15e-06, 4.11e-10, 2.47e-09, 4.10e-08, 6.57e-07, 2.87e-06, 2.12e-06, 1.25e-06, 7.82e-09, 0.00e+00, 1.13e-09, 6.01e-08, 1.45e-10, 9.25e-10, 6.74e-10, 7.47e-09]    []  
89200     [3.44e-06, 3.59e-06, 5.99e-06, 4.79e-06, 4.32e-06, 7.09e-07, 6.10e-06, 2.40e-08, 3.89e-10, 1.41e-08, 1.54e-06, 4.13e-06, 2.67e-06, 6.23e-07, 3.30e-09, 0.00e+00, 4.28e-10, 5.19e-08, 0.00e+00, 1.11e-09, 2.28e-08, 8.53e-09]    [3.44e-06, 3.59e-06, 5.99e-06, 4.79e-06, 4.32e-06, 7.09e-07, 6.10e-06, 2.40e-08, 3.89e-10, 1.41e-08, 1.54e-06, 4.13e-06, 2.67e-06, 6.23e-07, 3.30e-09, 0.00e+00, 4.28e-10, 5.19e-08, 0.00e+00, 1.11e-09, 2.28e-08, 8.53e-09]    []  
89300     [3.18e-06, 3.59e-06, 5.91e-06, 4.58e-06, 4.30e-06, 7.15e-07, 6.09e-06, 4.18e-10, 2.02e-09, 1.72e-09, 7.83e-07, 2.58e-06, 2.01e-06, 6.59e-08, 3.74e-08, 9.01e-10, 6.34e-09, 6.43e-08, 1.16e-10, 7.60e-10, 7.54e-10, 9.60e-09]    [3.18e-06, 3.59e-06, 5.91e-06, 4.58e-06, 4.30e-06, 7.15e-07, 6.09e-06, 4.18e-10, 2.02e-09, 1.72e-09, 7.83e-07, 2.58e-06, 2.01e-06, 6.59e-08, 3.74e-08, 9.01e-10, 6.34e-09, 6.43e-08, 1.16e-10, 7.60e-10, 7.54e-10, 9.60e-09]    []  
89400     [1.49e-05, 3.17e-06, 6.50e-06, 6.74e-06, 3.66e-06, 1.07e-06, 5.15e-06, 5.06e-05, 1.14e-04, 4.71e-07, 1.32e-05, 1.79e-04, 2.35e-05, 2.40e-04, 5.64e-06, 4.21e-06, 2.51e-08, 7.22e-08, 4.35e-06, 1.44e-05, 2.11e-05, 7.46e-05]    [1.49e-05, 3.17e-06, 6.50e-06, 6.74e-06, 3.66e-06, 1.07e-06, 5.15e-06, 5.06e-05, 1.14e-04, 4.71e-07, 1.32e-05, 1.79e-04, 2.35e-05, 2.40e-04, 5.64e-06, 4.21e-06, 2.51e-08, 7.22e-08, 4.35e-06, 1.44e-05, 2.11e-05, 7.46e-05]    []  
89500     [3.12e-06, 3.49e-06, 6.27e-06, 4.71e-06, 4.34e-06, 7.28e-07, 5.98e-06, 5.23e-09, 5.40e-09, 1.98e-09, 8.86e-07, 2.90e-06, 2.16e-06, 8.80e-08, 3.65e-08, 3.97e-09, 6.62e-09, 5.30e-08, 1.08e-11, 7.08e-10, 1.31e-09, 1.41e-08]    [3.12e-06, 3.49e-06, 6.27e-06, 4.71e-06, 4.34e-06, 7.28e-07, 5.98e-06, 5.23e-09, 5.40e-09, 1.98e-09, 8.86e-07, 2.90e-06, 2.16e-06, 8.80e-08, 3.65e-08, 3.97e-09, 6.62e-09, 5.30e-08, 1.08e-11, 7.08e-10, 1.31e-09, 1.41e-08]    []  
89600     [3.04e-06, 3.46e-06, 6.15e-06, 4.71e-06, 4.22e-06, 7.26e-07, 5.99e-06, 5.33e-10, 1.74e-09, 1.08e-10, 7.69e-07, 2.53e-06, 1.83e-06, 7.39e-08, 4.19e-08, 7.06e-09, 6.89e-09, 4.14e-08, 8.52e-11, 1.33e-09, 9.73e-10, 2.23e-08]    [3.04e-06, 3.46e-06, 6.15e-06, 4.71e-06, 4.22e-06, 7.26e-07, 5.99e-06, 5.33e-10, 1.74e-09, 1.08e-10, 7.69e-07, 2.53e-06, 1.83e-06, 7.39e-08, 4.19e-08, 7.06e-09, 6.89e-09, 4.14e-08, 8.52e-11, 1.33e-09, 9.73e-10, 2.23e-08]    []  
89700     [5.07e-06, 3.30e-06, 6.41e-06, 5.21e-06, 4.05e-06, 6.64e-07, 5.63e-06, 1.70e-08, 1.53e-08, 1.26e-07, 4.95e-06, 1.58e-05, 9.89e-06, 2.79e-06, 9.69e-07, 1.44e-07, 7.17e-08, 3.58e-08, 2.68e-09, 1.18e-08, 1.68e-08, 6.88e-08]    [5.07e-06, 3.30e-06, 6.41e-06, 5.21e-06, 4.05e-06, 6.64e-07, 5.63e-06, 1.70e-08, 1.53e-08, 1.26e-07, 4.95e-06, 1.58e-05, 9.89e-06, 2.79e-06, 9.69e-07, 1.44e-07, 7.17e-08, 3.58e-08, 2.68e-09, 1.18e-08, 1.68e-08, 6.88e-08]    []  
89800     [3.32e-06, 3.41e-06, 6.17e-06, 4.50e-06, 4.25e-06, 6.22e-07, 5.89e-06, 2.47e-10, 4.17e-09, 3.01e-09, 8.38e-07, 2.60e-06, 1.98e-06, 6.43e-08, 3.72e-08, 2.51e-09, 5.64e-09, 4.42e-08, 1.09e-10, 9.29e-10, 1.07e-09, 1.34e-08]    [3.32e-06, 3.41e-06, 6.17e-06, 4.50e-06, 4.25e-06, 6.22e-07, 5.89e-06, 2.47e-10, 4.17e-09, 3.01e-09, 8.38e-07, 2.60e-06, 1.98e-06, 6.43e-08, 3.72e-08, 2.51e-09, 5.64e-09, 4.42e-08, 1.09e-10, 9.29e-10, 1.07e-09, 1.34e-08]    []  
89900     [1.02e-05, 4.04e-06, 7.68e-06, 5.39e-06, 6.14e-06, 6.84e-07, 7.41e-06, 4.12e-08, 3.17e-07, 2.84e-05, 3.86e-05, 2.19e-04, 2.54e-04, 1.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.75e-08, 3.71e-07]    [1.02e-05, 4.04e-06, 7.68e-06, 5.39e-06, 6.14e-06, 6.84e-07, 7.41e-06, 4.12e-08, 3.17e-07, 2.84e-05, 3.86e-05, 2.19e-04, 2.54e-04, 1.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.75e-08, 3.71e-07]    []  
90000     [6.59e-06, 3.22e-06, 5.70e-06, 4.25e-06, 3.34e-06, 6.23e-07, 5.63e-06, 7.40e-07, 7.41e-08, 3.39e-06, 8.19e-06, 2.46e-05, 4.41e-05, 1.45e-04, 1.22e-06, 9.74e-07, 4.83e-07, 7.96e-07, 1.17e-07, 2.71e-08, 7.03e-07, 1.77e-07]    [6.59e-06, 3.22e-06, 5.70e-06, 4.25e-06, 3.34e-06, 6.23e-07, 5.63e-06, 7.40e-07, 7.41e-08, 3.39e-06, 8.19e-06, 2.46e-05, 4.41e-05, 1.45e-04, 1.22e-06, 9.74e-07, 4.83e-07, 7.96e-07, 1.17e-07, 2.71e-08, 7.03e-07, 1.77e-07]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 39.177352 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
90000     [6.59e-06, 3.22e-06, 5.70e-06, 4.25e-06, 3.34e-06, 6.23e-07, 5.63e-06, 7.40e-07, 7.41e-08, 3.39e-06, 8.19e-06, 2.46e-05, 4.41e-05, 1.45e-04, 1.22e-06, 9.74e-07, 4.83e-07, 7.96e-07, 1.17e-07, 2.71e-08, 7.03e-07, 1.77e-07]    [6.59e-06, 3.22e-06, 5.70e-06, 4.25e-06, 3.34e-06, 6.23e-07, 5.63e-06, 7.40e-07, 7.41e-08, 3.39e-06, 8.19e-06, 2.46e-05, 4.41e-05, 1.45e-04, 1.22e-06, 9.74e-07, 4.83e-07, 7.96e-07, 1.17e-07, 2.71e-08, 7.03e-07, 1.77e-07]    []  
90100     [1.42e-05, 3.62e-06, 6.17e-06, 4.69e-06, 3.04e-06, 6.71e-07, 5.11e-06, 9.08e-07, 6.29e-07, 1.86e-05, 2.96e-05, 1.74e-04, 1.55e-04, 7.59e-04, 8.77e-06, 8.46e-06, 2.43e-06, 3.62e-06, 0.00e+00, 8.30e-08, 1.84e-06, 5.46e-07]    [1.42e-05, 3.62e-06, 6.17e-06, 4.69e-06, 3.04e-06, 6.71e-07, 5.11e-06, 9.08e-07, 6.29e-07, 1.86e-05, 2.96e-05, 1.74e-04, 1.55e-04, 7.59e-04, 8.77e-06, 8.46e-06, 2.43e-06, 3.62e-06, 0.00e+00, 8.30e-08, 1.84e-06, 5.46e-07]    []  
90200     [2.80e-06, 3.27e-06, 6.16e-06, 4.80e-06, 4.04e-06, 7.19e-07, 5.97e-06, 7.13e-05, 4.86e-07, 3.81e-07, 2.73e-06, 4.16e-06, 3.24e-06, 7.31e-06, 5.51e-09, 0.00e+00, 1.04e-09, 1.11e-07, 2.42e-05, 1.10e-07, 1.01e-04, 7.42e-07]    [2.80e-06, 3.27e-06, 6.16e-06, 4.80e-06, 4.04e-06, 7.19e-07, 5.97e-06, 7.13e-05, 4.86e-07, 3.81e-07, 2.73e-06, 4.16e-06, 3.24e-06, 7.31e-06, 5.51e-09, 0.00e+00, 1.04e-09, 1.11e-07, 2.42e-05, 1.10e-07, 1.01e-04, 7.42e-07]    []  
90300     [1.22e-05, 3.30e-06, 6.05e-06, 5.22e-06, 3.99e-06, 7.95e-07, 7.68e-06, 1.67e-10, 8.28e-06, 2.49e-05, 2.68e-05, 1.71e-04, 6.08e-05, 9.25e-05, 5.26e-09, 0.00e+00, 1.22e-06, 8.20e-07, 9.11e-13, 0.00e+00, 1.58e-08, 1.93e-05]    [1.22e-05, 3.30e-06, 6.05e-06, 5.22e-06, 3.99e-06, 7.95e-07, 7.68e-06, 1.67e-10, 8.28e-06, 2.49e-05, 2.68e-05, 1.71e-04, 6.08e-05, 9.25e-05, 5.26e-09, 0.00e+00, 1.22e-06, 8.20e-07, 9.11e-13, 0.00e+00, 1.58e-08, 1.93e-05]    []  
90400     [3.29e-06, 3.18e-06, 6.34e-06, 4.39e-06, 4.02e-06, 5.77e-07, 6.06e-06, 3.21e-10, 2.11e-09, 8.57e-09, 1.02e-06, 2.66e-06, 2.23e-06, 8.62e-08, 2.61e-08, 7.85e-11, 4.50e-09, 6.05e-08, 2.58e-10, 1.09e-09, 1.62e-09, 8.57e-09]    [3.29e-06, 3.18e-06, 6.34e-06, 4.39e-06, 4.02e-06, 5.77e-07, 6.06e-06, 3.21e-10, 2.11e-09, 8.57e-09, 1.02e-06, 2.66e-06, 2.23e-06, 8.62e-08, 2.61e-08, 7.85e-11, 4.50e-09, 6.05e-08, 2.58e-10, 1.09e-09, 1.62e-09, 8.57e-09]    []  
90500     [4.02e-06, 2.91e-06, 6.73e-06, 5.04e-06, 3.59e-06, 5.43e-07, 5.79e-06, 4.89e-08, 2.10e-05, 5.29e-06, 1.33e-05, 7.65e-06, 1.04e-05, 2.03e-05, 1.67e-10, 3.07e-09, 0.00e+00, 1.92e-09, 2.90e-09, 1.80e-06, 1.58e-08, 1.06e-05]    [4.02e-06, 2.91e-06, 6.73e-06, 5.04e-06, 3.59e-06, 5.43e-07, 5.79e-06, 4.89e-08, 2.10e-05, 5.29e-06, 1.33e-05, 7.65e-06, 1.04e-05, 2.03e-05, 1.67e-10, 3.07e-09, 0.00e+00, 1.92e-09, 2.90e-09, 1.80e-06, 1.58e-08, 1.06e-05]    []  
90600     [3.19e-06, 3.00e-06, 6.68e-06, 3.96e-06, 4.00e-06, 3.48e-07, 5.54e-06, 1.11e-09, 1.85e-08, 5.49e-09, 7.64e-07, 3.04e-06, 2.49e-06, 1.39e-07, 3.84e-08, 3.23e-09, 2.34e-09, 8.86e-09, 2.23e-10, 6.12e-11, 1.24e-09, 8.14e-09]    [3.19e-06, 3.00e-06, 6.68e-06, 3.96e-06, 4.00e-06, 3.48e-07, 5.54e-06, 1.11e-09, 1.85e-08, 5.49e-09, 7.64e-07, 3.04e-06, 2.49e-06, 1.39e-07, 3.84e-08, 3.23e-09, 2.34e-09, 8.86e-09, 2.23e-10, 6.12e-11, 1.24e-09, 8.14e-09]    []  
90700     [3.33e-05, 3.39e-06, 8.12e-06, 6.99e-06, 5.23e-06, 7.80e-07, 5.58e-06, 6.49e-05, 2.35e-06, 5.63e-05, 1.27e-04, 5.17e-04, 5.62e-04, 2.59e-03, 4.64e-05, 4.44e-05, 1.05e-05, 1.27e-05, 0.00e+00, 7.02e-07, 7.02e-05, 4.06e-06]    [3.33e-05, 3.39e-06, 8.12e-06, 6.99e-06, 5.23e-06, 7.80e-07, 5.58e-06, 6.49e-05, 2.35e-06, 5.63e-05, 1.27e-04, 5.17e-04, 5.62e-04, 2.59e-03, 4.64e-05, 4.44e-05, 1.05e-05, 1.27e-05, 0.00e+00, 7.02e-07, 7.02e-05, 4.06e-06]    []  
90800     [2.70e-06, 3.04e-06, 6.50e-06, 4.62e-06, 3.87e-06, 6.29e-07, 6.05e-06, 1.37e-08, 9.63e-08, 5.31e-08, 1.52e-06, 4.24e-06, 6.17e-06, 9.10e-06, 5.40e-10, 1.84e-11, 0.00e+00, 1.06e-08, 7.67e-11, 0.00e+00, 7.90e-09, 8.08e-08]    [2.70e-06, 3.04e-06, 6.50e-06, 4.62e-06, 3.87e-06, 6.29e-07, 6.05e-06, 1.37e-08, 9.63e-08, 5.31e-08, 1.52e-06, 4.24e-06, 6.17e-06, 9.10e-06, 5.40e-10, 1.84e-11, 0.00e+00, 1.06e-08, 7.67e-11, 0.00e+00, 7.90e-09, 8.08e-08]    []  
90900     [3.04e-06, 2.91e-06, 6.50e-06, 4.26e-06, 3.80e-06, 4.80e-07, 5.54e-06, 6.74e-11, 3.47e-08, 1.88e-08, 7.15e-07, 2.60e-06, 1.96e-06, 8.03e-08, 2.36e-08, 3.65e-09, 1.94e-09, 1.03e-09, 8.94e-10, 7.29e-09, 9.24e-09, 3.91e-08]    [3.04e-06, 2.91e-06, 6.50e-06, 4.26e-06, 3.80e-06, 4.80e-07, 5.54e-06, 6.74e-11, 3.47e-08, 1.88e-08, 7.15e-07, 2.60e-06, 1.96e-06, 8.03e-08, 2.36e-08, 3.65e-09, 1.94e-09, 1.03e-09, 8.94e-10, 7.29e-09, 9.24e-09, 3.91e-08]    []  
91000     [4.76e-06, 2.97e-06, 6.61e-06, 4.74e-06, 3.17e-06, 5.67e-07, 6.07e-06, 1.01e-07, 2.54e-06, 1.63e-06, 2.87e-06, 1.03e-05, 4.94e-05, 5.26e-05, 6.21e-07, 2.52e-07, 5.03e-07, 4.15e-07, 1.54e-08, 3.40e-07, 1.00e-07, 2.12e-06]    [4.76e-06, 2.97e-06, 6.61e-06, 4.74e-06, 3.17e-06, 5.67e-07, 6.07e-06, 1.01e-07, 2.54e-06, 1.63e-06, 2.87e-06, 1.03e-05, 4.94e-05, 5.26e-05, 6.21e-07, 2.52e-07, 5.03e-07, 4.15e-07, 1.54e-08, 3.40e-07, 1.00e-07, 2.12e-06]    []  
91100     [5.75e-06, 3.60e-06, 7.53e-06, 5.29e-06, 3.81e-06, 5.22e-07, 4.79e-06, 6.90e-07, 6.33e-05, 7.54e-07, 2.62e-05, 2.48e-05, 1.74e-04, 2.17e-04, 1.78e-06, 3.83e-07, 2.43e-06, 1.49e-06, 0.00e+00, 0.00e+00, 1.26e-06, 6.90e-05]    [5.75e-06, 3.60e-06, 7.53e-06, 5.29e-06, 3.81e-06, 5.22e-07, 4.79e-06, 6.90e-07, 6.33e-05, 7.54e-07, 2.62e-05, 2.48e-05, 1.74e-04, 2.17e-04, 1.78e-06, 3.83e-07, 2.43e-06, 1.49e-06, 0.00e+00, 0.00e+00, 1.26e-06, 6.90e-05]    []  
91200     [3.11e-06, 2.86e-06, 6.61e-06, 4.14e-06, 3.74e-06, 3.92e-07, 5.71e-06, 6.84e-10, 5.25e-09, 3.53e-10, 7.30e-07, 2.30e-06, 1.79e-06, 7.00e-08, 3.78e-08, 8.33e-10, 2.38e-09, 1.74e-08, 1.19e-10, 3.49e-10, 9.39e-10, 1.11e-08]    [3.11e-06, 2.86e-06, 6.61e-06, 4.14e-06, 3.74e-06, 3.92e-07, 5.71e-06, 6.84e-10, 5.25e-09, 3.53e-10, 7.30e-07, 2.30e-06, 1.79e-06, 7.00e-08, 3.78e-08, 8.33e-10, 2.38e-09, 1.74e-08, 1.19e-10, 3.49e-10, 9.39e-10, 1.11e-08]    []  
91300     [6.81e-06, 2.73e-06, 7.36e-06, 4.97e-06, 3.51e-06, 4.68e-07, 5.91e-06, 1.36e-07, 1.18e-06, 6.37e-06, 1.01e-05, 3.09e-05, 2.19e-05, 9.09e-05, 1.40e-09, 0.00e+00, 0.00e+00, 0.00e+00, 6.39e-08, 0.00e+00, 3.56e-07, 3.35e-07]    [6.81e-06, 2.73e-06, 7.36e-06, 4.97e-06, 3.51e-06, 4.68e-07, 5.91e-06, 1.36e-07, 1.18e-06, 6.37e-06, 1.01e-05, 3.09e-05, 2.19e-05, 9.09e-05, 1.40e-09, 0.00e+00, 0.00e+00, 0.00e+00, 6.39e-08, 0.00e+00, 3.56e-07, 3.35e-07]    []  
91400     [3.36e-06, 2.88e-06, 6.78e-06, 4.24e-06, 3.81e-06, 3.47e-07, 5.78e-06, 4.53e-10, 5.81e-09, 8.22e-09, 9.45e-07, 2.43e-06, 1.98e-06, 6.72e-08, 2.64e-08, 1.73e-10, 2.81e-09, 3.47e-08, 2.11e-10, 4.80e-10, 1.21e-09, 8.07e-09]    [3.36e-06, 2.88e-06, 6.78e-06, 4.24e-06, 3.81e-06, 3.47e-07, 5.78e-06, 4.53e-10, 5.81e-09, 8.22e-09, 9.45e-07, 2.43e-06, 1.98e-06, 6.72e-08, 2.64e-08, 1.73e-10, 2.81e-09, 3.47e-08, 2.11e-10, 4.80e-10, 1.21e-09, 8.07e-09]    []  
91500     [3.00e-05, 3.14e-06, 8.74e-06, 4.31e-06, 4.95e-06, 8.80e-07, 6.28e-06, 7.73e-05, 9.87e-07, 4.16e-05, 7.04e-05, 2.47e-04, 2.23e-04, 1.27e-03, 1.13e-05, 2.21e-05, 2.29e-06, 1.35e-06, 0.00e+00, 2.82e-07, 1.58e-04, 1.81e-06]    [3.00e-05, 3.14e-06, 8.74e-06, 4.31e-06, 4.95e-06, 8.80e-07, 6.28e-06, 7.73e-05, 9.87e-07, 4.16e-05, 7.04e-05, 2.47e-04, 2.23e-04, 1.27e-03, 1.13e-05, 2.21e-05, 2.29e-06, 1.35e-06, 0.00e+00, 2.82e-07, 1.58e-04, 1.81e-06]    []  
91600     [3.12e-06, 2.77e-06, 6.79e-06, 4.35e-06, 3.73e-06, 4.45e-07, 5.57e-06, 5.10e-10, 6.54e-08, 8.90e-08, 9.80e-07, 3.05e-06, 2.32e-06, 7.16e-07, 1.44e-08, 1.90e-10, 3.11e-10, 2.30e-08, 2.72e-10, 0.00e+00, 1.23e-09, 4.86e-08]    [3.12e-06, 2.77e-06, 6.79e-06, 4.35e-06, 3.73e-06, 4.45e-07, 5.57e-06, 5.10e-10, 6.54e-08, 8.90e-08, 9.80e-07, 3.05e-06, 2.32e-06, 7.16e-07, 1.44e-08, 1.90e-10, 3.11e-10, 2.30e-08, 2.72e-10, 0.00e+00, 1.23e-09, 4.86e-08]    []  
91700     [2.87e-06, 2.66e-06, 6.81e-06, 3.96e-06, 3.54e-06, 3.35e-07, 5.51e-06, 3.35e-09, 4.78e-09, 1.36e-09, 5.94e-07, 2.12e-06, 1.70e-06, 7.84e-08, 4.32e-08, 8.01e-09, 3.17e-09, 1.26e-08, 3.56e-10, 9.41e-10, 3.09e-09, 1.25e-08]    [2.87e-06, 2.66e-06, 6.81e-06, 3.96e-06, 3.54e-06, 3.35e-07, 5.51e-06, 3.35e-09, 4.78e-09, 1.36e-09, 5.94e-07, 2.12e-06, 1.70e-06, 7.84e-08, 4.32e-08, 8.01e-09, 3.17e-09, 1.26e-08, 3.56e-10, 9.41e-10, 3.09e-09, 1.25e-08]    []  
91800     [2.58e-05, 5.47e-06, 6.51e-06, 1.17e-05, 5.85e-06, 5.93e-07, 8.32e-06, 3.87e-06, 1.56e-04, 5.58e-06, 1.86e-04, 8.79e-04, 1.41e-03, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.33e-07, 0.00e+00, 1.31e-06, 2.91e-04]    [2.58e-05, 5.47e-06, 6.51e-06, 1.17e-05, 5.85e-06, 5.93e-07, 8.32e-06, 3.87e-06, 1.56e-04, 5.58e-06, 1.86e-04, 8.79e-04, 1.41e-03, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.33e-07, 0.00e+00, 1.31e-06, 2.91e-04]    []  
91900     [3.87e-06, 3.07e-06, 7.36e-06, 3.73e-06, 4.76e-06, 3.31e-07, 4.54e-06, 3.41e-06, 5.09e-10, 1.42e-08, 4.15e-06, 8.30e-06, 1.07e-05, 2.03e-06, 2.93e-07, 2.05e-08, 3.65e-09, 1.58e-08, 0.00e+00, 2.85e-09, 5.92e-06, 9.22e-08]    [3.87e-06, 3.07e-06, 7.36e-06, 3.73e-06, 4.76e-06, 3.31e-07, 4.54e-06, 3.41e-06, 5.09e-10, 1.42e-08, 4.15e-06, 8.30e-06, 1.07e-05, 2.03e-06, 2.93e-07, 2.05e-08, 3.65e-09, 1.58e-08, 0.00e+00, 2.85e-09, 5.92e-06, 9.22e-08]    []  
92000     [3.33e-06, 3.02e-06, 7.61e-06, 4.68e-06, 3.94e-06, 3.40e-07, 4.16e-06, 3.27e-09, 1.77e-10, 7.60e-11, 1.36e-06, 2.93e-06, 3.62e-06, 5.43e-08, 2.26e-08, 1.83e-08, 8.01e-09, 4.89e-09, 3.39e-11, 3.60e-09, 8.46e-09, 1.97e-08]    [3.33e-06, 3.02e-06, 7.61e-06, 4.68e-06, 3.94e-06, 3.40e-07, 4.16e-06, 3.27e-09, 1.77e-10, 7.60e-11, 1.36e-06, 2.93e-06, 3.62e-06, 5.43e-08, 2.26e-08, 1.83e-08, 8.01e-09, 4.89e-09, 3.39e-11, 3.60e-09, 8.46e-09, 1.97e-08]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 38.737696 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
92000     [3.33e-06, 3.02e-06, 7.61e-06, 4.68e-06, 3.94e-06, 3.40e-07, 4.16e-06, 3.27e-09, 1.77e-10, 7.60e-11, 1.36e-06, 2.93e-06, 3.62e-06, 5.43e-08, 2.26e-08, 1.83e-08, 8.01e-09, 4.89e-09, 3.39e-11, 3.60e-09, 8.46e-09, 1.97e-08]    [3.33e-06, 3.02e-06, 7.61e-06, 4.68e-06, 3.94e-06, 3.40e-07, 4.16e-06, 3.27e-09, 1.77e-10, 7.60e-11, 1.36e-06, 2.93e-06, 3.62e-06, 5.43e-08, 2.26e-08, 1.83e-08, 8.01e-09, 4.89e-09, 3.39e-11, 3.60e-09, 8.46e-09, 1.97e-08]    []  
92100     [3.19e-06, 2.96e-06, 7.59e-06, 4.84e-06, 3.76e-06, 3.14e-07, 4.19e-06, 5.87e-12, 8.52e-10, 2.70e-10, 1.26e-06, 2.03e-06, 2.69e-06, 5.76e-08, 1.48e-08, 1.08e-08, 1.06e-08, 1.41e-09, 1.34e-10, 3.83e-09, 1.72e-09, 1.30e-08]    [3.19e-06, 2.96e-06, 7.59e-06, 4.84e-06, 3.76e-06, 3.14e-07, 4.19e-06, 5.87e-12, 8.52e-10, 2.70e-10, 1.26e-06, 2.03e-06, 2.69e-06, 5.76e-08, 1.48e-08, 1.08e-08, 1.06e-08, 1.41e-09, 1.34e-10, 3.83e-09, 1.72e-09, 1.30e-08]    []  
92200     [5.48e-06, 4.18e-06, 7.44e-06, 4.67e-06, 5.32e-06, 3.64e-07, 4.25e-06, 7.88e-05, 8.31e-07, 1.33e-05, 1.22e-05, 3.51e-05, 1.70e-05, 5.83e-05, 0.00e+00, 0.00e+00, 1.43e-09, 4.70e-09, 1.11e-05, 0.00e+00, 4.98e-05, 4.20e-07]    [5.48e-06, 4.18e-06, 7.44e-06, 4.67e-06, 5.32e-06, 3.64e-07, 4.25e-06, 7.88e-05, 8.31e-07, 1.33e-05, 1.22e-05, 3.51e-05, 1.70e-05, 5.83e-05, 0.00e+00, 0.00e+00, 1.43e-09, 4.70e-09, 1.11e-05, 0.00e+00, 4.98e-05, 4.20e-07]    []  
92300     [3.04e-06, 2.91e-06, 7.20e-06, 4.47e-06, 3.81e-06, 3.85e-07, 3.92e-06, 6.78e-10, 9.33e-10, 1.74e-09, 1.09e-06, 2.37e-06, 3.34e-06, 8.53e-08, 6.86e-09, 2.64e-09, 2.89e-08, 5.56e-09, 4.12e-10, 4.71e-09, 2.16e-09, 1.56e-08]    [3.04e-06, 2.91e-06, 7.20e-06, 4.47e-06, 3.81e-06, 3.85e-07, 3.92e-06, 6.78e-10, 9.33e-10, 1.74e-09, 1.09e-06, 2.37e-06, 3.34e-06, 8.53e-08, 6.86e-09, 2.64e-09, 2.89e-08, 5.56e-09, 4.12e-10, 4.71e-09, 2.16e-09, 1.56e-08]    []  
92400     [2.87e-06, 2.91e-06, 7.28e-06, 4.59e-06, 3.76e-06, 3.38e-07, 3.97e-06, 1.25e-08, 1.90e-09, 6.10e-11, 1.07e-06, 1.86e-06, 2.73e-06, 4.98e-08, 6.53e-09, 1.48e-09, 2.67e-08, 5.57e-09, 3.48e-11, 5.59e-09, 2.04e-08, 1.49e-08]    [2.87e-06, 2.91e-06, 7.28e-06, 4.59e-06, 3.76e-06, 3.38e-07, 3.97e-06, 1.25e-08, 1.90e-09, 6.10e-11, 1.07e-06, 1.86e-06, 2.73e-06, 4.98e-08, 6.53e-09, 1.48e-09, 2.67e-08, 5.57e-09, 3.48e-11, 5.59e-09, 2.04e-08, 1.49e-08]    []  
92500     [9.36e-06, 4.59e-06, 7.36e-06, 5.19e-06, 4.96e-06, 2.92e-07, 3.43e-06, 3.56e-08, 1.85e-05, 6.39e-05, 4.28e-05, 1.30e-04, 1.02e-04, 5.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.95e-06, 1.47e-07, 1.13e-05]    [9.36e-06, 4.59e-06, 7.36e-06, 5.19e-06, 4.96e-06, 2.92e-07, 3.43e-06, 3.56e-08, 1.85e-05, 6.39e-05, 4.28e-05, 1.30e-04, 1.02e-04, 5.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.95e-06, 1.47e-07, 1.13e-05]    []  
92600     [2.91e-06, 2.84e-06, 7.37e-06, 4.57e-06, 3.70e-06, 2.01e-07, 3.61e-06, 3.45e-11, 3.18e-10, 3.86e-11, 8.75e-07, 2.26e-06, 3.01e-06, 5.05e-08, 5.56e-09, 2.51e-11, 3.87e-08, 8.12e-09, 2.10e-10, 3.86e-10, 2.08e-09, 6.71e-09]    [2.91e-06, 2.84e-06, 7.37e-06, 4.57e-06, 3.70e-06, 2.01e-07, 3.61e-06, 3.45e-11, 3.18e-10, 3.86e-11, 8.75e-07, 2.26e-06, 3.01e-06, 5.05e-08, 5.56e-09, 2.51e-11, 3.87e-08, 8.12e-09, 2.10e-10, 3.86e-10, 2.08e-09, 6.71e-09]    []  
92700     [2.67e-06, 2.85e-06, 7.37e-06, 4.60e-06, 3.68e-06, 1.91e-07, 3.73e-06, 1.48e-09, 9.45e-10, 2.59e-11, 8.75e-07, 1.89e-06, 2.57e-06, 3.85e-08, 5.81e-09, 4.95e-10, 2.90e-08, 5.87e-09, 1.33e-10, 1.03e-09, 4.99e-09, 5.13e-09]    [2.67e-06, 2.85e-06, 7.37e-06, 4.60e-06, 3.68e-06, 1.91e-07, 3.73e-06, 1.48e-09, 9.45e-10, 2.59e-11, 8.75e-07, 1.89e-06, 2.57e-06, 3.85e-08, 5.81e-09, 4.95e-10, 2.90e-08, 5.87e-09, 1.33e-10, 1.03e-09, 4.99e-09, 5.13e-09]    []  
92800     [2.51e-06, 2.85e-06, 7.37e-06, 4.33e-06, 3.83e-06, 2.77e-07, 3.57e-06, 1.53e-06, 1.26e-06, 1.85e-06, 3.94e-06, 1.64e-05, 1.25e-05, 7.24e-05, 0.00e+00, 0.00e+00, 2.35e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.94e-06, 1.95e-06]    [2.51e-06, 2.85e-06, 7.37e-06, 4.33e-06, 3.83e-06, 2.77e-07, 3.57e-06, 1.53e-06, 1.26e-06, 1.85e-06, 3.94e-06, 1.64e-05, 1.25e-05, 7.24e-05, 0.00e+00, 0.00e+00, 2.35e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.94e-06, 1.95e-06]    []  
92900     [5.20e-06, 3.20e-06, 7.31e-06, 4.25e-06, 4.00e-06, 2.30e-07, 3.09e-06, 3.14e-08, 1.72e-07, 1.17e-08, 1.49e-06, 7.56e-06, 6.45e-06, 1.51e-06, 4.22e-08, 6.53e-08, 1.14e-08, 1.67e-08, 3.36e-09, 0.00e+00, 1.88e-08, 2.81e-07]    [5.20e-06, 3.20e-06, 7.31e-06, 4.25e-06, 4.00e-06, 2.30e-07, 3.09e-06, 3.14e-08, 1.72e-07, 1.17e-08, 1.49e-06, 7.56e-06, 6.45e-06, 1.51e-06, 4.22e-08, 6.53e-08, 1.14e-08, 1.67e-08, 3.36e-09, 0.00e+00, 1.88e-08, 2.81e-07]    []  
93000     [2.57e-06, 2.85e-06, 7.33e-06, 4.46e-06, 3.70e-06, 2.04e-07, 3.38e-06, 5.61e-10, 5.29e-12, 6.73e-10, 7.85e-07, 2.10e-06, 2.70e-06, 6.67e-08, 5.62e-09, 7.41e-10, 2.66e-08, 4.86e-09, 9.32e-10, 7.08e-10, 2.53e-09, 6.96e-09]    [2.57e-06, 2.85e-06, 7.33e-06, 4.46e-06, 3.70e-06, 2.04e-07, 3.38e-06, 5.61e-10, 5.29e-12, 6.73e-10, 7.85e-07, 2.10e-06, 2.70e-06, 6.67e-08, 5.62e-09, 7.41e-10, 2.66e-08, 4.86e-09, 9.32e-10, 7.08e-10, 2.53e-09, 6.96e-09]    []  
93100     [4.29e-06, 3.48e-06, 7.06e-06, 3.74e-06, 4.18e-06, 1.19e-07, 2.79e-06, 4.83e-07, 4.34e-06, 5.09e-06, 2.32e-06, 3.27e-05, 5.36e-05, 1.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.84e-07, 5.83e-07, 3.70e-06]    [4.29e-06, 3.48e-06, 7.06e-06, 3.74e-06, 4.18e-06, 1.19e-07, 2.79e-06, 4.83e-07, 4.34e-06, 5.09e-06, 2.32e-06, 3.27e-05, 5.36e-05, 1.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.84e-07, 5.83e-07, 3.70e-06]    []  
93200     [2.52e-06, 2.81e-06, 7.49e-06, 4.60e-06, 3.60e-06, 1.74e-07, 3.14e-06, 9.58e-05, 1.55e-07, 3.89e-08, 1.51e-06, 2.73e-06, 3.15e-06, 1.65e-07, 4.44e-09, 1.35e-11, 2.49e-08, 7.66e-09, 0.00e+00, 0.00e+00, 1.43e-04, 2.93e-07]    [2.52e-06, 2.81e-06, 7.49e-06, 4.60e-06, 3.60e-06, 1.74e-07, 3.14e-06, 9.58e-05, 1.55e-07, 3.89e-08, 1.51e-06, 2.73e-06, 3.15e-06, 1.65e-07, 4.44e-09, 1.35e-11, 2.49e-08, 7.66e-09, 0.00e+00, 0.00e+00, 1.43e-04, 2.93e-07]    []  
93300     [2.35e-06, 2.82e-06, 7.37e-06, 4.45e-06, 3.63e-06, 2.49e-07, 3.27e-06, 6.58e-08, 3.02e-08, 5.76e-12, 7.23e-07, 2.09e-06, 2.64e-06, 5.80e-08, 6.86e-09, 2.06e-09, 2.98e-08, 1.06e-08, 1.06e-08, 1.95e-10, 5.56e-08, 4.58e-08]    [2.35e-06, 2.82e-06, 7.37e-06, 4.45e-06, 3.63e-06, 2.49e-07, 3.27e-06, 6.58e-08, 3.02e-08, 5.76e-12, 7.23e-07, 2.09e-06, 2.64e-06, 5.80e-08, 6.86e-09, 2.06e-09, 2.98e-08, 1.06e-08, 1.06e-08, 1.95e-10, 5.56e-08, 4.58e-08]    []  
93400     [2.53e-06, 2.77e-06, 7.52e-06, 4.08e-06, 3.78e-06, 1.65e-07, 2.84e-06, 1.97e-08, 5.40e-07, 3.44e-07, 1.04e-06, 4.34e-06, 5.13e-06, 3.37e-06, 3.67e-14, 0.00e+00, 1.87e-08, 0.00e+00, 1.15e-12, 5.50e-08, 4.08e-08, 3.50e-07]    [2.53e-06, 2.77e-06, 7.52e-06, 4.08e-06, 3.78e-06, 1.65e-07, 2.84e-06, 1.97e-08, 5.40e-07, 3.44e-07, 1.04e-06, 4.34e-06, 5.13e-06, 3.37e-06, 3.67e-14, 0.00e+00, 1.87e-08, 0.00e+00, 1.15e-12, 5.50e-08, 4.08e-08, 3.50e-07]    []  
93500     [2.52e-06, 2.84e-06, 7.40e-06, 4.41e-06, 3.68e-06, 1.67e-07, 3.02e-06, 3.63e-10, 3.28e-09, 8.75e-12, 7.68e-07, 2.06e-06, 2.68e-06, 3.85e-08, 6.48e-09, 4.23e-10, 2.32e-08, 5.71e-09, 1.53e-09, 1.20e-09, 3.70e-09, 9.20e-09]    [2.52e-06, 2.84e-06, 7.40e-06, 4.41e-06, 3.68e-06, 1.67e-07, 3.02e-06, 3.63e-10, 3.28e-09, 8.75e-12, 7.68e-07, 2.06e-06, 2.68e-06, 3.85e-08, 6.48e-09, 4.23e-10, 2.32e-08, 5.71e-09, 1.53e-09, 1.20e-09, 3.70e-09, 9.20e-09]    []  
93600     [2.47e-06, 2.82e-06, 7.33e-06, 4.34e-06, 3.65e-06, 1.63e-07, 3.12e-06, 1.05e-08, 9.05e-09, 2.31e-08, 7.63e-07, 1.90e-06, 3.10e-06, 9.34e-07, 1.95e-08, 2.04e-09, 3.11e-08, 1.83e-08, 2.93e-10, 4.23e-09, 1.76e-08, 1.42e-08]    [2.47e-06, 2.82e-06, 7.33e-06, 4.34e-06, 3.65e-06, 1.63e-07, 3.12e-06, 1.05e-08, 9.05e-09, 2.31e-08, 7.63e-07, 1.90e-06, 3.10e-06, 9.34e-07, 1.95e-08, 2.04e-09, 3.11e-08, 1.83e-08, 2.93e-10, 4.23e-09, 1.76e-08, 1.42e-08]    []  
93700     [2.38e-06, 2.76e-06, 7.25e-06, 4.11e-06, 3.64e-06, 3.12e-07, 3.00e-06, 1.09e-06, 3.61e-07, 4.73e-08, 6.89e-07, 2.86e-06, 3.86e-06, 1.39e-07, 1.81e-08, 1.09e-09, 3.46e-08, 1.02e-08, 7.05e-08, 5.25e-08, 4.05e-07, 3.19e-07]    [2.38e-06, 2.76e-06, 7.25e-06, 4.11e-06, 3.64e-06, 3.12e-07, 3.00e-06, 1.09e-06, 3.61e-07, 4.73e-08, 6.89e-07, 2.86e-06, 3.86e-06, 1.39e-07, 1.81e-08, 1.09e-09, 3.46e-08, 1.02e-08, 7.05e-08, 5.25e-08, 4.05e-07, 3.19e-07]    []  
93800     [2.18e-06, 2.81e-06, 7.31e-06, 4.27e-06, 3.65e-06, 2.93e-07, 3.07e-06, 8.70e-08, 5.26e-08, 4.67e-09, 7.10e-07, 2.26e-06, 2.72e-06, 4.08e-07, 1.09e-09, 3.34e-11, 1.72e-08, 4.34e-09, 1.40e-08, 1.44e-09, 7.18e-08, 7.28e-08]    [2.18e-06, 2.81e-06, 7.31e-06, 4.27e-06, 3.65e-06, 2.93e-07, 3.07e-06, 8.70e-08, 5.26e-08, 4.67e-09, 7.10e-07, 2.26e-06, 2.72e-06, 4.08e-07, 1.09e-09, 3.34e-11, 1.72e-08, 4.34e-09, 1.40e-08, 1.44e-09, 7.18e-08, 7.28e-08]    []  
93900     [2.33e-06, 2.78e-06, 7.36e-06, 4.11e-06, 3.69e-06, 2.21e-07, 2.80e-06, 4.38e-11, 6.63e-11, 9.23e-08, 9.43e-07, 3.14e-06, 3.83e-06, 1.19e-06, 3.20e-09, 1.96e-09, 3.62e-08, 4.71e-09, 1.23e-09, 2.66e-09, 1.60e-08, 5.03e-08]    [2.33e-06, 2.78e-06, 7.36e-06, 4.11e-06, 3.69e-06, 2.21e-07, 2.80e-06, 4.38e-11, 6.63e-11, 9.23e-08, 9.43e-07, 3.14e-06, 3.83e-06, 1.19e-06, 3.20e-09, 1.96e-09, 3.62e-08, 4.71e-09, 1.23e-09, 2.66e-09, 1.60e-08, 5.03e-08]    []  
94000     [2.32e-06, 2.86e-06, 7.30e-06, 4.24e-06, 3.69e-06, 2.13e-07, 2.93e-06, 2.03e-08, 1.30e-09, 4.48e-11, 7.17e-07, 2.06e-06, 2.59e-06, 4.17e-08, 6.64e-09, 7.60e-10, 1.76e-08, 5.43e-09, 2.08e-10, 7.40e-10, 2.34e-08, 7.37e-09]    [2.32e-06, 2.86e-06, 7.30e-06, 4.24e-06, 3.69e-06, 2.13e-07, 2.93e-06, 2.03e-08, 1.30e-09, 4.48e-11, 7.17e-07, 2.06e-06, 2.59e-06, 4.17e-08, 6.64e-09, 7.60e-10, 1.76e-08, 5.43e-09, 2.08e-10, 7.40e-10, 2.34e-08, 7.37e-09]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 37.338784 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
94000     [2.32e-06, 2.86e-06, 7.30e-06, 4.24e-06, 3.69e-06, 2.13e-07, 2.93e-06, 2.03e-08, 1.30e-09, 4.48e-11, 7.17e-07, 2.06e-06, 2.59e-06, 4.17e-08, 6.64e-09, 7.60e-10, 1.76e-08, 5.43e-09, 2.08e-10, 7.40e-10, 2.34e-08, 7.37e-09]    [2.32e-06, 2.86e-06, 7.30e-06, 4.24e-06, 3.69e-06, 2.13e-07, 2.93e-06, 2.03e-08, 1.30e-09, 4.48e-11, 7.17e-07, 2.06e-06, 2.59e-06, 4.17e-08, 6.64e-09, 7.60e-10, 1.76e-08, 5.43e-09, 2.08e-10, 7.40e-10, 2.34e-08, 7.37e-09]    []  
94100     [2.33e-05, 4.24e-06, 1.53e-05, 5.80e-06, 1.12e-05, 8.56e-07, 7.95e-06, 1.13e-07, 2.86e-06, 3.44e-05, 2.84e-04, 7.34e-04, 2.30e-03, 1.31e-03, 1.61e-07, 6.28e-10, 0.00e+00, 0.00e+00, 4.25e-11, 0.00e+00, 2.32e-09, 1.81e-06]    [2.33e-05, 4.24e-06, 1.53e-05, 5.80e-06, 1.12e-05, 8.56e-07, 7.95e-06, 1.13e-07, 2.86e-06, 3.44e-05, 2.84e-04, 7.34e-04, 2.30e-03, 1.31e-03, 1.61e-07, 6.28e-10, 0.00e+00, 0.00e+00, 4.25e-11, 0.00e+00, 2.32e-09, 1.81e-06]    []  
94200     [4.38e-06, 2.85e-06, 8.86e-06, 5.93e-06, 3.97e-06, 1.12e-07, 6.31e-06, 4.79e-08, 4.35e-08, 1.19e-06, 6.39e-06, 1.57e-05, 1.35e-05, 1.61e-06, 4.71e-08, 0.00e+00, 5.95e-08, 2.61e-07, 4.29e-09, 7.66e-08, 2.35e-08, 2.43e-07]    [4.38e-06, 2.85e-06, 8.86e-06, 5.93e-06, 3.97e-06, 1.12e-07, 6.31e-06, 4.79e-08, 4.35e-08, 1.19e-06, 6.39e-06, 1.57e-05, 1.35e-05, 1.61e-06, 4.71e-08, 0.00e+00, 5.95e-08, 2.61e-07, 4.29e-09, 7.66e-08, 2.35e-08, 2.43e-07]    []  
94300     [2.55e-06, 2.62e-06, 8.16e-06, 6.12e-06, 3.07e-06, 1.11e-07, 4.92e-06, 2.80e-05, 2.70e-08, 2.37e-10, 1.86e-06, 5.28e-06, 4.86e-06, 4.97e-08, 5.46e-08, 0.00e+00, 1.42e-08, 7.28e-08, 0.00e+00, 1.22e-08, 2.96e-05, 4.94e-08]    [2.55e-06, 2.62e-06, 8.16e-06, 6.12e-06, 3.07e-06, 1.11e-07, 4.92e-06, 2.80e-05, 2.70e-08, 2.37e-10, 1.86e-06, 5.28e-06, 4.86e-06, 4.97e-08, 5.46e-08, 0.00e+00, 1.42e-08, 7.28e-08, 0.00e+00, 1.22e-08, 2.96e-05, 4.94e-08]    []  
94400     [2.40e-06, 2.55e-06, 8.16e-06, 5.51e-06, 3.15e-06, 3.07e-07, 4.50e-06, 1.02e-08, 3.40e-11, 3.41e-09, 1.54e-06, 3.86e-06, 3.72e-06, 5.43e-08, 3.86e-08, 0.00e+00, 2.45e-09, 1.59e-08, 1.24e-09, 4.08e-09, 5.67e-09, 2.40e-08]    [2.40e-06, 2.55e-06, 8.16e-06, 5.51e-06, 3.15e-06, 3.07e-07, 4.50e-06, 1.02e-08, 3.40e-11, 3.41e-09, 1.54e-06, 3.86e-06, 3.72e-06, 5.43e-08, 3.86e-08, 0.00e+00, 2.45e-09, 1.59e-08, 1.24e-09, 4.08e-09, 5.67e-09, 2.40e-08]    []  
94500     [2.32e-06, 2.56e-06, 7.95e-06, 5.07e-06, 3.25e-06, 2.90e-07, 4.27e-06, 1.46e-11, 1.71e-08, 1.89e-09, 1.18e-06, 3.21e-06, 3.26e-06, 4.82e-08, 2.58e-08, 0.00e+00, 9.80e-10, 4.79e-09, 2.01e-10, 7.49e-09, 1.15e-09, 3.09e-08]    [2.32e-06, 2.56e-06, 7.95e-06, 5.07e-06, 3.25e-06, 2.90e-07, 4.27e-06, 1.46e-11, 1.71e-08, 1.89e-09, 1.18e-06, 3.21e-06, 3.26e-06, 4.82e-08, 2.58e-08, 0.00e+00, 9.80e-10, 4.79e-09, 2.01e-10, 7.49e-09, 1.15e-09, 3.09e-08]    []  
94600     [8.12e-06, 4.32e-06, 8.02e-06, 4.02e-06, 3.96e-06, 1.95e-07, 2.34e-06, 2.01e-07, 3.77e-05, 2.43e-07, 4.34e-06, 2.18e-05, 1.97e-05, 2.75e-05, 2.89e-08, 6.28e-08, 1.02e-07, 3.86e-07, 1.82e-08, 0.00e+00, 9.64e-08, 7.87e-05]    [8.12e-06, 4.32e-06, 8.02e-06, 4.02e-06, 3.96e-06, 1.95e-07, 2.34e-06, 2.01e-07, 3.77e-05, 2.43e-07, 4.34e-06, 2.18e-05, 1.97e-05, 2.75e-05, 2.89e-08, 6.28e-08, 1.02e-07, 3.86e-07, 1.82e-08, 0.00e+00, 9.64e-08, 7.87e-05]    []  
94700     [3.15e-06, 2.67e-06, 7.96e-06, 4.61e-06, 3.74e-06, 2.71e-07, 2.64e-06, 4.32e-07, 4.54e-09, 3.63e-10, 1.60e-06, 3.10e-06, 3.34e-06, 6.88e-08, 2.69e-08, 1.59e-08, 9.97e-09, 9.56e-09, 1.52e-08, 3.77e-08, 4.59e-08, 2.30e-07]    [3.15e-06, 2.67e-06, 7.96e-06, 4.61e-06, 3.74e-06, 2.71e-07, 2.64e-06, 4.32e-07, 4.54e-09, 3.63e-10, 1.60e-06, 3.10e-06, 3.34e-06, 6.88e-08, 2.69e-08, 1.59e-08, 9.97e-09, 9.56e-09, 1.52e-08, 3.77e-08, 4.59e-08, 2.30e-07]    []  
94800     [2.86e-06, 2.73e-06, 7.81e-06, 4.50e-06, 3.82e-06, 2.78e-07, 2.80e-06, 1.12e-07, 2.35e-09, 7.29e-10, 1.22e-06, 2.43e-06, 2.85e-06, 4.85e-08, 1.06e-08, 1.79e-09, 7.22e-09, 8.47e-09, 1.51e-08, 5.63e-09, 9.31e-08, 1.85e-08]    [2.86e-06, 2.73e-06, 7.81e-06, 4.50e-06, 3.82e-06, 2.78e-07, 2.80e-06, 1.12e-07, 2.35e-09, 7.29e-10, 1.22e-06, 2.43e-06, 2.85e-06, 4.85e-08, 1.06e-08, 1.79e-09, 7.22e-09, 8.47e-09, 1.51e-08, 5.63e-09, 9.31e-08, 1.85e-08]    []  
94900     [2.69e-06, 2.74e-06, 7.69e-06, 4.37e-06, 3.85e-06, 2.69e-07, 2.93e-06, 2.71e-10, 4.74e-10, 4.66e-12, 1.12e-06, 2.24e-06, 2.67e-06, 3.73e-08, 9.96e-09, 1.38e-09, 6.64e-09, 4.97e-09, 5.15e-10, 2.32e-09, 1.75e-09, 1.06e-08]    [2.69e-06, 2.74e-06, 7.69e-06, 4.37e-06, 3.85e-06, 2.69e-07, 2.93e-06, 2.71e-10, 4.74e-10, 4.66e-12, 1.12e-06, 2.24e-06, 2.67e-06, 3.73e-08, 9.96e-09, 1.38e-09, 6.64e-09, 4.97e-09, 5.15e-10, 2.32e-09, 1.75e-09, 1.06e-08]    []  
95000     [5.92e-05, 4.25e-06, 1.40e-05, 1.03e-05, 9.48e-06, 7.73e-07, 6.91e-06, 6.72e-05, 2.90e-07, 1.94e-04, 1.71e-04, 5.80e-04, 1.12e-03, 3.98e-03, 5.75e-05, 4.34e-05, 3.41e-05, 3.80e-05, 0.00e+00, 2.78e-08, 6.74e-05, 1.87e-07]    [5.92e-05, 4.25e-06, 1.40e-05, 1.03e-05, 9.48e-06, 7.73e-07, 6.91e-06, 6.72e-05, 2.90e-07, 1.94e-04, 1.71e-04, 5.80e-04, 1.12e-03, 3.98e-03, 5.75e-05, 4.34e-05, 3.41e-05, 3.80e-05, 0.00e+00, 2.78e-08, 6.74e-05, 1.87e-07]    []  
95100     [2.63e-06, 2.62e-06, 7.72e-06, 4.43e-06, 3.79e-06, 4.45e-07, 2.62e-06, 2.07e-08, 5.48e-08, 3.21e-09, 9.00e-07, 2.70e-06, 3.03e-06, 1.21e-07, 1.16e-08, 4.55e-09, 1.77e-08, 3.19e-09, 3.92e-09, 1.43e-08, 1.29e-08, 7.23e-08]    [2.63e-06, 2.62e-06, 7.72e-06, 4.43e-06, 3.79e-06, 4.45e-07, 2.62e-06, 2.07e-08, 5.48e-08, 3.21e-09, 9.00e-07, 2.70e-06, 3.03e-06, 1.21e-07, 1.16e-08, 4.55e-09, 1.77e-08, 3.19e-09, 3.92e-09, 1.43e-08, 1.29e-08, 7.23e-08]    []  
95200     [2.44e-06, 2.67e-06, 7.59e-06, 4.33e-06, 3.83e-06, 3.92e-07, 2.83e-06, 5.69e-11, 2.23e-08, 1.13e-10, 9.08e-07, 2.36e-06, 2.66e-06, 3.67e-08, 6.99e-09, 1.48e-09, 1.18e-08, 1.82e-09, 8.16e-10, 5.60e-10, 8.24e-09, 2.91e-08]    [2.44e-06, 2.67e-06, 7.59e-06, 4.33e-06, 3.83e-06, 3.92e-07, 2.83e-06, 5.69e-11, 2.23e-08, 1.13e-10, 9.08e-07, 2.36e-06, 2.66e-06, 3.67e-08, 6.99e-09, 1.48e-09, 1.18e-08, 1.82e-09, 8.16e-10, 5.60e-10, 8.24e-09, 2.91e-08]    []  
95300     [2.32e-06, 2.70e-06, 7.48e-06, 4.24e-06, 3.87e-06, 3.54e-07, 2.95e-06, 1.98e-08, 4.12e-09, 3.04e-11, 8.65e-07, 2.22e-06, 2.50e-06, 3.61e-08, 7.38e-09, 1.69e-09, 1.01e-08, 1.60e-09, 2.97e-09, 3.12e-09, 1.22e-08, 1.11e-08]    [2.32e-06, 2.70e-06, 7.48e-06, 4.24e-06, 3.87e-06, 3.54e-07, 2.95e-06, 1.98e-08, 4.12e-09, 3.04e-11, 8.65e-07, 2.22e-06, 2.50e-06, 3.61e-08, 7.38e-09, 1.69e-09, 1.01e-08, 1.60e-09, 2.97e-09, 3.12e-09, 1.22e-08, 1.11e-08]    []  
95400     [1.23e-05, 3.90e-06, 7.32e-06, 4.29e-06, 5.34e-06, 5.37e-07, 3.57e-06, 3.97e-07, 2.25e-05, 3.56e-05, 8.41e-05, 2.08e-04, 8.86e-04, 1.71e-03, 1.23e-05, 8.59e-06, 1.72e-06, 1.18e-05, 3.11e-08, 3.54e-06, 1.84e-07, 1.88e-05]    [1.23e-05, 3.90e-06, 7.32e-06, 4.29e-06, 5.34e-06, 5.37e-07, 3.57e-06, 3.97e-07, 2.25e-05, 3.56e-05, 8.41e-05, 2.08e-04, 8.86e-04, 1.71e-03, 1.23e-05, 8.59e-06, 1.72e-06, 1.18e-05, 3.11e-08, 3.54e-06, 1.84e-07, 1.88e-05]    []  
95500     [2.42e-06, 2.70e-06, 7.44e-06, 4.34e-06, 3.80e-06, 2.27e-07, 2.68e-06, 1.34e-08, 8.98e-10, 1.70e-09, 8.46e-07, 2.61e-06, 2.89e-06, 4.93e-08, 3.20e-09, 1.94e-09, 1.44e-08, 1.87e-09, 1.73e-09, 1.35e-09, 8.09e-09, 8.12e-09]    [2.42e-06, 2.70e-06, 7.44e-06, 4.34e-06, 3.80e-06, 2.27e-07, 2.68e-06, 1.34e-08, 8.98e-10, 1.70e-09, 8.46e-07, 2.61e-06, 2.89e-06, 4.93e-08, 3.20e-09, 1.94e-09, 1.44e-08, 1.87e-09, 1.73e-09, 1.35e-09, 8.09e-09, 8.12e-09]    []  
95600     [2.29e-06, 2.75e-06, 7.38e-06, 4.24e-06, 3.84e-06, 2.26e-07, 2.85e-06, 8.37e-11, 6.35e-10, 4.16e-11, 8.42e-07, 2.27e-06, 2.56e-06, 3.01e-08, 6.46e-09, 1.34e-09, 1.17e-08, 1.82e-09, 2.51e-10, 1.10e-10, 1.93e-09, 4.64e-09]    [2.29e-06, 2.75e-06, 7.38e-06, 4.24e-06, 3.84e-06, 2.26e-07, 2.85e-06, 8.37e-11, 6.35e-10, 4.16e-11, 8.42e-07, 2.27e-06, 2.56e-06, 3.01e-08, 6.46e-09, 1.34e-09, 1.17e-08, 1.82e-09, 2.51e-10, 1.10e-10, 1.93e-09, 4.64e-09]    []  
95700     [2.17e-06, 2.76e-06, 7.29e-06, 4.15e-06, 3.86e-06, 2.22e-07, 2.97e-06, 1.33e-10, 8.07e-10, 2.52e-10, 7.98e-07, 2.14e-06, 2.43e-06, 2.95e-08, 7.18e-09, 1.48e-09, 1.13e-08, 2.10e-09, 1.93e-10, 4.86e-10, 1.93e-09, 5.24e-09]    [2.17e-06, 2.76e-06, 7.29e-06, 4.15e-06, 3.86e-06, 2.22e-07, 2.97e-06, 1.33e-10, 8.07e-10, 2.52e-10, 7.98e-07, 2.14e-06, 2.43e-06, 2.95e-08, 7.18e-09, 1.48e-09, 1.13e-08, 2.10e-09, 1.93e-10, 4.86e-10, 1.93e-09, 5.24e-09]    []  
95800     [2.84e-06, 2.52e-06, 7.28e-06, 4.05e-06, 3.62e-06, 2.58e-07, 2.79e-06, 1.95e-06, 1.31e-08, 5.20e-07, 1.60e-05, 1.53e-05, 3.30e-05, 9.34e-06, 0.00e+00, 7.24e-10, 0.00e+00, 0.00e+00, 3.02e-07, 1.46e-10, 1.63e-06, 9.10e-08]    [2.84e-06, 2.52e-06, 7.28e-06, 4.05e-06, 3.62e-06, 2.58e-07, 2.79e-06, 1.95e-06, 1.31e-08, 5.20e-07, 1.60e-05, 1.53e-05, 3.30e-05, 9.34e-06, 0.00e+00, 7.24e-10, 0.00e+00, 0.00e+00, 3.02e-07, 1.46e-10, 1.63e-06, 9.10e-08]    []  
95900     [2.14e-06, 2.73e-06, 7.37e-06, 4.32e-06, 3.75e-06, 2.44e-07, 2.80e-06, 3.23e-10, 4.95e-10, 1.33e-09, 8.24e-07, 2.92e-06, 3.28e-06, 3.40e-08, 6.91e-09, 4.65e-09, 1.02e-08, 2.15e-09, 3.58e-10, 1.74e-10, 3.00e-09, 3.18e-09]    [2.14e-06, 2.73e-06, 7.37e-06, 4.32e-06, 3.75e-06, 2.44e-07, 2.80e-06, 3.23e-10, 4.95e-10, 1.33e-09, 8.24e-07, 2.92e-06, 3.28e-06, 3.40e-08, 6.91e-09, 4.65e-09, 1.02e-08, 2.15e-09, 3.58e-10, 1.74e-10, 3.00e-09, 3.18e-09]    []  
96000     [2.05e-06, 2.75e-06, 7.28e-06, 4.21e-06, 3.81e-06, 2.37e-07, 2.92e-06, 3.27e-08, 1.02e-09, 3.34e-10, 8.10e-07, 2.55e-06, 2.89e-06, 3.52e-08, 6.14e-09, 2.14e-09, 1.12e-08, 2.21e-09, 0.00e+00, 1.11e-10, 4.37e-08, 3.31e-09]    [2.05e-06, 2.75e-06, 7.28e-06, 4.21e-06, 3.81e-06, 2.37e-07, 2.92e-06, 3.27e-08, 1.02e-09, 3.34e-10, 8.10e-07, 2.55e-06, 2.89e-06, 3.52e-08, 6.14e-09, 2.14e-09, 1.12e-08, 2.21e-09, 0.00e+00, 1.11e-10, 4.37e-08, 3.31e-09]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 38.923763 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
96000     [2.05e-06, 2.75e-06, 7.28e-06, 4.21e-06, 3.81e-06, 2.37e-07, 2.92e-06, 3.27e-08, 1.02e-09, 3.34e-10, 8.10e-07, 2.55e-06, 2.89e-06, 3.52e-08, 6.14e-09, 2.14e-09, 1.12e-08, 2.21e-09, 0.00e+00, 1.11e-10, 4.37e-08, 3.31e-09]    [2.05e-06, 2.75e-06, 7.28e-06, 4.21e-06, 3.81e-06, 2.37e-07, 2.92e-06, 3.27e-08, 1.02e-09, 3.34e-10, 8.10e-07, 2.55e-06, 2.89e-06, 3.52e-08, 6.14e-09, 2.14e-09, 1.12e-08, 2.21e-09, 0.00e+00, 1.11e-10, 4.37e-08, 3.31e-09]    []  
96100     [3.89e-06, 2.82e-06, 6.66e-06, 3.79e-06, 3.50e-06, 3.36e-07, 2.37e-06, 1.22e-05, 2.11e-07, 1.23e-06, 4.41e-06, 1.43e-05, 3.40e-05, 9.71e-05, 2.07e-07, 4.35e-07, 4.13e-07, 3.06e-07, 0.00e+00, 0.00e+00, 1.53e-05, 5.07e-07]    [3.89e-06, 2.82e-06, 6.66e-06, 3.79e-06, 3.50e-06, 3.36e-07, 2.37e-06, 1.22e-05, 2.11e-07, 1.23e-06, 4.41e-06, 1.43e-05, 3.40e-05, 9.71e-05, 2.07e-07, 4.35e-07, 4.13e-07, 3.06e-07, 0.00e+00, 0.00e+00, 1.53e-05, 5.07e-07]    []  
96200     [2.22e-06, 2.76e-06, 7.28e-06, 4.18e-06, 3.83e-06, 3.13e-07, 2.68e-06, 9.62e-10, 3.70e-10, 4.31e-10, 8.41e-07, 2.51e-06, 2.84e-06, 2.77e-08, 3.76e-09, 2.73e-10, 2.24e-08, 4.00e-09, 7.12e-10, 1.26e-10, 2.86e-09, 6.46e-09]    [2.22e-06, 2.76e-06, 7.28e-06, 4.18e-06, 3.83e-06, 3.13e-07, 2.68e-06, 9.62e-10, 3.70e-10, 4.31e-10, 8.41e-07, 2.51e-06, 2.84e-06, 2.77e-08, 3.76e-09, 2.73e-10, 2.24e-08, 4.00e-09, 7.12e-10, 1.26e-10, 2.86e-09, 6.46e-09]    []  
96300     [2.08e-06, 2.79e-06, 7.18e-06, 4.07e-06, 3.86e-06, 2.92e-07, 2.80e-06, 1.10e-11, 5.45e-10, 2.14e-10, 8.31e-07, 2.25e-06, 2.71e-06, 3.18e-08, 4.89e-09, 6.02e-10, 1.92e-08, 5.11e-09, 5.77e-10, 1.40e-10, 1.92e-09, 3.38e-09]    [2.08e-06, 2.79e-06, 7.18e-06, 4.07e-06, 3.86e-06, 2.92e-07, 2.80e-06, 1.10e-11, 5.45e-10, 2.14e-10, 8.31e-07, 2.25e-06, 2.71e-06, 3.18e-08, 4.89e-09, 6.02e-10, 1.92e-08, 5.11e-09, 5.77e-10, 1.40e-10, 1.92e-09, 3.38e-09]    []  
96400     [4.29e-06, 3.20e-06, 6.81e-06, 3.60e-06, 4.27e-06, 2.10e-07, 3.03e-06, 5.37e-08, 1.26e-07, 3.98e-06, 4.76e-06, 5.18e-05, 1.75e-05, 1.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-09, 1.03e-07, 1.09e-07]    [4.29e-06, 3.20e-06, 6.81e-06, 3.60e-06, 4.27e-06, 2.10e-07, 3.03e-06, 5.37e-08, 1.26e-07, 3.98e-06, 4.76e-06, 5.18e-05, 1.75e-05, 1.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-09, 1.03e-07, 1.09e-07]    []  
96500     [2.08e-06, 2.83e-06, 7.14e-06, 4.18e-06, 3.75e-06, 2.33e-07, 2.74e-06, 3.18e-09, 4.23e-09, 8.96e-10, 8.29e-07, 2.30e-06, 2.67e-06, 2.94e-08, 5.41e-09, 6.41e-10, 1.53e-08, 2.18e-09, 1.34e-10, 1.10e-09, 7.58e-09, 6.32e-09]    [2.08e-06, 2.83e-06, 7.14e-06, 4.18e-06, 3.75e-06, 2.33e-07, 2.74e-06, 3.18e-09, 4.23e-09, 8.96e-10, 8.29e-07, 2.30e-06, 2.67e-06, 2.94e-08, 5.41e-09, 6.41e-10, 1.53e-08, 2.18e-09, 1.34e-10, 1.10e-09, 7.58e-09, 6.32e-09]    []  
96600     [5.37e-06, 3.17e-06, 6.96e-06, 3.43e-06, 4.55e-06, 2.68e-07, 2.39e-06, 3.57e-05, 7.46e-06, 8.64e-06, 5.35e-05, 8.16e-05, 1.74e-04, 9.79e-05, 1.63e-08, 9.15e-08, 0.00e+00, 0.00e+00, 0.00e+00, 6.11e-07, 6.71e-05, 3.76e-06]    [5.37e-06, 3.17e-06, 6.96e-06, 3.43e-06, 4.55e-06, 2.68e-07, 2.39e-06, 3.57e-05, 7.46e-06, 8.64e-06, 5.35e-05, 8.16e-05, 1.74e-04, 9.79e-05, 1.63e-08, 9.15e-08, 0.00e+00, 0.00e+00, 0.00e+00, 6.11e-07, 6.71e-05, 3.76e-06]    []  
96700     [2.09e-06, 2.81e-06, 7.13e-06, 4.15e-06, 3.75e-06, 3.14e-07, 2.63e-06, 4.21e-09, 1.45e-10, 9.78e-11, 8.02e-07, 2.70e-06, 3.17e-06, 4.70e-08, 3.82e-09, 1.01e-09, 2.46e-08, 4.16e-09, 1.13e-09, 1.98e-10, 2.78e-09, 3.13e-09]    [2.09e-06, 2.81e-06, 7.13e-06, 4.15e-06, 3.75e-06, 3.14e-07, 2.63e-06, 4.21e-09, 1.45e-10, 9.78e-11, 8.02e-07, 2.70e-06, 3.17e-06, 4.70e-08, 3.82e-09, 1.01e-09, 2.46e-08, 4.16e-09, 1.13e-09, 1.98e-10, 2.78e-09, 3.13e-09]    []  
96800     [2.00e-06, 2.85e-06, 7.07e-06, 4.04e-06, 3.81e-06, 2.95e-07, 2.74e-06, 2.46e-10, 5.47e-11, 7.32e-11, 7.91e-07, 2.40e-06, 2.76e-06, 3.18e-08, 3.42e-09, 4.88e-10, 2.10e-08, 3.15e-09, 5.97e-10, 1.87e-10, 1.86e-09, 2.57e-09]    [2.00e-06, 2.85e-06, 7.07e-06, 4.04e-06, 3.81e-06, 2.95e-07, 2.74e-06, 2.46e-10, 5.47e-11, 7.32e-11, 7.91e-07, 2.40e-06, 2.76e-06, 3.18e-08, 3.42e-09, 4.88e-10, 2.10e-08, 3.15e-09, 5.97e-10, 1.87e-10, 1.86e-09, 2.57e-09]    []  
96900     [5.68e-06, 2.84e-06, 6.09e-06, 3.76e-06, 3.38e-06, 2.26e-07, 2.41e-06, 1.79e-08, 1.31e-07, 1.84e-05, 4.32e-05, 2.73e-05, 2.04e-05, 9.62e-05, 2.41e-07, 2.46e-07, 5.06e-07, 6.35e-07, 6.36e-09, 2.52e-09, 2.83e-08, 2.13e-07]    [5.68e-06, 2.84e-06, 6.09e-06, 3.76e-06, 3.38e-06, 2.26e-07, 2.41e-06, 1.79e-08, 1.31e-07, 1.84e-05, 4.32e-05, 2.73e-05, 2.04e-05, 9.62e-05, 2.41e-07, 2.46e-07, 5.06e-07, 6.35e-07, 6.36e-09, 2.52e-09, 2.83e-08, 2.13e-07]    []  
97000     [2.17e-06, 2.92e-06, 7.12e-06, 4.24e-06, 3.71e-06, 2.23e-07, 2.55e-06, 6.66e-08, 2.35e-08, 8.26e-11, 8.97e-07, 2.62e-06, 3.01e-06, 3.25e-08, 3.06e-09, 4.61e-10, 1.91e-08, 2.48e-09, 0.00e+00, 3.56e-09, 7.28e-08, 2.17e-08]    [2.17e-06, 2.92e-06, 7.12e-06, 4.24e-06, 3.71e-06, 2.23e-07, 2.55e-06, 6.66e-08, 2.35e-08, 8.26e-11, 8.97e-07, 2.62e-06, 3.01e-06, 3.25e-08, 3.06e-09, 4.61e-10, 1.91e-08, 2.48e-09, 0.00e+00, 3.56e-09, 7.28e-08, 2.17e-08]    []  
97100     [2.02e-06, 2.92e-06, 7.04e-06, 4.08e-06, 3.77e-06, 2.22e-07, 2.70e-06, 6.32e-10, 5.65e-09, 2.99e-11, 8.53e-07, 2.38e-06, 2.74e-06, 2.90e-08, 3.54e-09, 4.06e-10, 1.87e-08, 2.81e-09, 4.98e-10, 1.22e-11, 1.35e-09, 9.09e-09]    [2.02e-06, 2.92e-06, 7.04e-06, 4.08e-06, 3.77e-06, 2.22e-07, 2.70e-06, 6.32e-10, 5.65e-09, 2.99e-11, 8.53e-07, 2.38e-06, 2.74e-06, 2.90e-08, 3.54e-09, 4.06e-10, 1.87e-08, 2.81e-09, 4.98e-10, 1.22e-11, 1.35e-09, 9.09e-09]    []  
97200     [1.52e-05, 3.48e-06, 1.01e-05, 8.41e-06, 6.92e-06, 3.88e-07, 3.85e-06, 2.56e-04, 7.38e-05, 9.65e-05, 7.95e-05, 6.73e-04, 1.75e-04, 1.97e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.84e-05, 1.07e-05, 1.63e-04, 5.42e-05]    [1.52e-05, 3.48e-06, 1.01e-05, 8.41e-06, 6.92e-06, 3.88e-07, 3.85e-06, 2.56e-04, 7.38e-05, 9.65e-05, 7.95e-05, 6.73e-04, 1.75e-04, 1.97e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.84e-05, 1.07e-05, 1.63e-04, 5.42e-05]    []  
97300     [2.19e-06, 2.92e-06, 7.08e-06, 4.25e-06, 3.68e-06, 3.41e-07, 2.37e-06, 9.73e-10, 1.07e-08, 1.37e-11, 8.51e-07, 2.62e-06, 3.05e-06, 2.25e-08, 3.98e-09, 4.55e-10, 2.08e-08, 4.78e-09, 4.63e-10, 3.07e-12, 6.93e-09, 1.57e-08]    [2.19e-06, 2.92e-06, 7.08e-06, 4.25e-06, 3.68e-06, 3.41e-07, 2.37e-06, 9.73e-10, 1.07e-08, 1.37e-11, 8.51e-07, 2.62e-06, 3.05e-06, 2.25e-08, 3.98e-09, 4.55e-10, 2.08e-08, 4.78e-09, 4.63e-10, 3.07e-12, 6.93e-09, 1.57e-08]    []  
97400     [2.06e-06, 2.94e-06, 7.01e-06, 4.05e-06, 3.79e-06, 3.14e-07, 2.51e-06, 2.16e-09, 2.27e-08, 1.31e-12, 8.28e-07, 2.39e-06, 2.72e-06, 2.92e-08, 3.08e-09, 3.99e-10, 1.63e-08, 2.66e-09, 1.08e-09, 3.20e-09, 2.53e-09, 1.94e-08]    [2.06e-06, 2.94e-06, 7.01e-06, 4.05e-06, 3.79e-06, 3.14e-07, 2.51e-06, 2.16e-09, 2.27e-08, 1.31e-12, 8.28e-07, 2.39e-06, 2.72e-06, 2.92e-08, 3.08e-09, 3.99e-10, 1.63e-08, 2.66e-09, 1.08e-09, 3.20e-09, 2.53e-09, 1.94e-08]    []  
97500     [1.86e-06, 2.96e-06, 6.98e-06, 3.95e-06, 3.85e-06, 2.92e-07, 2.61e-06, 1.10e-09, 7.06e-10, 2.48e-08, 8.22e-07, 2.48e-06, 2.69e-06, 1.13e-06, 7.32e-12, 0.00e+00, 8.33e-09, 6.45e-12, 3.78e-10, 8.03e-11, 4.61e-09, 4.74e-09]    [1.86e-06, 2.96e-06, 6.98e-06, 3.95e-06, 3.85e-06, 2.92e-07, 2.61e-06, 1.10e-09, 7.06e-10, 2.48e-08, 8.22e-07, 2.48e-06, 2.69e-06, 1.13e-06, 7.32e-12, 0.00e+00, 8.33e-09, 6.45e-12, 3.78e-10, 8.03e-11, 4.61e-09, 4.74e-09]    []  
97600     [2.45e-06, 3.02e-06, 6.88e-06, 4.11e-06, 3.84e-06, 2.43e-07, 2.32e-06, 2.47e-09, 2.48e-08, 1.20e-07, 1.50e-06, 4.64e-06, 7.88e-06, 3.58e-06, 7.20e-09, 4.96e-08, 4.13e-08, 1.58e-09, 2.54e-10, 3.16e-09, 1.16e-08, 1.75e-08]    [2.45e-06, 3.02e-06, 6.88e-06, 4.11e-06, 3.84e-06, 2.43e-07, 2.32e-06, 2.47e-09, 2.48e-08, 1.20e-07, 1.50e-06, 4.64e-06, 7.88e-06, 3.58e-06, 7.20e-09, 4.96e-08, 4.13e-08, 1.58e-09, 2.54e-10, 3.16e-09, 1.16e-08, 1.75e-08]    []  
97700     [2.13e-06, 3.06e-06, 6.94e-06, 4.26e-06, 3.76e-06, 2.52e-07, 2.51e-06, 2.64e-09, 1.79e-10, 2.67e-11, 1.05e-06, 2.87e-06, 3.39e-06, 3.03e-08, 3.15e-09, 2.55e-10, 1.61e-08, 2.86e-09, 2.02e-10, 2.30e-11, 4.34e-09, 3.62e-09]    [2.13e-06, 3.06e-06, 6.94e-06, 4.26e-06, 3.76e-06, 2.52e-07, 2.51e-06, 2.64e-09, 1.79e-10, 2.67e-11, 1.05e-06, 2.87e-06, 3.39e-06, 3.03e-08, 3.15e-09, 2.55e-10, 1.61e-08, 2.86e-09, 2.02e-10, 2.30e-11, 4.34e-09, 3.62e-09]    []  
97800     [2.01e-06, 3.05e-06, 6.91e-06, 4.09e-06, 3.82e-06, 2.48e-07, 2.61e-06, 6.20e-09, 8.53e-10, 4.55e-12, 9.83e-07, 2.56e-06, 3.01e-06, 2.72e-08, 3.14e-09, 1.52e-10, 1.32e-08, 2.31e-09, 1.13e-09, 3.04e-11, 4.44e-09, 3.94e-09]    [2.01e-06, 3.05e-06, 6.91e-06, 4.09e-06, 3.82e-06, 2.48e-07, 2.61e-06, 6.20e-09, 8.53e-10, 4.55e-12, 9.83e-07, 2.56e-06, 3.01e-06, 2.72e-08, 3.14e-09, 1.52e-10, 1.32e-08, 2.31e-09, 1.13e-09, 3.04e-11, 4.44e-09, 3.94e-09]    []  
97900     [2.90e-06, 3.00e-06, 6.56e-06, 3.60e-06, 3.98e-06, 5.48e-07, 2.74e-06, 1.11e-05, 4.41e-06, 1.62e-06, 4.09e-06, 2.59e-05, 3.88e-05, 1.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-06, 9.54e-07, 9.07e-06, 5.45e-06]    [2.90e-06, 3.00e-06, 6.56e-06, 3.60e-06, 3.98e-06, 5.48e-07, 2.74e-06, 1.11e-05, 4.41e-06, 1.62e-06, 4.09e-06, 2.59e-05, 3.88e-05, 1.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-06, 9.54e-07, 9.07e-06, 5.45e-06]    []  
98000     [1.89e-06, 3.01e-06, 6.78e-06, 4.01e-06, 3.80e-06, 5.24e-07, 2.61e-06, 5.59e-09, 2.79e-09, 7.83e-12, 9.36e-07, 2.45e-06, 2.90e-06, 2.82e-08, 3.09e-09, 2.11e-10, 9.88e-09, 2.22e-09, 1.89e-09, 7.11e-10, 6.42e-09, 5.63e-09]    [1.89e-06, 3.01e-06, 6.78e-06, 4.01e-06, 3.80e-06, 5.24e-07, 2.61e-06, 5.59e-09, 2.79e-09, 7.83e-12, 9.36e-07, 2.45e-06, 2.90e-06, 2.82e-08, 3.09e-09, 2.11e-10, 9.88e-09, 2.22e-09, 1.89e-09, 7.11e-10, 6.42e-09, 5.63e-09]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 38.092091 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
98000     [1.89e-06, 3.01e-06, 6.78e-06, 4.01e-06, 3.80e-06, 5.24e-07, 2.61e-06, 5.59e-09, 2.79e-09, 7.83e-12, 9.36e-07, 2.45e-06, 2.90e-06, 2.82e-08, 3.09e-09, 2.11e-10, 9.88e-09, 2.22e-09, 1.89e-09, 7.11e-10, 6.42e-09, 5.63e-09]    [1.89e-06, 3.01e-06, 6.78e-06, 4.01e-06, 3.80e-06, 5.24e-07, 2.61e-06, 5.59e-09, 2.79e-09, 7.83e-12, 9.36e-07, 2.45e-06, 2.90e-06, 2.82e-08, 3.09e-09, 2.11e-10, 9.88e-09, 2.22e-09, 1.89e-09, 7.11e-10, 6.42e-09, 5.63e-09]    []  
98100     [2.03e-05, 5.20e-06, 8.31e-06, 5.04e-06, 5.13e-06, 5.84e-07, 2.85e-06, 4.62e-11, 1.22e-04, 5.75e-05, 6.45e-05, 1.83e-04, 3.32e-04, 1.11e-03, 1.28e-05, 9.86e-06, 1.11e-05, 1.17e-05, 1.05e-09, 2.82e-05, 1.86e-08, 1.27e-04]    [2.03e-05, 5.20e-06, 8.31e-06, 5.04e-06, 5.13e-06, 5.84e-07, 2.85e-06, 4.62e-11, 1.22e-04, 5.75e-05, 6.45e-05, 1.83e-04, 3.32e-04, 1.11e-03, 1.28e-05, 9.86e-06, 1.11e-05, 1.17e-05, 1.05e-09, 2.82e-05, 1.86e-08, 1.27e-04]    []  
98200     [2.18e-06, 3.09e-06, 6.73e-06, 4.17e-06, 3.68e-06, 3.58e-07, 2.39e-06, 2.69e-09, 8.18e-09, 1.37e-10, 9.89e-07, 2.42e-06, 3.23e-06, 2.03e-07, 6.63e-09, 8.46e-10, 1.48e-08, 8.42e-09, 1.12e-10, 1.83e-09, 8.60e-09, 1.24e-08]    [2.18e-06, 3.09e-06, 6.73e-06, 4.17e-06, 3.68e-06, 3.58e-07, 2.39e-06, 2.69e-09, 8.18e-09, 1.37e-10, 9.89e-07, 2.42e-06, 3.23e-06, 2.03e-07, 6.63e-09, 8.46e-10, 1.48e-08, 8.42e-09, 1.12e-10, 1.83e-09, 8.60e-09, 1.24e-08]    []  
98300     [1.97e-06, 3.10e-06, 6.71e-06, 3.99e-06, 3.77e-06, 3.32e-07, 2.51e-06, 8.88e-09, 3.75e-08, 4.66e-12, 9.33e-07, 2.31e-06, 2.73e-06, 2.63e-08, 2.63e-09, 1.95e-10, 1.17e-08, 1.90e-09, 1.45e-09, 0.00e+00, 6.50e-09, 5.12e-08]    [1.97e-06, 3.10e-06, 6.71e-06, 3.99e-06, 3.77e-06, 3.32e-07, 2.51e-06, 8.88e-09, 3.75e-08, 4.66e-12, 9.33e-07, 2.31e-06, 2.73e-06, 2.63e-08, 2.63e-09, 1.95e-10, 1.17e-08, 1.90e-09, 1.45e-09, 0.00e+00, 6.50e-09, 5.12e-08]    []  
98400     [3.78e-06, 3.00e-06, 6.45e-06, 4.10e-06, 3.69e-06, 3.40e-07, 2.50e-06, 5.20e-10, 6.34e-09, 3.04e-06, 4.24e-06, 1.43e-05, 3.28e-05, 1.01e-04, 6.44e-07, 7.04e-07, 5.07e-07, 4.51e-07, 2.06e-10, 1.97e-09, 2.61e-09, 1.23e-08]    [3.78e-06, 3.00e-06, 6.45e-06, 4.10e-06, 3.69e-06, 3.40e-07, 2.50e-06, 5.20e-10, 6.34e-09, 3.04e-06, 4.24e-06, 1.43e-05, 3.28e-05, 1.01e-04, 6.44e-07, 7.04e-07, 5.07e-07, 4.51e-07, 2.06e-10, 1.97e-09, 2.61e-09, 1.23e-08]    []  
98500     [2.02e-06, 3.21e-06, 6.66e-06, 4.47e-06, 3.96e-06, 2.99e-07, 2.30e-06, 2.26e-09, 9.87e-11, 1.14e-06, 2.37e-06, 9.51e-06, 8.76e-06, 1.09e-06, 6.41e-08, 5.88e-11, 0.00e+00, 4.26e-08, 1.02e-10, 3.12e-08, 1.34e-09, 1.74e-07]    [2.02e-06, 3.21e-06, 6.66e-06, 4.47e-06, 3.96e-06, 2.99e-07, 2.30e-06, 2.26e-09, 9.87e-11, 1.14e-06, 2.37e-06, 9.51e-06, 8.76e-06, 1.09e-06, 6.41e-08, 5.88e-11, 0.00e+00, 4.26e-08, 1.02e-10, 3.12e-08, 1.34e-09, 1.74e-07]    []  
98600     [1.99e-06, 3.19e-06, 6.64e-06, 4.29e-06, 3.88e-06, 2.83e-07, 2.39e-06, 7.36e-10, 4.95e-11, 7.28e-09, 1.18e-06, 3.37e-06, 3.59e-06, 5.58e-07, 3.31e-09, 1.51e-10, 5.60e-11, 1.72e-10, 1.17e-10, 2.21e-09, 3.83e-10, 1.16e-08]    [1.99e-06, 3.19e-06, 6.64e-06, 4.29e-06, 3.88e-06, 2.83e-07, 2.39e-06, 7.36e-10, 4.95e-11, 7.28e-09, 1.18e-06, 3.37e-06, 3.59e-06, 5.58e-07, 3.31e-09, 1.51e-10, 5.60e-11, 1.72e-10, 1.17e-10, 2.21e-09, 3.83e-10, 1.16e-08]    []  
98700     [1.95e-06, 3.13e-06, 6.73e-06, 4.15e-06, 3.89e-06, 4.06e-07, 2.45e-06, 1.30e-06, 1.83e-11, 1.04e-11, 7.68e-07, 2.79e-06, 3.13e-06, 3.57e-08, 6.31e-09, 1.90e-09, 1.23e-08, 3.56e-09, 2.61e-07, 1.74e-09, 1.40e-06, 1.09e-08]    [1.95e-06, 3.13e-06, 6.73e-06, 4.15e-06, 3.89e-06, 4.06e-07, 2.45e-06, 1.30e-06, 1.83e-11, 1.04e-11, 7.68e-07, 2.79e-06, 3.13e-06, 3.57e-08, 6.31e-09, 1.90e-09, 1.23e-08, 3.56e-09, 2.61e-07, 1.74e-09, 1.40e-06, 1.09e-08]    []  
98800     [1.83e-06, 3.15e-06, 6.64e-06, 4.09e-06, 3.85e-06, 3.80e-07, 2.51e-06, 7.11e-16, 1.34e-09, 1.24e-11, 7.92e-07, 2.51e-06, 2.74e-06, 2.66e-08, 2.27e-09, 3.62e-10, 8.60e-09, 1.41e-09, 2.30e-11, 6.90e-10, 7.91e-10, 1.28e-08]    [1.83e-06, 3.15e-06, 6.64e-06, 4.09e-06, 3.85e-06, 3.80e-07, 2.51e-06, 7.11e-16, 1.34e-09, 1.24e-11, 7.92e-07, 2.51e-06, 2.74e-06, 2.66e-08, 2.27e-09, 3.62e-10, 8.60e-09, 1.41e-09, 2.30e-11, 6.90e-10, 7.91e-10, 1.28e-08]    []  
98900     [3.44e-06, 3.05e-06, 5.80e-06, 4.03e-06, 3.41e-06, 3.09e-07, 2.05e-06, 1.06e-08, 2.37e-05, 6.55e-07, 3.78e-06, 1.09e-05, 9.60e-06, 4.08e-05, 9.09e-08, 1.87e-07, 9.38e-08, 2.09e-08, 2.80e-10, 0.00e+00, 7.92e-10, 3.02e-05]    [3.44e-06, 3.05e-06, 5.80e-06, 4.03e-06, 3.41e-06, 3.09e-07, 2.05e-06, 1.06e-08, 2.37e-05, 6.55e-07, 3.78e-06, 1.09e-05, 9.60e-06, 4.08e-05, 9.09e-08, 1.87e-07, 9.38e-08, 2.09e-08, 2.80e-10, 0.00e+00, 7.92e-10, 3.02e-05]    []  
99000     [1.96e-06, 3.23e-06, 6.57e-06, 4.21e-06, 3.73e-06, 3.00e-07, 2.38e-06, 4.22e-11, 5.67e-11, 7.25e-12, 8.62e-07, 2.40e-06, 2.71e-06, 2.68e-08, 2.15e-09, 1.23e-10, 5.67e-09, 8.48e-10, 1.49e-11, 8.17e-10, 2.57e-10, 9.32e-09]    [1.96e-06, 3.23e-06, 6.57e-06, 4.21e-06, 3.73e-06, 3.00e-07, 2.38e-06, 4.22e-11, 5.67e-11, 7.25e-12, 8.62e-07, 2.40e-06, 2.71e-06, 2.68e-08, 2.15e-09, 1.23e-10, 5.67e-09, 8.48e-10, 1.49e-11, 8.17e-10, 2.57e-10, 9.32e-09]    []  
99100     [1.84e-06, 3.21e-06, 6.53e-06, 4.07e-06, 3.77e-06, 2.94e-07, 2.48e-06, 1.38e-12, 5.07e-12, 2.00e-12, 8.16e-07, 2.28e-06, 2.52e-06, 2.42e-08, 2.28e-09, 8.19e-11, 4.42e-09, 7.04e-10, 8.43e-12, 8.34e-10, 2.99e-10, 9.02e-09]    [1.84e-06, 3.21e-06, 6.53e-06, 4.07e-06, 3.77e-06, 2.94e-07, 2.48e-06, 1.38e-12, 5.07e-12, 2.00e-12, 8.16e-07, 2.28e-06, 2.52e-06, 2.42e-08, 2.28e-09, 8.19e-11, 4.42e-09, 7.04e-10, 8.43e-12, 8.34e-10, 2.99e-10, 9.02e-09]    []  
99200     [9.91e-05, 4.00e-06, 1.81e-05, 1.50e-05, 1.44e-05, 1.18e-06, 9.77e-06, 8.97e-06, 2.77e-06, 2.99e-04, 3.33e-04, 1.40e-03, 1.99e-03, 9.46e-03, 1.64e-04, 1.71e-04, 5.49e-05, 5.79e-05, 2.02e-06, 6.53e-07, 8.90e-06, 3.85e-06]    [9.91e-05, 4.00e-06, 1.81e-05, 1.50e-05, 1.44e-05, 1.18e-06, 9.77e-06, 8.97e-06, 2.77e-06, 2.99e-04, 3.33e-04, 1.40e-03, 1.99e-03, 9.46e-03, 1.64e-04, 1.71e-04, 5.49e-05, 5.79e-05, 2.02e-06, 6.53e-07, 8.90e-06, 3.85e-06]    []  
99300     [1.67e-06, 3.25e-06, 6.42e-06, 4.41e-06, 3.69e-06, 7.69e-07, 2.43e-06, 3.68e-07, 3.36e-08, 1.84e-09, 8.34e-07, 3.49e-06, 3.82e-06, 4.96e-07, 9.19e-11, 8.20e-10, 1.02e-09, 1.51e-10, 4.28e-08, 5.85e-11, 2.75e-07, 5.08e-08]    [1.67e-06, 3.25e-06, 6.42e-06, 4.41e-06, 3.69e-06, 7.69e-07, 2.43e-06, 3.68e-07, 3.36e-08, 1.84e-09, 8.34e-07, 3.49e-06, 3.82e-06, 4.96e-07, 9.19e-11, 8.20e-10, 1.02e-09, 1.51e-10, 4.28e-08, 5.85e-11, 2.75e-07, 5.08e-08]    []  
99400     [1.77e-06, 3.19e-06, 6.36e-06, 4.23e-06, 3.69e-06, 6.89e-07, 2.48e-06, 2.45e-11, 5.53e-10, 1.82e-13, 8.66e-07, 2.67e-06, 2.99e-06, 2.57e-08, 1.84e-09, 3.52e-10, 4.62e-09, 1.19e-09, 1.66e-11, 6.32e-10, 1.26e-09, 1.08e-08]    [1.77e-06, 3.19e-06, 6.36e-06, 4.23e-06, 3.69e-06, 6.89e-07, 2.48e-06, 2.45e-11, 5.53e-10, 1.82e-13, 8.66e-07, 2.67e-06, 2.99e-06, 2.57e-08, 1.84e-09, 3.52e-10, 4.62e-09, 1.19e-09, 1.66e-11, 6.32e-10, 1.26e-09, 1.08e-08]    []  
99500     [1.71e-06, 3.20e-06, 6.36e-06, 4.09e-06, 3.74e-06, 6.12e-07, 2.52e-06, 4.94e-11, 5.24e-10, 1.04e-11, 8.53e-07, 2.42e-06, 2.71e-06, 2.39e-08, 1.92e-09, 1.64e-10, 3.14e-09, 8.97e-10, 1.29e-11, 1.06e-09, 9.20e-10, 8.84e-09]    [1.71e-06, 3.20e-06, 6.36e-06, 4.09e-06, 3.74e-06, 6.12e-07, 2.52e-06, 4.94e-11, 5.24e-10, 1.04e-11, 8.53e-07, 2.42e-06, 2.71e-06, 2.39e-08, 1.92e-09, 1.64e-10, 3.14e-09, 8.97e-10, 1.29e-11, 1.06e-09, 9.20e-10, 8.84e-09]    []  
99600     [1.86e-05, 3.83e-06, 1.09e-05, 6.18e-06, 7.81e-06, 8.45e-07, 4.55e-06, 6.25e-07, 1.75e-05, 1.60e-05, 6.45e-05, 3.95e-04, 1.89e-04, 1.45e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.37e-08, 0.00e+00, 2.56e-07, 5.52e-05]    [1.86e-05, 3.83e-06, 1.09e-05, 6.18e-06, 7.81e-06, 8.45e-07, 4.55e-06, 6.25e-07, 1.75e-05, 1.60e-05, 6.45e-05, 3.95e-04, 1.89e-04, 1.45e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.37e-08, 0.00e+00, 2.56e-07, 5.52e-05]    []  
99700     [1.92e-06, 3.32e-06, 6.37e-06, 4.35e-06, 3.62e-06, 4.35e-07, 2.19e-06, 9.69e-12, 2.49e-08, 2.34e-08, 9.14e-07, 2.50e-06, 2.80e-06, 2.87e-07, 1.17e-11, 0.00e+00, 3.00e-09, 7.04e-11, 3.87e-13, 4.37e-09, 9.34e-10, 2.15e-08]    [1.92e-06, 3.32e-06, 6.37e-06, 4.35e-06, 3.62e-06, 4.35e-07, 2.19e-06, 9.69e-12, 2.49e-08, 2.34e-08, 9.14e-07, 2.50e-06, 2.80e-06, 2.87e-07, 1.17e-11, 0.00e+00, 3.00e-09, 7.04e-11, 3.87e-13, 4.37e-09, 9.34e-10, 2.15e-08]    []  
99800     [1.86e-06, 3.29e-06, 6.33e-06, 4.12e-06, 3.71e-06, 4.06e-07, 2.27e-06, 2.65e-11, 6.05e-10, 3.73e-11, 8.60e-07, 2.29e-06, 2.59e-06, 2.49e-08, 1.55e-09, 0.00e+00, 3.47e-09, 5.19e-10, 1.22e-12, 5.56e-10, 2.08e-10, 8.53e-09]    [1.86e-06, 3.29e-06, 6.33e-06, 4.12e-06, 3.71e-06, 4.06e-07, 2.27e-06, 2.65e-11, 6.05e-10, 3.73e-11, 8.60e-07, 2.29e-06, 2.59e-06, 2.49e-08, 1.55e-09, 0.00e+00, 3.47e-09, 5.19e-10, 1.22e-12, 5.56e-10, 2.08e-10, 8.53e-09]    []  
99900     [1.76e-06, 3.29e-06, 6.30e-06, 4.03e-06, 3.72e-06, 3.85e-07, 2.32e-06, 1.58e-10, 3.23e-10, 8.44e-12, 8.12e-07, 2.18e-06, 2.44e-06, 2.32e-08, 1.74e-09, 0.00e+00, 2.65e-09, 3.82e-10, 4.99e-12, 5.95e-10, 1.49e-10, 6.85e-09]    [1.76e-06, 3.29e-06, 6.30e-06, 4.03e-06, 3.72e-06, 3.85e-07, 2.32e-06, 1.58e-10, 3.23e-10, 8.44e-12, 8.12e-07, 2.18e-06, 2.44e-06, 2.32e-08, 1.74e-09, 0.00e+00, 2.65e-09, 3.82e-10, 4.99e-12, 5.95e-10, 1.49e-10, 6.85e-09]    []  
100000    [4.87e-06, 3.36e-06, 5.00e-06, 4.20e-06, 3.04e-06, 4.26e-07, 2.69e-06, 1.68e-08, 1.20e-07, 1.47e-08, 2.34e-05, 3.64e-05, 3.54e-05, 1.74e-05, 3.25e-07, 6.17e-07, 8.52e-08, 4.40e-08, 6.95e-09, 9.37e-08, 4.41e-08, 6.03e-07]    [4.87e-06, 3.36e-06, 5.00e-06, 4.20e-06, 3.04e-06, 4.26e-07, 2.69e-06, 1.68e-08, 1.20e-07, 1.47e-08, 2.34e-05, 3.64e-05, 3.54e-05, 1.74e-05, 3.25e-07, 6.17e-07, 8.52e-08, 4.40e-08, 6.95e-09, 9.37e-08, 4.41e-08, 6.03e-07]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 38.190859 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
100000    [4.87e-06, 3.36e-06, 5.00e-06, 4.20e-06, 3.04e-06, 4.26e-07, 2.69e-06, 1.68e-08, 1.20e-07, 1.47e-08, 2.34e-05, 3.64e-05, 3.54e-05, 1.74e-05, 3.25e-07, 6.17e-07, 8.52e-08, 4.40e-08, 6.95e-09, 9.37e-08, 4.41e-08, 6.03e-07]    [4.87e-06, 3.36e-06, 5.00e-06, 4.20e-06, 3.04e-06, 4.26e-07, 2.69e-06, 1.68e-08, 1.20e-07, 1.47e-08, 2.34e-05, 3.64e-05, 3.54e-05, 1.74e-05, 3.25e-07, 6.17e-07, 8.52e-08, 4.40e-08, 6.95e-09, 9.37e-08, 4.41e-08, 6.03e-07]    []  
100100    [1.91e-06, 3.45e-06, 6.14e-06, 4.62e-06, 3.55e-06, 3.75e-07, 2.37e-06, 2.51e-11, 5.89e-10, 4.09e-13, 1.02e-06, 3.06e-06, 3.54e-06, 2.45e-08, 1.42e-09, 9.53e-12, 7.14e-09, 1.17e-09, 2.25e-12, 4.29e-10, 3.39e-10, 6.72e-09]    [1.91e-06, 3.45e-06, 6.14e-06, 4.62e-06, 3.55e-06, 3.75e-07, 2.37e-06, 2.51e-11, 5.89e-10, 4.09e-13, 1.02e-06, 3.06e-06, 3.54e-06, 2.45e-08, 1.42e-09, 9.53e-12, 7.14e-09, 1.17e-09, 2.25e-12, 4.29e-10, 3.39e-10, 6.72e-09]    []  
100200    [1.83e-06, 3.39e-06, 6.22e-06, 4.33e-06, 3.66e-06, 3.63e-07, 2.39e-06, 7.33e-11, 7.66e-10, 1.57e-12, 1.00e-06, 2.68e-06, 3.08e-06, 2.33e-08, 1.38e-09, 0.00e+00, 4.06e-09, 6.36e-10, 1.21e-12, 4.39e-10, 4.54e-10, 7.53e-09]    [1.83e-06, 3.39e-06, 6.22e-06, 4.33e-06, 3.66e-06, 3.63e-07, 2.39e-06, 7.33e-11, 7.66e-10, 1.57e-12, 1.00e-06, 2.68e-06, 3.08e-06, 2.33e-08, 1.38e-09, 0.00e+00, 4.06e-09, 6.36e-10, 1.21e-12, 4.39e-10, 4.54e-10, 7.53e-09]    []  
100300    [1.73e-06, 3.32e-06, 6.22e-06, 4.24e-06, 3.68e-06, 3.44e-07, 2.41e-06, 1.94e-05, 1.85e-09, 1.33e-11, 9.61e-07, 2.49e-06, 2.80e-06, 2.61e-08, 1.03e-09, 0.00e+00, 2.62e-09, 2.07e-10, 0.00e+00, 2.78e-10, 2.06e-05, 1.09e-08]    [1.73e-06, 3.32e-06, 6.22e-06, 4.24e-06, 3.68e-06, 3.44e-07, 2.41e-06, 1.94e-05, 1.85e-09, 1.33e-11, 9.61e-07, 2.49e-06, 2.80e-06, 2.61e-08, 1.03e-09, 0.00e+00, 2.62e-09, 2.07e-10, 0.00e+00, 2.78e-10, 2.06e-05, 1.09e-08]    []  
100400    [1.80e-06, 3.36e-06, 6.09e-06, 4.35e-06, 3.57e-06, 7.04e-07, 2.11e-06, 8.08e-08, 2.29e-09, 3.76e-08, 1.05e-06, 2.96e-06, 3.24e-06, 4.79e-07, 1.23e-09, 3.80e-10, 3.80e-09, 1.80e-09, 0.00e+00, 5.14e-10, 2.04e-07, 3.13e-08]    [1.80e-06, 3.36e-06, 6.09e-06, 4.35e-06, 3.57e-06, 7.04e-07, 2.11e-06, 8.08e-08, 2.29e-09, 3.76e-08, 1.05e-06, 2.96e-06, 3.24e-06, 4.79e-07, 1.23e-09, 3.80e-10, 3.80e-09, 1.80e-09, 0.00e+00, 5.14e-10, 2.04e-07, 3.13e-08]    []  
100500    [1.67e-06, 3.33e-06, 6.08e-06, 4.25e-06, 3.61e-06, 6.33e-07, 2.29e-06, 1.77e-11, 2.92e-10, 3.10e-12, 8.76e-07, 2.45e-06, 2.75e-06, 2.25e-08, 1.06e-09, 0.00e+00, 2.74e-09, 5.87e-10, 9.59e-12, 1.08e-09, 5.37e-10, 7.28e-09]    [1.67e-06, 3.33e-06, 6.08e-06, 4.25e-06, 3.61e-06, 6.33e-07, 2.29e-06, 1.77e-11, 2.92e-10, 3.10e-12, 8.76e-07, 2.45e-06, 2.75e-06, 2.25e-08, 1.06e-09, 0.00e+00, 2.74e-09, 5.87e-10, 9.59e-12, 1.08e-09, 5.37e-10, 7.28e-09]    []  
100600    [3.73e-05, 4.67e-06, 1.08e-05, 5.23e-06, 7.65e-06, 1.20e-06, 6.05e-06, 1.56e-10, 1.71e-05, 4.50e-05, 5.13e-05, 2.72e-04, 4.20e-04, 1.80e-03, 2.54e-05, 3.32e-05, 5.42e-06, 1.55e-05, 2.94e-09, 3.33e-06, 1.90e-08, 1.77e-05]    [3.73e-05, 4.67e-06, 1.08e-05, 5.23e-06, 7.65e-06, 1.20e-06, 6.05e-06, 1.56e-10, 1.71e-05, 4.50e-05, 5.13e-05, 2.72e-04, 4.20e-04, 1.80e-03, 2.54e-05, 3.32e-05, 5.42e-06, 1.55e-05, 2.94e-09, 3.33e-06, 1.90e-08, 1.77e-05]    []  
100700    [1.74e-06, 3.44e-06, 5.92e-06, 4.48e-06, 3.43e-06, 4.80e-07, 2.13e-06, 2.30e-08, 2.77e-09, 1.07e-08, 8.32e-07, 2.55e-06, 3.02e-06, 7.67e-08, 1.98e-09, 9.28e-10, 2.03e-09, 8.77e-10, 2.60e-09, 5.10e-10, 1.74e-08, 1.48e-08]    [1.74e-06, 3.44e-06, 5.92e-06, 4.48e-06, 3.43e-06, 4.80e-07, 2.13e-06, 2.30e-08, 2.77e-09, 1.07e-08, 8.32e-07, 2.55e-06, 3.02e-06, 7.67e-08, 1.98e-09, 9.28e-10, 2.03e-09, 8.77e-10, 2.60e-09, 5.10e-10, 1.74e-08, 1.48e-08]    []  
100800    [1.62e-06, 3.42e-06, 5.93e-06, 4.23e-06, 3.53e-06, 4.51e-07, 2.23e-06, 4.81e-11, 1.97e-09, 1.60e-13, 8.06e-07, 2.38e-06, 2.64e-06, 2.20e-08, 1.27e-09, 0.00e+00, 2.73e-09, 4.95e-10, 1.41e-11, 1.59e-09, 1.85e-10, 9.18e-09]    [1.62e-06, 3.42e-06, 5.93e-06, 4.23e-06, 3.53e-06, 4.51e-07, 2.23e-06, 4.81e-11, 1.97e-09, 1.60e-13, 8.06e-07, 2.38e-06, 2.64e-06, 2.20e-08, 1.27e-09, 0.00e+00, 2.73e-09, 4.95e-10, 1.41e-11, 1.59e-09, 1.85e-10, 9.18e-09]    []  
100900    [1.37e-04, 6.41e-06, 2.30e-05, 2.33e-05, 1.74e-05, 2.12e-06, 1.56e-05, 2.87e-06, 2.41e-04, 1.18e-03, 1.21e-03, 2.03e-03, 7.76e-04, 1.11e-02, 3.12e-04, 1.64e-04, 4.74e-05, 4.71e-05, 0.00e+00, 5.98e-05, 3.28e-06, 2.67e-04]    [1.37e-04, 6.41e-06, 2.30e-05, 2.33e-05, 1.74e-05, 2.12e-06, 1.56e-05, 2.87e-06, 2.41e-04, 1.18e-03, 1.21e-03, 2.03e-03, 7.76e-04, 1.11e-02, 3.12e-04, 1.64e-04, 4.74e-05, 4.71e-05, 0.00e+00, 5.98e-05, 3.28e-06, 2.67e-04]    []  
101000    [4.34e-06, 3.84e-06, 5.63e-06, 6.27e-06, 3.43e-06, 9.89e-07, 2.96e-06, 4.89e-08, 4.90e-07, 4.82e-06, 8.93e-06, 2.67e-05, 2.67e-05, 1.12e-06, 2.85e-07, 5.72e-07, 7.18e-08, 5.23e-08, 6.75e-12, 1.73e-07, 1.92e-07, 9.70e-07]    [4.34e-06, 3.84e-06, 5.63e-06, 6.27e-06, 3.43e-06, 9.89e-07, 2.96e-06, 4.89e-08, 4.90e-07, 4.82e-06, 8.93e-06, 2.67e-05, 2.67e-05, 1.12e-06, 2.85e-07, 5.72e-07, 7.18e-08, 5.23e-08, 6.75e-12, 1.73e-07, 1.92e-07, 9.70e-07]    []  
101100    [2.12e-06, 3.49e-06, 6.27e-06, 5.40e-06, 3.27e-06, 5.17e-07, 2.22e-06, 4.00e-10, 7.15e-09, 2.13e-10, 1.19e-06, 4.18e-06, 4.65e-06, 3.30e-08, 2.68e-08, 4.05e-08, 1.47e-09, 3.62e-09, 1.54e-10, 2.86e-09, 7.28e-10, 1.26e-08]    [2.12e-06, 3.49e-06, 6.27e-06, 5.40e-06, 3.27e-06, 5.17e-07, 2.22e-06, 4.00e-10, 7.15e-09, 2.13e-10, 1.19e-06, 4.18e-06, 4.65e-06, 3.30e-08, 2.68e-08, 4.05e-08, 1.47e-09, 3.62e-09, 1.54e-10, 2.86e-09, 7.28e-10, 1.26e-08]    []  
101200    [1.97e-06, 3.40e-06, 6.25e-06, 4.78e-06, 3.48e-06, 4.60e-07, 2.31e-06, 1.11e-10, 1.21e-08, 4.20e-11, 1.13e-06, 3.30e-06, 3.55e-06, 2.45e-08, 9.56e-09, 1.08e-08, 2.97e-10, 1.35e-09, 1.02e-10, 2.90e-09, 3.77e-10, 1.46e-08]    [1.97e-06, 3.40e-06, 6.25e-06, 4.78e-06, 3.48e-06, 4.60e-07, 2.31e-06, 1.11e-10, 1.21e-08, 4.20e-11, 1.13e-06, 3.30e-06, 3.55e-06, 2.45e-08, 9.56e-09, 1.08e-08, 2.97e-10, 1.35e-09, 1.02e-10, 2.90e-09, 3.77e-10, 1.46e-08]    []  
101300    [4.69e-05, 4.65e-06, 1.14e-05, 6.59e-06, 7.57e-06, 1.44e-06, 6.38e-06, 1.51e-03, 4.87e-06, 6.26e-05, 1.24e-04, 3.68e-04, 4.42e-04, 2.50e-03, 4.25e-05, 3.96e-05, 8.20e-06, 1.97e-05, 4.34e-04, 4.99e-07, 1.50e-03, 2.98e-06]    [4.69e-05, 4.65e-06, 1.14e-05, 6.59e-06, 7.57e-06, 1.44e-06, 6.38e-06, 1.51e-03, 4.87e-06, 6.26e-05, 1.24e-04, 3.68e-04, 4.42e-04, 2.50e-03, 4.25e-05, 3.96e-05, 8.20e-06, 1.97e-05, 4.34e-04, 4.99e-07, 1.50e-03, 2.98e-06]    []  
101400    [1.67e-06, 3.33e-06, 5.90e-06, 4.51e-06, 3.44e-06, 8.29e-07, 2.33e-06, 1.22e-07, 2.29e-10, 6.70e-10, 1.02e-06, 3.67e-06, 4.07e-06, 5.22e-08, 4.69e-08, 5.36e-08, 3.45e-10, 1.23e-09, 1.35e-08, 8.57e-10, 8.76e-08, 7.54e-09]    [1.67e-06, 3.33e-06, 5.90e-06, 4.51e-06, 3.44e-06, 8.29e-07, 2.33e-06, 1.22e-07, 2.29e-10, 6.70e-10, 1.02e-06, 3.67e-06, 4.07e-06, 5.22e-08, 4.69e-08, 5.36e-08, 3.45e-10, 1.23e-09, 1.35e-08, 8.57e-10, 8.76e-08, 7.54e-09]    []  
101500    [1.59e-06, 3.34e-06, 5.87e-06, 4.33e-06, 3.56e-06, 7.41e-07, 2.34e-06, 1.07e-10, 4.79e-10, 2.76e-10, 1.00e-06, 2.90e-06, 3.26e-06, 2.30e-08, 1.30e-08, 1.36e-08, 1.24e-10, 4.34e-10, 9.84e-11, 4.17e-10, 1.30e-09, 5.26e-09]    [1.59e-06, 3.34e-06, 5.87e-06, 4.33e-06, 3.56e-06, 7.41e-07, 2.34e-06, 1.07e-10, 4.79e-10, 2.76e-10, 1.00e-06, 2.90e-06, 3.26e-06, 2.30e-08, 1.30e-08, 1.36e-08, 1.24e-10, 4.34e-10, 9.84e-11, 4.17e-10, 1.30e-09, 5.26e-09]    []  
101600    [1.69e-06, 3.53e-06, 6.42e-06, 4.19e-06, 3.68e-06, 6.46e-07, 2.72e-06, 5.64e-12, 3.77e-08, 2.08e-06, 3.33e-06, 1.70e-05, 1.90e-05, 8.59e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.96e-11, 0.00e+00, 2.28e-09, 5.03e-08]    [1.69e-06, 3.53e-06, 6.42e-06, 4.19e-06, 3.68e-06, 6.46e-07, 2.72e-06, 5.64e-12, 3.77e-08, 2.08e-06, 3.33e-06, 1.70e-05, 1.90e-05, 8.59e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.96e-11, 0.00e+00, 2.28e-09, 5.03e-08]    []  
101700    [1.81e-06, 3.55e-06, 5.61e-06, 4.58e-06, 3.49e-06, 5.63e-07, 1.97e-06, 7.64e-11, 3.68e-09, 1.30e-08, 1.20e-06, 2.97e-06, 3.64e-06, 7.95e-07, 1.08e-08, 1.45e-08, 2.54e-09, 1.28e-09, 2.58e-10, 9.33e-09, 1.01e-09, 5.22e-08]    [1.81e-06, 3.55e-06, 5.61e-06, 4.58e-06, 3.49e-06, 5.63e-07, 1.97e-06, 7.64e-11, 3.68e-09, 1.30e-08, 1.20e-06, 2.97e-06, 3.64e-06, 7.95e-07, 1.08e-08, 1.45e-08, 2.54e-09, 1.28e-09, 2.58e-10, 9.33e-09, 1.01e-09, 5.22e-08]    []  
101800    [1.61e-06, 3.48e-06, 5.64e-06, 4.34e-06, 3.52e-06, 5.23e-07, 2.19e-06, 2.51e-11, 8.38e-10, 8.75e-12, 9.60e-07, 2.58e-06, 2.83e-06, 2.09e-08, 3.81e-09, 1.45e-09, 3.39e-11, 1.34e-10, 3.11e-11, 6.02e-10, 8.13e-10, 6.34e-09]    [1.61e-06, 3.48e-06, 5.64e-06, 4.34e-06, 3.52e-06, 5.23e-07, 2.19e-06, 2.51e-11, 8.38e-10, 8.75e-12, 9.60e-07, 2.58e-06, 2.83e-06, 2.09e-08, 3.81e-09, 1.45e-09, 3.39e-11, 1.34e-10, 3.11e-11, 6.02e-10, 8.13e-10, 6.34e-09]    []  
101900    [1.49e-06, 3.49e-06, 5.56e-06, 4.21e-06, 3.55e-06, 4.96e-07, 2.23e-06, 3.14e-11, 5.33e-10, 7.11e-16, 8.79e-07, 2.43e-06, 2.62e-06, 1.92e-08, 1.53e-09, 5.31e-10, 8.35e-11, 8.04e-11, 2.31e-11, 2.48e-10, 4.80e-10, 4.75e-09]    [1.49e-06, 3.49e-06, 5.56e-06, 4.21e-06, 3.55e-06, 4.96e-07, 2.23e-06, 3.14e-11, 5.33e-10, 7.11e-16, 8.79e-07, 2.43e-06, 2.62e-06, 1.92e-08, 1.53e-09, 5.31e-10, 8.35e-11, 8.04e-11, 2.31e-11, 2.48e-10, 4.80e-10, 4.75e-09]    []  
102000    [6.57e-05, 7.82e-06, 5.10e-05, 1.10e-05, 5.97e-05, 2.92e-06, 2.52e-05, 2.15e-06, 1.22e-04, 2.77e-04, 1.20e-03, 2.98e-03, 6.36e-03, 1.83e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.26e-06, 2.32e-04]    [6.57e-05, 7.82e-06, 5.10e-05, 1.10e-05, 5.97e-05, 2.92e-06, 2.52e-05, 2.15e-06, 1.22e-04, 2.77e-04, 1.20e-03, 2.98e-03, 6.36e-03, 1.83e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.26e-06, 2.32e-04]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 37.765844 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
102000    [6.57e-05, 7.82e-06, 5.10e-05, 1.10e-05, 5.97e-05, 2.92e-06, 2.52e-05, 2.15e-06, 1.22e-04, 2.77e-04, 1.20e-03, 2.98e-03, 6.36e-03, 1.83e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.26e-06, 2.32e-04]    [6.57e-05, 7.82e-06, 5.10e-05, 1.10e-05, 5.97e-05, 2.92e-06, 2.52e-05, 2.15e-06, 1.22e-04, 2.77e-04, 1.20e-03, 2.98e-03, 6.36e-03, 1.83e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.26e-06, 2.32e-04]    []  
102100    [1.93e-06, 3.64e-06, 5.67e-06, 4.88e-06, 3.62e-06, 4.50e-07, 1.84e-06, 5.29e-12, 1.54e-08, 4.91e-10, 1.60e-06, 3.98e-06, 4.47e-06, 3.80e-07, 0.00e+00, 1.38e-09, 5.94e-08, 1.52e-08, 9.17e-11, 3.04e-09, 8.37e-10, 2.05e-08]    [1.93e-06, 3.64e-06, 5.67e-06, 4.88e-06, 3.62e-06, 4.50e-07, 1.84e-06, 5.29e-12, 1.54e-08, 4.91e-10, 1.60e-06, 3.98e-06, 4.47e-06, 3.80e-07, 0.00e+00, 1.38e-09, 5.94e-08, 1.52e-08, 9.17e-11, 3.04e-09, 8.37e-10, 2.05e-08]    []  
102200    [1.91e-06, 3.61e-06, 5.76e-06, 4.57e-06, 3.72e-06, 4.34e-07, 1.99e-06, 3.04e-11, 1.04e-08, 4.74e-10, 1.11e-06, 2.84e-06, 3.18e-06, 2.32e-08, 5.94e-10, 6.24e-10, 1.93e-08, 4.16e-09, 6.67e-11, 4.01e-09, 5.12e-10, 1.80e-08]    [1.91e-06, 3.61e-06, 5.76e-06, 4.57e-06, 3.72e-06, 4.34e-07, 1.99e-06, 3.04e-11, 1.04e-08, 4.74e-10, 1.11e-06, 2.84e-06, 3.18e-06, 2.32e-08, 5.94e-10, 6.24e-10, 1.93e-08, 4.16e-09, 6.67e-11, 4.01e-09, 5.12e-10, 1.80e-08]    []  
102300    [1.82e-06, 3.60e-06, 5.70e-06, 4.37e-06, 3.76e-06, 4.24e-07, 2.05e-06, 9.21e-13, 2.52e-10, 5.13e-12, 9.95e-07, 2.58e-06, 2.87e-06, 2.19e-08, 4.37e-10, 5.98e-12, 7.32e-09, 1.48e-09, 6.02e-11, 1.02e-09, 2.79e-10, 7.37e-09]    [1.82e-06, 3.60e-06, 5.70e-06, 4.37e-06, 3.76e-06, 4.24e-07, 2.05e-06, 9.21e-13, 2.52e-10, 5.13e-12, 9.95e-07, 2.58e-06, 2.87e-06, 2.19e-08, 4.37e-10, 5.98e-12, 7.32e-09, 1.48e-09, 6.02e-11, 1.02e-09, 2.79e-10, 7.37e-09]    []  
102400    [1.71e-06, 3.60e-06, 5.61e-06, 4.28e-06, 3.75e-06, 4.21e-07, 2.07e-06, 6.84e-12, 1.45e-09, 4.58e-11, 9.34e-07, 2.43e-06, 2.68e-06, 2.11e-08, 4.65e-10, 3.15e-12, 3.78e-09, 7.38e-10, 4.87e-11, 6.69e-10, 2.45e-10, 6.76e-09]    [1.71e-06, 3.60e-06, 5.61e-06, 4.28e-06, 3.75e-06, 4.21e-07, 2.07e-06, 6.84e-12, 1.45e-09, 4.58e-11, 9.34e-07, 2.43e-06, 2.68e-06, 2.11e-08, 4.65e-10, 3.15e-12, 3.78e-09, 7.38e-10, 4.87e-11, 6.69e-10, 2.45e-10, 6.76e-09]    []  
102500    [1.61e-06, 3.60e-06, 5.51e-06, 4.24e-06, 3.73e-06, 4.21e-07, 2.07e-06, 8.60e-14, 8.14e-10, 2.03e-11, 8.84e-07, 2.32e-06, 2.54e-06, 2.03e-08, 4.31e-10, 7.56e-12, 2.46e-09, 5.38e-10, 4.20e-11, 7.22e-10, 2.88e-10, 5.79e-09]    [1.61e-06, 3.60e-06, 5.51e-06, 4.24e-06, 3.73e-06, 4.21e-07, 2.07e-06, 8.60e-14, 8.14e-10, 2.03e-11, 8.84e-07, 2.32e-06, 2.54e-06, 2.03e-08, 4.31e-10, 7.56e-12, 2.46e-09, 5.38e-10, 4.20e-11, 7.22e-10, 2.88e-10, 5.79e-09]    []  
102600    [9.17e-06, 5.69e-06, 6.17e-06, 4.01e-06, 3.98e-06, 4.79e-07, 1.77e-06, 6.26e-05, 4.55e-09, 2.95e-06, 1.56e-05, 3.96e-05, 2.68e-05, 3.07e-05, 3.77e-07, 5.94e-07, 6.83e-09, 1.65e-07, 7.99e-06, 1.52e-12, 3.51e-05, 2.04e-07]    [9.17e-06, 5.69e-06, 6.17e-06, 4.01e-06, 3.98e-06, 4.79e-07, 1.77e-06, 6.26e-05, 4.55e-09, 2.95e-06, 1.56e-05, 3.96e-05, 2.68e-05, 3.07e-05, 3.77e-07, 5.94e-07, 6.83e-09, 1.65e-07, 7.99e-06, 1.52e-12, 3.51e-05, 2.04e-07]    []  
102700    [1.65e-06, 3.68e-06, 5.26e-06, 4.56e-06, 3.49e-06, 4.71e-07, 1.85e-06, 3.27e-10, 3.86e-10, 2.71e-10, 9.42e-07, 2.47e-06, 2.73e-06, 3.00e-08, 2.22e-09, 2.14e-10, 3.03e-09, 9.05e-10, 1.13e-11, 1.50e-09, 1.36e-09, 9.74e-09]    [1.65e-06, 3.68e-06, 5.26e-06, 4.56e-06, 3.49e-06, 4.71e-07, 1.85e-06, 3.27e-10, 3.86e-10, 2.71e-10, 9.42e-07, 2.47e-06, 2.73e-06, 3.00e-08, 2.22e-09, 2.14e-10, 3.03e-09, 9.05e-10, 1.13e-11, 1.50e-09, 1.36e-09, 9.74e-09]    []  
102800    [1.53e-06, 3.66e-06, 5.26e-06, 4.32e-06, 3.57e-06, 4.58e-07, 1.94e-06, 5.49e-12, 1.34e-09, 1.84e-11, 8.57e-07, 2.30e-06, 2.51e-06, 1.93e-08, 4.81e-10, 0.00e+00, 1.44e-09, 4.25e-10, 3.29e-11, 1.92e-09, 2.90e-10, 9.19e-09]    [1.53e-06, 3.66e-06, 5.26e-06, 4.32e-06, 3.57e-06, 4.58e-07, 1.94e-06, 5.49e-12, 1.34e-09, 1.84e-11, 8.57e-07, 2.30e-06, 2.51e-06, 1.93e-08, 4.81e-10, 0.00e+00, 1.44e-09, 4.25e-10, 3.29e-11, 1.92e-09, 2.90e-10, 9.19e-09]    []  
102900    [1.43e-06, 3.66e-06, 5.18e-06, 4.21e-06, 3.57e-06, 4.52e-07, 1.96e-06, 4.60e-12, 3.93e-09, 2.59e-11, 8.08e-07, 2.20e-06, 2.38e-06, 1.85e-08, 3.48e-10, 3.03e-12, 1.04e-09, 3.16e-10, 3.59e-11, 4.79e-10, 1.67e-10, 9.30e-09]    [1.43e-06, 3.66e-06, 5.18e-06, 4.21e-06, 3.57e-06, 4.52e-07, 1.96e-06, 4.60e-12, 3.93e-09, 2.59e-11, 8.08e-07, 2.20e-06, 2.38e-06, 1.85e-08, 3.48e-10, 3.03e-12, 1.04e-09, 3.16e-10, 3.59e-11, 4.79e-10, 1.67e-10, 9.30e-09]    []  
103000    [3.06e-06, 3.77e-06, 3.58e-06, 3.19e-06, 2.85e-06, 4.66e-07, 2.57e-06, 8.51e-06, 1.49e-06, 1.05e-06, 6.86e-06, 2.29e-05, 2.84e-05, 7.15e-07, 4.10e-10, 0.00e+00, 3.42e-08, 1.27e-07, 1.36e-06, 9.62e-08, 6.63e-06, 4.66e-07]    [3.06e-06, 3.77e-06, 3.58e-06, 3.19e-06, 2.85e-06, 4.66e-07, 2.57e-06, 8.51e-06, 1.49e-06, 1.05e-06, 6.86e-06, 2.29e-05, 2.84e-05, 7.15e-07, 4.10e-10, 0.00e+00, 3.42e-08, 1.27e-07, 1.36e-06, 9.62e-08, 6.63e-06, 4.66e-07]    []  
103100    [1.47e-06, 3.83e-06, 4.74e-06, 5.01e-06, 3.20e-06, 5.91e-07, 1.82e-06, 2.91e-10, 3.13e-08, 1.71e-11, 1.03e-06, 3.23e-06, 3.59e-06, 3.72e-08, 1.51e-10, 3.81e-11, 4.00e-09, 1.17e-09, 1.19e-10, 3.03e-10, 5.28e-10, 4.17e-08]    [1.47e-06, 3.83e-06, 4.74e-06, 5.01e-06, 3.20e-06, 5.91e-07, 1.82e-06, 2.91e-10, 3.13e-08, 1.71e-11, 1.03e-06, 3.23e-06, 3.59e-06, 3.72e-08, 1.51e-10, 3.81e-11, 4.00e-09, 1.17e-09, 1.19e-10, 3.03e-10, 5.28e-10, 4.17e-08]    []  
103200    [1.46e-06, 3.77e-06, 4.92e-06, 4.50e-06, 3.38e-06, 5.51e-07, 1.92e-06, 4.58e-10, 8.14e-10, 4.10e-12, 9.29e-07, 2.69e-06, 2.98e-06, 1.83e-08, 1.51e-10, 0.00e+00, 2.01e-09, 6.71e-10, 1.35e-10, 1.22e-09, 5.07e-10, 8.38e-09]    [1.46e-06, 3.77e-06, 4.92e-06, 4.50e-06, 3.38e-06, 5.51e-07, 1.92e-06, 4.58e-10, 8.14e-10, 4.10e-12, 9.29e-07, 2.69e-06, 2.98e-06, 1.83e-08, 1.51e-10, 0.00e+00, 2.01e-09, 6.71e-10, 1.35e-10, 1.22e-09, 5.07e-10, 8.38e-09]    []  
103300    [1.94e-06, 3.70e-06, 4.74e-06, 4.37e-06, 3.45e-06, 5.45e-07, 1.89e-06, 1.11e-13, 9.99e-10, 5.49e-07, 1.46e-06, 4.83e-06, 6.23e-06, 1.70e-05, 7.81e-08, 1.58e-07, 6.31e-08, 6.00e-08, 4.27e-11, 1.89e-09, 2.67e-10, 8.72e-09]    [1.94e-06, 3.70e-06, 4.74e-06, 4.37e-06, 3.45e-06, 5.45e-07, 1.89e-06, 1.11e-13, 9.99e-10, 5.49e-07, 1.46e-06, 4.83e-06, 6.23e-06, 1.70e-05, 7.81e-08, 1.58e-07, 6.31e-08, 6.00e-08, 4.27e-11, 1.89e-09, 2.67e-10, 8.72e-09]    []  
103400    [1.61e-06, 3.96e-06, 4.76e-06, 4.52e-06, 3.30e-06, 4.84e-07, 1.58e-06, 2.56e-10, 4.21e-08, 1.76e-10, 1.22e-06, 2.95e-06, 3.28e-06, 9.25e-07, 5.48e-09, 1.60e-09, 5.18e-09, 8.59e-11, 1.39e-10, 7.44e-09, 5.77e-10, 3.58e-08]    [1.61e-06, 3.96e-06, 4.76e-06, 4.52e-06, 3.30e-06, 4.84e-07, 1.58e-06, 2.56e-10, 4.21e-08, 1.76e-10, 1.22e-06, 2.95e-06, 3.28e-06, 9.25e-07, 5.48e-09, 1.60e-09, 5.18e-09, 8.59e-11, 1.39e-10, 7.44e-09, 5.77e-10, 3.58e-08]    []  
103500    [1.44e-06, 3.81e-06, 4.75e-06, 4.32e-06, 3.36e-06, 4.80e-07, 1.76e-06, 3.10e-11, 4.33e-09, 1.49e-11, 9.17e-07, 2.40e-06, 2.66e-06, 1.76e-08, 1.95e-10, 4.75e-12, 1.64e-09, 3.85e-10, 4.89e-11, 3.73e-10, 1.91e-10, 1.06e-08]    [1.44e-06, 3.81e-06, 4.75e-06, 4.32e-06, 3.36e-06, 4.80e-07, 1.76e-06, 3.10e-11, 4.33e-09, 1.49e-11, 9.17e-07, 2.40e-06, 2.66e-06, 1.76e-08, 1.95e-10, 4.75e-12, 1.64e-09, 3.85e-10, 4.89e-11, 3.73e-10, 1.91e-10, 1.06e-08]    []  
103600    [1.29e-06, 3.80e-06, 4.66e-06, 4.15e-06, 3.38e-06, 4.76e-07, 1.81e-06, 2.40e-10, 8.49e-09, 2.97e-10, 8.32e-07, 2.31e-06, 2.49e-06, 4.14e-08, 3.67e-11, 1.06e-10, 1.02e-09, 1.07e-10, 8.24e-12, 1.59e-10, 8.47e-10, 1.32e-08]    [1.29e-06, 3.80e-06, 4.66e-06, 4.15e-06, 3.38e-06, 4.76e-07, 1.81e-06, 2.40e-10, 8.49e-09, 2.97e-10, 8.32e-07, 2.31e-06, 2.49e-06, 4.14e-08, 3.67e-11, 1.06e-10, 1.02e-09, 1.07e-10, 8.24e-12, 1.59e-10, 8.47e-10, 1.32e-08]    []  
103700    [3.45e-06, 3.74e-06, 3.50e-06, 4.37e-06, 3.12e-06, 8.31e-07, 1.44e-06, 2.89e-06, 1.04e-06, 2.21e-07, 5.96e-06, 1.25e-05, 1.08e-05, 8.42e-06, 3.27e-08, 5.27e-08, 1.06e-10, 4.85e-09, 2.94e-07, 0.00e+00, 1.67e-06, 6.33e-07]    [3.45e-06, 3.74e-06, 3.50e-06, 4.37e-06, 3.12e-06, 8.31e-07, 1.44e-06, 2.89e-06, 1.04e-06, 2.21e-07, 5.96e-06, 1.25e-05, 1.08e-05, 8.42e-06, 3.27e-08, 5.27e-08, 1.06e-10, 4.85e-09, 2.94e-07, 0.00e+00, 1.67e-06, 6.33e-07]    []  
103800    [1.61e-06, 3.84e-06, 4.63e-06, 4.61e-06, 3.43e-06, 7.41e-07, 1.59e-06, 1.98e-11, 2.21e-10, 5.27e-10, 1.16e-06, 2.77e-06, 3.15e-06, 2.09e-08, 2.57e-09, 2.89e-09, 3.90e-09, 2.75e-09, 1.47e-10, 2.49e-09, 2.32e-09, 1.72e-08]    [1.61e-06, 3.84e-06, 4.63e-06, 4.61e-06, 3.43e-06, 7.41e-07, 1.59e-06, 1.98e-11, 2.21e-10, 5.27e-10, 1.16e-06, 2.77e-06, 3.15e-06, 2.09e-08, 2.57e-09, 2.89e-09, 3.90e-09, 2.75e-09, 1.47e-10, 2.49e-09, 2.32e-09, 1.72e-08]    []  
103900    [1.51e-06, 3.79e-06, 4.64e-06, 4.29e-06, 3.51e-06, 6.82e-07, 1.69e-06, 6.48e-12, 1.95e-10, 9.07e-12, 1.02e-06, 2.52e-06, 2.85e-06, 1.87e-08, 5.40e-10, 1.35e-09, 2.87e-09, 1.86e-09, 1.00e-10, 1.56e-09, 1.26e-09, 1.26e-08]    [1.51e-06, 3.79e-06, 4.64e-06, 4.29e-06, 3.51e-06, 6.82e-07, 1.69e-06, 6.48e-12, 1.95e-10, 9.07e-12, 1.02e-06, 2.52e-06, 2.85e-06, 1.87e-08, 5.40e-10, 1.35e-09, 2.87e-09, 1.86e-09, 1.00e-10, 1.56e-09, 1.26e-09, 1.26e-08]    []  
104000    [1.39e-06, 3.79e-06, 4.56e-06, 4.16e-06, 3.50e-06, 6.43e-07, 1.71e-06, 1.04e-11, 1.69e-10, 1.82e-13, 9.44e-07, 2.39e-06, 2.67e-06, 1.78e-08, 3.19e-10, 1.19e-09, 2.34e-09, 1.27e-09, 4.80e-11, 1.12e-09, 1.08e-09, 1.06e-08]    [1.39e-06, 3.79e-06, 4.56e-06, 4.16e-06, 3.50e-06, 6.43e-07, 1.71e-06, 1.04e-11, 1.69e-10, 1.82e-13, 9.44e-07, 2.39e-06, 2.67e-06, 1.78e-08, 3.19e-10, 1.19e-09, 2.34e-09, 1.27e-09, 4.80e-11, 1.12e-09, 1.08e-09, 1.06e-08]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 38.554681 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
104000    [1.39e-06, 3.79e-06, 4.56e-06, 4.16e-06, 3.50e-06, 6.43e-07, 1.71e-06, 1.04e-11, 1.69e-10, 1.82e-13, 9.44e-07, 2.39e-06, 2.67e-06, 1.78e-08, 3.19e-10, 1.19e-09, 2.34e-09, 1.27e-09, 4.80e-11, 1.12e-09, 1.08e-09, 1.06e-08]    [1.39e-06, 3.79e-06, 4.56e-06, 4.16e-06, 3.50e-06, 6.43e-07, 1.71e-06, 1.04e-11, 1.69e-10, 1.82e-13, 9.44e-07, 2.39e-06, 2.67e-06, 1.78e-08, 3.19e-10, 1.19e-09, 2.34e-09, 1.27e-09, 4.80e-11, 1.12e-09, 1.08e-09, 1.06e-08]    []  
104100    [1.38e-06, 3.79e-06, 4.41e-06, 4.10e-06, 3.49e-06, 6.17e-07, 1.68e-06, 4.20e-11, 5.96e-10, 2.02e-08, 9.09e-07, 2.33e-06, 2.69e-06, 6.11e-07, 3.53e-09, 9.89e-09, 4.19e-09, 4.51e-09, 5.48e-11, 1.47e-09, 6.67e-10, 1.01e-08]    [1.38e-06, 3.79e-06, 4.41e-06, 4.10e-06, 3.49e-06, 6.17e-07, 1.68e-06, 4.20e-11, 5.96e-10, 2.02e-08, 9.09e-07, 2.33e-06, 2.69e-06, 6.11e-07, 3.53e-09, 9.89e-09, 4.19e-09, 4.51e-09, 5.48e-11, 1.47e-09, 6.67e-10, 1.01e-08]    []  
104200    [1.68e-06, 4.08e-06, 4.07e-06, 4.36e-06, 3.29e-06, 5.40e-07, 1.28e-06, 1.92e-09, 1.16e-08, 2.79e-09, 1.18e-06, 3.35e-06, 3.66e-06, 1.41e-06, 2.05e-08, 2.98e-09, 1.02e-08, 9.64e-10, 7.60e-10, 7.10e-09, 4.04e-09, 2.96e-08]    [1.68e-06, 4.08e-06, 4.07e-06, 4.36e-06, 3.29e-06, 5.40e-07, 1.28e-06, 1.92e-09, 1.16e-08, 2.79e-09, 1.18e-06, 3.35e-06, 3.66e-06, 1.41e-06, 2.05e-08, 2.98e-09, 1.02e-08, 9.64e-10, 7.60e-10, 7.10e-09, 4.04e-09, 2.96e-08]    []  
104300    [1.39e-06, 3.89e-06, 4.30e-06, 4.30e-06, 3.30e-06, 5.37e-07, 1.53e-06, 1.85e-11, 1.56e-10, 3.16e-11, 9.16e-07, 2.42e-06, 2.70e-06, 1.69e-08, 2.68e-10, 7.24e-10, 2.88e-09, 1.25e-09, 6.04e-11, 1.21e-09, 5.54e-10, 1.03e-08]    [1.39e-06, 3.89e-06, 4.30e-06, 4.30e-06, 3.30e-06, 5.37e-07, 1.53e-06, 1.85e-11, 1.56e-10, 3.16e-11, 9.16e-07, 2.42e-06, 2.70e-06, 1.69e-08, 2.68e-10, 7.24e-10, 2.88e-09, 1.25e-09, 6.04e-11, 1.21e-09, 5.54e-10, 1.03e-08]    []  
104400    [1.27e-06, 3.85e-06, 4.23e-06, 4.09e-06, 3.33e-06, 5.25e-07, 1.59e-06, 8.46e-13, 7.91e-12, 2.64e-12, 8.48e-07, 2.31e-06, 2.54e-06, 1.62e-08, 2.48e-10, 7.34e-10, 2.33e-09, 8.73e-10, 3.69e-11, 9.37e-10, 4.97e-10, 8.88e-09]    [1.27e-06, 3.85e-06, 4.23e-06, 4.09e-06, 3.33e-06, 5.25e-07, 1.59e-06, 8.46e-13, 7.91e-12, 2.64e-12, 8.48e-07, 2.31e-06, 2.54e-06, 1.62e-08, 2.48e-10, 7.34e-10, 2.33e-09, 8.73e-10, 3.69e-11, 9.37e-10, 4.97e-10, 8.88e-09]    []  
104500    [1.19e-06, 3.85e-06, 4.10e-06, 3.98e-06, 3.32e-06, 5.21e-07, 1.58e-06, 6.36e-12, 2.93e-11, 1.34e-09, 8.03e-07, 2.21e-06, 2.44e-06, 5.97e-08, 6.95e-10, 2.40e-09, 2.54e-09, 1.32e-09, 3.74e-11, 6.20e-10, 3.56e-10, 7.94e-09]    [1.19e-06, 3.85e-06, 4.10e-06, 3.98e-06, 3.32e-06, 5.21e-07, 1.58e-06, 6.36e-12, 2.93e-11, 1.34e-09, 8.03e-07, 2.21e-06, 2.44e-06, 5.97e-08, 6.95e-10, 2.40e-09, 2.54e-09, 1.32e-09, 3.74e-11, 6.20e-10, 3.56e-10, 7.94e-09]    []  
104600    [1.33e-06, 4.11e-06, 3.75e-06, 4.10e-06, 3.04e-06, 4.80e-07, 1.25e-06, 2.28e-09, 8.59e-09, 1.35e-06, 2.07e-06, 4.76e-06, 4.31e-06, 7.57e-06, 0.00e+00, 0.00e+00, 8.37e-10, 0.00e+00, 4.65e-10, 1.62e-08, 2.12e-09, 8.92e-08]    [1.33e-06, 4.11e-06, 3.75e-06, 4.10e-06, 3.04e-06, 4.80e-07, 1.25e-06, 2.28e-09, 8.59e-09, 1.35e-06, 2.07e-06, 4.76e-06, 4.31e-06, 7.57e-06, 0.00e+00, 0.00e+00, 8.37e-10, 0.00e+00, 4.65e-10, 1.62e-08, 2.12e-09, 8.92e-08]    []  
104700    [1.22e-06, 3.94e-06, 3.86e-06, 4.14e-06, 3.13e-06, 5.08e-07, 1.41e-06, 3.29e-11, 3.90e-09, 7.83e-12, 8.20e-07, 2.41e-06, 2.67e-06, 1.46e-08, 1.36e-10, 2.78e-10, 3.86e-09, 9.95e-10, 6.81e-11, 3.95e-10, 3.29e-10, 1.09e-08]    [1.22e-06, 3.94e-06, 3.86e-06, 4.14e-06, 3.13e-06, 5.08e-07, 1.41e-06, 3.29e-11, 3.90e-09, 7.83e-12, 8.20e-07, 2.41e-06, 2.67e-06, 1.46e-08, 1.36e-10, 2.78e-10, 3.86e-09, 9.95e-10, 6.81e-11, 3.95e-10, 3.29e-10, 1.09e-08]    []  
104800    [1.07e-06, 3.91e-06, 3.83e-06, 3.90e-06, 3.14e-06, 5.05e-07, 1.46e-06, 3.84e-10, 1.64e-08, 1.20e-08, 7.93e-07, 2.43e-06, 2.59e-06, 6.14e-07, 0.00e+00, 0.00e+00, 1.66e-09, 0.00e+00, 1.37e-11, 4.17e-11, 1.19e-09, 2.09e-08]    [1.07e-06, 3.91e-06, 3.83e-06, 3.90e-06, 3.14e-06, 5.05e-07, 1.46e-06, 3.84e-10, 1.64e-08, 1.20e-08, 7.93e-07, 2.43e-06, 2.59e-06, 6.14e-07, 0.00e+00, 0.00e+00, 1.66e-09, 0.00e+00, 1.37e-11, 4.17e-11, 1.19e-09, 2.09e-08]    []  
104900    [2.20e-06, 4.12e-06, 3.06e-06, 4.63e-06, 2.82e-06, 9.32e-07, 1.39e-06, 5.04e-08, 9.59e-10, 3.94e-08, 1.99e-06, 1.06e-05, 1.41e-05, 2.84e-06, 0.00e+00, 8.62e-08, 8.22e-10, 0.00e+00, 1.04e-08, 3.64e-08, 6.60e-08, 1.91e-07]    [2.20e-06, 4.12e-06, 3.06e-06, 4.63e-06, 2.82e-06, 9.32e-07, 1.39e-06, 5.04e-08, 9.59e-10, 3.94e-08, 1.99e-06, 1.06e-05, 1.41e-05, 2.84e-06, 0.00e+00, 8.62e-08, 8.22e-10, 0.00e+00, 1.04e-08, 3.64e-08, 6.60e-08, 1.91e-07]    []  
105000    [1.42e-06, 3.90e-06, 3.91e-06, 4.74e-06, 3.17e-06, 8.12e-07, 1.58e-06, 8.02e-14, 1.82e-09, 4.10e-12, 1.06e-06, 3.54e-06, 3.94e-06, 1.73e-08, 6.00e-11, 2.66e-09, 5.05e-09, 1.71e-09, 1.76e-10, 1.10e-09, 8.61e-10, 9.71e-09]    [1.42e-06, 3.90e-06, 3.91e-06, 4.74e-06, 3.17e-06, 8.12e-07, 1.58e-06, 8.02e-14, 1.82e-09, 4.10e-12, 1.06e-06, 3.54e-06, 3.94e-06, 1.73e-08, 6.00e-11, 2.66e-09, 5.05e-09, 1.71e-09, 1.76e-10, 1.10e-09, 8.61e-10, 9.71e-09]    []  
105100    [1.37e-06, 3.83e-06, 3.96e-06, 4.32e-06, 3.29e-06, 7.50e-07, 1.58e-06, 2.40e-12, 2.06e-09, 5.76e-14, 1.00e-06, 3.05e-06, 3.39e-06, 1.63e-08, 1.00e-12, 1.94e-09, 3.43e-09, 1.44e-09, 1.27e-10, 2.13e-09, 8.70e-10, 9.40e-09]    [1.37e-06, 3.83e-06, 3.96e-06, 4.32e-06, 3.29e-06, 7.50e-07, 1.58e-06, 2.40e-12, 2.06e-09, 5.76e-14, 1.00e-06, 3.05e-06, 3.39e-06, 1.63e-08, 1.00e-12, 1.94e-09, 3.43e-09, 1.44e-09, 1.27e-10, 2.13e-09, 8.70e-10, 9.40e-09]    []  
105200    [1.28e-06, 3.82e-06, 3.86e-06, 4.14e-06, 3.32e-06, 7.14e-07, 1.55e-06, 6.93e-10, 6.13e-09, 4.41e-11, 9.58e-07, 2.81e-06, 3.09e-06, 1.53e-08, 1.67e-12, 1.98e-09, 2.16e-09, 8.66e-10, 2.23e-10, 4.36e-10, 6.72e-10, 1.12e-08]    [1.28e-06, 3.82e-06, 3.86e-06, 4.14e-06, 3.32e-06, 7.14e-07, 1.55e-06, 6.93e-10, 6.13e-09, 4.41e-11, 9.58e-07, 2.81e-06, 3.09e-06, 1.53e-08, 1.67e-12, 1.98e-09, 2.16e-09, 8.66e-10, 2.23e-10, 4.36e-10, 6.72e-10, 1.12e-08]    []  
105300    [1.19e-06, 3.83e-06, 3.73e-06, 4.02e-06, 3.33e-06, 6.90e-07, 1.51e-06, 1.25e-10, 3.91e-11, 2.15e-12, 9.12e-07, 2.64e-06, 2.88e-06, 1.43e-08, 3.18e-11, 1.87e-09, 1.50e-09, 6.58e-10, 7.34e-11, 1.30e-09, 7.23e-10, 6.28e-09]    [1.19e-06, 3.83e-06, 3.73e-06, 4.02e-06, 3.33e-06, 6.90e-07, 1.51e-06, 1.25e-10, 3.91e-11, 2.15e-12, 9.12e-07, 2.64e-06, 2.88e-06, 1.43e-08, 3.18e-11, 1.87e-09, 1.50e-09, 6.58e-10, 7.34e-11, 1.30e-09, 7.23e-10, 6.28e-09]    []  
105400    [1.88e-06, 4.14e-06, 3.17e-06, 4.20e-06, 2.95e-06, 6.35e-07, 1.05e-06, 8.94e-10, 1.19e-07, 1.92e-07, 1.94e-06, 4.71e-06, 5.80e-06, 5.75e-06, 4.26e-09, 0.00e+00, 5.33e-09, 0.00e+00, 7.96e-11, 2.05e-08, 5.32e-09, 8.93e-08]    [1.88e-06, 4.14e-06, 3.17e-06, 4.20e-06, 2.95e-06, 6.35e-07, 1.05e-06, 8.94e-10, 1.19e-07, 1.92e-07, 1.94e-06, 4.71e-06, 5.80e-06, 5.75e-06, 4.26e-09, 0.00e+00, 5.33e-09, 0.00e+00, 7.96e-11, 2.05e-08, 5.32e-09, 8.93e-08]    []  
105500    [1.27e-06, 3.91e-06, 3.57e-06, 4.18e-06, 3.17e-06, 6.28e-07, 1.32e-06, 3.89e-10, 8.18e-11, 6.52e-11, 9.59e-07, 2.61e-06, 2.88e-06, 1.48e-08, 6.58e-12, 5.28e-10, 1.48e-09, 6.63e-10, 1.97e-10, 1.63e-09, 6.25e-10, 9.18e-09]    [1.27e-06, 3.91e-06, 3.57e-06, 4.18e-06, 3.17e-06, 6.28e-07, 1.32e-06, 3.89e-10, 8.18e-11, 6.52e-11, 9.59e-07, 2.61e-06, 2.88e-06, 1.48e-08, 6.58e-12, 5.28e-10, 1.48e-09, 6.63e-10, 1.97e-10, 1.63e-09, 6.25e-10, 9.18e-09]    []  
105600    [1.13e-06, 3.87e-06, 3.49e-06, 3.93e-06, 3.20e-06, 6.12e-07, 1.39e-06, 1.14e-10, 1.28e-09, 2.91e-12, 8.61e-07, 2.49e-06, 2.70e-06, 1.35e-08, 1.21e-11, 1.31e-09, 1.04e-09, 4.09e-10, 7.33e-11, 7.93e-10, 7.42e-10, 9.10e-09]    [1.13e-06, 3.87e-06, 3.49e-06, 3.93e-06, 3.20e-06, 6.12e-07, 1.39e-06, 1.14e-10, 1.28e-09, 2.91e-12, 8.61e-07, 2.49e-06, 2.70e-06, 1.35e-08, 1.21e-11, 1.31e-09, 1.04e-09, 4.09e-10, 7.33e-11, 7.93e-10, 7.42e-10, 9.10e-09]    []  
105700    [1.44e-06, 4.03e-06, 4.23e-06, 3.75e-06, 3.20e-06, 5.88e-07, 1.80e-06, 4.07e-10, 5.97e-07, 2.02e-06, 2.84e-06, 1.52e-05, 1.88e-05, 7.80e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.71e-11, 0.00e+00, 2.01e-09, 7.44e-07]    [1.44e-06, 4.03e-06, 4.23e-06, 3.75e-06, 3.20e-06, 5.88e-07, 1.80e-06, 4.07e-10, 5.97e-07, 2.02e-06, 2.84e-06, 1.52e-05, 1.88e-05, 7.80e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.71e-11, 0.00e+00, 2.01e-09, 7.44e-07]    []  
105800    [1.32e-06, 4.08e-06, 3.18e-06, 4.13e-06, 2.99e-06, 5.93e-07, 1.02e-06, 3.66e-10, 2.00e-06, 7.75e-09, 1.25e-06, 3.01e-06, 3.56e-06, 1.11e-06, 5.44e-11, 4.72e-10, 3.07e-09, 0.00e+00, 1.88e-10, 0.00e+00, 1.86e-09, 2.48e-06]    [1.32e-06, 4.08e-06, 3.18e-06, 4.13e-06, 2.99e-06, 5.93e-07, 1.02e-06, 3.66e-10, 2.00e-06, 7.75e-09, 1.25e-06, 3.01e-06, 3.56e-06, 1.11e-06, 5.44e-11, 4.72e-10, 3.07e-09, 0.00e+00, 1.88e-10, 0.00e+00, 1.86e-09, 2.48e-06]    []  
105900    [1.08e-06, 3.86e-06, 3.24e-06, 3.87e-06, 3.08e-06, 6.80e-07, 1.22e-06, 8.84e-08, 4.80e-08, 9.67e-11, 8.31e-07, 2.43e-06, 2.62e-06, 1.26e-08, 5.35e-12, 3.89e-10, 1.36e-09, 2.10e-10, 1.43e-08, 2.01e-10, 9.13e-08, 5.25e-08]    [1.08e-06, 3.86e-06, 3.24e-06, 3.87e-06, 3.08e-06, 6.80e-07, 1.22e-06, 8.84e-08, 4.80e-08, 9.67e-11, 8.31e-07, 2.43e-06, 2.62e-06, 1.26e-08, 5.35e-12, 3.89e-10, 1.36e-09, 2.10e-10, 1.43e-08, 2.01e-10, 9.13e-08, 5.25e-08]    []  
106000    [1.11e-06, 3.80e-06, 3.04e-06, 3.69e-06, 3.10e-06, 6.62e-07, 1.23e-06, 1.71e-10, 1.25e-08, 6.60e-08, 8.54e-07, 2.56e-06, 3.50e-06, 2.70e-06, 9.51e-09, 3.99e-08, 1.25e-08, 1.55e-08, 2.43e-10, 4.95e-09, 1.06e-09, 3.21e-08]    [1.11e-06, 3.80e-06, 3.04e-06, 3.69e-06, 3.10e-06, 6.62e-07, 1.23e-06, 1.71e-10, 1.25e-08, 6.60e-08, 8.54e-07, 2.56e-06, 3.50e-06, 2.70e-06, 9.51e-09, 3.99e-08, 1.25e-08, 1.55e-08, 2.43e-10, 4.95e-09, 1.06e-09, 3.21e-08]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 37.578307 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
106000    [1.11e-06, 3.80e-06, 3.04e-06, 3.69e-06, 3.10e-06, 6.62e-07, 1.23e-06, 1.71e-10, 1.25e-08, 6.60e-08, 8.54e-07, 2.56e-06, 3.50e-06, 2.70e-06, 9.51e-09, 3.99e-08, 1.25e-08, 1.55e-08, 2.43e-10, 4.95e-09, 1.06e-09, 3.21e-08]    [1.11e-06, 3.80e-06, 3.04e-06, 3.69e-06, 3.10e-06, 6.62e-07, 1.23e-06, 1.71e-10, 1.25e-08, 6.60e-08, 8.54e-07, 2.56e-06, 3.50e-06, 2.70e-06, 9.51e-09, 3.99e-08, 1.25e-08, 1.55e-08, 2.43e-10, 4.95e-09, 1.06e-09, 3.21e-08]    []  
106100    [1.30e-06, 4.04e-06, 2.79e-06, 3.87e-06, 2.95e-06, 6.25e-07, 9.93e-07, 3.47e-09, 1.02e-07, 1.22e-07, 1.14e-06, 3.88e-06, 3.50e-06, 1.46e-06, 5.78e-09, 1.21e-08, 6.35e-09, 2.33e-09, 6.41e-10, 1.67e-08, 2.81e-09, 9.19e-08]    [1.30e-06, 4.04e-06, 2.79e-06, 3.87e-06, 2.95e-06, 6.25e-07, 9.93e-07, 3.47e-09, 1.02e-07, 1.22e-07, 1.14e-06, 3.88e-06, 3.50e-06, 1.46e-06, 5.78e-09, 1.21e-08, 6.35e-09, 2.33e-09, 6.41e-10, 1.67e-08, 2.81e-09, 9.19e-08]    []  
106200    [9.81e-07, 3.87e-06, 2.92e-06, 3.75e-06, 2.93e-06, 6.27e-07, 1.17e-06, 5.17e-10, 1.84e-09, 1.84e-11, 7.68e-07, 2.51e-06, 2.76e-06, 1.13e-08, 1.03e-14, 6.90e-10, 2.21e-09, 8.43e-10, 2.60e-10, 1.93e-09, 7.46e-10, 9.43e-09]    [9.81e-07, 3.87e-06, 2.92e-06, 3.75e-06, 2.93e-06, 6.27e-07, 1.17e-06, 5.17e-10, 1.84e-09, 1.84e-11, 7.68e-07, 2.51e-06, 2.76e-06, 1.13e-08, 1.03e-14, 6.90e-10, 2.21e-09, 8.43e-10, 2.60e-10, 1.93e-09, 7.46e-10, 9.43e-09]    []  
106300    [2.12e-05, 6.95e-06, 1.86e-05, 6.13e-06, 1.76e-05, 1.49e-06, 1.37e-05, 4.31e-04, 6.27e-04, 5.23e-05, 4.81e-04, 6.62e-04, 2.46e-03, 4.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.74e-05, 1.53e-04, 2.86e-04, 6.90e-04]    [2.12e-05, 6.95e-06, 1.86e-05, 6.13e-06, 1.76e-05, 1.49e-06, 1.37e-05, 4.31e-04, 6.27e-04, 5.23e-05, 4.81e-04, 6.62e-04, 2.46e-03, 4.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.74e-05, 1.53e-04, 2.86e-04, 6.90e-04]    []  
106400    [1.63e-05, 5.25e-06, 5.95e-06, 4.93e-06, 3.54e-06, 1.12e-06, 5.49e-06, 1.76e-08, 5.15e-06, 1.16e-05, 6.32e-05, 1.65e-04, 7.17e-05, 1.90e-04, 2.41e-06, 4.61e-06, 0.00e+00, 0.00e+00, 1.24e-10, 2.90e-07, 3.30e-07, 1.88e-06]    [1.63e-05, 5.25e-06, 5.95e-06, 4.93e-06, 3.54e-06, 1.12e-06, 5.49e-06, 1.76e-08, 5.15e-06, 1.16e-05, 6.32e-05, 1.65e-04, 7.17e-05, 1.90e-04, 2.41e-06, 4.61e-06, 0.00e+00, 0.00e+00, 1.24e-10, 2.90e-07, 3.30e-07, 1.88e-06]    []  
106500    [1.95e-06, 3.80e-06, 3.78e-06, 4.78e-06, 2.97e-06, 7.46e-07, 1.77e-06, 2.36e-10, 1.67e-07, 1.30e-08, 2.64e-06, 4.61e-06, 4.43e-06, 4.02e-08, 1.57e-08, 4.14e-08, 6.93e-09, 9.66e-09, 3.27e-09, 6.07e-08, 1.54e-08, 2.92e-07]    [1.95e-06, 3.80e-06, 3.78e-06, 4.78e-06, 2.97e-06, 7.46e-07, 1.77e-06, 2.36e-10, 1.67e-07, 1.30e-08, 2.64e-06, 4.61e-06, 4.43e-06, 4.02e-08, 1.57e-08, 4.14e-08, 6.93e-09, 9.66e-09, 3.27e-09, 6.07e-08, 1.54e-08, 2.92e-07]    []  
106600    [1.99e-06, 3.74e-06, 3.80e-06, 4.16e-06, 3.12e-06, 6.85e-07, 1.75e-06, 1.70e-08, 3.23e-07, 6.19e-08, 2.24e-06, 3.78e-06, 3.95e-06, 1.15e-07, 9.03e-09, 4.05e-08, 6.66e-09, 1.57e-08, 8.86e-11, 2.06e-07, 5.69e-09, 1.28e-06]    [1.99e-06, 3.74e-06, 3.80e-06, 4.16e-06, 3.12e-06, 6.85e-07, 1.75e-06, 1.70e-08, 3.23e-07, 6.19e-08, 2.24e-06, 3.78e-06, 3.95e-06, 1.15e-07, 9.03e-09, 4.05e-08, 6.66e-09, 1.57e-08, 8.86e-11, 2.06e-07, 5.69e-09, 1.28e-06]    []  
106700    [1.84e-06, 3.72e-06, 3.65e-06, 3.96e-06, 3.18e-06, 6.69e-07, 1.69e-06, 6.53e-10, 4.74e-07, 1.58e-08, 2.30e-06, 3.59e-06, 3.39e-06, 2.49e-08, 8.48e-09, 2.58e-08, 4.00e-09, 7.05e-09, 1.14e-09, 2.30e-10, 6.94e-09, 2.43e-07]    [1.84e-06, 3.72e-06, 3.65e-06, 3.96e-06, 3.18e-06, 6.69e-07, 1.69e-06, 6.53e-10, 4.74e-07, 1.58e-08, 2.30e-06, 3.59e-06, 3.39e-06, 2.49e-08, 8.48e-09, 2.58e-08, 4.00e-09, 7.05e-09, 1.14e-09, 2.30e-10, 6.94e-09, 2.43e-07]    []  
106800    [1.74e-06, 3.72e-06, 3.52e-06, 3.81e-06, 3.18e-06, 6.60e-07, 1.63e-06, 2.59e-09, 3.81e-09, 1.49e-09, 1.87e-06, 3.17e-06, 3.20e-06, 1.72e-08, 7.11e-09, 2.98e-08, 4.65e-09, 1.03e-08, 7.90e-11, 1.61e-08, 3.05e-09, 9.96e-08]    [1.74e-06, 3.72e-06, 3.52e-06, 3.81e-06, 3.18e-06, 6.60e-07, 1.63e-06, 2.59e-09, 3.81e-09, 1.49e-09, 1.87e-06, 3.17e-06, 3.20e-06, 1.72e-08, 7.11e-09, 2.98e-08, 4.65e-09, 1.03e-08, 7.90e-11, 1.61e-08, 3.05e-09, 9.96e-08]    []  
106900    [1.50e-06, 3.65e-06, 3.41e-06, 3.69e-06, 3.22e-06, 7.50e-07, 1.69e-06, 3.46e-07, 2.11e-07, 5.34e-09, 1.49e-06, 3.00e-06, 3.06e-06, 1.55e-08, 1.85e-08, 2.05e-08, 9.81e-09, 1.07e-08, 0.00e+00, 6.30e-08, 9.50e-07, 3.28e-07]    [1.50e-06, 3.65e-06, 3.41e-06, 3.69e-06, 3.22e-06, 7.50e-07, 1.69e-06, 3.46e-07, 2.11e-07, 5.34e-09, 1.49e-06, 3.00e-06, 3.06e-06, 1.55e-08, 1.85e-08, 2.05e-08, 9.81e-09, 1.07e-08, 0.00e+00, 6.30e-08, 9.50e-07, 3.28e-07]    []  
107000    [3.01e-06, 3.69e-06, 2.59e-06, 4.12e-06, 2.92e-06, 7.95e-07, 1.16e-06, 2.62e-09, 1.29e-08, 1.14e-06, 4.09e-06, 8.61e-06, 1.09e-05, 3.92e-05, 7.84e-08, 5.55e-07, 1.67e-07, 1.88e-07, 2.83e-10, 1.80e-08, 6.72e-09, 1.46e-07]    [3.01e-06, 3.69e-06, 2.59e-06, 4.12e-06, 2.92e-06, 7.95e-07, 1.16e-06, 2.62e-09, 1.29e-08, 1.14e-06, 4.09e-06, 8.61e-06, 1.09e-05, 3.92e-05, 7.84e-08, 5.55e-07, 1.67e-07, 1.88e-07, 2.83e-10, 1.80e-08, 6.72e-09, 1.46e-07]    []  
107100    [1.41e-06, 3.76e-06, 2.96e-06, 3.72e-06, 2.98e-06, 7.30e-07, 1.30e-06, 8.62e-12, 8.46e-10, 1.00e-09, 1.58e-06, 3.03e-06, 3.10e-06, 1.68e-08, 6.74e-09, 3.63e-08, 1.40e-08, 1.54e-08, 1.14e-10, 7.22e-09, 4.23e-09, 8.97e-08]    [1.41e-06, 3.76e-06, 2.96e-06, 3.72e-06, 2.98e-06, 7.30e-07, 1.30e-06, 8.62e-12, 8.46e-10, 1.00e-09, 1.58e-06, 3.03e-06, 3.10e-06, 1.68e-08, 6.74e-09, 3.63e-08, 1.40e-08, 1.54e-08, 1.14e-10, 7.22e-09, 4.23e-09, 8.97e-08]    []  
107200    [8.02e-06, 4.87e-06, 2.96e-06, 3.38e-06, 3.57e-06, 6.32e-07, 2.92e-06, 5.45e-09, 1.29e-06, 7.84e-06, 1.49e-05, 3.79e-05, 3.25e-05, 1.76e-04, 3.00e-06, 1.06e-06, 2.04e-07, 2.71e-07, 1.26e-10, 1.49e-07, 3.04e-09, 9.61e-07]    [8.02e-06, 4.87e-06, 2.96e-06, 3.38e-06, 3.57e-06, 6.32e-07, 2.92e-06, 5.45e-09, 1.29e-06, 7.84e-06, 1.49e-05, 3.79e-05, 3.25e-05, 1.76e-04, 3.00e-06, 1.06e-06, 2.04e-07, 2.71e-07, 1.26e-10, 1.49e-07, 3.04e-09, 9.61e-07]    []  
107300    [1.40e-06, 3.80e-06, 2.66e-06, 3.68e-06, 2.86e-06, 7.00e-07, 1.20e-06, 3.10e-09, 1.40e-07, 3.22e-10, 1.58e-06, 2.98e-06, 3.46e-06, 5.66e-07, 1.20e-08, 5.88e-08, 2.27e-08, 2.81e-08, 6.61e-10, 4.01e-08, 4.47e-09, 2.19e-07]    [1.40e-06, 3.80e-06, 2.66e-06, 3.68e-06, 2.86e-06, 7.00e-07, 1.20e-06, 3.10e-09, 1.40e-07, 3.22e-10, 1.58e-06, 2.98e-06, 3.46e-06, 5.66e-07, 1.20e-08, 5.88e-08, 2.27e-08, 2.81e-08, 6.61e-10, 4.01e-08, 4.47e-09, 2.19e-07]    []  
107400    [1.50e-06, 3.93e-06, 2.71e-06, 3.61e-06, 2.59e-06, 6.69e-07, 1.19e-06, 1.82e-08, 1.33e-08, 1.21e-06, 2.54e-06, 8.18e-06, 8.94e-06, 3.09e-05, 0.00e+00, 2.22e-11, 0.00e+00, 0.00e+00, 0.00e+00, 8.55e-09, 1.77e-08, 1.16e-07]    [1.50e-06, 3.93e-06, 2.71e-06, 3.61e-06, 2.59e-06, 6.69e-07, 1.19e-06, 1.82e-08, 1.33e-08, 1.21e-06, 2.54e-06, 8.18e-06, 8.94e-06, 3.09e-05, 0.00e+00, 2.22e-11, 0.00e+00, 0.00e+00, 0.00e+00, 8.55e-09, 1.77e-08, 1.16e-07]    []  
107500    [1.44e-05, 4.66e-06, 4.19e-06, 3.20e-06, 4.05e-06, 1.01e-06, 3.56e-06, 2.38e-08, 7.44e-06, 2.44e-05, 2.92e-05, 1.05e-04, 1.90e-04, 7.55e-04, 9.35e-06, 8.00e-06, 1.82e-06, 4.48e-06, 2.11e-09, 1.18e-06, 1.29e-08, 7.11e-06]    [1.44e-05, 4.66e-06, 4.19e-06, 3.20e-06, 4.05e-06, 1.01e-06, 3.56e-06, 2.38e-08, 7.44e-06, 2.44e-05, 2.92e-05, 1.05e-04, 1.90e-04, 7.55e-04, 9.35e-06, 8.00e-06, 1.82e-06, 4.48e-06, 2.11e-09, 1.18e-06, 1.29e-08, 7.11e-06]    []  
107600    [1.19e-06, 4.29e-06, 2.41e-06, 3.39e-06, 2.75e-06, 7.17e-07, 1.04e-06, 3.73e-04, 1.15e-06, 6.63e-08, 1.57e-06, 2.90e-06, 3.47e-06, 1.08e-07, 8.80e-09, 4.75e-08, 2.08e-08, 2.37e-08, 9.45e-05, 1.85e-07, 3.57e-04, 1.15e-06]    [1.19e-06, 4.29e-06, 2.41e-06, 3.39e-06, 2.75e-06, 7.17e-07, 1.04e-06, 3.73e-04, 1.15e-06, 6.63e-08, 1.57e-06, 2.90e-06, 3.47e-06, 1.08e-07, 8.80e-09, 4.75e-08, 2.08e-08, 2.37e-08, 9.45e-05, 1.85e-07, 3.57e-04, 1.15e-06]    []  
107700    [3.62e-06, 3.77e-06, 1.95e-06, 3.64e-06, 2.66e-06, 7.33e-07, 9.39e-07, 2.29e-07, 4.60e-06, 3.06e-06, 5.87e-06, 1.57e-05, 2.27e-05, 9.19e-05, 2.32e-07, 1.21e-06, 4.25e-07, 3.61e-07, 0.00e+00, 0.00e+00, 2.45e-07, 4.00e-06]    [3.62e-06, 3.77e-06, 1.95e-06, 3.64e-06, 2.66e-06, 7.33e-07, 9.39e-07, 2.29e-07, 4.60e-06, 3.06e-06, 5.87e-06, 1.57e-05, 2.27e-05, 9.19e-05, 2.32e-07, 1.21e-06, 4.25e-07, 3.61e-07, 0.00e+00, 0.00e+00, 2.45e-07, 4.00e-06]    []  
107800    [1.13e-06, 3.80e-06, 2.65e-06, 3.25e-06, 2.60e-06, 6.65e-07, 1.11e-06, 5.76e-11, 2.22e-08, 4.79e-07, 1.86e-06, 5.81e-06, 9.13e-06, 1.97e-05, 0.00e+00, 1.46e-11, 0.00e+00, 0.00e+00, 2.07e-10, 8.50e-10, 2.78e-09, 1.10e-07]    [1.13e-06, 3.80e-06, 2.65e-06, 3.25e-06, 2.60e-06, 6.65e-07, 1.11e-06, 5.76e-11, 2.22e-08, 4.79e-07, 1.86e-06, 5.81e-06, 9.13e-06, 1.97e-05, 0.00e+00, 1.46e-11, 0.00e+00, 0.00e+00, 2.07e-10, 8.50e-10, 2.78e-09, 1.10e-07]    []  
107900    [1.05e-06, 3.75e-06, 2.17e-06, 3.42e-06, 2.48e-06, 6.85e-07, 9.62e-07, 5.92e-07, 1.10e-06, 1.20e-08, 1.22e-06, 2.94e-06, 3.16e-06, 2.86e-08, 2.83e-09, 3.79e-08, 1.65e-08, 1.93e-08, 8.78e-08, 1.85e-07, 5.31e-07, 1.17e-06]    [1.05e-06, 3.75e-06, 2.17e-06, 3.42e-06, 2.48e-06, 6.85e-07, 9.62e-07, 5.92e-07, 1.10e-06, 1.20e-08, 1.22e-06, 2.94e-06, 3.16e-06, 2.86e-08, 2.83e-09, 3.79e-08, 1.65e-08, 1.93e-08, 8.78e-08, 1.85e-07, 5.31e-07, 1.17e-06]    []  
108000    [1.93e-06, 3.60e-06, 1.92e-06, 3.17e-06, 2.49e-06, 7.37e-07, 1.03e-06, 5.67e-08, 1.34e-07, 7.87e-07, 2.93e-06, 7.39e-06, 1.67e-05, 3.87e-05, 1.36e-08, 5.31e-07, 1.60e-07, 1.97e-07, 6.42e-09, 4.30e-08, 3.62e-08, 2.42e-07]    [1.93e-06, 3.60e-06, 1.92e-06, 3.17e-06, 2.49e-06, 7.37e-07, 1.03e-06, 5.67e-08, 1.34e-07, 7.87e-07, 2.93e-06, 7.39e-06, 1.67e-05, 3.87e-05, 1.36e-08, 5.31e-07, 1.60e-07, 1.97e-07, 6.42e-09, 4.30e-08, 3.62e-08, 2.42e-07]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 38.330558 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
108000    [1.93e-06, 3.60e-06, 1.92e-06, 3.17e-06, 2.49e-06, 7.37e-07, 1.03e-06, 5.67e-08, 1.34e-07, 7.87e-07, 2.93e-06, 7.39e-06, 1.67e-05, 3.87e-05, 1.36e-08, 5.31e-07, 1.60e-07, 1.97e-07, 6.42e-09, 4.30e-08, 3.62e-08, 2.42e-07]    [1.93e-06, 3.60e-06, 1.92e-06, 3.17e-06, 2.49e-06, 7.37e-07, 1.03e-06, 5.67e-08, 1.34e-07, 7.87e-07, 2.93e-06, 7.39e-06, 1.67e-05, 3.87e-05, 1.36e-08, 5.31e-07, 1.60e-07, 1.97e-07, 6.42e-09, 4.30e-08, 3.62e-08, 2.42e-07]    []  
108100    [1.08e-06, 3.82e-06, 1.78e-06, 3.21e-06, 2.25e-06, 7.02e-07, 7.90e-07, 2.07e-07, 3.27e-06, 3.18e-08, 1.83e-06, 3.99e-06, 4.69e-06, 7.39e-08, 1.92e-10, 3.38e-08, 4.52e-09, 1.98e-09, 0.00e+00, 0.00e+00, 2.19e-07, 3.21e-06]    [1.08e-06, 3.82e-06, 1.78e-06, 3.21e-06, 2.25e-06, 7.02e-07, 7.90e-07, 2.07e-07, 3.27e-06, 3.18e-08, 1.83e-06, 3.99e-06, 4.69e-06, 7.39e-08, 1.92e-10, 3.38e-08, 4.52e-09, 1.98e-09, 0.00e+00, 0.00e+00, 2.19e-07, 3.21e-06]    []  
108200    [1.87e-06, 3.77e-06, 2.95e-06, 3.19e-06, 2.48e-06, 6.90e-07, 1.40e-06, 5.79e-07, 1.44e-05, 1.95e-06, 4.03e-06, 1.69e-05, 3.01e-05, 8.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.46e-07, 1.69e-05]    [1.87e-06, 3.77e-06, 2.95e-06, 3.19e-06, 2.48e-06, 6.90e-07, 1.40e-06, 5.79e-07, 1.44e-05, 1.95e-06, 4.03e-06, 1.69e-05, 3.01e-05, 8.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.46e-07, 1.69e-05]    []  
108300    [1.47e-06, 3.55e-06, 1.64e-06, 3.20e-06, 2.13e-06, 6.86e-07, 7.55e-07, 6.74e-06, 2.08e-06, 6.45e-09, 2.47e-06, 4.11e-06, 7.74e-06, 4.53e-06, 5.57e-08, 6.23e-09, 2.22e-08, 5.02e-08, 0.00e+00, 3.49e-07, 1.04e-05, 2.32e-06]    [1.47e-06, 3.55e-06, 1.64e-06, 3.20e-06, 2.13e-06, 6.86e-07, 7.55e-07, 6.74e-06, 2.08e-06, 6.45e-09, 2.47e-06, 4.11e-06, 7.74e-06, 4.53e-06, 5.57e-08, 6.23e-09, 2.22e-08, 5.02e-08, 0.00e+00, 3.49e-07, 1.04e-05, 2.32e-06]    []  
108400    [1.31e-06, 3.74e-06, 1.95e-06, 3.18e-06, 2.09e-06, 7.01e-07, 8.49e-07, 9.99e-08, 4.36e-07, 3.57e-07, 3.43e-06, 8.36e-06, 2.39e-05, 2.35e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-08, 7.36e-16, 6.37e-08, 3.17e-07]    [1.31e-06, 3.74e-06, 1.95e-06, 3.18e-06, 2.09e-06, 7.01e-07, 8.49e-07, 9.99e-08, 4.36e-07, 3.57e-07, 3.43e-06, 8.36e-06, 2.39e-05, 2.35e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-08, 7.36e-16, 6.37e-08, 3.17e-07]    []  
108500    [2.14e-05, 9.12e-06, 7.24e-06, 4.90e-06, 6.80e-06, 8.06e-07, 8.91e-06, 1.13e-03, 1.03e-04, 6.07e-05, 1.12e-04, 2.24e-04, 6.40e-04, 2.07e-03, 1.03e-05, 3.66e-05, 8.49e-06, 1.09e-05, 0.00e+00, 1.43e-05, 1.20e-03, 7.63e-05]    [2.14e-05, 9.12e-06, 7.24e-06, 4.90e-06, 6.80e-06, 8.06e-07, 8.91e-06, 1.13e-03, 1.03e-04, 6.07e-05, 1.12e-04, 2.24e-04, 6.40e-04, 2.07e-03, 1.03e-05, 3.66e-05, 8.49e-06, 1.09e-05, 0.00e+00, 1.43e-05, 1.20e-03, 7.63e-05]    []  
108600    [7.97e-07, 3.46e-06, 1.81e-06, 3.11e-06, 2.20e-06, 8.43e-07, 9.28e-07, 7.16e-08, 1.20e-07, 2.55e-09, 8.43e-07, 3.07e-06, 3.28e-06, 2.07e-08, 2.29e-10, 7.36e-09, 1.87e-09, 1.90e-09, 0.00e+00, 4.89e-10, 1.16e-07, 7.18e-08]    [7.97e-07, 3.46e-06, 1.81e-06, 3.11e-06, 2.20e-06, 8.43e-07, 9.28e-07, 7.16e-08, 1.20e-07, 2.55e-09, 8.43e-07, 3.07e-06, 3.28e-06, 2.07e-08, 2.29e-10, 7.36e-09, 1.87e-09, 1.90e-09, 0.00e+00, 4.89e-10, 1.16e-07, 7.18e-08]    []  
108700    [1.33e-04, 8.61e-06, 2.92e-05, 1.82e-05, 2.10e-05, 3.57e-06, 2.80e-05, 6.88e-08, 3.68e-04, 3.92e-04, 4.40e-04, 1.71e-03, 1.92e-03, 1.07e-02, 2.46e-04, 1.96e-04, 5.88e-05, 6.52e-05, 1.53e-08, 8.12e-05, 9.73e-08, 3.70e-04]    [1.33e-04, 8.61e-06, 2.92e-05, 1.82e-05, 2.10e-05, 3.57e-06, 2.80e-05, 6.88e-08, 3.68e-04, 3.92e-04, 4.40e-04, 1.71e-03, 1.92e-03, 1.07e-02, 2.46e-04, 1.96e-04, 5.88e-05, 6.52e-05, 1.53e-08, 8.12e-05, 9.73e-08, 3.70e-04]    []  
108800    [8.28e-07, 3.56e-06, 1.60e-06, 3.44e-06, 2.23e-06, 9.05e-07, 8.12e-07, 3.18e-08, 8.82e-08, 6.73e-08, 1.08e-06, 4.18e-06, 4.89e-06, 1.09e-07, 0.00e+00, 3.44e-10, 1.49e-09, 1.27e-09, 2.43e-12, 1.53e-09, 2.12e-08, 4.20e-08]    [8.28e-07, 3.56e-06, 1.60e-06, 3.44e-06, 2.23e-06, 9.05e-07, 8.12e-07, 3.18e-08, 8.82e-08, 6.73e-08, 1.08e-06, 4.18e-06, 4.89e-06, 1.09e-07, 0.00e+00, 3.44e-10, 1.49e-09, 1.27e-09, 2.43e-12, 1.53e-09, 2.12e-08, 4.20e-08]    []  
108900    [8.05e-07, 3.42e-06, 1.78e-06, 3.10e-06, 2.39e-06, 8.47e-07, 9.58e-07, 7.58e-10, 7.25e-08, 3.05e-10, 8.76e-07, 3.11e-06, 3.40e-06, 1.29e-08, 1.50e-15, 3.19e-09, 1.34e-09, 1.41e-09, 7.19e-10, 1.52e-09, 4.65e-09, 3.01e-08]    [8.05e-07, 3.42e-06, 1.78e-06, 3.10e-06, 2.39e-06, 8.47e-07, 9.58e-07, 7.58e-10, 7.25e-08, 3.05e-10, 8.76e-07, 3.11e-06, 3.40e-06, 1.29e-08, 1.50e-15, 3.19e-09, 1.34e-09, 1.41e-09, 7.19e-10, 1.52e-09, 4.65e-09, 3.01e-08]    []  
109000    [4.40e-06, 3.82e-06, 3.51e-06, 2.69e-06, 3.80e-06, 6.97e-07, 1.79e-06, 5.38e-08, 1.91e-05, 1.53e-05, 1.71e-05, 4.58e-05, 4.65e-05, 2.59e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.80e-09, 2.27e-06, 5.23e-08, 1.42e-05]    [4.40e-06, 3.82e-06, 3.51e-06, 2.69e-06, 3.80e-06, 6.97e-07, 1.79e-06, 5.38e-08, 1.91e-05, 1.53e-05, 1.71e-05, 4.58e-05, 4.65e-05, 2.59e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.80e-09, 2.27e-06, 5.23e-08, 1.42e-05]    []  
109100    [7.97e-07, 3.35e-06, 1.68e-06, 2.94e-06, 2.30e-06, 7.97e-07, 9.01e-07, 1.41e-09, 1.02e-09, 2.17e-09, 9.20e-07, 2.74e-06, 3.09e-06, 2.50e-07, 6.82e-11, 1.22e-08, 3.66e-09, 3.92e-09, 6.31e-10, 7.92e-09, 2.84e-09, 4.16e-08]    [7.97e-07, 3.35e-06, 1.68e-06, 2.94e-06, 2.30e-06, 7.97e-07, 9.01e-07, 1.41e-09, 1.02e-09, 2.17e-09, 9.20e-07, 2.74e-06, 3.09e-06, 2.50e-07, 6.82e-11, 1.22e-08, 3.66e-09, 3.92e-09, 6.31e-10, 7.92e-09, 2.84e-09, 4.16e-08]    []  
109200    [1.11e-06, 3.65e-06, 1.74e-06, 3.10e-06, 2.05e-06, 7.97e-07, 6.14e-07, 5.85e-09, 3.04e-08, 4.74e-08, 2.11e-06, 4.77e-06, 6.17e-06, 9.85e-07, 1.18e-08, 1.49e-08, 1.89e-08, 2.15e-09, 6.07e-09, 6.45e-08, 3.24e-08, 5.60e-07]    [1.11e-06, 3.65e-06, 1.74e-06, 3.10e-06, 2.05e-06, 7.97e-07, 6.14e-07, 5.85e-09, 3.04e-08, 4.74e-08, 2.11e-06, 4.77e-06, 6.17e-06, 9.85e-07, 1.18e-08, 1.49e-08, 1.89e-08, 2.15e-09, 6.07e-09, 6.45e-08, 3.24e-08, 5.60e-07]    []  
109300    [7.87e-07, 3.30e-06, 1.69e-06, 2.92e-06, 2.16e-06, 7.74e-07, 8.72e-07, 3.91e-09, 1.57e-08, 2.91e-09, 8.98e-07, 2.73e-06, 2.98e-06, 7.83e-09, 0.00e+00, 3.25e-09, 1.18e-09, 1.28e-09, 6.26e-10, 2.56e-09, 3.26e-09, 1.67e-08]    [7.87e-07, 3.30e-06, 1.69e-06, 2.92e-06, 2.16e-06, 7.74e-07, 8.72e-07, 3.91e-09, 1.57e-08, 2.91e-09, 8.98e-07, 2.73e-06, 2.98e-06, 7.83e-09, 0.00e+00, 3.25e-09, 1.18e-09, 1.28e-09, 6.26e-10, 2.56e-09, 3.26e-09, 1.67e-08]    []  
109400    [8.27e-06, 6.51e-06, 2.20e-06, 3.84e-06, 3.19e-06, 1.23e-06, 3.99e-06, 8.18e-05, 1.04e-07, 1.36e-05, 2.20e-04, 1.97e-04, 6.47e-04, 8.82e-04, 7.81e-06, 6.23e-06, 7.71e-07, 1.08e-06, 0.00e+00, 9.40e-09, 1.44e-04, 3.12e-07]    [8.27e-06, 6.51e-06, 2.20e-06, 3.84e-06, 3.19e-06, 1.23e-06, 3.99e-06, 8.18e-05, 1.04e-07, 1.36e-05, 2.20e-04, 1.97e-04, 6.47e-04, 8.82e-04, 7.81e-06, 6.23e-06, 7.71e-07, 1.08e-06, 0.00e+00, 9.40e-09, 1.44e-04, 3.12e-07]    []  
109500    [8.21e-07, 3.26e-06, 1.54e-06, 3.31e-06, 2.00e-06, 1.06e-06, 9.86e-07, 2.97e-08, 1.79e-08, 2.43e-08, 1.07e-06, 4.54e-06, 4.65e-06, 3.74e-07, 5.51e-09, 4.05e-08, 1.04e-08, 8.34e-09, 4.52e-09, 8.21e-09, 2.47e-08, 5.48e-08]    [8.21e-07, 3.26e-06, 1.54e-06, 3.31e-06, 2.00e-06, 1.06e-06, 9.86e-07, 2.97e-08, 1.79e-08, 2.43e-08, 1.07e-06, 4.54e-06, 4.65e-06, 3.74e-07, 5.51e-09, 4.05e-08, 1.04e-08, 8.34e-09, 4.52e-09, 8.21e-09, 2.47e-08, 5.48e-08]    []  
109600    [7.70e-07, 3.16e-06, 1.63e-06, 2.92e-06, 2.17e-06, 9.71e-07, 9.97e-07, 4.69e-11, 5.62e-10, 3.31e-10, 9.96e-07, 3.32e-06, 3.57e-06, 6.07e-09, 5.67e-10, 1.52e-08, 6.13e-09, 6.38e-09, 4.21e-10, 2.05e-09, 2.79e-09, 2.95e-08]    [7.70e-07, 3.16e-06, 1.63e-06, 2.92e-06, 2.17e-06, 9.71e-07, 9.97e-07, 4.69e-11, 5.62e-10, 3.31e-10, 9.96e-07, 3.32e-06, 3.57e-06, 6.07e-09, 5.67e-10, 1.52e-08, 6.13e-09, 6.38e-09, 4.21e-10, 2.05e-09, 2.79e-09, 2.95e-08]    []  
109700    [1.45e-05, 3.61e-06, 4.08e-06, 4.25e-06, 4.24e-06, 1.24e-06, 3.87e-06, 2.59e-07, 7.76e-04, 8.10e-06, 2.35e-05, 1.31e-04, 1.65e-04, 7.49e-04, 9.19e-06, 1.37e-05, 4.33e-06, 4.58e-06, 3.98e-08, 1.70e-04, 2.55e-07, 7.62e-04]    [1.45e-05, 3.61e-06, 4.08e-06, 4.25e-06, 4.24e-06, 1.24e-06, 3.87e-06, 2.59e-07, 7.76e-04, 8.10e-06, 2.35e-05, 1.31e-04, 1.65e-04, 7.49e-04, 9.19e-06, 1.37e-05, 4.33e-06, 4.58e-06, 3.98e-08, 1.70e-04, 2.55e-07, 7.62e-04]    []  
109800    [1.09e-06, 3.26e-06, 1.56e-06, 3.32e-06, 2.12e-06, 9.47e-07, 7.34e-07, 1.29e-09, 8.24e-08, 6.13e-08, 1.80e-06, 3.33e-06, 3.81e-06, 7.65e-07, 3.83e-09, 5.90e-08, 1.36e-08, 2.83e-08, 2.58e-09, 3.74e-08, 1.59e-08, 2.44e-07]    [1.09e-06, 3.26e-06, 1.56e-06, 3.32e-06, 2.12e-06, 9.47e-07, 7.34e-07, 1.29e-09, 8.24e-08, 6.13e-08, 1.80e-06, 3.33e-06, 3.81e-06, 7.65e-07, 3.83e-09, 5.90e-08, 1.36e-08, 2.83e-08, 2.58e-09, 3.74e-08, 1.59e-08, 2.44e-07]    []  
109900    [8.40e-07, 3.17e-06, 1.69e-06, 2.86e-06, 2.19e-06, 8.66e-07, 9.32e-07, 6.65e-10, 6.38e-09, 2.22e-09, 1.04e-06, 2.77e-06, 3.06e-06, 6.92e-09, 2.31e-11, 6.77e-09, 1.38e-09, 1.79e-09, 6.73e-10, 5.89e-10, 4.08e-09, 5.81e-09]    [8.40e-07, 3.17e-06, 1.69e-06, 2.86e-06, 2.19e-06, 8.66e-07, 9.32e-07, 6.65e-10, 6.38e-09, 2.22e-09, 1.04e-06, 2.77e-06, 3.06e-06, 6.92e-09, 2.31e-11, 6.77e-09, 1.38e-09, 1.79e-09, 6.73e-10, 5.89e-10, 4.08e-09, 5.81e-09]    []  
110000    [7.57e-07, 3.11e-06, 1.63e-06, 2.61e-06, 2.27e-06, 8.15e-07, 9.65e-07, 4.41e-10, 2.81e-08, 2.85e-09, 9.27e-07, 2.76e-06, 2.85e-06, 9.16e-08, 1.31e-10, 2.03e-08, 1.23e-09, 5.22e-10, 6.60e-10, 6.71e-11, 4.00e-09, 8.83e-09]    [7.57e-07, 3.11e-06, 1.63e-06, 2.61e-06, 2.27e-06, 8.15e-07, 9.65e-07, 4.41e-10, 2.81e-08, 2.85e-09, 9.27e-07, 2.76e-06, 2.85e-06, 9.16e-08, 1.31e-10, 2.03e-08, 1.23e-09, 5.22e-10, 6.60e-10, 6.71e-11, 4.00e-09, 8.83e-09]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 38.246163 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
110000    [7.57e-07, 3.11e-06, 1.63e-06, 2.61e-06, 2.27e-06, 8.15e-07, 9.65e-07, 4.41e-10, 2.81e-08, 2.85e-09, 9.27e-07, 2.76e-06, 2.85e-06, 9.16e-08, 1.31e-10, 2.03e-08, 1.23e-09, 5.22e-10, 6.60e-10, 6.71e-11, 4.00e-09, 8.83e-09]    [7.57e-07, 3.11e-06, 1.63e-06, 2.61e-06, 2.27e-06, 8.15e-07, 9.65e-07, 4.41e-10, 2.81e-08, 2.85e-09, 9.27e-07, 2.76e-06, 2.85e-06, 9.16e-08, 1.31e-10, 2.03e-08, 1.23e-09, 5.22e-10, 6.60e-10, 6.71e-11, 4.00e-09, 8.83e-09]    []  
110100    [8.95e-07, 3.32e-06, 1.46e-06, 2.60e-06, 1.84e-06, 7.74e-07, 8.22e-07, 4.46e-08, 6.04e-08, 6.30e-07, 1.44e-06, 5.60e-06, 5.88e-06, 1.32e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.38e-09, 7.73e-11, 4.74e-08, 2.07e-08]    [8.95e-07, 3.32e-06, 1.46e-06, 2.60e-06, 1.84e-06, 7.74e-07, 8.22e-07, 4.46e-08, 6.04e-08, 6.30e-07, 1.44e-06, 5.60e-06, 5.88e-06, 1.32e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.38e-09, 7.73e-11, 4.74e-08, 2.07e-08]    []  
110200    [8.04e-07, 3.13e-06, 1.81e-06, 2.51e-06, 2.04e-06, 7.63e-07, 1.02e-06, 3.81e-09, 5.17e-08, 5.65e-07, 1.44e-06, 6.62e-06, 9.53e-06, 2.30e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.02e-10, 3.67e-12, 4.71e-09, 4.34e-08]    [8.04e-07, 3.13e-06, 1.81e-06, 2.51e-06, 2.04e-06, 7.63e-07, 1.02e-06, 3.81e-09, 5.17e-08, 5.65e-07, 1.44e-06, 6.62e-06, 9.53e-06, 2.30e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.02e-10, 3.67e-12, 4.71e-09, 4.34e-08]    []  
110300    [5.63e-07, 2.90e-06, 1.36e-06, 2.68e-06, 1.88e-06, 8.66e-07, 8.27e-07, 6.70e-05, 9.83e-10, 7.89e-09, 7.50e-07, 3.03e-06, 3.20e-06, 2.54e-08, 0.00e+00, 1.24e-09, 4.28e-09, 2.89e-09, 0.00e+00, 5.70e-09, 9.33e-05, 2.74e-08]    [5.63e-07, 2.90e-06, 1.36e-06, 2.68e-06, 1.88e-06, 8.66e-07, 8.27e-07, 6.70e-05, 9.83e-10, 7.89e-09, 7.50e-07, 3.03e-06, 3.20e-06, 2.54e-08, 0.00e+00, 1.24e-09, 4.28e-09, 2.89e-09, 0.00e+00, 5.70e-09, 9.33e-05, 2.74e-08]    []  
110400    [1.77e-05, 4.13e-06, 4.32e-06, 2.70e-06, 3.82e-06, 1.87e-06, 4.52e-06, 3.95e-08, 5.75e-07, 3.78e-05, 4.76e-05, 1.45e-04, 1.77e-04, 9.54e-04, 1.46e-05, 1.03e-05, 1.87e-06, 5.33e-06, 1.94e-09, 3.20e-08, 9.77e-09, 1.66e-07]    [1.77e-05, 4.13e-06, 4.32e-06, 2.70e-06, 3.82e-06, 1.87e-06, 4.52e-06, 3.95e-08, 5.75e-07, 3.78e-05, 4.76e-05, 1.45e-04, 1.77e-04, 9.54e-04, 1.46e-05, 1.03e-05, 1.87e-06, 5.33e-06, 1.94e-09, 3.20e-08, 9.77e-09, 1.66e-07]    []  
110500    [5.65e-07, 3.02e-06, 1.25e-06, 2.61e-06, 1.87e-06, 9.13e-07, 7.37e-07, 6.72e-10, 2.23e-08, 1.63e-08, 7.17e-07, 3.00e-06, 3.27e-06, 1.01e-07, 0.00e+00, 1.47e-09, 1.88e-09, 1.53e-09, 9.79e-10, 1.30e-09, 5.20e-09, 1.07e-08]    [5.65e-07, 3.02e-06, 1.25e-06, 2.61e-06, 1.87e-06, 9.13e-07, 7.37e-07, 6.72e-10, 2.23e-08, 1.63e-08, 7.17e-07, 3.00e-06, 3.27e-06, 1.01e-07, 0.00e+00, 1.47e-09, 1.88e-09, 1.53e-09, 9.79e-10, 1.30e-09, 5.20e-09, 1.07e-08]    []  
110600    [1.13e-05, 3.91e-06, 6.96e-06, 2.77e-06, 3.88e-06, 8.07e-07, 4.24e-06, 7.16e-09, 2.02e-06, 1.78e-05, 2.07e-05, 1.20e-04, 2.15e-04, 7.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.75e-11, 0.00e+00, 2.64e-08, 3.56e-06]    [1.13e-05, 3.91e-06, 6.96e-06, 2.77e-06, 3.88e-06, 8.07e-07, 4.24e-06, 7.16e-09, 2.02e-06, 1.78e-05, 2.07e-05, 1.20e-04, 2.15e-04, 7.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.75e-11, 0.00e+00, 2.64e-08, 3.56e-06]    []  
110700    [6.08e-07, 3.02e-06, 1.20e-06, 2.60e-06, 1.86e-06, 8.73e-07, 7.02e-07, 4.07e-09, 9.31e-09, 6.89e-10, 7.83e-07, 3.28e-06, 3.49e-06, 3.36e-08, 0.00e+00, 6.08e-09, 2.55e-09, 2.67e-09, 6.72e-10, 1.32e-08, 4.56e-09, 7.24e-08]    [6.08e-07, 3.02e-06, 1.20e-06, 2.60e-06, 1.86e-06, 8.73e-07, 7.02e-07, 4.07e-09, 9.31e-09, 6.89e-10, 7.83e-07, 3.28e-06, 3.49e-06, 3.36e-08, 0.00e+00, 6.08e-09, 2.55e-09, 2.67e-09, 6.72e-10, 1.32e-08, 4.56e-09, 7.24e-08]    []  
110800    [5.41e-07, 2.93e-06, 1.22e-06, 2.35e-06, 1.96e-06, 8.40e-07, 7.99e-07, 1.82e-09, 7.80e-09, 8.33e-10, 6.85e-07, 2.68e-06, 2.92e-06, 5.15e-09, 0.00e+00, 4.62e-09, 2.20e-09, 2.37e-09, 7.12e-10, 1.73e-09, 3.87e-09, 9.62e-09]    [5.41e-07, 2.93e-06, 1.22e-06, 2.35e-06, 1.96e-06, 8.40e-07, 7.99e-07, 1.82e-09, 7.80e-09, 8.33e-10, 6.85e-07, 2.68e-06, 2.92e-06, 5.15e-09, 0.00e+00, 4.62e-09, 2.20e-09, 2.37e-09, 7.12e-10, 1.73e-09, 3.87e-09, 9.62e-09]    []  
110900    [1.09e-06, 3.26e-06, 1.17e-06, 2.48e-06, 1.77e-06, 8.96e-07, 5.21e-07, 8.27e-10, 2.06e-06, 7.35e-07, 1.63e-06, 6.90e-06, 1.06e-05, 4.88e-06, 0.00e+00, 0.00e+00, 2.07e-08, 5.24e-12, 1.95e-09, 2.72e-07, 1.21e-08, 1.82e-06]    [1.09e-06, 3.26e-06, 1.17e-06, 2.48e-06, 1.77e-06, 8.96e-07, 5.21e-07, 8.27e-10, 2.06e-06, 7.35e-07, 1.63e-06, 6.90e-06, 1.06e-05, 4.88e-06, 0.00e+00, 0.00e+00, 2.07e-08, 5.24e-12, 1.95e-09, 2.72e-07, 1.21e-08, 1.82e-06]    []  
111000    [7.28e-07, 2.93e-06, 1.38e-06, 2.51e-06, 2.04e-06, 8.71e-07, 7.51e-07, 3.03e-07, 8.59e-05, 5.22e-07, 2.68e-06, 3.55e-06, 6.23e-06, 1.41e-06, 7.42e-09, 8.06e-08, 2.33e-08, 3.37e-08, 3.89e-08, 1.41e-05, 2.06e-07, 7.79e-05]    [7.28e-07, 2.93e-06, 1.38e-06, 2.51e-06, 2.04e-06, 8.71e-07, 7.51e-07, 3.03e-07, 8.59e-05, 5.22e-07, 2.68e-06, 3.55e-06, 6.23e-06, 1.41e-06, 7.42e-09, 8.06e-08, 2.33e-08, 3.37e-08, 3.89e-08, 1.41e-05, 2.06e-07, 7.79e-05]    []  
111100    [1.93e-06, 3.30e-06, 1.34e-06, 1.97e-06, 2.15e-06, 6.78e-07, 1.15e-06, 8.30e-06, 1.56e-05, 1.99e-09, 4.52e-06, 1.51e-05, 1.17e-05, 3.40e-06, 4.23e-09, 6.03e-07, 3.60e-08, 2.06e-10, 1.31e-06, 2.26e-06, 8.10e-06, 1.45e-05]    [1.93e-06, 3.30e-06, 1.34e-06, 1.97e-06, 2.15e-06, 6.78e-07, 1.15e-06, 8.30e-06, 1.56e-05, 1.99e-09, 4.52e-06, 1.51e-05, 1.17e-05, 3.40e-06, 4.23e-09, 6.03e-07, 3.60e-08, 2.06e-10, 1.31e-06, 2.26e-06, 8.10e-06, 1.45e-05]    []  
111200    [5.66e-06, 3.03e-06, 1.69e-06, 2.62e-06, 2.40e-06, 8.95e-07, 1.53e-06, 8.59e-07, 4.54e-05, 1.02e-05, 1.38e-05, 4.91e-05, 1.04e-04, 3.48e-04, 2.43e-06, 4.14e-06, 1.54e-06, 2.01e-06, 0.00e+00, 6.15e-06, 8.22e-07, 3.88e-05]    [5.66e-06, 3.03e-06, 1.69e-06, 2.62e-06, 2.40e-06, 8.95e-07, 1.53e-06, 8.59e-07, 4.54e-05, 1.02e-05, 1.38e-05, 4.91e-05, 1.04e-04, 3.48e-04, 2.43e-06, 4.14e-06, 1.54e-06, 2.01e-06, 0.00e+00, 6.15e-06, 8.22e-07, 3.88e-05]    []  
111300    [5.59e-07, 2.83e-06, 1.11e-06, 2.23e-06, 1.63e-06, 7.79e-07, 6.39e-07, 4.17e-06, 5.59e-06, 1.97e-07, 1.15e-06, 4.07e-06, 3.77e-06, 4.26e-06, 0.00e+00, 5.64e-10, 6.32e-11, 3.99e-10, 0.00e+00, 9.16e-07, 4.13e-06, 6.02e-06]    [5.59e-07, 2.83e-06, 1.11e-06, 2.23e-06, 1.63e-06, 7.79e-07, 6.39e-07, 4.17e-06, 5.59e-06, 1.97e-07, 1.15e-06, 4.07e-06, 3.77e-06, 4.26e-06, 0.00e+00, 5.64e-10, 6.32e-11, 3.99e-10, 0.00e+00, 9.16e-07, 4.13e-06, 6.02e-06]    []  
111400    [2.82e-06, 2.88e-06, 1.06e-06, 2.49e-06, 1.89e-06, 8.89e-07, 8.76e-07, 7.28e-09, 1.02e-06, 3.66e-06, 6.91e-06, 2.26e-05, 5.23e-05, 1.53e-04, 9.46e-07, 1.39e-06, 7.47e-07, 7.08e-07, 5.79e-09, 1.69e-07, 3.10e-08, 9.38e-07]    [2.82e-06, 2.88e-06, 1.06e-06, 2.49e-06, 1.89e-06, 8.89e-07, 8.76e-07, 7.28e-09, 1.02e-06, 3.66e-06, 6.91e-06, 2.26e-05, 5.23e-05, 1.53e-04, 9.46e-07, 1.39e-06, 7.47e-07, 7.08e-07, 5.79e-09, 1.69e-07, 3.10e-08, 9.38e-07]    []  
111500    [3.91e-06, 3.05e-06, 1.44e-06, 2.00e-06, 1.94e-06, 7.18e-07, 1.03e-06, 1.83e-05, 5.89e-05, 6.99e-06, 1.45e-05, 2.71e-05, 9.98e-05, 2.04e-04, 3.43e-07, 3.00e-06, 1.50e-06, 9.51e-07, 2.54e-06, 0.00e+00, 1.61e-05, 6.30e-05]    [3.91e-06, 3.05e-06, 1.44e-06, 2.00e-06, 1.94e-06, 7.18e-07, 1.03e-06, 1.83e-05, 5.89e-05, 6.99e-06, 1.45e-05, 2.71e-05, 9.98e-05, 2.04e-04, 3.43e-07, 3.00e-06, 1.50e-06, 9.51e-07, 2.54e-06, 0.00e+00, 1.61e-05, 6.30e-05]    []  
111600    [1.24e-06, 2.81e-06, 1.72e-06, 2.13e-06, 1.78e-06, 7.44e-07, 1.04e-06, 3.73e-08, 7.89e-08, 1.45e-06, 1.91e-06, 1.05e-05, 1.89e-05, 4.84e-05, 3.51e-11, 0.00e+00, 0.00e+00, 0.00e+00, 8.61e-11, 6.88e-08, 1.98e-08, 7.77e-07]    [1.24e-06, 2.81e-06, 1.72e-06, 2.13e-06, 1.78e-06, 7.44e-07, 1.04e-06, 3.73e-08, 7.89e-08, 1.45e-06, 1.91e-06, 1.05e-05, 1.89e-05, 4.84e-05, 3.51e-11, 0.00e+00, 0.00e+00, 0.00e+00, 8.61e-11, 6.88e-08, 1.98e-08, 7.77e-07]    []  
111700    [9.38e-07, 2.76e-06, 8.94e-07, 2.33e-06, 1.47e-06, 9.14e-07, 5.79e-07, 5.11e-07, 4.70e-06, 4.32e-07, 1.51e-06, 5.80e-06, 8.19e-06, 1.95e-05, 2.08e-07, 2.68e-08, 1.21e-07, 9.91e-08, 9.27e-08, 7.37e-07, 5.82e-07, 4.47e-06]    [9.38e-07, 2.76e-06, 8.94e-07, 2.33e-06, 1.47e-06, 9.14e-07, 5.79e-07, 5.11e-07, 4.70e-06, 4.32e-07, 1.51e-06, 5.80e-06, 8.19e-06, 1.95e-05, 2.08e-07, 2.68e-08, 1.21e-07, 9.91e-08, 9.27e-08, 7.37e-07, 5.82e-07, 4.47e-06]    []  
111800    [5.78e-07, 2.75e-06, 9.73e-07, 2.08e-06, 1.55e-06, 8.62e-07, 5.90e-07, 1.18e-08, 1.54e-06, 5.76e-08, 1.08e-06, 4.30e-06, 5.22e-06, 3.11e-06, 0.00e+00, 0.00e+00, 3.83e-10, 0.00e+00, 9.74e-09, 0.00e+00, 5.35e-08, 1.05e-06]    [5.78e-07, 2.75e-06, 9.73e-07, 2.08e-06, 1.55e-06, 8.62e-07, 5.90e-07, 1.18e-08, 1.54e-06, 5.76e-08, 1.08e-06, 4.30e-06, 5.22e-06, 3.11e-06, 0.00e+00, 0.00e+00, 3.83e-10, 0.00e+00, 9.74e-09, 0.00e+00, 5.35e-08, 1.05e-06]    []  
111900    [2.08e-06, 2.75e-06, 1.45e-06, 2.07e-06, 1.52e-06, 7.72e-07, 9.76e-07, 1.18e-07, 1.97e-09, 3.45e-06, 3.33e-06, 2.49e-05, 4.33e-05, 1.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.24e-09, 1.08e-07, 7.08e-08]    [2.08e-06, 2.75e-06, 1.45e-06, 2.07e-06, 1.52e-06, 7.72e-07, 9.76e-07, 1.18e-07, 1.97e-09, 3.45e-06, 3.33e-06, 2.49e-05, 4.33e-05, 1.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.24e-09, 1.08e-07, 7.08e-08]    []  
112000    [4.90e-06, 2.81e-06, 1.60e-06, 2.53e-06, 2.31e-06, 1.00e-06, 1.43e-06, 7.87e-08, 7.11e-07, 8.21e-06, 1.23e-05, 4.48e-05, 9.29e-05, 3.15e-04, 2.10e-06, 4.37e-06, 1.58e-06, 1.47e-06, 2.02e-08, 1.30e-07, 1.34e-07, 8.63e-07]    [4.90e-06, 2.81e-06, 1.60e-06, 2.53e-06, 2.31e-06, 1.00e-06, 1.43e-06, 7.87e-08, 7.11e-07, 8.21e-06, 1.23e-05, 4.48e-05, 9.29e-05, 3.15e-04, 2.10e-06, 4.37e-06, 1.58e-06, 1.47e-06, 2.02e-08, 1.30e-07, 1.34e-07, 8.63e-07]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 36.757443 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
112000    [4.90e-06, 2.81e-06, 1.60e-06, 2.53e-06, 2.31e-06, 1.00e-06, 1.43e-06, 7.87e-08, 7.11e-07, 8.21e-06, 1.23e-05, 4.48e-05, 9.29e-05, 3.15e-04, 2.10e-06, 4.37e-06, 1.58e-06, 1.47e-06, 2.02e-08, 1.30e-07, 1.34e-07, 8.63e-07]    [4.90e-06, 2.81e-06, 1.60e-06, 2.53e-06, 2.31e-06, 1.00e-06, 1.43e-06, 7.87e-08, 7.11e-07, 8.21e-06, 1.23e-05, 4.48e-05, 9.29e-05, 3.15e-04, 2.10e-06, 4.37e-06, 1.58e-06, 1.47e-06, 2.02e-08, 1.30e-07, 1.34e-07, 8.63e-07]    []  
112100    [4.69e-07, 2.56e-06, 9.48e-07, 2.09e-06, 1.59e-06, 8.77e-07, 6.73e-07, 3.90e-08, 4.75e-10, 7.13e-09, 6.74e-07, 2.68e-06, 3.35e-06, 7.25e-07, 2.52e-12, 1.98e-08, 1.31e-08, 9.12e-09, 1.36e-08, 6.18e-09, 7.86e-08, 3.74e-08]    [4.69e-07, 2.56e-06, 9.48e-07, 2.09e-06, 1.59e-06, 8.77e-07, 6.73e-07, 3.90e-08, 4.75e-10, 7.13e-09, 6.74e-07, 2.68e-06, 3.35e-06, 7.25e-07, 2.52e-12, 1.98e-08, 1.31e-08, 9.12e-09, 1.36e-08, 6.18e-09, 7.86e-08, 3.74e-08]    []  
112200    [6.87e-07, 2.62e-06, 8.84e-07, 2.17e-06, 1.53e-06, 8.90e-07, 4.81e-07, 1.72e-08, 1.46e-06, 4.45e-08, 1.93e-06, 3.76e-06, 4.29e-06, 3.35e-07, 0.00e+00, 2.80e-08, 2.05e-09, 9.24e-09, 8.75e-09, 0.00e+00, 4.97e-08, 1.50e-06]    [6.87e-07, 2.62e-06, 8.84e-07, 2.17e-06, 1.53e-06, 8.90e-07, 4.81e-07, 1.72e-08, 1.46e-06, 4.45e-08, 1.93e-06, 3.76e-06, 4.29e-06, 3.35e-07, 0.00e+00, 2.80e-08, 2.05e-09, 9.24e-09, 8.75e-09, 0.00e+00, 4.97e-08, 1.50e-06]    []  
112300    [5.66e-05, 9.32e-06, 2.68e-05, 5.43e-06, 1.39e-05, 9.11e-07, 1.76e-05, 4.18e-04, 1.45e-06, 1.89e-04, 1.84e-04, 6.76e-04, 5.74e-04, 3.97e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.82e-05, 7.10e-08, 4.05e-04, 4.26e-07]    [5.66e-05, 9.32e-06, 2.68e-05, 5.43e-06, 1.39e-05, 9.11e-07, 1.76e-05, 4.18e-04, 1.45e-06, 1.89e-04, 1.84e-04, 6.76e-04, 5.74e-04, 3.97e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.82e-05, 7.10e-08, 4.05e-04, 4.26e-07]    []  
112400    [4.29e-07, 2.49e-06, 8.83e-07, 2.01e-06, 1.62e-06, 9.39e-07, 6.62e-07, 6.20e-10, 3.17e-07, 1.34e-09, 6.10e-07, 2.71e-06, 2.96e-06, 2.96e-09, 0.00e+00, 2.85e-09, 1.17e-09, 1.42e-09, 1.73e-09, 0.00e+00, 1.05e-08, 1.93e-07]    [4.29e-07, 2.49e-06, 8.83e-07, 2.01e-06, 1.62e-06, 9.39e-07, 6.62e-07, 6.20e-10, 3.17e-07, 1.34e-09, 6.10e-07, 2.71e-06, 2.96e-06, 2.96e-09, 0.00e+00, 2.85e-09, 1.17e-09, 1.42e-09, 1.73e-09, 0.00e+00, 1.05e-08, 1.93e-07]    []  
112500    [5.30e-07, 2.49e-06, 8.78e-07, 2.04e-06, 1.51e-06, 9.07e-07, 6.05e-07, 2.38e-11, 4.55e-12, 8.87e-08, 7.96e-07, 3.12e-06, 3.20e-06, 2.22e-06, 2.08e-09, 3.62e-08, 1.37e-08, 1.00e-08, 2.08e-09, 3.31e-09, 1.13e-08, 1.97e-08]    [5.30e-07, 2.49e-06, 8.78e-07, 2.04e-06, 1.51e-06, 9.07e-07, 6.05e-07, 2.38e-11, 4.55e-12, 8.87e-08, 7.96e-07, 3.12e-06, 3.20e-06, 2.22e-06, 2.08e-09, 3.62e-08, 1.37e-08, 1.00e-08, 2.08e-09, 3.31e-09, 1.13e-08, 1.97e-08]    []  
112600    [8.53e-07, 2.60e-06, 9.17e-07, 1.93e-06, 1.47e-06, 8.84e-07, 5.46e-07, 3.13e-08, 3.73e-06, 1.05e-07, 1.40e-06, 7.17e-06, 1.14e-05, 6.81e-06, 0.00e+00, 0.00e+00, 8.55e-11, 0.00e+00, 1.44e-10, 5.92e-07, 1.35e-08, 3.70e-06]    [8.53e-07, 2.60e-06, 9.17e-07, 1.93e-06, 1.47e-06, 8.84e-07, 5.46e-07, 3.13e-08, 3.73e-06, 1.05e-07, 1.40e-06, 7.17e-06, 1.14e-05, 6.81e-06, 0.00e+00, 0.00e+00, 8.55e-11, 0.00e+00, 1.44e-10, 5.92e-07, 1.35e-08, 3.70e-06]    []  
112700    [3.16e-05, 4.35e-06, 1.72e-05, 3.94e-06, 9.04e-06, 9.14e-07, 1.07e-05, 1.17e-05, 9.96e-05, 4.35e-05, 4.11e-05, 4.13e-04, 3.97e-04, 2.03e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-05, 1.11e-04]    [3.16e-05, 4.35e-06, 1.72e-05, 3.94e-06, 9.04e-06, 9.14e-07, 1.07e-05, 1.17e-05, 9.96e-05, 4.35e-05, 4.11e-05, 4.13e-04, 3.97e-04, 2.03e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-05, 1.11e-04]    []  
112800    [7.06e-06, 2.48e-06, 4.27e-06, 2.96e-06, 2.97e-06, 8.34e-07, 2.65e-06, 1.55e-05, 1.26e-05, 3.25e-05, 2.59e-05, 1.45e-04, 1.21e-04, 4.34e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-06, 1.59e-05, 8.88e-06]    [7.06e-06, 2.48e-06, 4.27e-06, 2.96e-06, 2.97e-06, 8.34e-07, 2.65e-06, 1.55e-05, 1.26e-05, 3.25e-05, 2.59e-05, 1.45e-04, 1.21e-04, 4.34e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-06, 1.59e-05, 8.88e-06]    []  
112900    [9.73e-06, 3.12e-06, 5.78e-06, 2.23e-06, 3.28e-06, 8.97e-07, 3.73e-06, 1.18e-08, 2.43e-05, 1.56e-05, 1.74e-05, 1.13e-04, 1.48e-04, 6.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.27e-11, 0.00e+00, 7.70e-09, 2.57e-05]    [9.73e-06, 3.12e-06, 5.78e-06, 2.23e-06, 3.28e-06, 8.97e-07, 3.73e-06, 1.18e-08, 2.43e-05, 1.56e-05, 1.74e-05, 1.13e-04, 1.48e-04, 6.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.27e-11, 0.00e+00, 7.70e-09, 2.57e-05]    []  
113000    [6.19e-07, 2.33e-06, 1.20e-06, 2.08e-06, 1.63e-06, 9.54e-07, 6.38e-07, 3.69e-09, 2.11e-04, 4.07e-07, 4.84e-06, 5.10e-06, 1.23e-05, 5.37e-06, 1.56e-08, 1.70e-07, 5.63e-08, 8.60e-08, 4.68e-09, 4.18e-05, 2.80e-08, 2.14e-04]    [6.19e-07, 2.33e-06, 1.20e-06, 2.08e-06, 1.63e-06, 9.54e-07, 6.38e-07, 3.69e-09, 2.11e-04, 4.07e-07, 4.84e-06, 5.10e-06, 1.23e-05, 5.37e-06, 1.56e-08, 1.70e-07, 5.63e-08, 8.60e-08, 4.68e-09, 4.18e-05, 2.80e-08, 2.14e-04]    []  
113100    [9.26e-07, 2.34e-06, 6.29e-07, 1.92e-06, 1.41e-06, 8.93e-07, 5.11e-07, 7.04e-09, 1.30e-06, 6.69e-07, 3.91e-06, 7.80e-06, 2.52e-05, 3.41e-05, 1.34e-07, 2.90e-07, 2.42e-07, 2.02e-07, 7.09e-09, 2.22e-07, 4.04e-08, 1.32e-06]    [9.26e-07, 2.34e-06, 6.29e-07, 1.92e-06, 1.41e-06, 8.93e-07, 5.11e-07, 7.04e-09, 1.30e-06, 6.69e-07, 3.91e-06, 7.80e-06, 2.52e-05, 3.41e-05, 1.34e-07, 2.90e-07, 2.42e-07, 2.02e-07, 7.09e-09, 2.22e-07, 4.04e-08, 1.32e-06]    []  
113200    [5.53e-04, 3.02e-05, 1.34e-04, 1.50e-04, 3.97e-04, 2.48e-05, 1.76e-04, 4.25e-04, 2.73e-04, 7.80e-04, 2.76e-04, 3.00e-03, 1.22e-02, 2.11e-02, 8.13e-04, 8.46e-04, 1.25e-04, 2.90e-04, 0.00e+00, 3.09e-05, 6.73e-04, 1.49e-04]    [5.53e-04, 3.02e-05, 1.34e-04, 1.50e-04, 3.97e-04, 2.48e-05, 1.76e-04, 4.25e-04, 2.73e-04, 7.80e-04, 2.76e-04, 3.00e-03, 1.22e-02, 2.11e-02, 8.13e-04, 8.46e-04, 1.25e-04, 2.90e-04, 0.00e+00, 3.09e-05, 6.73e-04, 1.49e-04]    []  
113300    [1.48e-05, 5.79e-06, 4.97e-06, 7.11e-06, 4.16e-06, 3.47e-06, 4.56e-05, 2.61e-09, 4.82e-08, 1.68e-08, 1.74e-05, 6.31e-04, 7.15e-04, 2.56e-06, 6.11e-07, 2.53e-07, 9.83e-08, 2.22e-07, 6.99e-10, 1.46e-09, 2.76e-09, 9.51e-09]    [1.48e-05, 5.79e-06, 4.97e-06, 7.11e-06, 4.16e-06, 3.47e-06, 4.56e-05, 2.61e-09, 4.82e-08, 1.68e-08, 1.74e-05, 6.31e-04, 7.15e-04, 2.56e-06, 6.11e-07, 2.53e-07, 9.83e-08, 2.22e-07, 6.99e-10, 1.46e-09, 2.76e-09, 9.51e-09]    []  
113400    [1.13e-05, 5.22e-06, 3.29e-06, 5.36e-06, 3.90e-06, 3.50e-06, 2.46e-05, 9.99e-09, 1.02e-09, 5.15e-08, 1.39e-05, 6.26e-04, 7.04e-04, 9.89e-07, 3.98e-07, 7.46e-08, 5.79e-08, 8.60e-08, 5.56e-09, 5.57e-12, 3.46e-08, 2.82e-09]    [1.13e-05, 5.22e-06, 3.29e-06, 5.36e-06, 3.90e-06, 3.50e-06, 2.46e-05, 9.99e-09, 1.02e-09, 5.15e-08, 1.39e-05, 6.26e-04, 7.04e-04, 9.89e-07, 3.98e-07, 7.46e-08, 5.79e-08, 8.60e-08, 5.56e-09, 5.57e-12, 3.46e-08, 2.82e-09]    []  
113500    [9.55e-06, 4.52e-06, 2.03e-06, 4.23e-06, 4.18e-06, 3.69e-06, 1.39e-05, 4.17e-08, 2.32e-10, 7.13e-08, 1.33e-05, 6.23e-04, 6.90e-04, 7.68e-07, 2.98e-07, 9.83e-08, 5.70e-08, 1.01e-07, 4.96e-12, 3.02e-12, 1.52e-08, 1.04e-09]    [9.55e-06, 4.52e-06, 2.03e-06, 4.23e-06, 4.18e-06, 3.69e-06, 1.39e-05, 4.17e-08, 2.32e-10, 7.13e-08, 1.33e-05, 6.23e-04, 6.90e-04, 7.68e-07, 2.98e-07, 9.83e-08, 5.70e-08, 1.01e-07, 4.96e-12, 3.02e-12, 1.52e-08, 1.04e-09]    []  
113600    [8.15e-06, 3.40e-06, 1.24e-06, 3.81e-06, 4.92e-06, 3.70e-06, 8.39e-06, 1.02e-08, 3.47e-10, 1.25e-07, 1.84e-05, 6.12e-04, 6.49e-04, 1.10e-06, 2.04e-07, 8.50e-08, 1.98e-07, 5.06e-07, 6.30e-10, 1.95e-10, 1.61e-09, 2.25e-09]    [8.15e-06, 3.40e-06, 1.24e-06, 3.81e-06, 4.92e-06, 3.70e-06, 8.39e-06, 1.02e-08, 3.47e-10, 1.25e-07, 1.84e-05, 6.12e-04, 6.49e-04, 1.10e-06, 2.04e-07, 8.50e-08, 1.98e-07, 5.06e-07, 6.30e-10, 1.95e-10, 1.61e-09, 2.25e-09]    []  
113700    [2.37e-05, 7.30e-06, 2.75e-06, 2.81e-06, 1.86e-05, 3.69e-06, 6.06e-06, 1.09e-08, 1.06e-10, 4.56e-05, 1.98e-04, 5.81e-04, 7.00e-04, 1.01e-04, 4.43e-10, 0.00e+00, 1.03e-09, 0.00e+00, 2.30e-09, 0.00e+00, 5.60e-09, 1.48e-09]    [2.37e-05, 7.30e-06, 2.75e-06, 2.81e-06, 1.86e-05, 3.69e-06, 6.06e-06, 1.09e-08, 1.06e-10, 4.56e-05, 1.98e-04, 5.81e-04, 7.00e-04, 1.01e-04, 4.43e-10, 0.00e+00, 1.03e-09, 0.00e+00, 2.30e-09, 0.00e+00, 5.60e-09, 1.48e-09]    []  
113800    [7.05e-06, 3.86e-06, 2.37e-06, 6.54e-06, 3.48e-06, 4.96e-06, 4.07e-06, 1.02e-07, 3.58e-07, 7.20e-07, 1.49e-05, 7.50e-05, 4.54e-05, 6.62e-07, 5.99e-08, 0.00e+00, 0.00e+00, 9.01e-09, 5.75e-09, 2.21e-09, 8.35e-08, 3.81e-07]    [7.05e-06, 3.86e-06, 2.37e-06, 6.54e-06, 3.48e-06, 4.96e-06, 4.07e-06, 1.02e-07, 3.58e-07, 7.20e-07, 1.49e-05, 7.50e-05, 4.54e-05, 6.62e-07, 5.99e-08, 0.00e+00, 0.00e+00, 9.01e-09, 5.75e-09, 2.21e-09, 8.35e-08, 3.81e-07]    []  
113900    [5.77e-06, 3.73e-06, 2.47e-06, 7.70e-06, 3.17e-06, 4.78e-06, 4.24e-06, 1.17e-05, 3.16e-09, 9.24e-08, 7.23e-06, 6.11e-05, 3.68e-05, 2.74e-07, 9.66e-08, 0.00e+00, 1.70e-08, 7.64e-08, 2.50e-06, 3.52e-09, 1.14e-05, 2.54e-08]    [5.77e-06, 3.73e-06, 2.47e-06, 7.70e-06, 3.17e-06, 4.78e-06, 4.24e-06, 1.17e-05, 3.16e-09, 9.24e-08, 7.23e-06, 6.11e-05, 3.68e-05, 2.74e-07, 9.66e-08, 0.00e+00, 1.70e-08, 7.64e-08, 2.50e-06, 3.52e-09, 1.14e-05, 2.54e-08]    []  
114000    [4.70e-06, 4.10e-06, 2.96e-06, 8.28e-06, 3.05e-06, 4.56e-06, 3.85e-06, 2.89e-11, 2.94e-09, 1.84e-09, 4.52e-06, 5.11e-05, 3.23e-05, 1.62e-07, 6.79e-08, 0.00e+00, 1.68e-08, 9.94e-08, 6.38e-09, 3.05e-10, 4.53e-08, 8.19e-09]    [4.70e-06, 4.10e-06, 2.96e-06, 8.28e-06, 3.05e-06, 4.56e-06, 3.85e-06, 2.89e-11, 2.94e-09, 1.84e-09, 4.52e-06, 5.11e-05, 3.23e-05, 1.62e-07, 6.79e-08, 0.00e+00, 1.68e-08, 9.94e-08, 6.38e-09, 3.05e-10, 4.53e-08, 8.19e-09]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 38.643781 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
114000    [4.70e-06, 4.10e-06, 2.96e-06, 8.28e-06, 3.05e-06, 4.56e-06, 3.85e-06, 2.89e-11, 2.94e-09, 1.84e-09, 4.52e-06, 5.11e-05, 3.23e-05, 1.62e-07, 6.79e-08, 0.00e+00, 1.68e-08, 9.94e-08, 6.38e-09, 3.05e-10, 4.53e-08, 8.19e-09]    [4.70e-06, 4.10e-06, 2.96e-06, 8.28e-06, 3.05e-06, 4.56e-06, 3.85e-06, 2.89e-11, 2.94e-09, 1.84e-09, 4.52e-06, 5.11e-05, 3.23e-05, 1.62e-07, 6.79e-08, 0.00e+00, 1.68e-08, 9.94e-08, 6.38e-09, 3.05e-10, 4.53e-08, 8.19e-09]    []  
114100    [4.74e-06, 4.64e-06, 2.87e-06, 7.96e-06, 2.69e-06, 4.38e-06, 3.41e-06, 1.11e-07, 4.75e-12, 1.66e-07, 3.46e-06, 4.05e-05, 2.79e-05, 2.67e-06, 1.11e-07, 8.51e-09, 7.34e-08, 1.23e-07, 2.43e-08, 2.82e-14, 9.68e-08, 3.12e-08]    [4.74e-06, 4.64e-06, 2.87e-06, 7.96e-06, 2.69e-06, 4.38e-06, 3.41e-06, 1.11e-07, 4.75e-12, 1.66e-07, 3.46e-06, 4.05e-05, 2.79e-05, 2.67e-06, 1.11e-07, 8.51e-09, 7.34e-08, 1.23e-07, 2.43e-08, 2.82e-14, 9.68e-08, 3.12e-08]    []  
114200    [5.30e-06, 4.90e-06, 3.09e-06, 7.44e-06, 2.66e-06, 3.65e-06, 2.86e-06, 2.19e-06, 2.98e-07, 1.04e-07, 2.92e-06, 2.92e-05, 2.00e-05, 1.97e-06, 7.44e-08, 5.10e-09, 8.27e-08, 1.41e-07, 0.00e+00, 1.95e-08, 1.66e-06, 1.01e-07]    [5.30e-06, 4.90e-06, 3.09e-06, 7.44e-06, 2.66e-06, 3.65e-06, 2.86e-06, 2.19e-06, 2.98e-07, 1.04e-07, 2.92e-06, 2.92e-05, 2.00e-05, 1.97e-06, 7.44e-08, 5.10e-09, 8.27e-08, 1.41e-07, 0.00e+00, 1.95e-08, 1.66e-06, 1.01e-07]    []  
114300    [4.61e-06, 5.53e-06, 3.48e-06, 7.72e-06, 3.17e-06, 3.69e-06, 2.68e-06, 3.75e-08, 4.38e-09, 1.85e-10, 2.17e-06, 1.65e-05, 1.22e-05, 1.22e-07, 1.86e-08, 5.44e-11, 4.76e-08, 9.47e-08, 2.98e-08, 6.29e-11, 1.67e-07, 1.43e-08]    [4.61e-06, 5.53e-06, 3.48e-06, 7.72e-06, 3.17e-06, 3.69e-06, 2.68e-06, 3.75e-08, 4.38e-09, 1.85e-10, 2.17e-06, 1.65e-05, 1.22e-05, 1.22e-07, 1.86e-08, 5.44e-11, 4.76e-08, 9.47e-08, 2.98e-08, 6.29e-11, 1.67e-07, 1.43e-08]    []  
114400    [1.08e-05, 6.16e-06, 4.18e-06, 6.89e-06, 3.12e-06, 2.98e-06, 2.52e-06, 8.62e-07, 2.04e-05, 2.59e-06, 1.02e-05, 2.77e-05, 2.06e-05, 1.01e-04, 1.31e-06, 7.22e-07, 9.40e-08, 2.52e-07, 9.23e-08, 3.01e-06, 5.40e-07, 1.59e-05]    [1.08e-05, 6.16e-06, 4.18e-06, 6.89e-06, 3.12e-06, 2.98e-06, 2.52e-06, 8.62e-07, 2.04e-05, 2.59e-06, 1.02e-05, 2.77e-05, 2.06e-05, 1.01e-04, 1.31e-06, 7.22e-07, 9.40e-08, 2.52e-07, 9.23e-08, 3.01e-06, 5.40e-07, 1.59e-05]    []  
114500    [5.27e-06, 5.86e-06, 4.10e-06, 7.87e-06, 3.24e-06, 3.00e-06, 2.28e-06, 1.82e-07, 1.09e-08, 2.32e-09, 2.39e-06, 4.83e-06, 3.93e-06, 8.70e-08, 1.13e-08, 6.96e-09, 1.69e-08, 3.89e-08, 4.39e-10, 8.21e-11, 6.33e-08, 1.70e-08]    [5.27e-06, 5.86e-06, 4.10e-06, 7.87e-06, 3.24e-06, 3.00e-06, 2.28e-06, 1.82e-07, 1.09e-08, 2.32e-09, 2.39e-06, 4.83e-06, 3.93e-06, 8.70e-08, 1.13e-08, 6.96e-09, 1.69e-08, 3.89e-08, 4.39e-10, 8.21e-11, 6.33e-08, 1.70e-08]    []  
114600    [4.87e-06, 5.84e-06, 4.11e-06, 7.73e-06, 3.30e-06, 3.06e-06, 2.32e-06, 9.17e-09, 1.27e-08, 9.94e-11, 2.30e-06, 3.42e-06, 2.99e-06, 9.37e-08, 8.83e-09, 1.17e-08, 1.04e-08, 2.26e-08, 2.51e-08, 7.59e-11, 1.43e-07, 2.03e-08]    [4.87e-06, 5.84e-06, 4.11e-06, 7.73e-06, 3.30e-06, 3.06e-06, 2.32e-06, 9.17e-09, 1.27e-08, 9.94e-11, 2.30e-06, 3.42e-06, 2.99e-06, 9.37e-08, 8.83e-09, 1.17e-08, 1.04e-08, 2.26e-08, 2.51e-08, 7.59e-11, 1.43e-07, 2.03e-08]    []  
114700    [5.32e-06, 5.74e-06, 4.00e-06, 7.22e-06, 3.12e-06, 2.84e-06, 2.29e-06, 5.52e-07, 5.26e-10, 1.79e-07, 2.82e-06, 4.29e-06, 3.98e-06, 5.21e-06, 0.00e+00, 0.00e+00, 1.83e-08, 2.83e-08, 1.24e-07, 1.53e-10, 7.47e-07, 3.47e-09]    [5.32e-06, 5.74e-06, 4.00e-06, 7.22e-06, 3.12e-06, 2.84e-06, 2.29e-06, 5.52e-07, 5.26e-10, 1.79e-07, 2.82e-06, 4.29e-06, 3.98e-06, 5.21e-06, 0.00e+00, 0.00e+00, 1.83e-08, 2.83e-08, 1.24e-07, 1.53e-10, 7.47e-07, 3.47e-09]    []  
114800    [4.80e-06, 5.69e-06, 3.99e-06, 7.23e-06, 3.28e-06, 2.88e-06, 2.26e-06, 3.81e-08, 1.31e-08, 1.75e-08, 2.21e-06, 2.32e-06, 2.57e-06, 4.43e-07, 1.47e-08, 3.91e-08, 1.16e-08, 1.69e-08, 3.12e-09, 4.28e-10, 1.13e-08, 4.29e-09]    [4.80e-06, 5.69e-06, 3.99e-06, 7.23e-06, 3.28e-06, 2.88e-06, 2.26e-06, 3.81e-08, 1.31e-08, 1.75e-08, 2.21e-06, 2.32e-06, 2.57e-06, 4.43e-07, 1.47e-08, 3.91e-08, 1.16e-08, 1.69e-08, 3.12e-09, 4.28e-10, 1.13e-08, 4.29e-09]    []  
114900    [5.53e-06, 5.44e-06, 4.01e-06, 6.83e-06, 3.07e-06, 2.50e-06, 2.26e-06, 4.50e-07, 1.93e-08, 2.63e-06, 2.70e-05, 1.87e-05, 1.50e-05, 6.33e-06, 3.64e-09, 0.00e+00, 1.67e-07, 1.84e-07, 0.00e+00, 5.73e-10, 2.59e-07, 2.91e-08]    [5.53e-06, 5.44e-06, 4.01e-06, 6.83e-06, 3.07e-06, 2.50e-06, 2.26e-06, 4.50e-07, 1.93e-08, 2.63e-06, 2.70e-05, 1.87e-05, 1.50e-05, 6.33e-06, 3.64e-09, 0.00e+00, 1.67e-07, 1.84e-07, 0.00e+00, 5.73e-10, 2.59e-07, 2.91e-08]    []  
115000    [4.60e-06, 5.33e-06, 4.02e-06, 6.83e-06, 3.21e-06, 2.64e-06, 1.95e-06, 3.20e-07, 4.03e-06, 2.70e-08, 2.46e-06, 2.10e-06, 3.06e-06, 7.30e-08, 8.02e-09, 1.72e-08, 5.16e-09, 5.35e-09, 9.18e-08, 4.39e-07, 5.58e-07, 2.68e-06]    [4.60e-06, 5.33e-06, 4.02e-06, 6.83e-06, 3.21e-06, 2.64e-06, 1.95e-06, 3.20e-07, 4.03e-06, 2.70e-08, 2.46e-06, 2.10e-06, 3.06e-06, 7.30e-08, 8.02e-09, 1.72e-08, 5.16e-09, 5.35e-09, 9.18e-08, 4.39e-07, 5.58e-07, 2.68e-06]    []  
115100    [4.28e-06, 5.34e-06, 3.92e-06, 6.83e-06, 3.17e-06, 2.73e-06, 2.02e-06, 1.21e-07, 4.56e-09, 1.08e-09, 1.89e-06, 1.97e-06, 2.24e-06, 6.74e-08, 6.30e-09, 2.27e-08, 3.81e-09, 3.99e-09, 5.66e-10, 2.65e-11, 4.09e-08, 2.44e-08]    [4.28e-06, 5.34e-06, 3.92e-06, 6.83e-06, 3.17e-06, 2.73e-06, 2.02e-06, 1.21e-07, 4.56e-09, 1.08e-09, 1.89e-06, 1.97e-06, 2.24e-06, 6.74e-08, 6.30e-09, 2.27e-08, 3.81e-09, 3.99e-09, 5.66e-10, 2.65e-11, 4.09e-08, 2.44e-08]    []  
115200    [5.17e-06, 5.02e-06, 3.87e-06, 5.65e-06, 2.95e-06, 2.41e-06, 1.87e-06, 1.33e-07, 2.11e-07, 1.97e-06, 1.50e-05, 2.87e-05, 1.06e-05, 6.91e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.47e-10, 1.59e-10, 6.11e-09, 1.30e-07, 2.42e-08]    [5.17e-06, 5.02e-06, 3.87e-06, 5.65e-06, 2.95e-06, 2.41e-06, 1.87e-06, 1.33e-07, 2.11e-07, 1.97e-06, 1.50e-05, 2.87e-05, 1.06e-05, 6.91e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.47e-10, 1.59e-10, 6.11e-09, 1.30e-07, 2.42e-08]    []  
115300    [4.52e-06, 5.05e-06, 3.97e-06, 6.82e-06, 3.02e-06, 2.43e-06, 1.66e-06, 8.16e-08, 4.50e-09, 1.94e-10, 1.84e-06, 2.18e-06, 2.76e-06, 6.13e-08, 9.84e-09, 2.11e-08, 2.79e-09, 4.70e-09, 8.27e-10, 0.00e+00, 1.70e-08, 1.96e-08]    [4.52e-06, 5.05e-06, 3.97e-06, 6.82e-06, 3.02e-06, 2.43e-06, 1.66e-06, 8.16e-08, 4.50e-09, 1.94e-10, 1.84e-06, 2.18e-06, 2.76e-06, 6.13e-08, 9.84e-09, 2.11e-08, 2.79e-09, 4.70e-09, 8.27e-10, 0.00e+00, 1.70e-08, 1.96e-08]    []  
115400    [2.76e-06, 4.64e-06, 3.63e-06, 5.70e-06, 2.94e-06, 2.17e-06, 1.79e-06, 6.17e-04, 1.16e-05, 2.30e-08, 5.94e-06, 9.07e-06, 1.20e-05, 1.86e-07, 0.00e+00, 0.00e+00, 6.27e-08, 1.68e-08, 0.00e+00, 0.00e+00, 6.29e-04, 1.67e-05]    [2.76e-06, 4.64e-06, 3.63e-06, 5.70e-06, 2.94e-06, 2.17e-06, 1.79e-06, 6.17e-04, 1.16e-05, 2.30e-08, 5.94e-06, 9.07e-06, 1.20e-05, 1.86e-07, 0.00e+00, 0.00e+00, 6.27e-08, 1.68e-08, 0.00e+00, 0.00e+00, 6.29e-04, 1.67e-05]    []  
115500    [1.51e-05, 6.34e-06, 5.29e-06, 9.14e-06, 4.91e-06, 2.86e-06, 4.19e-06, 4.79e-08, 9.64e-10, 3.78e-05, 4.47e-05, 2.62e-04, 2.75e-04, 1.49e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.01e-10, 7.62e-12, 2.41e-08, 1.73e-08]    [1.51e-05, 6.34e-06, 5.29e-06, 9.14e-06, 4.91e-06, 2.86e-06, 4.19e-06, 4.79e-08, 9.64e-10, 3.78e-05, 4.47e-05, 2.62e-04, 2.75e-04, 1.49e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.01e-10, 7.62e-12, 2.41e-08, 1.73e-08]    []  
115600    [4.14e-06, 4.96e-06, 4.04e-06, 6.65e-06, 3.16e-06, 2.25e-06, 1.41e-06, 1.91e-08, 8.22e-09, 9.17e-08, 1.76e-06, 2.56e-06, 3.05e-06, 5.60e-07, 4.01e-09, 4.05e-09, 7.30e-10, 2.75e-09, 2.24e-09, 2.36e-11, 7.73e-09, 1.16e-08]    [4.14e-06, 4.96e-06, 4.04e-06, 6.65e-06, 3.16e-06, 2.25e-06, 1.41e-06, 1.91e-08, 8.22e-09, 9.17e-08, 1.76e-06, 2.56e-06, 3.05e-06, 5.60e-07, 4.01e-09, 4.05e-09, 7.30e-10, 2.75e-09, 2.24e-09, 2.36e-11, 7.73e-09, 1.16e-08]    []  
115700    [3.81e-06, 4.85e-06, 3.93e-06, 6.65e-06, 2.98e-06, 2.35e-06, 1.60e-06, 1.38e-09, 4.39e-11, 9.73e-12, 1.38e-06, 2.17e-06, 2.52e-06, 5.89e-08, 6.85e-09, 1.89e-08, 1.90e-09, 1.85e-09, 8.97e-09, 2.37e-11, 5.11e-08, 8.66e-09]    [3.81e-06, 4.85e-06, 3.93e-06, 6.65e-06, 2.98e-06, 2.35e-06, 1.60e-06, 1.38e-09, 4.39e-11, 9.73e-12, 1.38e-06, 2.17e-06, 2.52e-06, 5.89e-08, 6.85e-09, 1.89e-08, 1.90e-09, 1.85e-09, 8.97e-09, 2.37e-11, 5.11e-08, 8.66e-09]    []  
115800    [1.53e-04, 1.47e-05, 1.29e-05, 2.00e-05, 2.31e-05, 8.03e-06, 1.33e-05, 1.01e-09, 2.93e-06, 5.34e-04, 6.39e-04, 2.30e-03, 2.59e-03, 1.48e-02, 2.95e-04, 2.81e-04, 6.92e-05, 7.19e-05, 2.22e-09, 4.69e-07, 1.05e-08, 2.80e-06]    [1.53e-04, 1.47e-05, 1.29e-05, 2.00e-05, 2.31e-05, 8.03e-06, 1.33e-05, 1.01e-09, 2.93e-06, 5.34e-04, 6.39e-04, 2.30e-03, 2.59e-03, 1.48e-02, 2.95e-04, 2.81e-04, 6.92e-05, 7.19e-05, 2.22e-09, 4.69e-07, 1.05e-08, 2.80e-06]    []  
115900    [3.94e-06, 4.56e-06, 4.00e-06, 6.49e-06, 3.03e-06, 2.10e-06, 1.34e-06, 7.08e-10, 1.39e-07, 3.02e-08, 1.50e-06, 2.85e-06, 3.33e-06, 3.50e-07, 5.47e-09, 2.32e-09, 3.55e-10, 6.70e-10, 3.67e-09, 1.38e-08, 1.65e-08, 8.29e-08]    [3.94e-06, 4.56e-06, 4.00e-06, 6.49e-06, 3.03e-06, 2.10e-06, 1.34e-06, 7.08e-10, 1.39e-07, 3.02e-08, 1.50e-06, 2.85e-06, 3.33e-06, 3.50e-07, 5.47e-09, 2.32e-09, 3.55e-10, 6.70e-10, 3.67e-09, 1.38e-08, 1.65e-08, 8.29e-08]    []  
116000    [3.54e-06, 4.52e-06, 4.00e-06, 6.56e-06, 2.82e-06, 2.16e-06, 1.53e-06, 7.00e-09, 5.44e-11, 1.60e-10, 1.24e-06, 2.31e-06, 2.71e-06, 5.64e-08, 4.52e-09, 1.56e-08, 1.24e-09, 7.15e-10, 1.45e-09, 2.80e-12, 5.85e-09, 2.00e-08]    [3.54e-06, 4.52e-06, 4.00e-06, 6.56e-06, 2.82e-06, 2.16e-06, 1.53e-06, 7.00e-09, 5.44e-11, 1.60e-10, 1.24e-06, 2.31e-06, 2.71e-06, 5.64e-08, 4.52e-09, 1.56e-08, 1.24e-09, 7.15e-10, 1.45e-09, 2.80e-12, 5.85e-09, 2.00e-08]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 39.215645 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
116000    [3.54e-06, 4.52e-06, 4.00e-06, 6.56e-06, 2.82e-06, 2.16e-06, 1.53e-06, 7.00e-09, 5.44e-11, 1.60e-10, 1.24e-06, 2.31e-06, 2.71e-06, 5.64e-08, 4.52e-09, 1.56e-08, 1.24e-09, 7.15e-10, 1.45e-09, 2.80e-12, 5.85e-09, 2.00e-08]    [3.54e-06, 4.52e-06, 4.00e-06, 6.56e-06, 2.82e-06, 2.16e-06, 1.53e-06, 7.00e-09, 5.44e-11, 1.60e-10, 1.24e-06, 2.31e-06, 2.71e-06, 5.64e-08, 4.52e-09, 1.56e-08, 1.24e-09, 7.15e-10, 1.45e-09, 2.80e-12, 5.85e-09, 2.00e-08]    []  
116100    [6.61e-06, 4.75e-06, 4.13e-06, 6.60e-06, 4.07e-06, 2.15e-06, 2.81e-06, 5.15e-07, 7.30e-05, 6.45e-06, 1.46e-05, 9.42e-05, 9.07e-05, 4.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.35e-08, 0.00e+00, 1.79e-07, 9.25e-05]    [6.61e-06, 4.75e-06, 4.13e-06, 6.60e-06, 4.07e-06, 2.15e-06, 2.81e-06, 5.15e-07, 7.30e-05, 6.45e-06, 1.46e-05, 9.42e-05, 9.07e-05, 4.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.35e-08, 0.00e+00, 1.79e-07, 9.25e-05]    []  
116200    [3.44e-06, 4.49e-06, 4.19e-06, 6.41e-06, 3.17e-06, 2.01e-06, 1.34e-06, 2.74e-08, 9.75e-11, 7.59e-09, 1.16e-06, 2.43e-06, 2.47e-06, 5.23e-07, 1.99e-09, 3.36e-09, 8.82e-11, 9.17e-11, 6.54e-10, 8.51e-11, 5.29e-09, 1.39e-08]    [3.44e-06, 4.49e-06, 4.19e-06, 6.41e-06, 3.17e-06, 2.01e-06, 1.34e-06, 2.74e-08, 9.75e-11, 7.59e-09, 1.16e-06, 2.43e-06, 2.47e-06, 5.23e-07, 1.99e-09, 3.36e-09, 8.82e-11, 9.17e-11, 6.54e-10, 8.51e-11, 5.29e-09, 1.39e-08]    []  
116300    [5.10e-06, 5.15e-06, 3.71e-06, 5.06e-06, 3.69e-06, 1.76e-06, 1.54e-06, 3.87e-05, 5.10e-08, 6.47e-07, 1.03e-05, 2.19e-05, 1.25e-04, 6.22e-05, 1.09e-09, 0.00e+00, 7.88e-07, 1.17e-06, 0.00e+00, 1.05e-09, 4.06e-05, 2.10e-08]    [5.10e-06, 5.15e-06, 3.71e-06, 5.06e-06, 3.69e-06, 1.76e-06, 1.54e-06, 3.87e-05, 5.10e-08, 6.47e-07, 1.03e-05, 2.19e-05, 1.25e-04, 6.22e-05, 1.09e-09, 0.00e+00, 7.88e-07, 1.17e-06, 0.00e+00, 1.05e-09, 4.06e-05, 2.10e-08]    []  
116400    [3.33e-06, 4.11e-06, 4.14e-06, 6.05e-06, 3.11e-06, 1.84e-06, 1.33e-06, 2.93e-10, 1.74e-10, 1.09e-09, 1.05e-06, 2.40e-06, 2.79e-06, 6.98e-08, 3.44e-09, 8.97e-09, 5.10e-10, 6.64e-10, 3.03e-09, 4.28e-10, 1.61e-08, 1.19e-08]    [3.33e-06, 4.11e-06, 4.14e-06, 6.05e-06, 3.11e-06, 1.84e-06, 1.33e-06, 2.93e-10, 1.74e-10, 1.09e-09, 1.05e-06, 2.40e-06, 2.79e-06, 6.98e-08, 3.44e-09, 8.97e-09, 5.10e-10, 6.64e-10, 3.03e-09, 4.28e-10, 1.61e-08, 1.19e-08]    []  
116500    [2.68e-06, 4.10e-06, 4.16e-06, 6.02e-06, 3.14e-06, 1.81e-06, 1.54e-06, 4.97e-09, 3.73e-10, 3.28e-07, 1.30e-06, 4.51e-06, 4.78e-06, 1.32e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-09, 1.45e-10, 5.81e-09, 1.39e-08]    [2.68e-06, 4.10e-06, 4.16e-06, 6.02e-06, 3.14e-06, 1.81e-06, 1.54e-06, 4.97e-09, 3.73e-10, 3.28e-07, 1.30e-06, 4.51e-06, 4.78e-06, 1.32e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-09, 1.45e-10, 5.81e-09, 1.39e-08]    []  
116600    [3.17e-06, 3.77e-06, 3.97e-06, 4.81e-06, 4.21e-06, 1.55e-06, 1.08e-06, 1.50e-09, 1.13e-07, 2.25e-07, 1.85e-06, 3.56e-06, 4.00e-06, 2.38e-06, 5.53e-09, 3.15e-11, 5.86e-17, 1.49e-10, 2.09e-09, 1.93e-08, 1.00e-08, 1.11e-07]    [3.17e-06, 3.77e-06, 3.97e-06, 4.81e-06, 4.21e-06, 1.55e-06, 1.08e-06, 1.50e-09, 1.13e-07, 2.25e-07, 1.85e-06, 3.56e-06, 4.00e-06, 2.38e-06, 5.53e-09, 3.15e-11, 5.86e-17, 1.49e-10, 2.09e-09, 1.93e-08, 1.00e-08, 1.11e-07]    []  
116700    [2.86e-06, 3.75e-06, 3.96e-06, 4.98e-06, 3.76e-06, 1.50e-06, 1.26e-06, 3.76e-09, 3.40e-10, 3.38e-12, 9.02e-07, 2.35e-06, 2.50e-06, 5.53e-08, 2.97e-09, 1.02e-08, 5.14e-10, 5.58e-10, 8.65e-10, 2.04e-10, 5.18e-09, 1.50e-08]    [2.86e-06, 3.75e-06, 3.96e-06, 4.98e-06, 3.76e-06, 1.50e-06, 1.26e-06, 3.76e-09, 3.40e-10, 3.38e-12, 9.02e-07, 2.35e-06, 2.50e-06, 5.53e-08, 2.97e-09, 1.02e-08, 5.14e-10, 5.58e-10, 8.65e-10, 2.04e-10, 5.18e-09, 1.50e-08]    []  
116800    [2.47e-06, 3.69e-06, 3.84e-06, 4.73e-06, 3.72e-06, 1.45e-06, 1.41e-06, 4.32e-09, 1.81e-10, 1.69e-10, 7.94e-07, 2.10e-06, 2.11e-06, 7.18e-08, 2.61e-09, 1.09e-08, 4.48e-10, 3.53e-10, 6.11e-10, 1.33e-10, 3.99e-09, 1.63e-08]    [2.47e-06, 3.69e-06, 3.84e-06, 4.73e-06, 3.72e-06, 1.45e-06, 1.41e-06, 4.32e-09, 1.81e-10, 1.69e-10, 7.94e-07, 2.10e-06, 2.11e-06, 7.18e-08, 2.61e-09, 1.09e-08, 4.48e-10, 3.53e-10, 6.11e-10, 1.33e-10, 3.99e-09, 1.63e-08]    []  
116900    [2.29e-06, 3.47e-06, 3.07e-06, 2.63e-06, 5.07e-06, 1.21e-06, 1.69e-06, 2.97e-05, 1.71e-07, 5.27e-07, 1.61e-06, 9.00e-06, 4.81e-06, 8.84e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.32e-08, 2.93e-05, 2.11e-07]    [2.29e-06, 3.47e-06, 3.07e-06, 2.63e-06, 5.07e-06, 1.21e-06, 1.69e-06, 2.97e-05, 1.71e-07, 5.27e-07, 1.61e-06, 9.00e-06, 4.81e-06, 8.84e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.32e-08, 2.93e-05, 2.11e-07]    []  
117000    [2.22e-06, 3.46e-06, 3.46e-06, 3.64e-06, 4.04e-06, 1.28e-06, 1.44e-06, 4.27e-12, 2.02e-10, 1.44e-12, 7.60e-07, 2.30e-06, 2.36e-06, 4.26e-08, 2.32e-09, 1.06e-08, 8.82e-10, 2.13e-10, 8.89e-10, 3.13e-10, 4.97e-09, 2.19e-08]    [2.22e-06, 3.46e-06, 3.46e-06, 3.64e-06, 4.04e-06, 1.28e-06, 1.44e-06, 4.27e-12, 2.02e-10, 1.44e-12, 7.60e-07, 2.30e-06, 2.36e-06, 4.26e-08, 2.32e-09, 1.06e-08, 8.82e-10, 2.13e-10, 8.89e-10, 3.13e-10, 4.97e-09, 2.19e-08]    []  
117100    [1.87e-06, 3.38e-06, 3.35e-06, 3.51e-06, 3.84e-06, 1.22e-06, 1.54e-06, 1.60e-09, 7.51e-11, 5.87e-10, 7.04e-07, 2.11e-06, 2.04e-06, 1.02e-07, 1.73e-09, 7.48e-09, 4.43e-10, 3.93e-11, 3.20e-10, 2.01e-10, 2.32e-09, 2.16e-08]    [1.87e-06, 3.38e-06, 3.35e-06, 3.51e-06, 3.84e-06, 1.22e-06, 1.54e-06, 1.60e-09, 7.51e-11, 5.87e-10, 7.04e-07, 2.11e-06, 2.04e-06, 1.02e-07, 1.73e-09, 7.48e-09, 4.43e-10, 3.93e-11, 3.20e-10, 2.01e-10, 2.32e-09, 2.16e-08]    []  
117200    [2.67e-06, 3.35e-06, 3.48e-06, 3.35e-06, 3.95e-06, 1.16e-06, 1.01e-06, 3.65e-07, 2.04e-06, 1.74e-09, 1.76e-06, 5.18e-06, 4.33e-06, 5.82e-06, 1.00e-08, 8.33e-08, 2.50e-09, 8.12e-10, 0.00e+00, 9.99e-08, 5.23e-07, 4.51e-07]    [2.67e-06, 3.35e-06, 3.48e-06, 3.35e-06, 3.95e-06, 1.16e-06, 1.01e-06, 3.65e-07, 2.04e-06, 1.74e-09, 1.76e-06, 5.18e-06, 4.33e-06, 5.82e-06, 1.00e-08, 8.33e-08, 2.50e-09, 8.12e-10, 0.00e+00, 9.99e-08, 5.23e-07, 4.51e-07]    []  
117300    [2.09e-06, 3.24e-06, 3.50e-06, 3.39e-06, 3.74e-06, 1.05e-06, 1.29e-06, 1.77e-09, 1.89e-09, 7.32e-11, 7.49e-07, 2.29e-06, 2.31e-06, 3.85e-08, 5.26e-10, 7.97e-09, 1.84e-09, 2.32e-10, 2.99e-10, 2.23e-10, 2.05e-09, 1.27e-08]    [2.09e-06, 3.24e-06, 3.50e-06, 3.39e-06, 3.74e-06, 1.05e-06, 1.29e-06, 1.77e-09, 1.89e-09, 7.32e-11, 7.49e-07, 2.29e-06, 2.31e-06, 3.85e-08, 5.26e-10, 7.97e-09, 1.84e-09, 2.32e-10, 2.99e-10, 2.23e-10, 2.05e-09, 1.27e-08]    []  
117400    [1.81e-06, 3.15e-06, 3.40e-06, 3.26e-06, 3.59e-06, 1.01e-06, 1.38e-06, 9.81e-09, 3.21e-09, 5.41e-11, 6.90e-07, 2.08e-06, 2.03e-06, 3.56e-08, 9.72e-10, 7.92e-09, 1.44e-09, 2.93e-10, 1.03e-11, 3.92e-10, 1.12e-09, 1.03e-08]    [1.81e-06, 3.15e-06, 3.40e-06, 3.26e-06, 3.59e-06, 1.01e-06, 1.38e-06, 9.81e-09, 3.21e-09, 5.41e-11, 6.90e-07, 2.08e-06, 2.03e-06, 3.56e-08, 9.72e-10, 7.92e-09, 1.44e-09, 2.93e-10, 1.03e-11, 3.92e-10, 1.12e-09, 1.03e-08]    []  
117500    [3.81e-06, 2.57e-06, 1.90e-06, 1.29e-06, 2.88e-06, 1.24e-06, 2.23e-06, 2.61e-08, 2.96e-06, 8.55e-06, 1.41e-05, 2.48e-05, 7.52e-05, 4.33e-05, 1.29e-08, 5.56e-10, 1.93e-06, 1.69e-06, 1.14e-09, 0.00e+00, 4.60e-08, 8.19e-07]    [3.81e-06, 2.57e-06, 1.90e-06, 1.29e-06, 2.88e-06, 1.24e-06, 2.23e-06, 2.61e-08, 2.96e-06, 8.55e-06, 1.41e-05, 2.48e-05, 7.52e-05, 4.33e-05, 1.29e-08, 5.56e-10, 1.93e-06, 1.69e-06, 1.14e-09, 0.00e+00, 4.60e-08, 8.19e-07]    []  
117600    [2.15e-06, 3.04e-06, 3.19e-06, 3.47e-06, 3.11e-06, 1.06e-06, 1.27e-06, 1.85e-09, 1.41e-08, 2.40e-09, 1.14e-06, 3.40e-06, 3.71e-06, 4.16e-08, 1.68e-10, 4.52e-09, 4.69e-09, 1.27e-10, 4.02e-10, 4.61e-09, 2.43e-09, 2.60e-08]    [2.15e-06, 3.04e-06, 3.19e-06, 3.47e-06, 3.11e-06, 1.06e-06, 1.27e-06, 1.85e-09, 1.41e-08, 2.40e-09, 1.14e-06, 3.40e-06, 3.71e-06, 4.16e-08, 1.68e-10, 4.52e-09, 4.69e-09, 1.27e-10, 4.02e-10, 4.61e-09, 2.43e-09, 2.60e-08]    []  
117700    [1.80e-06, 2.98e-06, 3.19e-06, 3.31e-06, 3.11e-06, 1.02e-06, 1.35e-06, 1.81e-09, 7.28e-13, 1.49e-11, 9.65e-07, 2.68e-06, 2.73e-06, 2.93e-08, 8.64e-10, 3.56e-09, 1.91e-09, 3.46e-10, 3.09e-10, 4.01e-10, 2.08e-09, 1.23e-08]    [1.80e-06, 2.98e-06, 3.19e-06, 3.31e-06, 3.11e-06, 1.02e-06, 1.35e-06, 1.81e-09, 7.28e-13, 1.49e-11, 9.65e-07, 2.68e-06, 2.73e-06, 2.93e-08, 8.64e-10, 3.56e-09, 1.91e-09, 3.46e-10, 3.09e-10, 4.01e-10, 2.08e-09, 1.23e-08]    []  
117800    [1.57e-06, 2.92e-06, 3.08e-06, 3.17e-06, 3.05e-06, 9.93e-07, 1.38e-06, 1.55e-09, 1.34e-10, 2.88e-10, 9.16e-07, 2.42e-06, 2.37e-06, 2.64e-08, 1.44e-09, 4.77e-09, 1.70e-09, 4.61e-10, 2.86e-10, 4.56e-11, 1.95e-09, 1.38e-08]    [1.57e-06, 2.92e-06, 3.08e-06, 3.17e-06, 3.05e-06, 9.93e-07, 1.38e-06, 1.55e-09, 1.34e-10, 2.88e-10, 9.16e-07, 2.42e-06, 2.37e-06, 2.64e-08, 1.44e-09, 4.77e-09, 1.70e-09, 4.61e-10, 2.86e-10, 4.56e-11, 1.95e-09, 1.38e-08]    []  
117900    [1.75e-06, 2.89e-06, 2.89e-06, 3.44e-06, 2.64e-06, 1.15e-06, 9.60e-07, 1.26e-06, 5.61e-07, 1.38e-08, 1.47e-06, 4.10e-06, 3.40e-06, 5.59e-07, 0.00e+00, 3.65e-09, 1.16e-08, 6.23e-09, 0.00e+00, 0.00e+00, 2.42e-06, 8.93e-07]    [1.75e-06, 2.89e-06, 2.89e-06, 3.44e-06, 2.64e-06, 1.15e-06, 9.60e-07, 1.26e-06, 5.61e-07, 1.38e-08, 1.47e-06, 4.10e-06, 3.40e-06, 5.59e-07, 0.00e+00, 3.65e-09, 1.16e-08, 6.23e-09, 0.00e+00, 0.00e+00, 2.42e-06, 8.93e-07]    []  
118000    [1.42e-06, 2.83e-06, 2.92e-06, 3.13e-06, 2.75e-06, 1.05e-06, 1.26e-06, 1.42e-08, 2.94e-09, 2.38e-09, 8.06e-07, 2.51e-06, 2.41e-06, 4.24e-08, 6.42e-10, 6.21e-09, 5.48e-09, 8.75e-10, 6.37e-10, 3.29e-09, 3.06e-09, 2.84e-08]    [1.42e-06, 2.83e-06, 2.92e-06, 3.13e-06, 2.75e-06, 1.05e-06, 1.26e-06, 1.42e-08, 2.94e-09, 2.38e-09, 8.06e-07, 2.51e-06, 2.41e-06, 4.24e-08, 6.42e-10, 6.21e-09, 5.48e-09, 8.75e-10, 6.37e-10, 3.29e-09, 3.06e-09, 2.84e-08]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 40.906337 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
118000    [1.42e-06, 2.83e-06, 2.92e-06, 3.13e-06, 2.75e-06, 1.05e-06, 1.26e-06, 1.42e-08, 2.94e-09, 2.38e-09, 8.06e-07, 2.51e-06, 2.41e-06, 4.24e-08, 6.42e-10, 6.21e-09, 5.48e-09, 8.75e-10, 6.37e-10, 3.29e-09, 3.06e-09, 2.84e-08]    [1.42e-06, 2.83e-06, 2.92e-06, 3.13e-06, 2.75e-06, 1.05e-06, 1.26e-06, 1.42e-08, 2.94e-09, 2.38e-09, 8.06e-07, 2.51e-06, 2.41e-06, 4.24e-08, 6.42e-10, 6.21e-09, 5.48e-09, 8.75e-10, 6.37e-10, 3.29e-09, 3.06e-09, 2.84e-08]    []  
118100    [1.24e-06, 2.79e-06, 2.78e-06, 2.92e-06, 2.71e-06, 1.01e-06, 1.30e-06, 1.35e-10, 2.92e-10, 1.33e-10, 7.73e-07, 2.28e-06, 2.13e-06, 3.00e-08, 9.48e-10, 5.19e-09, 2.00e-09, 4.04e-10, 1.31e-10, 6.40e-10, 1.58e-09, 1.64e-08]    [1.24e-06, 2.79e-06, 2.78e-06, 2.92e-06, 2.71e-06, 1.01e-06, 1.30e-06, 1.35e-10, 2.92e-10, 1.33e-10, 7.73e-07, 2.28e-06, 2.13e-06, 3.00e-08, 9.48e-10, 5.19e-09, 2.00e-09, 4.04e-10, 1.31e-10, 6.40e-10, 1.58e-09, 1.64e-08]    []  
118200    [2.27e-06, 2.92e-06, 2.53e-06, 3.39e-06, 2.27e-06, 1.09e-06, 8.33e-07, 1.04e-08, 1.91e-07, 5.90e-08, 2.04e-06, 4.59e-06, 7.41e-06, 1.43e-05, 2.08e-08, 1.87e-08, 4.36e-08, 2.19e-08, 1.33e-09, 9.22e-08, 6.36e-09, 6.12e-07]    [2.27e-06, 2.92e-06, 2.53e-06, 3.39e-06, 2.27e-06, 1.09e-06, 8.33e-07, 1.04e-08, 1.91e-07, 5.90e-08, 2.04e-06, 4.59e-06, 7.41e-06, 1.43e-05, 2.08e-08, 1.87e-08, 4.36e-08, 2.19e-08, 1.33e-09, 9.22e-08, 6.36e-09, 6.12e-07]    []  
118300    [1.33e-06, 2.82e-06, 2.66e-06, 2.98e-06, 2.55e-06, 9.41e-07, 1.04e-06, 5.57e-10, 2.99e-09, 2.54e-09, 8.18e-07, 2.31e-06, 2.19e-06, 2.52e-08, 2.00e-10, 5.80e-09, 2.48e-09, 1.32e-10, 2.10e-10, 5.60e-09, 1.42e-09, 3.37e-08]    [1.33e-06, 2.82e-06, 2.66e-06, 2.98e-06, 2.55e-06, 9.41e-07, 1.04e-06, 5.57e-10, 2.99e-09, 2.54e-09, 8.18e-07, 2.31e-06, 2.19e-06, 2.52e-08, 2.00e-10, 5.80e-09, 2.48e-09, 1.32e-10, 2.10e-10, 5.60e-09, 1.42e-09, 3.37e-08]    []  
118400    [1.14e-06, 2.75e-06, 2.52e-06, 2.70e-06, 2.53e-06, 9.04e-07, 1.14e-06, 1.52e-09, 3.70e-09, 1.37e-11, 7.05e-07, 2.11e-06, 1.95e-06, 1.80e-08, 7.23e-10, 6.16e-09, 1.19e-09, 2.82e-10, 2.10e-10, 1.37e-10, 1.42e-09, 7.85e-09]    [1.14e-06, 2.75e-06, 2.52e-06, 2.70e-06, 2.53e-06, 9.04e-07, 1.14e-06, 1.52e-09, 3.70e-09, 1.37e-11, 7.05e-07, 2.11e-06, 1.95e-06, 1.80e-08, 7.23e-10, 6.16e-09, 1.19e-09, 2.82e-10, 2.10e-10, 1.37e-10, 1.42e-09, 7.85e-09]    []  
118500    [1.75e-06, 2.90e-06, 2.35e-06, 2.82e-06, 2.39e-06, 9.23e-07, 7.66e-07, 3.65e-10, 8.46e-08, 5.57e-07, 3.27e-06, 8.12e-06, 1.58e-05, 2.23e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-10, 1.83e-08, 1.26e-09, 1.08e-07]    [1.75e-06, 2.90e-06, 2.35e-06, 2.82e-06, 2.39e-06, 9.23e-07, 7.66e-07, 3.65e-10, 8.46e-08, 5.57e-07, 3.27e-06, 8.12e-06, 1.58e-05, 2.23e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-10, 1.83e-08, 1.26e-09, 1.08e-07]    []  
118600    [1.05e-06, 2.72e-06, 2.20e-06, 2.61e-06, 2.29e-06, 8.66e-07, 9.96e-07, 1.67e-09, 8.79e-09, 2.56e-14, 6.67e-07, 2.26e-06, 2.12e-06, 1.50e-08, 4.73e-10, 4.81e-09, 1.32e-09, 2.11e-10, 2.05e-10, 2.24e-10, 1.37e-09, 9.09e-09]    [1.05e-06, 2.72e-06, 2.20e-06, 2.61e-06, 2.29e-06, 8.66e-07, 9.96e-07, 1.67e-09, 8.79e-09, 2.56e-14, 6.67e-07, 2.26e-06, 2.12e-06, 1.50e-08, 4.73e-10, 4.81e-09, 1.32e-09, 2.11e-10, 2.05e-10, 2.24e-10, 1.37e-09, 9.09e-09]    []  
118700    [2.57e-06, 2.70e-06, 2.46e-06, 1.82e-06, 2.51e-06, 7.90e-07, 1.39e-06, 2.67e-07, 2.33e-05, 2.32e-06, 8.11e-06, 2.43e-05, 8.14e-06, 3.35e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.96e-08, 0.00e+00, 0.00e+00, 6.49e-07, 4.00e-05]    [2.57e-06, 2.70e-06, 2.46e-06, 1.82e-06, 2.51e-06, 7.90e-07, 1.39e-06, 2.67e-07, 2.33e-05, 2.32e-06, 8.11e-06, 2.43e-05, 8.14e-06, 3.35e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.96e-08, 0.00e+00, 0.00e+00, 6.49e-07, 4.00e-05]    []  
118800    [1.42e-06, 2.84e-06, 2.20e-06, 2.69e-06, 2.25e-06, 8.48e-07, 7.28e-07, 7.94e-09, 1.79e-08, 4.78e-07, 1.80e-06, 4.61e-06, 4.85e-06, 8.21e-06, 0.00e+00, 0.00e+00, 5.10e-09, 1.50e-08, 4.28e-10, 6.38e-09, 2.15e-09, 3.13e-08]    [1.42e-06, 2.84e-06, 2.20e-06, 2.69e-06, 2.25e-06, 8.48e-07, 7.28e-07, 7.94e-09, 1.79e-08, 4.78e-07, 1.80e-06, 4.61e-06, 4.85e-06, 8.21e-06, 0.00e+00, 0.00e+00, 5.10e-09, 1.50e-08, 4.28e-10, 6.38e-09, 2.15e-09, 3.13e-08]    []  
118900    [6.17e-05, 6.46e-06, 1.01e-05, 8.03e-06, 8.52e-06, 3.45e-06, 9.03e-06, 5.70e-10, 1.07e-08, 1.87e-04, 1.89e-04, 6.35e-04, 7.95e-04, 4.32e-03, 8.95e-05, 5.24e-05, 2.01e-05, 2.52e-05, 9.13e-10, 9.76e-09, 5.84e-09, 5.87e-08]    [6.17e-05, 6.46e-06, 1.01e-05, 8.03e-06, 8.52e-06, 3.45e-06, 9.03e-06, 5.70e-10, 1.07e-08, 1.87e-04, 1.89e-04, 6.35e-04, 7.95e-04, 4.32e-03, 8.95e-05, 5.24e-05, 2.01e-05, 2.52e-05, 9.13e-10, 9.76e-09, 5.84e-09, 5.87e-08]    []  
119000    [1.08e-06, 2.65e-06, 1.87e-06, 2.47e-06, 2.17e-06, 8.32e-07, 8.55e-07, 4.09e-09, 1.10e-08, 1.84e-10, 7.44e-07, 2.34e-06, 2.39e-06, 1.67e-07, 5.62e-10, 7.68e-09, 9.49e-09, 1.01e-08, 4.79e-10, 2.41e-09, 3.01e-09, 1.60e-08]    [1.08e-06, 2.65e-06, 1.87e-06, 2.47e-06, 2.17e-06, 8.32e-07, 8.55e-07, 4.09e-09, 1.10e-08, 1.84e-10, 7.44e-07, 2.34e-06, 2.39e-06, 1.67e-07, 5.62e-10, 7.68e-09, 9.49e-09, 1.01e-08, 4.79e-10, 2.41e-09, 3.01e-09, 1.60e-08]    []  
119100    [9.40e-07, 2.63e-06, 2.19e-06, 2.22e-06, 2.23e-06, 7.93e-07, 9.98e-07, 1.77e-09, 1.95e-09, 6.03e-07, 1.45e-06, 6.35e-06, 9.20e-06, 2.82e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.17e-10, 2.06e-11, 1.38e-09, 1.87e-08]    [9.40e-07, 2.63e-06, 2.19e-06, 2.22e-06, 2.23e-06, 7.93e-07, 9.98e-07, 1.77e-09, 1.95e-09, 6.03e-07, 1.45e-06, 6.35e-06, 9.20e-06, 2.82e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.17e-10, 2.06e-11, 1.38e-09, 1.87e-08]    []  
119200    [9.67e-07, 2.79e-06, 1.63e-06, 2.29e-06, 2.08e-06, 8.99e-07, 8.48e-07, 9.50e-05, 2.11e-06, 1.22e-06, 3.52e-06, 3.90e-06, 6.03e-06, 5.54e-08, 1.07e-08, 3.67e-08, 2.71e-08, 2.03e-08, 2.35e-05, 4.91e-07, 9.69e-05, 3.13e-06]    [9.67e-07, 2.79e-06, 1.63e-06, 2.29e-06, 2.08e-06, 8.99e-07, 8.48e-07, 9.50e-05, 2.11e-06, 1.22e-06, 3.52e-06, 3.90e-06, 6.03e-06, 5.54e-08, 1.07e-08, 3.67e-08, 2.71e-08, 2.03e-08, 2.35e-05, 4.91e-07, 9.69e-05, 3.13e-06]    []  
119300    [8.06e-07, 2.54e-06, 1.64e-06, 2.16e-06, 2.16e-06, 8.64e-07, 8.84e-07, 4.71e-10, 8.21e-09, 5.98e-13, 6.50e-07, 2.05e-06, 1.96e-06, 1.17e-08, 1.67e-10, 2.87e-09, 2.79e-09, 1.57e-09, 6.43e-10, 7.38e-10, 3.99e-09, 9.29e-09]    [8.06e-07, 2.54e-06, 1.64e-06, 2.16e-06, 2.16e-06, 8.64e-07, 8.84e-07, 4.71e-10, 8.21e-09, 5.98e-13, 6.50e-07, 2.05e-06, 1.96e-06, 1.17e-08, 1.67e-10, 2.87e-09, 2.79e-09, 1.57e-09, 6.43e-10, 7.38e-10, 3.99e-09, 9.29e-09]    []  
119400    [1.11e-06, 2.67e-06, 1.43e-06, 2.22e-06, 1.89e-06, 8.81e-07, 6.36e-07, 4.78e-09, 1.29e-06, 3.90e-07, 1.30e-06, 4.29e-06, 3.78e-06, 3.61e-06, 0.00e+00, 0.00e+00, 9.27e-10, 1.04e-08, 1.49e-09, 2.38e-07, 9.48e-09, 1.58e-06]    [1.11e-06, 2.67e-06, 1.43e-06, 2.22e-06, 1.89e-06, 8.81e-07, 6.36e-07, 4.78e-09, 1.29e-06, 3.90e-07, 1.30e-06, 4.29e-06, 3.78e-06, 3.61e-06, 0.00e+00, 0.00e+00, 9.27e-10, 1.04e-08, 1.49e-09, 2.38e-07, 9.48e-09, 1.58e-06]    []  
119500    [7.56e-07, 2.47e-06, 1.52e-06, 2.08e-06, 2.00e-06, 8.46e-07, 8.21e-07, 9.85e-10, 3.02e-09, 1.42e-09, 6.15e-07, 2.10e-06, 2.01e-06, 1.11e-08, 1.73e-10, 2.88e-09, 1.91e-09, 4.83e-09, 2.12e-10, 2.07e-09, 1.34e-09, 1.32e-08]    [7.56e-07, 2.47e-06, 1.52e-06, 2.08e-06, 2.00e-06, 8.46e-07, 8.21e-07, 9.85e-10, 3.02e-09, 1.42e-09, 6.15e-07, 2.10e-06, 2.01e-06, 1.11e-08, 1.73e-10, 2.88e-09, 1.91e-09, 4.83e-09, 2.12e-10, 2.07e-09, 1.34e-09, 1.32e-08]    []  
119600    [4.88e-06, 3.70e-06, 2.82e-06, 2.13e-06, 2.63e-06, 1.05e-06, 2.15e-06, 2.89e-05, 5.37e-05, 2.50e-06, 4.72e-05, 3.02e-05, 8.50e-05, 5.22e-05, 1.63e-07, 1.43e-07, 2.95e-07, 6.49e-07, 6.27e-06, 0.00e+00, 2.71e-05, 6.87e-05]    [4.88e-06, 3.70e-06, 2.82e-06, 2.13e-06, 2.63e-06, 1.05e-06, 2.15e-06, 2.89e-05, 5.37e-05, 2.50e-06, 4.72e-05, 3.02e-05, 8.50e-05, 5.22e-05, 1.63e-07, 1.43e-07, 2.95e-07, 6.49e-07, 6.27e-06, 0.00e+00, 2.71e-05, 6.87e-05]    []  
119700    [7.21e-07, 2.44e-06, 1.33e-06, 2.10e-06, 1.97e-06, 9.33e-07, 7.47e-07, 2.91e-10, 1.94e-07, 2.50e-08, 6.47e-07, 2.38e-06, 2.30e-06, 2.08e-08, 7.49e-10, 5.64e-09, 5.53e-09, 1.55e-08, 1.57e-11, 3.05e-08, 5.53e-09, 1.95e-07]    [7.21e-07, 2.44e-06, 1.33e-06, 2.10e-06, 1.97e-06, 9.33e-07, 7.47e-07, 2.91e-10, 1.94e-07, 2.50e-08, 6.47e-07, 2.38e-06, 2.30e-06, 2.08e-08, 7.49e-10, 5.64e-09, 5.53e-09, 1.55e-08, 1.57e-11, 3.05e-08, 5.53e-09, 1.95e-07]    []  
119800    [3.85e-06, 2.83e-06, 2.02e-06, 1.88e-06, 4.51e-06, 2.01e-06, 2.92e-06, 2.43e-06, 2.42e-04, 3.85e-07, 6.85e-05, 7.29e-05, 2.08e-04, 6.25e-05, 5.71e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.25e-05, 3.12e-06, 2.05e-04]    [3.85e-06, 2.83e-06, 2.02e-06, 1.88e-06, 4.51e-06, 2.01e-06, 2.92e-06, 2.43e-06, 2.42e-04, 3.85e-07, 6.85e-05, 7.29e-05, 2.08e-04, 6.25e-05, 5.71e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.25e-05, 3.12e-06, 2.05e-04]    []  
119900    [9.01e-07, 2.47e-06, 1.40e-06, 2.14e-06, 2.20e-06, 9.22e-07, 6.85e-07, 6.88e-08, 1.54e-07, 2.40e-10, 1.22e-06, 2.70e-06, 2.48e-06, 7.41e-07, 0.00e+00, 9.30e-10, 5.34e-08, 1.54e-07, 0.00e+00, 0.00e+00, 3.61e-08, 6.77e-07]    [9.01e-07, 2.47e-06, 1.40e-06, 2.14e-06, 2.20e-06, 9.22e-07, 6.85e-07, 6.88e-08, 1.54e-07, 2.40e-10, 1.22e-06, 2.70e-06, 2.48e-06, 7.41e-07, 0.00e+00, 9.30e-10, 5.34e-08, 1.54e-07, 0.00e+00, 0.00e+00, 3.61e-08, 6.77e-07]    []  
120000    [2.75e-06, 2.63e-06, 1.34e-06, 1.73e-06, 2.01e-06, 8.40e-07, 8.61e-07, 1.73e-09, 7.16e-08, 1.77e-06, 4.35e-06, 1.18e-05, 2.63e-05, 6.84e-05, 2.61e-07, 4.08e-07, 3.43e-07, 4.80e-07, 1.53e-10, 8.44e-09, 8.87e-10, 4.77e-08]    [2.75e-06, 2.63e-06, 1.34e-06, 1.73e-06, 2.01e-06, 8.40e-07, 8.61e-07, 1.73e-09, 7.16e-08, 1.77e-06, 4.35e-06, 1.18e-05, 2.63e-05, 6.84e-05, 2.61e-07, 4.08e-07, 3.43e-07, 4.80e-07, 1.53e-10, 8.44e-09, 8.87e-10, 4.77e-08]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 38.722563 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
120000    [2.75e-06, 2.63e-06, 1.34e-06, 1.73e-06, 2.01e-06, 8.40e-07, 8.61e-07, 1.73e-09, 7.16e-08, 1.77e-06, 4.35e-06, 1.18e-05, 2.63e-05, 6.84e-05, 2.61e-07, 4.08e-07, 3.43e-07, 4.80e-07, 1.53e-10, 8.44e-09, 8.87e-10, 4.77e-08]    [2.75e-06, 2.63e-06, 1.34e-06, 1.73e-06, 2.01e-06, 8.40e-07, 8.61e-07, 1.73e-09, 7.16e-08, 1.77e-06, 4.35e-06, 1.18e-05, 2.63e-05, 6.84e-05, 2.61e-07, 4.08e-07, 3.43e-07, 4.80e-07, 1.53e-10, 8.44e-09, 8.87e-10, 4.77e-08]    []  
120100    [2.52e-05, 4.31e-06, 7.72e-06, 2.98e-06, 6.48e-06, 2.46e-06, 7.97e-06, 3.64e-10, 5.42e-08, 5.63e-05, 6.36e-05, 2.77e-04, 1.86e-04, 1.40e-03, 1.80e-05, 3.80e-05, 5.21e-06, 9.33e-06, 3.40e-10, 0.00e+00, 1.93e-09, 1.29e-07]    [2.52e-05, 4.31e-06, 7.72e-06, 2.98e-06, 6.48e-06, 2.46e-06, 7.97e-06, 3.64e-10, 5.42e-08, 5.63e-05, 6.36e-05, 2.77e-04, 1.86e-04, 1.40e-03, 1.80e-05, 3.80e-05, 5.21e-06, 9.33e-06, 3.40e-10, 0.00e+00, 1.93e-09, 1.29e-07]    []  
120200    [6.79e-07, 2.20e-06, 1.25e-06, 2.15e-06, 1.86e-06, 8.34e-07, 7.36e-07, 1.90e-04, 1.17e-07, 5.83e-08, 9.63e-07, 2.25e-06, 2.20e-06, 2.15e-08, 0.00e+00, 1.27e-10, 4.36e-09, 4.05e-08, 0.00e+00, 0.00e+00, 1.90e-04, 9.88e-08]    [6.79e-07, 2.20e-06, 1.25e-06, 2.15e-06, 1.86e-06, 8.34e-07, 7.36e-07, 1.90e-04, 1.17e-07, 5.83e-08, 9.63e-07, 2.25e-06, 2.20e-06, 2.15e-08, 0.00e+00, 1.27e-10, 4.36e-09, 4.05e-08, 0.00e+00, 0.00e+00, 1.90e-04, 9.88e-08]    []  
120300    [3.31e-06, 3.12e-06, 1.94e-06, 1.51e-06, 2.51e-06, 8.45e-07, 1.59e-06, 2.22e-07, 8.95e-06, 3.03e-06, 6.33e-06, 2.18e-05, 4.58e-05, 1.44e-04, 2.49e-07, 4.05e-06, 1.37e-06, 1.44e-06, 0.00e+00, 0.00e+00, 4.70e-07, 1.08e-05]    [3.31e-06, 3.12e-06, 1.94e-06, 1.51e-06, 2.51e-06, 8.45e-07, 1.59e-06, 2.22e-07, 8.95e-06, 3.03e-06, 6.33e-06, 2.18e-05, 4.58e-05, 1.44e-04, 2.49e-07, 4.05e-06, 1.37e-06, 1.44e-06, 0.00e+00, 0.00e+00, 4.70e-07, 1.08e-05]    []  
120400    [5.76e-07, 2.21e-06, 1.16e-06, 1.83e-06, 1.81e-06, 8.59e-07, 7.64e-07, 1.82e-10, 1.63e-11, 8.64e-10, 5.66e-07, 1.92e-06, 1.71e-06, 3.05e-08, 1.08e-10, 2.22e-09, 7.71e-09, 2.91e-08, 3.89e-11, 1.09e-09, 2.96e-10, 9.26e-09]    [5.76e-07, 2.21e-06, 1.16e-06, 1.83e-06, 1.81e-06, 8.59e-07, 7.64e-07, 1.82e-10, 1.63e-11, 8.64e-10, 5.66e-07, 1.92e-06, 1.71e-06, 3.05e-08, 1.08e-10, 2.22e-09, 7.71e-09, 2.91e-08, 3.89e-11, 1.09e-09, 2.96e-10, 9.26e-09]    []  
120500    [8.47e-07, 2.35e-06, 9.34e-07, 1.97e-06, 1.81e-06, 9.59e-07, 5.66e-07, 9.98e-09, 7.42e-08, 2.96e-08, 1.70e-06, 4.66e-06, 7.94e-06, 6.00e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.48e-08, 7.98e-10, 1.30e-08, 4.62e-09, 7.06e-08]    [8.47e-07, 2.35e-06, 9.34e-07, 1.97e-06, 1.81e-06, 9.59e-07, 5.66e-07, 9.98e-09, 7.42e-08, 2.96e-08, 1.70e-06, 4.66e-06, 7.94e-06, 6.00e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.48e-08, 7.98e-10, 1.30e-08, 4.62e-09, 7.06e-08]    []  
120600    [5.52e-07, 2.19e-06, 1.08e-06, 1.80e-06, 1.88e-06, 9.19e-07, 7.29e-07, 9.92e-10, 9.03e-12, 6.27e-11, 5.51e-07, 2.02e-06, 1.79e-06, 8.01e-09, 2.77e-11, 1.61e-09, 6.75e-09, 3.03e-08, 1.50e-10, 7.76e-10, 9.47e-10, 7.88e-09]    [5.52e-07, 2.19e-06, 1.08e-06, 1.80e-06, 1.88e-06, 9.19e-07, 7.29e-07, 9.92e-10, 9.03e-12, 6.27e-11, 5.51e-07, 2.02e-06, 1.79e-06, 8.01e-09, 2.77e-11, 1.61e-09, 6.75e-09, 3.03e-08, 1.50e-10, 7.76e-10, 9.47e-10, 7.88e-09]    []  
120700    [1.88e-05, 7.35e-06, 1.47e-05, 2.39e-05, 8.31e-06, 5.95e-06, 1.21e-05, 1.49e-06, 7.99e-05, 4.00e-05, 1.15e-04, 7.68e-04, 4.73e-04, 2.14e-04, 0.00e+00, 0.00e+00, 9.37e-06, 5.67e-06, 2.57e-08, 0.00e+00, 5.08e-06, 1.93e-04]    [1.88e-05, 7.35e-06, 1.47e-05, 2.39e-05, 8.31e-06, 5.95e-06, 1.21e-05, 1.49e-06, 7.99e-05, 4.00e-05, 1.15e-04, 7.68e-04, 4.73e-04, 2.14e-04, 0.00e+00, 0.00e+00, 9.37e-06, 5.67e-06, 2.57e-08, 0.00e+00, 5.08e-06, 1.93e-04]    []  
120800    [8.66e-07, 2.25e-06, 1.16e-06, 2.20e-06, 2.07e-06, 1.18e-06, 7.79e-07, 2.00e-09, 1.67e-09, 1.83e-07, 1.19e-06, 3.70e-06, 3.85e-06, 7.11e-08, 4.08e-10, 1.54e-08, 1.70e-08, 4.15e-08, 1.77e-11, 7.09e-10, 2.98e-09, 9.55e-08]    [8.66e-07, 2.25e-06, 1.16e-06, 2.20e-06, 2.07e-06, 1.18e-06, 7.79e-07, 2.00e-09, 1.67e-09, 1.83e-07, 1.19e-06, 3.70e-06, 3.85e-06, 7.11e-08, 4.08e-10, 1.54e-08, 1.70e-08, 4.15e-08, 1.77e-11, 7.09e-10, 2.98e-09, 9.55e-08]    []  
120900    [6.91e-07, 2.16e-06, 1.45e-06, 2.14e-06, 2.26e-06, 1.11e-06, 8.88e-07, 3.03e-11, 2.48e-10, 3.37e-09, 6.93e-07, 2.36e-06, 2.14e-06, 1.20e-07, 3.35e-09, 7.91e-10, 1.07e-09, 4.86e-09, 1.58e-11, 6.58e-11, 2.56e-10, 1.64e-08]    [6.91e-07, 2.16e-06, 1.45e-06, 2.14e-06, 2.26e-06, 1.11e-06, 8.88e-07, 3.03e-11, 2.48e-10, 3.37e-09, 6.93e-07, 2.36e-06, 2.14e-06, 1.20e-07, 3.35e-09, 7.91e-10, 1.07e-09, 4.86e-09, 1.58e-11, 6.58e-11, 2.56e-10, 1.64e-08]    []  
121000    [1.16e-05, 2.28e-06, 6.06e-06, 2.14e-06, 5.07e-06, 9.53e-07, 3.63e-06, 6.63e-10, 6.55e-08, 2.79e-05, 2.48e-05, 1.54e-04, 1.49e-04, 8.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.90e-11, 7.80e-10, 3.13e-10, 1.26e-08]    [1.16e-05, 2.28e-06, 6.06e-06, 2.14e-06, 5.07e-06, 9.53e-07, 3.63e-06, 6.63e-10, 6.55e-08, 2.79e-05, 2.48e-05, 1.54e-04, 1.49e-04, 8.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.90e-11, 7.80e-10, 3.13e-10, 1.26e-08]    []  
121100    [6.18e-07, 2.11e-06, 1.42e-06, 1.93e-06, 2.09e-06, 1.00e-06, 9.13e-07, 9.52e-11, 1.76e-13, 2.02e-07, 8.10e-07, 3.32e-06, 2.92e-06, 6.05e-06, 4.01e-11, 0.00e+00, 0.00e+00, 0.00e+00, 6.65e-12, 2.63e-11, 2.16e-10, 1.38e-08]    [6.18e-07, 2.11e-06, 1.42e-06, 1.93e-06, 2.09e-06, 1.00e-06, 9.13e-07, 9.52e-11, 1.76e-13, 2.02e-07, 8.10e-07, 3.32e-06, 2.92e-06, 6.05e-06, 4.01e-11, 0.00e+00, 0.00e+00, 0.00e+00, 6.65e-12, 2.63e-11, 2.16e-10, 1.38e-08]    []  
121200    [6.46e-07, 2.18e-06, 1.24e-06, 2.11e-06, 1.89e-06, 1.00e-06, 7.43e-07, 4.75e-10, 2.82e-08, 1.89e-08, 7.92e-07, 2.55e-06, 2.19e-06, 2.64e-07, 2.70e-09, 1.02e-09, 2.47e-12, 0.00e+00, 1.89e-12, 2.87e-09, 1.88e-10, 2.05e-08]    [6.46e-07, 2.18e-06, 1.24e-06, 2.11e-06, 1.89e-06, 1.00e-06, 7.43e-07, 4.75e-10, 2.82e-08, 1.89e-08, 7.92e-07, 2.55e-06, 2.19e-06, 2.64e-07, 2.70e-09, 1.02e-09, 2.47e-12, 0.00e+00, 1.89e-12, 2.87e-09, 1.88e-10, 2.05e-08]    []  
121300    [5.77e-07, 2.08e-06, 1.28e-06, 1.87e-06, 2.00e-06, 9.42e-07, 8.74e-07, 4.78e-10, 2.49e-12, 1.08e-10, 6.18e-07, 2.08e-06, 1.79e-06, 4.25e-09, 2.80e-09, 4.30e-09, 1.35e-09, 1.68e-09, 1.05e-12, 6.01e-10, 2.51e-10, 1.16e-08]    [5.77e-07, 2.08e-06, 1.28e-06, 1.87e-06, 2.00e-06, 9.42e-07, 8.74e-07, 4.78e-10, 2.49e-12, 1.08e-10, 6.18e-07, 2.08e-06, 1.79e-06, 4.25e-09, 2.80e-09, 4.30e-09, 1.35e-09, 1.68e-09, 1.05e-12, 6.01e-10, 2.51e-10, 1.16e-08]    []  
121400    [2.71e-06, 2.73e-06, 3.10e-06, 2.13e-06, 2.22e-06, 1.05e-06, 1.45e-06, 1.23e-08, 1.57e-05, 3.12e-07, 4.54e-06, 3.80e-05, 1.80e-05, 1.06e-04, 0.00e+00, 3.36e-09, 2.03e-08, 1.95e-08, 2.21e-09, 0.00e+00, 1.27e-08, 1.50e-05]    [2.71e-06, 2.73e-06, 3.10e-06, 2.13e-06, 2.22e-06, 1.05e-06, 1.45e-06, 1.23e-08, 1.57e-05, 3.12e-07, 4.54e-06, 3.80e-05, 1.80e-05, 1.06e-04, 0.00e+00, 3.36e-09, 2.03e-08, 1.95e-08, 2.21e-09, 0.00e+00, 1.27e-08, 1.50e-05]    []  
121500    [5.75e-07, 2.12e-06, 1.23e-06, 1.96e-06, 1.79e-06, 9.15e-07, 7.96e-07, 8.84e-11, 3.99e-10, 1.21e-10, 6.12e-07, 2.13e-06, 1.93e-06, 5.85e-09, 2.28e-09, 5.30e-09, 1.54e-09, 1.07e-09, 1.13e-11, 3.29e-10, 1.72e-10, 1.14e-08]    [5.75e-07, 2.12e-06, 1.23e-06, 1.96e-06, 1.79e-06, 9.15e-07, 7.96e-07, 8.84e-11, 3.99e-10, 1.21e-10, 6.12e-07, 2.13e-06, 1.93e-06, 5.85e-09, 2.28e-09, 5.30e-09, 1.54e-09, 1.07e-09, 1.13e-11, 3.29e-10, 1.72e-10, 1.14e-08]    []  
121600    [5.06e-07, 2.06e-06, 1.16e-06, 1.75e-06, 1.84e-06, 8.79e-07, 8.48e-07, 7.27e-11, 3.60e-13, 3.13e-13, 5.57e-07, 1.98e-06, 1.74e-06, 3.92e-09, 2.20e-09, 5.25e-09, 1.60e-09, 1.97e-09, 1.26e-11, 2.94e-10, 1.94e-10, 1.33e-08]    [5.06e-07, 2.06e-06, 1.16e-06, 1.75e-06, 1.84e-06, 8.79e-07, 8.48e-07, 7.27e-11, 3.60e-13, 3.13e-13, 5.57e-07, 1.98e-06, 1.74e-06, 3.92e-09, 2.20e-09, 5.25e-09, 1.60e-09, 1.97e-09, 1.26e-11, 2.94e-10, 1.94e-10, 1.33e-08]    []  
121700    [1.51e-05, 4.46e-06, 5.50e-06, 2.80e-06, 2.69e-06, 1.69e-06, 3.65e-06, 1.92e-04, 1.81e-06, 8.82e-05, 1.37e-04, 1.78e-04, 1.07e-04, 5.79e-04, 6.83e-06, 1.91e-06, 6.24e-06, 8.12e-06, 3.78e-05, 0.00e+00, 1.54e-04, 4.30e-06]    [1.51e-05, 4.46e-06, 5.50e-06, 2.80e-06, 2.69e-06, 1.69e-06, 3.65e-06, 1.92e-04, 1.81e-06, 8.82e-05, 1.37e-04, 1.78e-04, 1.07e-04, 5.79e-04, 6.83e-06, 1.91e-06, 6.24e-06, 8.12e-06, 3.78e-05, 0.00e+00, 1.54e-04, 4.30e-06]    []  
121800    [5.20e-07, 2.04e-06, 1.08e-06, 1.86e-06, 1.74e-06, 9.58e-07, 7.62e-07, 1.76e-08, 2.07e-07, 3.28e-09, 5.57e-07, 2.27e-06, 2.09e-06, 6.80e-08, 2.76e-09, 1.34e-08, 4.32e-09, 2.78e-09, 2.68e-09, 2.65e-08, 1.81e-08, 1.63e-07]    [5.20e-07, 2.04e-06, 1.08e-06, 1.86e-06, 1.74e-06, 9.58e-07, 7.62e-07, 1.76e-08, 2.07e-07, 3.28e-09, 5.57e-07, 2.27e-06, 2.09e-06, 6.80e-08, 2.76e-09, 1.34e-08, 4.32e-09, 2.78e-09, 2.68e-09, 2.65e-08, 1.81e-08, 1.63e-07]    []  
121900    [4.58e-07, 2.01e-06, 1.04e-06, 1.63e-06, 1.86e-06, 9.00e-07, 8.17e-07, 2.59e-11, 2.33e-12, 5.88e-12, 5.40e-07, 1.97e-06, 1.71e-06, 3.39e-09, 1.62e-09, 4.75e-09, 1.74e-09, 2.35e-09, 1.38e-11, 2.18e-10, 2.80e-10, 1.40e-08]    [4.58e-07, 2.01e-06, 1.04e-06, 1.63e-06, 1.86e-06, 9.00e-07, 8.17e-07, 2.59e-11, 2.33e-12, 5.88e-12, 5.40e-07, 1.97e-06, 1.71e-06, 3.39e-09, 1.62e-09, 4.75e-09, 1.74e-09, 2.35e-09, 1.38e-11, 2.18e-10, 2.80e-10, 1.40e-08]    []  
122000    [2.21e-05, 6.24e-06, 8.87e-06, 2.35e-06, 4.40e-06, 1.66e-06, 8.34e-06, 2.67e-08, 2.51e-04, 9.25e-06, 4.37e-05, 2.79e-04, 6.86e-05, 7.82e-04, 7.13e-06, 2.83e-05, 9.05e-08, 2.77e-08, 0.00e+00, 0.00e+00, 1.38e-07, 3.87e-04]    [2.21e-05, 6.24e-06, 8.87e-06, 2.35e-06, 4.40e-06, 1.66e-06, 8.34e-06, 2.67e-08, 2.51e-04, 9.25e-06, 4.37e-05, 2.79e-04, 6.86e-05, 7.82e-04, 7.13e-06, 2.83e-05, 9.05e-08, 2.77e-08, 0.00e+00, 0.00e+00, 1.38e-07, 3.87e-04]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 38.451957 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
122000    [2.21e-05, 6.24e-06, 8.87e-06, 2.35e-06, 4.40e-06, 1.66e-06, 8.34e-06, 2.67e-08, 2.51e-04, 9.25e-06, 4.37e-05, 2.79e-04, 6.86e-05, 7.82e-04, 7.13e-06, 2.83e-05, 9.05e-08, 2.77e-08, 0.00e+00, 0.00e+00, 1.38e-07, 3.87e-04]    [2.21e-05, 6.24e-06, 8.87e-06, 2.35e-06, 4.40e-06, 1.66e-06, 8.34e-06, 2.67e-08, 2.51e-04, 9.25e-06, 4.37e-05, 2.79e-04, 6.86e-05, 7.82e-04, 7.13e-06, 2.83e-05, 9.05e-08, 2.77e-08, 0.00e+00, 0.00e+00, 1.38e-07, 3.87e-04]    []  
122100    [5.94e-07, 2.11e-06, 1.04e-06, 2.03e-06, 1.70e-06, 1.02e-06, 6.47e-07, 1.03e-10, 1.65e-08, 2.43e-09, 6.86e-07, 2.17e-06, 2.01e-06, 2.42e-08, 1.16e-09, 2.45e-09, 9.52e-10, 1.15e-09, 1.81e-12, 0.00e+00, 1.72e-10, 3.95e-08]    [5.94e-07, 2.11e-06, 1.04e-06, 2.03e-06, 1.70e-06, 1.02e-06, 6.47e-07, 1.03e-10, 1.65e-08, 2.43e-09, 6.86e-07, 2.17e-06, 2.01e-06, 2.42e-08, 1.16e-09, 2.45e-09, 9.52e-10, 1.15e-09, 1.81e-12, 0.00e+00, 1.72e-10, 3.95e-08]    []  
122200    [5.09e-07, 2.02e-06, 1.05e-06, 1.74e-06, 1.76e-06, 9.45e-07, 7.38e-07, 4.34e-11, 4.60e-11, 9.40e-12, 5.50e-07, 1.96e-06, 1.77e-06, 3.51e-09, 2.56e-09, 5.58e-09, 1.76e-09, 2.76e-09, 1.28e-11, 1.25e-10, 1.74e-10, 1.04e-08]    [5.09e-07, 2.02e-06, 1.05e-06, 1.74e-06, 1.76e-06, 9.45e-07, 7.38e-07, 4.34e-11, 4.60e-11, 9.40e-12, 5.50e-07, 1.96e-06, 1.77e-06, 3.51e-09, 2.56e-09, 5.58e-09, 1.76e-09, 2.76e-09, 1.28e-11, 1.25e-10, 1.74e-10, 1.04e-08]    []  
122300    [4.44e-07, 1.97e-06, 9.83e-07, 1.60e-06, 1.76e-06, 9.08e-07, 7.72e-07, 7.03e-11, 1.04e-10, 2.23e-11, 5.08e-07, 1.87e-06, 1.65e-06, 2.97e-09, 2.00e-09, 6.51e-09, 1.79e-09, 2.78e-09, 9.83e-12, 1.88e-10, 1.76e-10, 9.90e-09]    [4.44e-07, 1.97e-06, 9.83e-07, 1.60e-06, 1.76e-06, 9.08e-07, 7.72e-07, 7.03e-11, 1.04e-10, 2.23e-11, 5.08e-07, 1.87e-06, 1.65e-06, 2.97e-09, 2.00e-09, 6.51e-09, 1.79e-09, 2.78e-09, 9.83e-12, 1.88e-10, 1.76e-10, 9.90e-09]    []  
122400    [1.52e-04, 6.95e-06, 2.40e-05, 4.52e-05, 3.99e-05, 1.25e-05, 5.93e-05, 1.05e-06, 2.80e-07, 2.59e-04, 1.73e-03, 1.60e-03, 1.03e-03, 4.38e-04, 1.04e-04, 8.79e-05, 6.57e-07, 2.15e-06, 0.00e+00, 8.32e-08, 9.36e-07, 2.96e-07]    [1.52e-04, 6.95e-06, 2.40e-05, 4.52e-05, 3.99e-05, 1.25e-05, 5.93e-05, 1.05e-06, 2.80e-07, 2.59e-04, 1.73e-03, 1.60e-03, 1.03e-03, 4.38e-04, 1.04e-04, 8.79e-05, 6.57e-07, 2.15e-06, 0.00e+00, 8.32e-08, 9.36e-07, 2.96e-07]    []  
122500    [4.26e-06, 3.14e-06, 7.03e-06, 9.37e-06, 8.92e-06, 9.05e-07, 6.03e-06, 1.39e-04, 2.27e-06, 2.75e-07, 3.49e-05, 4.94e-04, 4.83e-04, 5.05e-06, 7.12e-08, 0.00e+00, 1.88e-07, 5.98e-08, 0.00e+00, 0.00e+00, 1.41e-04, 2.39e-05]    [4.26e-06, 3.14e-06, 7.03e-06, 9.37e-06, 8.92e-06, 9.05e-07, 6.03e-06, 1.39e-04, 2.27e-06, 2.75e-07, 3.49e-05, 4.94e-04, 4.83e-04, 5.05e-06, 7.12e-08, 0.00e+00, 1.88e-07, 5.98e-08, 0.00e+00, 0.00e+00, 1.41e-04, 2.39e-05]    []  
122600    [4.09e-06, 2.53e-06, 4.38e-06, 6.05e-06, 5.10e-06, 6.39e-07, 5.88e-06, 5.52e-06, 1.06e-05, 1.98e-06, 4.02e-05, 3.27e-04, 2.83e-04, 2.61e-06, 8.00e-08, 9.55e-08, 2.07e-07, 1.99e-07, 9.60e-07, 1.06e-06, 5.33e-06, 6.06e-06]    [4.09e-06, 2.53e-06, 4.38e-06, 6.05e-06, 5.10e-06, 6.39e-07, 5.88e-06, 5.52e-06, 1.06e-05, 1.98e-06, 4.02e-05, 3.27e-04, 2.83e-04, 2.61e-06, 8.00e-08, 9.55e-08, 2.07e-07, 1.99e-07, 9.60e-07, 1.06e-06, 5.33e-06, 6.06e-06]    []  
122700    [2.48e-05, 2.85e-06, 7.54e-06, 8.85e-06, 6.88e-06, 4.87e-07, 8.78e-06, 1.61e-08, 4.03e-07, 7.26e-05, 8.88e-05, 5.60e-04, 7.53e-04, 2.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.47e-08, 1.19e-07, 4.14e-07]    [2.48e-05, 2.85e-06, 7.54e-06, 8.85e-06, 6.88e-06, 4.87e-07, 8.78e-06, 1.61e-08, 4.03e-07, 7.26e-05, 8.88e-05, 5.60e-04, 7.53e-04, 2.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.47e-08, 1.19e-07, 4.14e-07]    []  
122800    [6.27e-06, 2.71e-06, 3.02e-06, 5.10e-06, 3.09e-06, 4.38e-07, 4.85e-06, 7.67e-06, 1.31e-07, 7.47e-07, 6.26e-05, 1.55e-04, 1.24e-04, 7.02e-07, 2.18e-07, 1.51e-07, 1.77e-07, 3.66e-07, 0.00e+00, 8.42e-10, 9.41e-06, 6.40e-07]    [6.27e-06, 2.71e-06, 3.02e-06, 5.10e-06, 3.09e-06, 4.38e-07, 4.85e-06, 7.67e-06, 1.31e-07, 7.47e-07, 6.26e-05, 1.55e-04, 1.24e-04, 7.02e-07, 2.18e-07, 1.51e-07, 1.77e-07, 3.66e-07, 0.00e+00, 8.42e-10, 9.41e-06, 6.40e-07]    []  
122900    [1.17e-05, 2.40e-06, 5.31e-06, 6.97e-06, 3.17e-06, 3.63e-07, 4.27e-06, 6.45e-06, 3.48e-05, 2.58e-05, 3.99e-04, 1.71e-04, 7.18e-04, 3.34e-04, 3.90e-06, 6.71e-06, 1.30e-05, 1.60e-05, 1.49e-06, 6.57e-06, 6.81e-06, 4.18e-05]    [1.17e-05, 2.40e-06, 5.31e-06, 6.97e-06, 3.17e-06, 3.63e-07, 4.27e-06, 6.45e-06, 3.48e-05, 2.58e-05, 3.99e-04, 1.71e-04, 7.18e-04, 3.34e-04, 3.90e-06, 6.71e-06, 1.30e-05, 1.60e-05, 1.49e-06, 6.57e-06, 6.81e-06, 4.18e-05]    []  
123000    [6.35e-06, 2.57e-06, 6.63e-06, 8.34e-06, 2.93e-06, 4.61e-07, 4.10e-06, 2.63e-06, 1.02e-05, 6.43e-06, 8.28e-05, 8.55e-05, 2.37e-04, 8.67e-05, 3.25e-08, 2.05e-08, 0.00e+00, 0.00e+00, 2.23e-07, 0.00e+00, 1.30e-06, 1.02e-05]    [6.35e-06, 2.57e-06, 6.63e-06, 8.34e-06, 2.93e-06, 4.61e-07, 4.10e-06, 2.63e-06, 1.02e-05, 6.43e-06, 8.28e-05, 8.55e-05, 2.37e-04, 8.67e-05, 3.25e-08, 2.05e-08, 0.00e+00, 0.00e+00, 2.23e-07, 0.00e+00, 1.30e-06, 1.02e-05]    []  
123100    [6.19e-06, 2.95e-06, 7.49e-06, 8.07e-06, 2.65e-06, 4.02e-07, 3.50e-06, 7.16e-06, 2.32e-07, 2.77e-06, 2.84e-05, 2.94e-05, 2.05e-05, 2.18e-05, 4.93e-07, 3.76e-07, 5.17e-07, 2.44e-07, 0.00e+00, 1.92e-10, 1.11e-05, 3.63e-07]    [6.19e-06, 2.95e-06, 7.49e-06, 8.07e-06, 2.65e-06, 4.02e-07, 3.50e-06, 7.16e-06, 2.32e-07, 2.77e-06, 2.84e-05, 2.94e-05, 2.05e-05, 2.18e-05, 4.93e-07, 3.76e-07, 5.17e-07, 2.44e-07, 0.00e+00, 1.92e-10, 1.11e-05, 3.63e-07]    []  
123200    [5.47e-06, 2.98e-06, 7.79e-06, 7.66e-06, 2.75e-06, 3.19e-07, 3.20e-06, 4.17e-07, 1.61e-06, 5.59e-07, 3.92e-05, 2.19e-05, 2.79e-05, 9.56e-06, 3.90e-07, 5.28e-07, 7.24e-07, 8.29e-07, 5.89e-08, 1.97e-07, 3.78e-07, 1.17e-06]    [5.47e-06, 2.98e-06, 7.79e-06, 7.66e-06, 2.75e-06, 3.19e-07, 3.20e-06, 4.17e-07, 1.61e-06, 5.59e-07, 3.92e-05, 2.19e-05, 2.79e-05, 9.56e-06, 3.90e-07, 5.28e-07, 7.24e-07, 8.29e-07, 5.89e-08, 1.97e-07, 3.78e-07, 1.17e-06]    []  
123300    [4.97e-06, 3.07e-06, 7.70e-06, 7.41e-06, 3.10e-06, 2.91e-07, 3.03e-06, 8.17e-09, 7.11e-09, 1.41e-08, 2.38e-05, 2.18e-05, 3.45e-05, 2.33e-05, 3.55e-09, 1.65e-08, 0.00e+00, 6.43e-09, 7.95e-11, 1.33e-09, 1.21e-08, 2.02e-07]    [4.97e-06, 3.07e-06, 7.70e-06, 7.41e-06, 3.10e-06, 2.91e-07, 3.03e-06, 8.17e-09, 7.11e-09, 1.41e-08, 2.38e-05, 2.18e-05, 3.45e-05, 2.33e-05, 3.55e-09, 1.65e-08, 0.00e+00, 6.43e-09, 7.95e-11, 1.33e-09, 1.21e-08, 2.02e-07]    []  
123400    [2.46e-05, 3.32e-06, 8.99e-06, 8.48e-06, 3.95e-06, 3.90e-07, 2.92e-06, 2.82e-06, 3.52e-05, 7.05e-06, 1.32e-04, 1.90e-04, 5.43e-04, 1.08e-03, 1.56e-05, 1.53e-05, 1.53e-05, 1.54e-05, 4.24e-07, 5.43e-06, 2.52e-06, 3.41e-05]    [2.46e-05, 3.32e-06, 8.99e-06, 8.48e-06, 3.95e-06, 3.90e-07, 2.92e-06, 2.82e-06, 3.52e-05, 7.05e-06, 1.32e-04, 1.90e-04, 5.43e-04, 1.08e-03, 1.56e-05, 1.53e-05, 1.53e-05, 1.54e-05, 4.24e-07, 5.43e-06, 2.52e-06, 3.41e-05]    []  
123500    [8.15e-06, 3.18e-06, 7.80e-06, 6.85e-06, 2.96e-06, 2.62e-07, 2.77e-06, 5.43e-06, 2.28e-05, 3.72e-06, 8.48e-05, 3.98e-05, 1.19e-04, 5.94e-05, 1.46e-06, 1.46e-06, 2.81e-06, 2.27e-06, 9.56e-07, 3.96e-06, 5.39e-06, 2.54e-05]    [8.15e-06, 3.18e-06, 7.80e-06, 6.85e-06, 2.96e-06, 2.62e-07, 2.77e-06, 5.43e-06, 2.28e-05, 3.72e-06, 8.48e-05, 3.98e-05, 1.19e-04, 5.94e-05, 1.46e-06, 1.46e-06, 2.81e-06, 2.27e-06, 9.56e-07, 3.96e-06, 5.39e-06, 2.54e-05]    []  
123600    [2.36e-05, 3.41e-06, 9.99e-06, 1.04e-05, 6.32e-06, 5.05e-07, 4.97e-06, 7.44e-05, 1.65e-05, 2.38e-04, 2.15e-04, 7.49e-04, 1.20e-04, 2.39e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.99e-06, 7.95e-05, 1.34e-05]    [2.36e-05, 3.41e-06, 9.99e-06, 1.04e-05, 6.32e-06, 5.05e-07, 4.97e-06, 7.44e-05, 1.65e-05, 2.38e-04, 2.15e-04, 7.49e-04, 1.20e-04, 2.39e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.99e-06, 7.95e-05, 1.34e-05]    []  
123700    [8.23e-06, 3.15e-06, 7.72e-06, 6.44e-06, 3.14e-06, 2.45e-07, 2.59e-06, 4.39e-05, 4.48e-05, 7.08e-06, 1.26e-04, 5.19e-05, 1.66e-04, 4.90e-05, 9.22e-07, 2.19e-06, 3.20e-06, 3.92e-06, 0.00e+00, 7.88e-06, 4.99e-05, 4.95e-05]    [8.23e-06, 3.15e-06, 7.72e-06, 6.44e-06, 3.14e-06, 2.45e-07, 2.59e-06, 4.39e-05, 4.48e-05, 7.08e-06, 1.26e-04, 5.19e-05, 1.66e-04, 4.90e-05, 9.22e-07, 2.19e-06, 3.20e-06, 3.92e-06, 0.00e+00, 7.88e-06, 4.99e-05, 4.95e-05]    []  
123800    [5.66e-06, 3.14e-06, 7.59e-06, 6.34e-06, 3.30e-06, 2.55e-07, 2.20e-06, 1.74e-07, 1.38e-06, 5.06e-07, 1.74e-05, 1.36e-05, 9.96e-06, 5.25e-06, 2.14e-07, 1.32e-07, 2.06e-07, 1.72e-07, 0.00e+00, 1.37e-07, 4.12e-07, 8.92e-07]    [5.66e-06, 3.14e-06, 7.59e-06, 6.34e-06, 3.30e-06, 2.55e-07, 2.20e-06, 1.74e-07, 1.38e-06, 5.06e-07, 1.74e-05, 1.36e-05, 9.96e-06, 5.25e-06, 2.14e-07, 1.32e-07, 2.06e-07, 1.72e-07, 0.00e+00, 1.37e-07, 4.12e-07, 8.92e-07]    []  
123900    [6.22e-06, 2.98e-06, 7.49e-06, 6.64e-06, 3.90e-06, 2.41e-07, 2.50e-06, 1.50e-05, 9.09e-09, 1.55e-05, 2.50e-05, 6.34e-05, 8.74e-05, 3.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.40e-09, 1.72e-05, 3.36e-07]    [6.22e-06, 2.98e-06, 7.49e-06, 6.64e-06, 3.90e-06, 2.41e-07, 2.50e-06, 1.50e-05, 9.09e-09, 1.55e-05, 2.50e-05, 6.34e-05, 8.74e-05, 3.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.40e-09, 1.72e-05, 3.36e-07]    []  
124000    [6.06e-06, 3.05e-06, 7.45e-06, 5.96e-06, 3.39e-06, 2.41e-07, 2.11e-06, 3.83e-06, 9.86e-06, 1.48e-06, 3.71e-05, 1.69e-05, 2.97e-05, 7.10e-06, 3.84e-07, 2.68e-07, 4.48e-07, 7.22e-07, 0.00e+00, 1.38e-06, 4.58e-06, 9.13e-06]    [6.06e-06, 3.05e-06, 7.45e-06, 5.96e-06, 3.39e-06, 2.41e-07, 2.11e-06, 3.83e-06, 9.86e-06, 1.48e-06, 3.71e-05, 1.69e-05, 2.97e-05, 7.10e-06, 3.84e-07, 2.68e-07, 4.48e-07, 7.22e-07, 0.00e+00, 1.38e-06, 4.58e-06, 9.13e-06]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 40.163709 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
124000    [6.06e-06, 3.05e-06, 7.45e-06, 5.96e-06, 3.39e-06, 2.41e-07, 2.11e-06, 3.83e-06, 9.86e-06, 1.48e-06, 3.71e-05, 1.69e-05, 2.97e-05, 7.10e-06, 3.84e-07, 2.68e-07, 4.48e-07, 7.22e-07, 0.00e+00, 1.38e-06, 4.58e-06, 9.13e-06]    [6.06e-06, 3.05e-06, 7.45e-06, 5.96e-06, 3.39e-06, 2.41e-07, 2.11e-06, 3.83e-06, 9.86e-06, 1.48e-06, 3.71e-05, 1.69e-05, 2.97e-05, 7.10e-06, 3.84e-07, 2.68e-07, 4.48e-07, 7.22e-07, 0.00e+00, 1.38e-06, 4.58e-06, 9.13e-06]    []  
124100    [5.14e-06, 3.13e-06, 7.61e-06, 6.08e-06, 3.99e-06, 2.49e-07, 1.97e-06, 2.97e-08, 3.88e-06, 1.31e-06, 3.84e-05, 2.68e-05, 7.67e-05, 3.14e-05, 0.00e+00, 7.55e-10, 0.00e+00, 0.00e+00, 5.67e-10, 0.00e+00, 2.76e-08, 5.52e-06]    [5.14e-06, 3.13e-06, 7.61e-06, 6.08e-06, 3.99e-06, 2.49e-07, 1.97e-06, 2.97e-08, 3.88e-06, 1.31e-06, 3.84e-05, 2.68e-05, 7.67e-05, 3.14e-05, 0.00e+00, 7.55e-10, 0.00e+00, 0.00e+00, 5.67e-10, 0.00e+00, 2.76e-08, 5.52e-06]    []  
124200    [2.50e-05, 3.38e-06, 8.88e-06, 7.20e-06, 4.66e-06, 4.65e-07, 2.23e-06, 3.41e-05, 8.82e-05, 9.49e-06, 1.19e-04, 1.86e-04, 5.10e-04, 1.07e-03, 1.49e-05, 1.63e-05, 1.31e-05, 1.45e-05, 6.45e-06, 1.42e-05, 3.31e-05, 8.69e-05]    [2.50e-05, 3.38e-06, 8.88e-06, 7.20e-06, 4.66e-06, 4.65e-07, 2.23e-06, 3.41e-05, 8.82e-05, 9.49e-06, 1.19e-04, 1.86e-04, 5.10e-04, 1.07e-03, 1.49e-05, 1.63e-05, 1.31e-05, 1.45e-05, 6.45e-06, 1.42e-05, 3.31e-05, 8.69e-05]    []  
124300    [5.02e-06, 3.01e-06, 7.38e-06, 5.55e-06, 3.69e-06, 2.56e-07, 2.04e-06, 5.94e-08, 4.29e-06, 2.25e-06, 1.89e-05, 1.20e-05, 7.32e-06, 6.27e-06, 5.23e-08, 3.16e-08, 1.62e-07, 1.45e-08, 0.00e+00, 7.93e-07, 2.22e-07, 5.16e-06]    [5.02e-06, 3.01e-06, 7.38e-06, 5.55e-06, 3.69e-06, 2.56e-07, 2.04e-06, 5.94e-08, 4.29e-06, 2.25e-06, 1.89e-05, 1.20e-05, 7.32e-06, 6.27e-06, 5.23e-08, 3.16e-08, 1.62e-07, 1.45e-08, 0.00e+00, 7.93e-07, 2.22e-07, 5.16e-06]    []  
124400    [4.12e-05, 3.70e-06, 9.74e-06, 1.04e-05, 5.83e-06, 1.15e-06, 2.87e-06, 7.92e-06, 1.30e-04, 8.69e-05, 1.16e-04, 5.62e-04, 1.66e-04, 2.10e-03, 6.62e-05, 5.94e-05, 1.01e-05, 6.72e-06, 1.15e-06, 1.92e-05, 7.11e-06, 1.18e-04]    [4.12e-05, 3.70e-06, 9.74e-06, 1.04e-05, 5.83e-06, 1.15e-06, 2.87e-06, 7.92e-06, 1.30e-04, 8.69e-05, 1.16e-04, 5.62e-04, 1.66e-04, 2.10e-03, 6.62e-05, 5.94e-05, 1.01e-05, 6.72e-06, 1.15e-06, 1.92e-05, 7.11e-06, 1.18e-04]    []  
124500    [9.34e-06, 2.89e-06, 7.72e-06, 6.29e-06, 4.88e-06, 2.97e-07, 2.53e-06, 5.16e-07, 1.57e-07, 7.00e-05, 6.48e-05, 2.21e-04, 7.42e-05, 8.59e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.77e-08, 1.24e-08, 5.78e-07, 3.42e-07]    [9.34e-06, 2.89e-06, 7.72e-06, 6.29e-06, 4.88e-06, 2.97e-07, 2.53e-06, 5.16e-07, 1.57e-07, 7.00e-05, 6.48e-05, 2.21e-04, 7.42e-05, 8.59e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.77e-08, 1.24e-08, 5.78e-07, 3.42e-07]    []  
124600    [5.95e-06, 2.79e-06, 7.07e-06, 5.40e-06, 4.14e-06, 2.78e-07, 1.98e-06, 1.88e-05, 1.33e-07, 3.43e-07, 3.68e-05, 2.93e-05, 1.13e-04, 7.59e-05, 0.00e+00, 4.26e-09, 0.00e+00, 0.00e+00, 2.79e-06, 1.32e-09, 1.62e-05, 2.91e-07]    [5.95e-06, 2.79e-06, 7.07e-06, 5.40e-06, 4.14e-06, 2.78e-07, 1.98e-06, 1.88e-05, 1.33e-07, 3.43e-07, 3.68e-05, 2.93e-05, 1.13e-04, 7.59e-05, 0.00e+00, 4.26e-09, 0.00e+00, 0.00e+00, 2.79e-06, 1.32e-09, 1.62e-05, 2.91e-07]    []  
124700    [5.77e-06, 2.71e-06, 7.03e-06, 4.69e-06, 4.02e-06, 2.77e-07, 1.91e-06, 2.21e-06, 8.33e-06, 1.83e-08, 2.79e-05, 1.60e-05, 3.90e-05, 2.85e-05, 2.02e-07, 5.19e-07, 9.92e-07, 9.79e-07, 2.08e-07, 0.00e+00, 1.37e-06, 1.24e-05]    [5.77e-06, 2.71e-06, 7.03e-06, 4.69e-06, 4.02e-06, 2.77e-07, 1.91e-06, 2.21e-06, 8.33e-06, 1.83e-08, 2.79e-05, 1.60e-05, 3.90e-05, 2.85e-05, 2.02e-07, 5.19e-07, 9.92e-07, 9.79e-07, 2.08e-07, 0.00e+00, 1.37e-06, 1.24e-05]    []  
124800    [4.90e-06, 2.65e-06, 6.84e-06, 4.79e-06, 4.57e-06, 3.40e-07, 1.99e-06, 6.75e-08, 2.69e-05, 4.18e-07, 1.53e-05, 1.83e-05, 1.89e-05, 2.85e-05, 0.00e+00, 9.61e-09, 0.00e+00, 7.66e-10, 4.58e-09, 0.00e+00, 4.61e-08, 2.94e-05]    [4.90e-06, 2.65e-06, 6.84e-06, 4.79e-06, 4.57e-06, 3.40e-07, 1.99e-06, 6.75e-08, 2.69e-05, 4.18e-07, 1.53e-05, 1.83e-05, 1.89e-05, 2.85e-05, 0.00e+00, 9.61e-09, 0.00e+00, 7.66e-10, 4.58e-09, 0.00e+00, 4.61e-08, 2.94e-05]    []  
124900    [5.85e-06, 2.86e-06, 7.29e-06, 5.02e-06, 4.51e-06, 2.53e-07, 1.77e-06, 1.63e-06, 1.67e-07, 1.70e-06, 1.53e-05, 1.32e-05, 1.25e-05, 3.70e-05, 6.92e-07, 6.88e-07, 3.80e-07, 2.85e-07, 1.13e-07, 0.00e+00, 6.87e-07, 4.82e-07]    [5.85e-06, 2.86e-06, 7.29e-06, 5.02e-06, 4.51e-06, 2.53e-07, 1.77e-06, 1.63e-06, 1.67e-07, 1.70e-06, 1.53e-05, 1.32e-05, 1.25e-05, 3.70e-05, 6.92e-07, 6.88e-07, 3.80e-07, 2.85e-07, 1.13e-07, 0.00e+00, 6.87e-07, 4.82e-07]    []  
125000    [1.98e-05, 3.04e-06, 8.68e-06, 5.87e-06, 6.86e-06, 6.52e-07, 3.03e-06, 1.47e-06, 8.35e-05, 4.91e-05, 4.05e-05, 3.85e-04, 2.17e-04, 1.44e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.77e-06, 8.80e-05]    [1.98e-05, 3.04e-06, 8.68e-06, 5.87e-06, 6.86e-06, 6.52e-07, 3.03e-06, 1.47e-06, 8.35e-05, 4.91e-05, 4.05e-05, 3.85e-04, 2.17e-04, 1.44e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.77e-06, 8.80e-05]    []  
125100    [4.85e-06, 2.65e-06, 6.96e-06, 4.70e-06, 5.19e-06, 2.19e-07, 1.79e-06, 2.13e-06, 1.67e-05, 1.75e-06, 2.67e-05, 1.84e-05, 3.82e-05, 1.34e-06, 7.29e-09, 5.90e-07, 0.00e+00, 0.00e+00, 2.69e-07, 0.00e+00, 1.80e-06, 1.98e-05]    [4.85e-06, 2.65e-06, 6.96e-06, 4.70e-06, 5.19e-06, 2.19e-07, 1.79e-06, 2.13e-06, 1.67e-05, 1.75e-06, 2.67e-05, 1.84e-05, 3.82e-05, 1.34e-06, 7.29e-09, 5.90e-07, 0.00e+00, 0.00e+00, 2.69e-07, 0.00e+00, 1.80e-06, 1.98e-05]    []  
125200    [4.27e-06, 2.55e-06, 7.15e-06, 4.58e-06, 6.13e-06, 2.20e-07, 2.09e-06, 4.21e-05, 5.30e-09, 1.96e-05, 4.00e-05, 8.70e-05, 8.54e-06, 1.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-08, 0.00e+00, 3.68e-08, 4.28e-05, 3.62e-07]    [4.27e-06, 2.55e-06, 7.15e-06, 4.58e-06, 6.13e-06, 2.20e-07, 2.09e-06, 4.21e-05, 5.30e-09, 1.96e-05, 4.00e-05, 8.70e-05, 8.54e-06, 1.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-08, 0.00e+00, 3.68e-08, 4.28e-05, 3.62e-07]    []  
125300    [4.46e-06, 2.44e-06, 6.85e-06, 3.94e-06, 5.40e-06, 1.56e-07, 1.72e-06, 6.88e-07, 1.40e-06, 1.57e-08, 1.96e-05, 1.19e-05, 2.40e-05, 1.68e-05, 2.55e-07, 3.58e-07, 3.73e-07, 6.71e-07, 4.48e-08, 0.00e+00, 2.53e-07, 2.65e-06]    [4.46e-06, 2.44e-06, 6.85e-06, 3.94e-06, 5.40e-06, 1.56e-07, 1.72e-06, 6.88e-07, 1.40e-06, 1.57e-08, 1.96e-05, 1.19e-05, 2.40e-05, 1.68e-05, 2.55e-07, 3.58e-07, 3.73e-07, 6.71e-07, 4.48e-08, 0.00e+00, 2.53e-07, 2.65e-06]    []  
125400    [3.55e-05, 3.42e-06, 9.60e-06, 7.77e-06, 7.24e-06, 1.34e-06, 2.42e-06, 7.75e-05, 1.05e-04, 6.66e-05, 8.38e-05, 3.71e-04, 3.99e-04, 1.97e-03, 3.56e-05, 4.40e-05, 1.20e-05, 1.42e-05, 1.53e-05, 1.73e-05, 7.60e-05, 1.05e-04]    [3.55e-05, 3.42e-06, 9.60e-06, 7.77e-06, 7.24e-06, 1.34e-06, 2.42e-06, 7.75e-05, 1.05e-04, 6.66e-05, 8.38e-05, 3.71e-04, 3.99e-04, 1.97e-03, 3.56e-05, 4.40e-05, 1.20e-05, 1.42e-05, 1.53e-05, 1.73e-05, 7.60e-05, 1.05e-04]    []  
125500    [1.18e-05, 3.38e-06, 8.75e-06, 5.67e-06, 1.09e-05, 1.32e-06, 1.74e-06, 1.03e-05, 9.10e-05, 3.10e-05, 6.18e-05, 5.86e-05, 2.11e-04, 6.27e-04, 3.22e-06, 5.16e-06, 5.23e-06, 5.18e-06, 0.00e+00, 0.00e+00, 1.04e-05, 8.37e-05]    [1.18e-05, 3.38e-06, 8.75e-06, 5.67e-06, 1.09e-05, 1.32e-06, 1.74e-06, 1.03e-05, 9.10e-05, 3.10e-05, 6.18e-05, 5.86e-05, 2.11e-04, 6.27e-04, 3.22e-06, 5.16e-06, 5.23e-06, 5.18e-06, 0.00e+00, 0.00e+00, 1.04e-05, 8.37e-05]    []  
125600    [3.70e-06, 2.55e-06, 7.00e-06, 3.69e-06, 6.09e-06, 1.07e-07, 1.62e-06, 1.36e-07, 6.83e-07, 1.31e-07, 1.78e-05, 1.73e-05, 5.07e-05, 5.84e-05, 0.00e+00, 0.00e+00, 2.91e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.18e-07, 1.43e-06]    [3.70e-06, 2.55e-06, 7.00e-06, 3.69e-06, 6.09e-06, 1.07e-07, 1.62e-06, 1.36e-07, 6.83e-07, 1.31e-07, 1.78e-05, 1.73e-05, 5.07e-05, 5.84e-05, 0.00e+00, 0.00e+00, 2.91e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.18e-07, 1.43e-06]    []  
125700    [3.87e-06, 2.48e-06, 6.35e-06, 2.62e-06, 7.55e-06, 1.84e-07, 1.51e-06, 5.06e-08, 7.58e-08, 6.81e-07, 1.32e-05, 7.99e-06, 8.58e-06, 1.63e-07, 3.40e-08, 2.86e-07, 9.24e-08, 6.85e-08, 9.10e-11, 3.32e-11, 2.46e-07, 6.90e-07]    [3.87e-06, 2.48e-06, 6.35e-06, 2.62e-06, 7.55e-06, 1.84e-07, 1.51e-06, 5.06e-08, 7.58e-08, 6.81e-07, 1.32e-05, 7.99e-06, 8.58e-06, 1.63e-07, 3.40e-08, 2.86e-07, 9.24e-08, 6.85e-08, 9.10e-11, 3.32e-11, 2.46e-07, 6.90e-07]    []  
125800    [3.56e-05, 3.80e-06, 1.14e-05, 4.56e-06, 1.15e-05, 1.10e-06, 3.67e-06, 2.87e-04, 1.47e-05, 8.27e-05, 1.12e-04, 5.39e-04, 6.48e-04, 3.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.75e-06, 3.00e-04, 1.18e-05]    [3.56e-05, 3.80e-06, 1.14e-05, 4.56e-06, 1.15e-05, 1.10e-06, 3.67e-06, 2.87e-04, 1.47e-05, 8.27e-05, 1.12e-04, 5.39e-04, 6.48e-04, 3.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.75e-06, 3.00e-04, 1.18e-05]    []  
125900    [6.05e-06, 2.69e-06, 7.29e-06, 2.95e-06, 7.20e-06, 1.89e-07, 1.64e-06, 3.22e-07, 2.73e-07, 6.61e-06, 2.10e-05, 6.29e-05, 1.23e-04, 3.44e-04, 0.00e+00, 0.00e+00, 3.01e-09, 0.00e+00, 1.10e-08, 0.00e+00, 1.97e-07, 5.34e-07]    [6.05e-06, 2.69e-06, 7.29e-06, 2.95e-06, 7.20e-06, 1.89e-07, 1.64e-06, 3.22e-07, 2.73e-07, 6.61e-06, 2.10e-05, 6.29e-05, 1.23e-04, 3.44e-04, 0.00e+00, 0.00e+00, 3.01e-09, 0.00e+00, 1.10e-08, 0.00e+00, 1.97e-07, 5.34e-07]    []  
126000    [3.69e-06, 2.41e-06, 6.75e-06, 2.78e-06, 5.19e-06, 1.72e-07, 1.35e-06, 1.55e-08, 2.62e-08, 1.31e-07, 1.02e-05, 6.94e-06, 9.82e-06, 1.13e-05, 2.43e-07, 2.57e-07, 5.34e-07, 5.06e-07, 2.03e-09, 8.96e-12, 1.21e-07, 2.17e-07]    [3.69e-06, 2.41e-06, 6.75e-06, 2.78e-06, 5.19e-06, 1.72e-07, 1.35e-06, 1.55e-08, 2.62e-08, 1.31e-07, 1.02e-05, 6.94e-06, 9.82e-06, 1.13e-05, 2.43e-07, 2.57e-07, 5.34e-07, 5.06e-07, 2.03e-09, 8.96e-12, 1.21e-07, 2.17e-07]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 37.962557 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
126000    [3.69e-06, 2.41e-06, 6.75e-06, 2.78e-06, 5.19e-06, 1.72e-07, 1.35e-06, 1.55e-08, 2.62e-08, 1.31e-07, 1.02e-05, 6.94e-06, 9.82e-06, 1.13e-05, 2.43e-07, 2.57e-07, 5.34e-07, 5.06e-07, 2.03e-09, 8.96e-12, 1.21e-07, 2.17e-07]    [3.69e-06, 2.41e-06, 6.75e-06, 2.78e-06, 5.19e-06, 1.72e-07, 1.35e-06, 1.55e-08, 2.62e-08, 1.31e-07, 1.02e-05, 6.94e-06, 9.82e-06, 1.13e-05, 2.43e-07, 2.57e-07, 5.34e-07, 5.06e-07, 2.03e-09, 8.96e-12, 1.21e-07, 2.17e-07]    []  
126100    [3.22e-06, 2.47e-06, 6.64e-06, 2.78e-06, 5.59e-06, 1.67e-07, 1.51e-06, 2.00e-09, 2.94e-07, 4.38e-07, 1.63e-05, 1.85e-05, 5.49e-05, 7.30e-05, 0.00e+00, 0.00e+00, 2.76e-08, 0.00e+00, 1.72e-09, 0.00e+00, 8.72e-08, 7.91e-07]    [3.22e-06, 2.47e-06, 6.64e-06, 2.78e-06, 5.59e-06, 1.67e-07, 1.51e-06, 2.00e-09, 2.94e-07, 4.38e-07, 1.63e-05, 1.85e-05, 5.49e-05, 7.30e-05, 0.00e+00, 0.00e+00, 2.76e-08, 0.00e+00, 1.72e-09, 0.00e+00, 8.72e-08, 7.91e-07]    []  
126200    [3.72e-05, 3.90e-06, 1.06e-05, 5.48e-06, 8.80e-06, 1.89e-06, 4.31e-06, 2.99e-08, 1.39e-05, 1.51e-04, 1.16e-04, 7.82e-04, 2.68e-04, 2.91e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.61e-10, 0.00e+00, 7.88e-08, 1.38e-05]    [3.72e-05, 3.90e-06, 1.06e-05, 5.48e-06, 8.80e-06, 1.89e-06, 4.31e-06, 2.99e-08, 1.39e-05, 1.51e-04, 1.16e-04, 7.82e-04, 2.68e-04, 2.91e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.61e-10, 0.00e+00, 7.88e-08, 1.38e-05]    []  
126300    [3.88e-05, 3.70e-06, 9.89e-06, 6.64e-06, 7.28e-06, 1.85e-06, 3.17e-06, 4.93e-09, 2.07e-07, 1.35e-04, 1.50e-04, 4.94e-04, 2.58e-04, 2.48e-03, 5.23e-05, 5.45e-05, 9.13e-06, 1.28e-05, 6.89e-09, 7.97e-08, 8.24e-08, 5.21e-07]    [3.88e-05, 3.70e-06, 9.89e-06, 6.64e-06, 7.28e-06, 1.85e-06, 3.17e-06, 4.93e-09, 2.07e-07, 1.35e-04, 1.50e-04, 4.94e-04, 2.58e-04, 2.48e-03, 5.23e-05, 5.45e-05, 9.13e-06, 1.28e-05, 6.89e-09, 7.97e-08, 8.24e-08, 5.21e-07]    []  
126400    [5.78e-06, 2.35e-06, 7.03e-06, 3.29e-06, 5.67e-06, 3.57e-07, 1.81e-06, 3.16e-09, 1.62e-05, 1.96e-05, 1.81e-05, 7.91e-05, 7.99e-05, 4.07e-04, 0.00e+00, 0.00e+00, 4.59e-11, 0.00e+00, 7.55e-09, 2.36e-06, 7.64e-08, 1.58e-05]    [5.78e-06, 2.35e-06, 7.03e-06, 3.29e-06, 5.67e-06, 3.57e-07, 1.81e-06, 3.16e-09, 1.62e-05, 1.96e-05, 1.81e-05, 7.91e-05, 7.99e-05, 4.07e-04, 0.00e+00, 0.00e+00, 4.59e-11, 0.00e+00, 7.55e-09, 2.36e-06, 7.64e-08, 1.58e-05]    []  
126500    [3.05e-05, 4.04e-06, 1.06e-05, 1.18e-05, 1.19e-05, 3.89e-06, 8.40e-06, 7.18e-06, 8.05e-06, 3.43e-04, 2.28e-03, 1.60e-03, 2.89e-03, 1.72e-04, 2.04e-05, 8.08e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.10e-06, 5.48e-06, 1.41e-05]    [3.05e-05, 4.04e-06, 1.06e-05, 1.18e-05, 1.19e-05, 3.89e-06, 8.40e-06, 7.18e-06, 8.05e-06, 3.43e-04, 2.28e-03, 1.60e-03, 2.89e-03, 1.72e-04, 2.04e-05, 8.08e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.10e-06, 5.48e-06, 1.41e-05]    []  
126600    [5.00e-04, 3.01e-06, 3.94e-05, 2.24e-05, 1.14e-04, 1.06e-07, 7.64e-07, 4.54e-05, 2.73e-07, 5.13e-04, 3.59e-02, 1.86e-03, 3.23e-02, 6.25e-04, 0.00e+00, 1.05e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-07, 1.59e-05, 1.08e-07]    [5.00e-04, 3.01e-06, 3.94e-05, 2.24e-05, 1.14e-04, 1.06e-07, 7.64e-07, 4.54e-05, 2.73e-07, 5.13e-04, 3.59e-02, 1.86e-03, 3.23e-02, 6.25e-04, 0.00e+00, 1.05e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-07, 1.59e-05, 1.08e-07]    []  
126700    [3.68e-04, 2.57e-06, 4.81e-06, 5.18e-05, 8.39e-05, 6.34e-10, 8.21e-08, 5.20e-09, 2.68e-06, 1.30e-03, 3.47e-02, 3.72e-03, 3.26e-02, 3.17e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.46e-09, 0.00e+00, 3.43e-09, 4.17e-07]    [3.68e-04, 2.57e-06, 4.81e-06, 5.18e-05, 8.39e-05, 6.34e-10, 8.21e-08, 5.20e-09, 2.68e-06, 1.30e-03, 3.47e-02, 3.72e-03, 3.26e-02, 3.17e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.46e-09, 0.00e+00, 3.43e-09, 4.17e-07]    []  
126800    [4.78e-05, 4.17e-07, 2.43e-06, 1.86e-05, 4.40e-05, 1.07e-10, 1.13e-08, 5.96e-11, 3.31e-07, 7.38e-05, 9.76e-03, 2.09e-03, 1.61e-02, 3.24e-03, 5.75e-05, 8.12e-06, 5.02e-08, 4.84e-06, 3.27e-08, 3.31e-09, 6.28e-09, 9.35e-07]    [4.78e-05, 4.17e-07, 2.43e-06, 1.86e-05, 4.40e-05, 1.07e-10, 1.13e-08, 5.96e-11, 3.31e-07, 7.38e-05, 9.76e-03, 2.09e-03, 1.61e-02, 3.24e-03, 5.75e-05, 8.12e-06, 5.02e-08, 4.84e-06, 3.27e-08, 3.31e-09, 6.28e-09, 9.35e-07]    []  
126900    [5.48e-05, 5.56e-07, 1.23e-05, 2.03e-05, 2.95e-05, 9.35e-09, 8.12e-07, 1.05e-07, 8.72e-06, 4.33e-07, 2.77e-04, 1.60e-03, 9.92e-04, 7.42e-07, 0.00e+00, 4.66e-06, 5.29e-06, 1.18e-05, 1.77e-09, 1.86e-07, 1.79e-07, 1.50e-05]    [5.48e-05, 5.56e-07, 1.23e-05, 2.03e-05, 2.95e-05, 9.35e-09, 8.12e-07, 1.05e-07, 8.72e-06, 4.33e-07, 2.77e-04, 1.60e-03, 9.92e-04, 7.42e-07, 0.00e+00, 4.66e-06, 5.29e-06, 1.18e-05, 1.77e-09, 1.86e-07, 1.79e-07, 1.50e-05]    []  
127000    [5.27e-05, 1.18e-06, 1.71e-05, 1.43e-05, 2.35e-05, 2.38e-11, 6.56e-10, 4.27e-14, 5.00e-09, 3.04e-06, 2.28e-04, 1.46e-03, 9.55e-04, 1.98e-06, 0.00e+00, 3.17e-06, 7.89e-06, 2.32e-05, 2.48e-12, 5.75e-10, 6.70e-11, 7.16e-09]    [5.27e-05, 1.18e-06, 1.71e-05, 1.43e-05, 2.35e-05, 2.38e-11, 6.56e-10, 4.27e-14, 5.00e-09, 3.04e-06, 2.28e-04, 1.46e-03, 9.55e-04, 1.98e-06, 0.00e+00, 3.17e-06, 7.89e-06, 2.32e-05, 2.48e-12, 5.75e-10, 6.70e-11, 7.16e-09]    []  
127100    [4.74e-05, 2.20e-06, 2.17e-05, 1.08e-05, 2.17e-05, 2.74e-11, 9.55e-10, 2.62e-11, 7.90e-10, 1.53e-06, 2.36e-04, 1.37e-03, 9.03e-04, 1.31e-06, 0.00e+00, 1.75e-06, 8.89e-06, 2.48e-05, 0.00e+00, 1.90e-10, 8.61e-11, 3.91e-09]    [4.74e-05, 2.20e-06, 2.17e-05, 1.08e-05, 2.17e-05, 2.74e-11, 9.55e-10, 2.62e-11, 7.90e-10, 1.53e-06, 2.36e-04, 1.37e-03, 9.03e-04, 1.31e-06, 0.00e+00, 1.75e-06, 8.89e-06, 2.48e-05, 0.00e+00, 1.90e-10, 8.61e-11, 3.91e-09]    []  
127200    [4.35e-05, 3.42e-06, 2.78e-05, 9.77e-06, 2.14e-05, 3.29e-11, 1.31e-09, 2.27e-12, 9.08e-10, 4.84e-07, 2.43e-04, 1.27e-03, 8.50e-04, 2.27e-06, 8.38e-10, 1.16e-06, 9.58e-06, 2.56e-05, 2.12e-12, 2.34e-10, 7.47e-11, 4.42e-09]    [4.35e-05, 3.42e-06, 2.78e-05, 9.77e-06, 2.14e-05, 3.29e-11, 1.31e-09, 2.27e-12, 9.08e-10, 4.84e-07, 2.43e-04, 1.27e-03, 8.50e-04, 2.27e-06, 8.38e-10, 1.16e-06, 9.58e-06, 2.56e-05, 2.12e-12, 2.34e-10, 7.47e-11, 4.42e-09]    []  
127300    [4.42e-05, 5.19e-06, 3.76e-05, 8.94e-06, 1.96e-05, 4.59e-11, 2.18e-09, 3.92e-12, 1.00e-08, 6.61e-08, 2.39e-04, 1.14e-03, 7.94e-04, 2.49e-06, 1.20e-07, 1.05e-06, 9.16e-06, 2.38e-05, 2.25e-12, 0.00e+00, 9.46e-11, 1.64e-08]    [4.42e-05, 5.19e-06, 3.76e-05, 8.94e-06, 1.96e-05, 4.59e-11, 2.18e-09, 3.92e-12, 1.00e-08, 6.61e-08, 2.39e-04, 1.14e-03, 7.94e-04, 2.49e-06, 1.20e-07, 1.05e-06, 9.16e-06, 2.38e-05, 2.25e-12, 0.00e+00, 9.46e-11, 1.64e-08]    []  
127400    [3.89e-05, 5.85e-06, 3.57e-05, 6.89e-06, 1.57e-05, 9.07e-11, 3.64e-09, 6.54e-11, 1.14e-08, 1.92e-06, 2.25e-04, 9.45e-04, 7.15e-04, 1.45e-06, 3.11e-07, 1.72e-06, 5.01e-06, 1.12e-05, 0.00e+00, 1.88e-09, 3.10e-10, 1.67e-08]    [3.89e-05, 5.85e-06, 3.57e-05, 6.89e-06, 1.57e-05, 9.07e-11, 3.64e-09, 6.54e-11, 1.14e-08, 1.92e-06, 2.25e-04, 9.45e-04, 7.15e-04, 1.45e-06, 3.11e-07, 1.72e-06, 5.01e-06, 1.12e-05, 0.00e+00, 1.88e-09, 3.10e-10, 1.67e-08]    []  
127500    [2.00e-05, 2.30e-06, 6.60e-06, 2.98e-06, 5.98e-06, 2.10e-10, 3.97e-09, 1.84e-11, 7.69e-11, 2.31e-08, 1.35e-04, 7.00e-04, 6.67e-04, 1.18e-06, 0.00e+00, 5.45e-07, 1.07e-06, 1.16e-06, 9.55e-12, 2.98e-09, 2.45e-10, 2.28e-08]    [2.00e-05, 2.30e-06, 6.60e-06, 2.98e-06, 5.98e-06, 2.10e-10, 3.97e-09, 1.84e-11, 7.69e-11, 2.31e-08, 1.35e-04, 7.00e-04, 6.67e-04, 1.18e-06, 0.00e+00, 5.45e-07, 1.07e-06, 1.16e-06, 9.55e-12, 2.98e-09, 2.45e-10, 2.28e-08]    []  
127600    [1.68e-05, 3.59e-06, 8.31e-06, 1.84e-06, 5.57e-06, 7.18e-10, 6.75e-09, 7.51e-09, 7.09e-08, 1.83e-09, 9.54e-05, 6.29e-04, 6.67e-04, 9.58e-07, 2.79e-08, 8.91e-08, 9.67e-07, 1.00e-06, 1.51e-09, 0.00e+00, 7.94e-09, 3.30e-08]    [1.68e-05, 3.59e-06, 8.31e-06, 1.84e-06, 5.57e-06, 7.18e-10, 6.75e-09, 7.51e-09, 7.09e-08, 1.83e-09, 9.54e-05, 6.29e-04, 6.67e-04, 9.58e-07, 2.79e-08, 8.91e-08, 9.67e-07, 1.00e-06, 1.51e-09, 0.00e+00, 7.94e-09, 3.30e-08]    []  
127700    [1.75e-05, 4.25e-06, 9.33e-06, 1.86e-06, 5.74e-06, 1.83e-09, 1.64e-08, 2.29e-10, 3.77e-09, 2.90e-07, 1.16e-04, 6.54e-04, 7.49e-04, 1.20e-06, 3.38e-08, 4.22e-08, 4.56e-07, 5.60e-07, 6.01e-12, 3.36e-10, 3.52e-10, 6.51e-09]    [1.75e-05, 4.25e-06, 9.33e-06, 1.86e-06, 5.74e-06, 1.83e-09, 1.64e-08, 2.29e-10, 3.77e-09, 2.90e-07, 1.16e-04, 6.54e-04, 7.49e-04, 1.20e-06, 3.38e-08, 4.22e-08, 4.56e-07, 5.60e-07, 6.01e-12, 3.36e-10, 3.52e-10, 6.51e-09]    []  
127800    [1.54e-05, 4.52e-06, 9.51e-06, 1.79e-06, 5.69e-06, 3.97e-09, 3.54e-08, 1.41e-10, 1.31e-09, 6.52e-11, 5.63e-05, 5.96e-04, 6.70e-04, 5.19e-07, 2.08e-08, 2.11e-08, 7.42e-07, 8.66e-07, 2.40e-11, 3.33e-10, 5.05e-10, 5.65e-09]    [1.54e-05, 4.52e-06, 9.51e-06, 1.79e-06, 5.69e-06, 3.97e-09, 3.54e-08, 1.41e-10, 1.31e-09, 6.52e-11, 5.63e-05, 5.96e-04, 6.70e-04, 5.19e-07, 2.08e-08, 2.11e-08, 7.42e-07, 8.66e-07, 2.40e-11, 3.33e-10, 5.05e-10, 5.65e-09]    []  
127900    [1.49e-05, 4.55e-06, 9.38e-06, 1.76e-06, 5.58e-06, 8.00e-09, 7.06e-08, 2.61e-10, 9.81e-10, 1.95e-09, 4.62e-05, 5.92e-04, 6.68e-04, 4.42e-07, 1.66e-08, 1.93e-08, 6.35e-07, 7.33e-07, 3.59e-11, 2.84e-10, 6.90e-10, 5.48e-09]    [1.49e-05, 4.55e-06, 9.38e-06, 1.76e-06, 5.58e-06, 8.00e-09, 7.06e-08, 2.61e-10, 9.81e-10, 1.95e-09, 4.62e-05, 5.92e-04, 6.68e-04, 4.42e-07, 1.66e-08, 1.93e-08, 6.35e-07, 7.33e-07, 3.59e-11, 2.84e-10, 6.90e-10, 5.48e-09]    []  
128000    [1.39e-05, 4.47e-06, 8.99e-06, 1.69e-06, 5.39e-06, 1.45e-08, 1.26e-07, 2.19e-10, 4.40e-07, 1.63e-08, 4.80e-05, 5.84e-04, 6.66e-04, 3.31e-07, 1.56e-08, 2.29e-08, 6.89e-07, 7.73e-07, 1.05e-10, 7.69e-08, 1.16e-09, 4.71e-07]    [1.39e-05, 4.47e-06, 8.99e-06, 1.69e-06, 5.39e-06, 1.45e-08, 1.26e-07, 2.19e-10, 4.40e-07, 1.63e-08, 4.80e-05, 5.84e-04, 6.66e-04, 3.31e-07, 1.56e-08, 2.29e-08, 6.89e-07, 7.73e-07, 1.05e-10, 7.69e-08, 1.16e-09, 4.71e-07]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 38.059034 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
128000    [1.39e-05, 4.47e-06, 8.99e-06, 1.69e-06, 5.39e-06, 1.45e-08, 1.26e-07, 2.19e-10, 4.40e-07, 1.63e-08, 4.80e-05, 5.84e-04, 6.66e-04, 3.31e-07, 1.56e-08, 2.29e-08, 6.89e-07, 7.73e-07, 1.05e-10, 7.69e-08, 1.16e-09, 4.71e-07]    [1.39e-05, 4.47e-06, 8.99e-06, 1.69e-06, 5.39e-06, 1.45e-08, 1.26e-07, 2.19e-10, 4.40e-07, 1.63e-08, 4.80e-05, 5.84e-04, 6.66e-04, 3.31e-07, 1.56e-08, 2.29e-08, 6.89e-07, 7.73e-07, 1.05e-10, 7.69e-08, 1.16e-09, 4.71e-07]    []  
128100    [1.30e-05, 4.32e-06, 8.41e-06, 1.57e-06, 5.06e-06, 2.41e-08, 2.47e-07, 3.38e-10, 1.06e-05, 5.03e-08, 5.35e-05, 5.80e-04, 6.67e-04, 3.01e-07, 1.57e-08, 2.51e-08, 7.37e-07, 8.13e-07, 2.26e-10, 0.00e+00, 1.95e-09, 1.04e-05]    [1.30e-05, 4.32e-06, 8.41e-06, 1.57e-06, 5.06e-06, 2.41e-08, 2.47e-07, 3.38e-10, 1.06e-05, 5.03e-08, 5.35e-05, 5.80e-04, 6.67e-04, 3.01e-07, 1.57e-08, 2.51e-08, 7.37e-07, 8.13e-07, 2.26e-10, 0.00e+00, 1.95e-09, 1.04e-05]    []  
128200    [1.26e-05, 4.16e-06, 8.01e-06, 1.63e-06, 5.03e-06, 3.78e-08, 3.41e-07, 6.88e-10, 1.30e-09, 1.87e-09, 3.57e-05, 5.80e-04, 6.54e-04, 3.18e-07, 8.34e-09, 1.96e-08, 5.64e-07, 6.38e-07, 3.48e-10, 2.98e-09, 2.81e-09, 1.93e-08]    [1.26e-05, 4.16e-06, 8.01e-06, 1.63e-06, 5.03e-06, 3.78e-08, 3.41e-07, 6.88e-10, 1.30e-09, 1.87e-09, 3.57e-05, 5.80e-04, 6.54e-04, 3.18e-07, 8.34e-09, 1.96e-08, 5.64e-07, 6.38e-07, 3.48e-10, 2.98e-09, 2.81e-09, 1.93e-08]    []  
128300    [1.20e-05, 4.00e-06, 7.53e-06, 1.59e-06, 4.84e-06, 5.62e-08, 4.51e-07, 1.65e-09, 9.02e-08, 5.10e-09, 3.52e-05, 5.76e-04, 6.49e-04, 2.59e-07, 1.01e-08, 2.27e-08, 6.01e-07, 6.57e-07, 5.47e-10, 0.00e+00, 4.16e-09, 4.01e-08]    [1.20e-05, 4.00e-06, 7.53e-06, 1.59e-06, 4.84e-06, 5.62e-08, 4.51e-07, 1.65e-09, 9.02e-08, 5.10e-09, 3.52e-05, 5.76e-04, 6.49e-04, 2.59e-07, 1.01e-08, 2.27e-08, 6.01e-07, 6.57e-07, 5.47e-10, 0.00e+00, 4.16e-09, 4.01e-08]    []  
128400    [1.22e-05, 3.88e-06, 7.16e-06, 1.69e-06, 4.82e-06, 8.02e-08, 6.05e-07, 4.26e-08, 2.21e-06, 4.54e-07, 1.01e-04, 6.05e-04, 7.17e-04, 1.90e-06, 1.93e-09, 1.60e-08, 2.36e-07, 2.76e-07, 0.00e+00, 0.00e+00, 1.45e-08, 1.88e-06]    [1.22e-05, 3.88e-06, 7.16e-06, 1.69e-06, 4.82e-06, 8.02e-08, 6.05e-07, 4.26e-08, 2.21e-06, 4.54e-07, 1.01e-04, 6.05e-04, 7.17e-04, 1.90e-06, 1.93e-09, 1.60e-08, 2.36e-07, 2.76e-07, 0.00e+00, 0.00e+00, 1.45e-08, 1.88e-06]    []  
128500    [1.07e-05, 3.66e-06, 6.60e-06, 1.54e-06, 4.50e-06, 1.07e-07, 7.31e-07, 1.29e-08, 3.67e-09, 4.19e-08, 3.83e-05, 5.69e-04, 6.39e-04, 2.32e-07, 1.06e-08, 2.49e-08, 6.85e-07, 7.31e-07, 9.49e-09, 1.53e-08, 5.78e-08, 8.49e-08]    [1.07e-05, 3.66e-06, 6.60e-06, 1.54e-06, 4.50e-06, 1.07e-07, 7.31e-07, 1.29e-08, 3.67e-09, 4.19e-08, 3.83e-05, 5.69e-04, 6.39e-04, 2.32e-07, 1.06e-08, 2.49e-08, 6.85e-07, 7.31e-07, 9.49e-09, 1.53e-08, 5.78e-08, 8.49e-08]    []  
128600    [1.02e-05, 3.53e-06, 6.20e-06, 1.60e-06, 4.44e-06, 1.52e-07, 8.25e-07, 2.33e-05, 9.04e-06, 5.56e-09, 3.23e-05, 5.67e-04, 6.33e-04, 3.63e-07, 5.71e-09, 2.22e-08, 5.04e-07, 5.57e-07, 5.11e-06, 0.00e+00, 2.46e-05, 7.77e-06]    [1.02e-05, 3.53e-06, 6.20e-06, 1.60e-06, 4.44e-06, 1.52e-07, 8.25e-07, 2.33e-05, 9.04e-06, 5.56e-09, 3.23e-05, 5.67e-04, 6.33e-04, 3.63e-07, 5.71e-09, 2.22e-08, 5.04e-07, 5.57e-07, 5.11e-06, 0.00e+00, 2.46e-05, 7.77e-06]    []  
128700    [9.64e-06, 3.36e-06, 5.86e-06, 1.59e-06, 4.31e-06, 1.81e-07, 9.60e-07, 4.20e-09, 7.69e-09, 3.86e-11, 3.26e-05, 5.61e-04, 6.24e-04, 3.04e-07, 6.99e-09, 2.34e-08, 5.58e-07, 6.08e-07, 1.02e-08, 2.84e-08, 5.95e-08, 1.57e-07]    [9.64e-06, 3.36e-06, 5.86e-06, 1.59e-06, 4.31e-06, 1.81e-07, 9.60e-07, 4.20e-09, 7.69e-09, 3.86e-11, 3.26e-05, 5.61e-04, 6.24e-04, 3.04e-07, 6.99e-09, 2.34e-08, 5.58e-07, 6.08e-07, 1.02e-08, 2.84e-08, 5.95e-08, 1.57e-07]    []  
128800    [9.24e-06, 3.21e-06, 5.54e-06, 1.60e-06, 4.14e-06, 2.22e-07, 1.12e-06, 9.51e-07, 9.60e-06, 1.21e-07, 3.93e-05, 5.55e-04, 6.19e-04, 3.52e-07, 1.36e-08, 2.63e-08, 7.75e-07, 8.15e-07, 2.25e-07, 2.00e-06, 1.38e-06, 1.19e-05]    [9.24e-06, 3.21e-06, 5.54e-06, 1.60e-06, 4.14e-06, 2.22e-07, 1.12e-06, 9.51e-07, 9.60e-06, 1.21e-07, 3.93e-05, 5.55e-04, 6.19e-04, 3.52e-07, 1.36e-08, 2.63e-08, 7.75e-07, 8.15e-07, 2.25e-07, 2.00e-06, 1.38e-06, 1.19e-05]    []  
128900    [8.82e-06, 3.09e-06, 5.16e-06, 1.56e-06, 3.98e-06, 2.40e-07, 1.20e-06, 8.93e-07, 1.96e-06, 3.68e-12, 3.41e-05, 5.50e-04, 6.09e-04, 2.62e-07, 5.38e-09, 2.17e-08, 6.32e-07, 6.81e-07, 0.00e+00, 0.00e+00, 5.08e-07, 9.39e-07]    [8.82e-06, 3.09e-06, 5.16e-06, 1.56e-06, 3.98e-06, 2.40e-07, 1.20e-06, 8.93e-07, 1.96e-06, 3.68e-12, 3.41e-05, 5.50e-04, 6.09e-04, 2.62e-07, 5.38e-09, 2.17e-08, 6.32e-07, 6.81e-07, 0.00e+00, 0.00e+00, 5.08e-07, 9.39e-07]    []  
129000    [9.09e-06, 3.01e-06, 4.97e-06, 1.69e-06, 3.92e-06, 2.81e-07, 1.32e-06, 1.75e-04, 2.64e-05, 2.37e-07, 7.43e-05, 5.48e-04, 6.37e-04, 1.56e-05, 6.53e-08, 9.57e-08, 1.69e-06, 1.90e-06, 4.26e-05, 5.72e-06, 1.82e-04, 3.19e-05]    [9.09e-06, 3.01e-06, 4.97e-06, 1.69e-06, 3.92e-06, 2.81e-07, 1.32e-06, 1.75e-04, 2.64e-05, 2.37e-07, 7.43e-05, 5.48e-04, 6.37e-04, 1.56e-05, 6.53e-08, 9.57e-08, 1.69e-06, 1.90e-06, 4.26e-05, 5.72e-06, 1.82e-04, 3.19e-05]    []  
129100    [7.06e-06, 2.84e-06, 4.58e-06, 1.78e-06, 4.70e-06, 3.04e-07, 1.45e-06, 4.22e-06, 1.45e-05, 4.23e-06, 6.21e-05, 5.86e-04, 7.27e-04, 2.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.28e-06, 1.13e-05]    [7.06e-06, 2.84e-06, 4.58e-06, 1.78e-06, 4.70e-06, 3.04e-07, 1.45e-06, 4.22e-06, 1.45e-05, 4.23e-06, 6.21e-05, 5.86e-04, 7.27e-04, 2.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.28e-06, 1.13e-05]    []  
129200    [8.21e-06, 2.83e-06, 4.59e-06, 2.21e-06, 5.62e-06, 3.43e-07, 1.61e-06, 1.27e-06, 1.37e-06, 1.72e-05, 6.92e-05, 6.44e-04, 8.27e-04, 6.77e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.35e-07, 4.24e-07]    [8.21e-06, 2.83e-06, 4.59e-06, 2.21e-06, 5.62e-06, 3.43e-07, 1.61e-06, 1.27e-06, 1.37e-06, 1.72e-05, 6.92e-05, 6.44e-04, 8.27e-04, 6.77e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.35e-07, 4.24e-07]    []  
129300    [1.27e-05, 3.19e-06, 4.77e-06, 1.02e-06, 3.82e-06, 3.34e-07, 1.46e-06, 2.27e-06, 4.70e-05, 9.34e-06, 5.25e-05, 5.39e-04, 5.81e-04, 1.35e-04, 6.36e-07, 1.22e-06, 3.38e-06, 3.03e-06, 5.22e-07, 0.00e+00, 3.19e-06, 3.99e-05]    [1.27e-05, 3.19e-06, 4.77e-06, 1.02e-06, 3.82e-06, 3.34e-07, 1.46e-06, 2.27e-06, 4.70e-05, 9.34e-06, 5.25e-05, 5.39e-04, 5.81e-04, 1.35e-04, 6.36e-07, 1.22e-06, 3.38e-06, 3.03e-06, 5.22e-07, 0.00e+00, 3.19e-06, 3.99e-05]    []  
129400    [7.23e-06, 2.59e-06, 3.74e-06, 1.40e-06, 3.18e-06, 3.12e-07, 1.54e-06, 1.21e-07, 3.55e-06, 8.25e-09, 4.73e-05, 4.99e-04, 5.48e-04, 1.62e-06, 2.46e-09, 1.25e-08, 7.62e-07, 8.28e-07, 4.55e-09, 0.00e+00, 4.88e-08, 1.83e-06]    [7.23e-06, 2.59e-06, 3.74e-06, 1.40e-06, 3.18e-06, 3.12e-07, 1.54e-06, 1.21e-07, 3.55e-06, 8.25e-09, 4.73e-05, 4.99e-04, 5.48e-04, 1.62e-06, 2.46e-09, 1.25e-08, 7.62e-07, 8.28e-07, 4.55e-09, 0.00e+00, 4.88e-08, 1.83e-06]    []  
129500    [7.38e-06, 2.56e-06, 3.65e-06, 1.41e-06, 2.96e-06, 3.09e-07, 1.52e-06, 1.25e-06, 3.99e-08, 5.73e-08, 5.05e-05, 4.82e-04, 5.28e-04, 2.40e-07, 6.58e-09, 1.85e-08, 1.10e-06, 1.17e-06, 0.00e+00, 9.66e-08, 4.93e-07, 5.70e-07]    [7.38e-06, 2.56e-06, 3.65e-06, 1.41e-06, 2.96e-06, 3.09e-07, 1.52e-06, 1.25e-06, 3.99e-08, 5.73e-08, 5.05e-05, 4.82e-04, 5.28e-04, 2.40e-07, 6.58e-09, 1.85e-08, 1.10e-06, 1.17e-06, 0.00e+00, 9.66e-08, 4.93e-07, 5.70e-07]    []  
129600    [6.84e-06, 2.52e-06, 3.57e-06, 1.54e-06, 2.97e-06, 2.60e-07, 1.45e-06, 2.11e-07, 3.25e-07, 7.54e-07, 5.18e-05, 4.66e-04, 5.11e-04, 1.19e-05, 4.98e-10, 4.69e-09, 6.33e-07, 7.47e-07, 1.05e-07, 2.47e-07, 6.47e-07, 1.43e-06]    [6.84e-06, 2.52e-06, 3.57e-06, 1.54e-06, 2.97e-06, 2.60e-07, 1.45e-06, 2.11e-07, 3.25e-07, 7.54e-07, 5.18e-05, 4.66e-04, 5.11e-04, 1.19e-05, 4.98e-10, 4.69e-09, 6.33e-07, 7.47e-07, 1.05e-07, 2.47e-07, 6.47e-07, 1.43e-06]    []  
129700    [6.07e-06, 2.56e-06, 3.34e-06, 1.29e-06, 3.10e-06, 2.94e-07, 1.52e-06, 1.28e-07, 4.77e-06, 3.10e-06, 6.00e-05, 4.60e-04, 5.22e-04, 9.58e-05, 0.00e+00, 0.00e+00, 3.55e-07, 4.68e-07, 8.06e-08, 0.00e+00, 4.73e-07, 3.65e-06]    [6.07e-06, 2.56e-06, 3.34e-06, 1.29e-06, 3.10e-06, 2.94e-07, 1.52e-06, 1.28e-07, 4.77e-06, 3.10e-06, 6.00e-05, 4.60e-04, 5.22e-04, 9.58e-05, 0.00e+00, 0.00e+00, 3.55e-07, 4.68e-07, 8.06e-08, 0.00e+00, 4.73e-07, 3.65e-06]    []  
129800    [7.54e-06, 2.51e-06, 3.12e-06, 1.16e-06, 2.88e-06, 2.52e-07, 1.32e-06, 8.19e-05, 1.43e-06, 8.61e-07, 7.49e-05, 4.17e-04, 4.58e-04, 4.39e-06, 1.81e-08, 2.41e-08, 1.30e-06, 1.48e-06, 1.84e-05, 8.48e-10, 8.78e-05, 4.17e-07]    [7.54e-06, 2.51e-06, 3.12e-06, 1.16e-06, 2.88e-06, 2.52e-07, 1.32e-06, 8.19e-05, 1.43e-06, 8.61e-07, 7.49e-05, 4.17e-04, 4.58e-04, 4.39e-06, 1.81e-08, 2.41e-08, 1.30e-06, 1.48e-06, 1.84e-05, 8.48e-10, 8.78e-05, 4.17e-07]    []  
129900    [6.59e-06, 2.49e-06, 3.05e-06, 1.09e-06, 3.36e-06, 2.69e-07, 1.41e-06, 1.33e-05, 4.29e-05, 4.70e-08, 1.45e-04, 4.36e-04, 6.26e-04, 1.91e-04, 0.00e+00, 0.00e+00, 6.27e-08, 1.01e-07, 0.00e+00, 0.00e+00, 1.11e-05, 3.76e-05]    [6.59e-06, 2.49e-06, 3.05e-06, 1.09e-06, 3.36e-06, 2.69e-07, 1.41e-06, 1.33e-05, 4.29e-05, 4.70e-08, 1.45e-04, 4.36e-04, 6.26e-04, 1.91e-04, 0.00e+00, 0.00e+00, 6.27e-08, 1.01e-07, 0.00e+00, 0.00e+00, 1.11e-05, 3.76e-05]    []  
130000    [1.32e-05, 2.59e-06, 3.28e-06, 1.53e-06, 2.36e-06, 2.47e-07, 1.33e-06, 7.42e-06, 4.75e-07, 5.10e-06, 1.03e-04, 4.07e-04, 4.98e-04, 2.79e-04, 1.75e-06, 1.22e-06, 8.35e-06, 8.74e-06, 1.62e-06, 2.43e-07, 9.40e-06, 1.54e-06]    [1.32e-05, 2.59e-06, 3.28e-06, 1.53e-06, 2.36e-06, 2.47e-07, 1.33e-06, 7.42e-06, 4.75e-07, 5.10e-06, 1.03e-04, 4.07e-04, 4.98e-04, 2.79e-04, 1.75e-06, 1.22e-06, 8.35e-06, 8.74e-06, 1.62e-06, 2.43e-07, 9.40e-06, 1.54e-06]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 43.951879 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
130000    [1.32e-05, 2.59e-06, 3.28e-06, 1.53e-06, 2.36e-06, 2.47e-07, 1.33e-06, 7.42e-06, 4.75e-07, 5.10e-06, 1.03e-04, 4.07e-04, 4.98e-04, 2.79e-04, 1.75e-06, 1.22e-06, 8.35e-06, 8.74e-06, 1.62e-06, 2.43e-07, 9.40e-06, 1.54e-06]    [1.32e-05, 2.59e-06, 3.28e-06, 1.53e-06, 2.36e-06, 2.47e-07, 1.33e-06, 7.42e-06, 4.75e-07, 5.10e-06, 1.03e-04, 4.07e-04, 4.98e-04, 2.79e-04, 1.75e-06, 1.22e-06, 8.35e-06, 8.74e-06, 1.62e-06, 2.43e-07, 9.40e-06, 1.54e-06]    []  
130100    [1.10e-05, 2.44e-06, 3.05e-06, 1.30e-06, 2.14e-06, 2.32e-07, 1.44e-06, 4.17e-09, 8.18e-08, 2.47e-06, 9.15e-05, 3.56e-04, 4.08e-04, 1.38e-04, 5.81e-07, 8.27e-07, 6.01e-06, 6.09e-06, 3.22e-08, 6.12e-08, 2.04e-07, 5.79e-07]    [1.10e-05, 2.44e-06, 3.05e-06, 1.30e-06, 2.14e-06, 2.32e-07, 1.44e-06, 4.17e-09, 8.18e-08, 2.47e-06, 9.15e-05, 3.56e-04, 4.08e-04, 1.38e-04, 5.81e-07, 8.27e-07, 6.01e-06, 6.09e-06, 3.22e-08, 6.12e-08, 2.04e-07, 5.79e-07]    []  
130200    [8.74e-06, 2.57e-06, 3.13e-06, 1.49e-06, 4.14e-06, 2.61e-07, 1.68e-06, 1.12e-05, 7.19e-06, 1.24e-05, 1.49e-04, 4.30e-04, 6.82e-04, 6.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-05, 1.34e-05]    [8.74e-06, 2.57e-06, 3.13e-06, 1.49e-06, 4.14e-06, 2.61e-07, 1.68e-06, 1.12e-05, 7.19e-06, 1.24e-05, 1.49e-04, 4.30e-04, 6.82e-04, 6.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-05, 1.34e-05]    []  
130300    [1.07e-05, 2.60e-06, 2.97e-06, 1.57e-06, 1.92e-06, 2.24e-07, 1.55e-06, 8.35e-06, 8.80e-06, 1.36e-06, 9.03e-05, 3.13e-04, 3.63e-04, 1.31e-04, 1.22e-06, 2.68e-07, 5.37e-06, 6.02e-06, 1.49e-06, 9.59e-07, 8.69e-06, 5.82e-06]    [1.07e-05, 2.60e-06, 2.97e-06, 1.57e-06, 1.92e-06, 2.24e-07, 1.55e-06, 8.35e-06, 8.80e-06, 1.36e-06, 9.03e-05, 3.13e-04, 3.63e-04, 1.31e-04, 1.22e-06, 2.68e-07, 5.37e-06, 6.02e-06, 1.49e-06, 9.59e-07, 8.69e-06, 5.82e-06]    []  
130400    [8.73e-06, 2.48e-06, 2.69e-06, 1.27e-06, 1.86e-06, 2.38e-07, 1.75e-06, 1.55e-06, 2.75e-06, 4.23e-07, 6.34e-05, 2.66e-04, 2.72e-04, 2.35e-05, 1.97e-07, 1.97e-07, 3.59e-06, 3.83e-06, 2.27e-07, 1.30e-07, 1.42e-06, 8.78e-07]    [8.73e-06, 2.48e-06, 2.69e-06, 1.27e-06, 1.86e-06, 2.38e-07, 1.75e-06, 1.55e-06, 2.75e-06, 4.23e-07, 6.34e-05, 2.66e-04, 2.72e-04, 2.35e-05, 1.97e-07, 1.97e-07, 3.59e-06, 3.83e-06, 2.27e-07, 1.30e-07, 1.42e-06, 8.78e-07]    []  
130500    [5.04e-06, 2.40e-06, 2.19e-06, 1.20e-06, 3.07e-06, 1.19e-07, 1.34e-06, 3.05e-06, 4.39e-08, 5.95e-07, 5.99e-05, 2.08e-04, 2.25e-04, 2.16e-05, 1.57e-08, 1.97e-07, 1.20e-06, 1.23e-06, 0.00e+00, 2.51e-10, 4.55e-06, 4.25e-06]    [5.04e-06, 2.40e-06, 2.19e-06, 1.20e-06, 3.07e-06, 1.19e-07, 1.34e-06, 3.05e-06, 4.39e-08, 5.95e-07, 5.99e-05, 2.08e-04, 2.25e-04, 2.16e-05, 1.57e-08, 1.97e-07, 1.20e-06, 1.23e-06, 0.00e+00, 2.51e-10, 4.55e-06, 4.25e-06]    []  
130600    [1.02e-05, 2.81e-06, 4.18e-06, 2.98e-06, 4.88e-06, 1.06e-07, 1.29e-06, 3.74e-08, 1.22e-06, 9.04e-06, 8.69e-05, 1.40e-04, 2.21e-04, 2.66e-04, 2.52e-06, 1.84e-06, 4.89e-06, 6.74e-06, 1.65e-08, 1.23e-07, 8.88e-08, 6.69e-07]    [1.02e-05, 2.81e-06, 4.18e-06, 2.98e-06, 4.88e-06, 1.06e-07, 1.29e-06, 3.74e-08, 1.22e-06, 9.04e-06, 8.69e-05, 1.40e-04, 2.21e-04, 2.66e-04, 2.52e-06, 1.84e-06, 4.89e-06, 6.74e-06, 1.65e-08, 1.23e-07, 8.88e-08, 6.69e-07]    []  
130700    [5.09e-06, 3.26e-06, 6.19e-06, 5.54e-06, 5.34e-06, 2.11e-07, 1.92e-06, 2.27e-06, 2.06e-05, 4.99e-07, 1.17e-04, 5.80e-05, 1.49e-04, 3.49e-05, 5.77e-08, 1.03e-07, 2.55e-06, 2.46e-06, 4.34e-07, 3.64e-06, 2.73e-06, 2.24e-05]    [5.09e-06, 3.26e-06, 6.19e-06, 5.54e-06, 5.34e-06, 2.11e-07, 1.92e-06, 2.27e-06, 2.06e-05, 4.99e-07, 1.17e-04, 5.80e-05, 1.49e-04, 3.49e-05, 5.77e-08, 1.03e-07, 2.55e-06, 2.46e-06, 4.34e-07, 3.64e-06, 2.73e-06, 2.24e-05]    []  
130800    [5.29e-06, 3.84e-06, 7.65e-06, 7.72e-06, 6.05e-06, 2.82e-07, 1.86e-06, 7.24e-06, 1.46e-08, 1.92e-05, 3.67e-05, 9.00e-05, 5.96e-05, 3.06e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.57e-09, 0.00e+00, 3.43e-08, 6.81e-06, 2.24e-07]    [5.29e-06, 3.84e-06, 7.65e-06, 7.72e-06, 6.05e-06, 2.82e-07, 1.86e-06, 7.24e-06, 1.46e-08, 1.92e-05, 3.67e-05, 9.00e-05, 5.96e-05, 3.06e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.57e-09, 0.00e+00, 3.43e-08, 6.81e-06, 2.24e-07]    []  
130900    [5.28e-06, 4.29e-06, 7.61e-06, 7.18e-06, 5.09e-06, 2.17e-07, 1.48e-06, 3.83e-09, 1.73e-08, 1.04e-08, 2.85e-05, 1.33e-05, 2.79e-05, 2.83e-06, 1.31e-08, 1.00e-07, 1.08e-06, 9.70e-07, 8.22e-09, 3.60e-08, 5.58e-08, 2.48e-07]    [5.28e-06, 4.29e-06, 7.61e-06, 7.18e-06, 5.09e-06, 2.17e-07, 1.48e-06, 3.83e-09, 1.73e-08, 1.04e-08, 2.85e-05, 1.33e-05, 2.79e-05, 2.83e-06, 1.31e-08, 1.00e-07, 1.08e-06, 9.70e-07, 8.22e-09, 3.60e-08, 5.58e-08, 2.48e-07]    []  
131000    [4.62e-06, 4.50e-06, 7.64e-06, 7.26e-06, 5.28e-06, 2.18e-07, 1.23e-06, 4.14e-07, 6.73e-06, 1.41e-06, 2.72e-05, 2.15e-05, 7.17e-05, 6.22e-05, 0.00e+00, 5.83e-11, 3.97e-08, 3.37e-08, 0.00e+00, 0.00e+00, 2.34e-07, 5.20e-06]    [4.62e-06, 4.50e-06, 7.64e-06, 7.26e-06, 5.28e-06, 2.18e-07, 1.23e-06, 4.14e-07, 6.73e-06, 1.41e-06, 2.72e-05, 2.15e-05, 7.17e-05, 6.22e-05, 0.00e+00, 5.83e-11, 3.97e-08, 3.37e-08, 0.00e+00, 0.00e+00, 2.34e-07, 5.20e-06]    []  
131100    [5.59e-06, 4.69e-06, 7.91e-06, 7.31e-06, 5.81e-06, 2.58e-07, 1.14e-06, 1.07e-05, 9.40e-06, 8.47e-06, 3.66e-05, 5.44e-05, 1.62e-04, 3.01e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.86e-06, 8.11e-06]    [5.59e-06, 4.69e-06, 7.91e-06, 7.31e-06, 5.81e-06, 2.58e-07, 1.14e-06, 1.07e-05, 9.40e-06, 8.47e-06, 3.66e-05, 5.44e-05, 1.62e-04, 3.01e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.86e-06, 8.11e-06]    []  
131200    [1.64e-05, 5.07e-06, 8.15e-06, 6.98e-06, 5.24e-06, 4.00e-07, 1.37e-06, 1.18e-05, 9.97e-06, 2.40e-05, 3.91e-05, 9.63e-05, 1.04e-04, 5.33e-04, 7.20e-06, 7.05e-06, 5.68e-06, 5.32e-06, 2.11e-06, 0.00e+00, 1.22e-05, 1.03e-05]    [1.64e-05, 5.07e-06, 8.15e-06, 6.98e-06, 5.24e-06, 4.00e-07, 1.37e-06, 1.18e-05, 9.97e-06, 2.40e-05, 3.91e-05, 9.63e-05, 1.04e-04, 5.33e-04, 7.20e-06, 7.05e-06, 5.68e-06, 5.32e-06, 2.11e-06, 0.00e+00, 1.22e-05, 1.03e-05]    []  
131300    [6.33e-06, 4.86e-06, 7.57e-06, 6.32e-06, 4.82e-06, 3.02e-07, 1.13e-06, 8.13e-08, 1.03e-06, 5.77e-07, 2.11e-05, 1.29e-05, 4.28e-05, 3.05e-05, 1.15e-07, 1.72e-07, 1.44e-06, 1.43e-06, 3.48e-09, 1.25e-07, 5.57e-08, 7.04e-07]    [6.33e-06, 4.86e-06, 7.57e-06, 6.32e-06, 4.82e-06, 3.02e-07, 1.13e-06, 8.13e-08, 1.03e-06, 5.77e-07, 2.11e-05, 1.29e-05, 4.28e-05, 3.05e-05, 1.15e-07, 1.72e-07, 1.44e-06, 1.43e-06, 3.48e-09, 1.25e-07, 5.57e-08, 7.04e-07]    []  
131400    [3.42e-05, 5.60e-06, 8.95e-06, 8.06e-06, 6.40e-06, 7.87e-07, 1.95e-06, 7.18e-05, 3.75e-05, 8.00e-05, 8.93e-05, 3.28e-04, 3.49e-04, 1.84e-03, 3.00e-05, 3.02e-05, 1.42e-05, 1.40e-05, 1.59e-05, 6.51e-06, 7.78e-05, 3.81e-05]    [3.42e-05, 5.60e-06, 8.95e-06, 8.06e-06, 6.40e-06, 7.87e-07, 1.95e-06, 7.18e-05, 3.75e-05, 8.00e-05, 8.93e-05, 3.28e-04, 3.49e-04, 1.84e-03, 3.00e-05, 3.02e-05, 1.42e-05, 1.40e-05, 1.59e-05, 6.51e-06, 7.78e-05, 3.81e-05]    []  
131500    [4.75e-06, 4.82e-06, 7.36e-06, 6.29e-06, 5.46e-06, 3.22e-07, 1.03e-06, 3.98e-06, 9.41e-07, 4.62e-06, 2.13e-05, 2.72e-05, 8.43e-05, 1.43e-04, 0.00e+00, 0.00e+00, 6.62e-13, 1.25e-10, 7.97e-07, 0.00e+00, 4.98e-06, 9.41e-07]    [4.75e-06, 4.82e-06, 7.36e-06, 6.29e-06, 5.46e-06, 3.22e-07, 1.03e-06, 3.98e-06, 9.41e-07, 4.62e-06, 2.13e-05, 2.72e-05, 8.43e-05, 1.43e-04, 0.00e+00, 0.00e+00, 6.62e-13, 1.25e-10, 7.97e-07, 0.00e+00, 4.98e-06, 9.41e-07]    []  
131600    [4.80e-06, 4.73e-06, 7.10e-06, 5.79e-06, 4.88e-06, 3.26e-07, 1.08e-06, 3.84e-07, 1.09e-07, 3.32e-08, 1.37e-05, 6.88e-06, 1.45e-05, 4.33e-07, 1.13e-08, 1.30e-08, 6.68e-07, 6.81e-07, 0.00e+00, 5.21e-08, 1.52e-07, 3.25e-07]    [4.80e-06, 4.73e-06, 7.10e-06, 5.79e-06, 4.88e-06, 3.26e-07, 1.08e-06, 3.84e-07, 1.09e-07, 3.32e-08, 1.37e-05, 6.88e-06, 1.45e-05, 4.33e-07, 1.13e-08, 1.30e-08, 6.68e-07, 6.81e-07, 0.00e+00, 5.21e-08, 1.52e-07, 3.25e-07]    []  
131700    [5.01e-06, 4.80e-06, 7.28e-06, 6.01e-06, 5.68e-06, 3.09e-07, 9.79e-07, 7.16e-06, 2.23e-06, 4.34e-06, 6.88e-05, 5.37e-05, 2.57e-04, 2.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.79e-06, 2.70e-06]    [5.01e-06, 4.80e-06, 7.28e-06, 6.01e-06, 5.68e-06, 3.09e-07, 9.79e-07, 7.16e-06, 2.23e-06, 4.34e-06, 6.88e-05, 5.37e-05, 2.57e-04, 2.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.79e-06, 2.70e-06]    []  
131800    [5.86e-06, 4.88e-06, 7.37e-06, 5.95e-06, 5.89e-06, 3.30e-07, 9.97e-07, 3.72e-06, 1.27e-05, 7.12e-06, 8.44e-05, 7.53e-05, 3.49e-04, 3.97e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.72e-06, 1.32e-05]    [5.86e-06, 4.88e-06, 7.37e-06, 5.95e-06, 5.89e-06, 3.30e-07, 9.97e-07, 3.72e-06, 1.27e-05, 7.12e-06, 8.44e-05, 7.53e-05, 3.49e-04, 3.97e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.72e-06, 1.32e-05]    []  
131900    [6.33e-06, 4.76e-06, 7.02e-06, 5.42e-06, 5.00e-06, 4.04e-07, 1.21e-06, 5.61e-08, 5.00e-05, 6.16e-08, 1.74e-05, 1.17e-05, 2.03e-05, 1.50e-05, 2.56e-07, 1.05e-07, 6.36e-07, 5.07e-07, 5.95e-09, 8.82e-06, 6.95e-08, 5.06e-05]    [6.33e-06, 4.76e-06, 7.02e-06, 5.42e-06, 5.00e-06, 4.04e-07, 1.21e-06, 5.61e-08, 5.00e-05, 6.16e-08, 1.74e-05, 1.17e-05, 2.03e-05, 1.50e-05, 2.56e-07, 1.05e-07, 6.36e-07, 5.07e-07, 5.95e-09, 8.82e-06, 6.95e-08, 5.06e-05]    []  
132000    [3.95e-06, 4.65e-06, 6.85e-06, 5.30e-06, 5.04e-06, 4.00e-07, 1.22e-06, 4.56e-06, 2.28e-07, 4.76e-07, 1.13e-05, 6.42e-06, 9.89e-06, 3.10e-06, 1.09e-09, 6.98e-10, 3.85e-07, 3.47e-07, 9.60e-07, 6.47e-08, 5.92e-06, 3.88e-07]    [3.95e-06, 4.65e-06, 6.85e-06, 5.30e-06, 5.04e-06, 4.00e-07, 1.22e-06, 4.56e-06, 2.28e-07, 4.76e-07, 1.13e-05, 6.42e-06, 9.89e-06, 3.10e-06, 1.09e-09, 6.98e-10, 3.85e-07, 3.47e-07, 9.60e-07, 6.47e-08, 5.92e-06, 3.88e-07]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 43.647064 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
132000    [3.95e-06, 4.65e-06, 6.85e-06, 5.30e-06, 5.04e-06, 4.00e-07, 1.22e-06, 4.56e-06, 2.28e-07, 4.76e-07, 1.13e-05, 6.42e-06, 9.89e-06, 3.10e-06, 1.09e-09, 6.98e-10, 3.85e-07, 3.47e-07, 9.60e-07, 6.47e-08, 5.92e-06, 3.88e-07]    [3.95e-06, 4.65e-06, 6.85e-06, 5.30e-06, 5.04e-06, 4.00e-07, 1.22e-06, 4.56e-06, 2.28e-07, 4.76e-07, 1.13e-05, 6.42e-06, 9.89e-06, 3.10e-06, 1.09e-09, 6.98e-10, 3.85e-07, 3.47e-07, 9.60e-07, 6.47e-08, 5.92e-06, 3.88e-07]    []  
132100    [1.50e-05, 5.02e-06, 7.46e-06, 5.43e-06, 5.24e-06, 6.71e-07, 1.54e-06, 1.75e-08, 5.74e-06, 1.99e-05, 5.59e-05, 8.88e-05, 2.68e-04, 6.58e-04, 5.38e-06, 5.09e-06, 6.68e-06, 6.93e-06, 1.96e-08, 8.23e-07, 1.26e-07, 5.28e-06]    [1.50e-05, 5.02e-06, 7.46e-06, 5.43e-06, 5.24e-06, 6.71e-07, 1.54e-06, 1.75e-08, 5.74e-06, 1.99e-05, 5.59e-05, 8.88e-05, 2.68e-04, 6.58e-04, 5.38e-06, 5.09e-06, 6.68e-06, 6.93e-06, 1.96e-08, 8.23e-07, 1.26e-07, 5.28e-06]    []  
132200    [1.00e-05, 4.90e-06, 7.07e-06, 5.23e-06, 5.14e-06, 5.13e-07, 1.39e-06, 1.31e-04, 1.43e-04, 6.61e-06, 6.88e-05, 5.73e-05, 2.81e-04, 3.57e-04, 2.04e-06, 1.48e-06, 5.53e-06, 4.94e-06, 3.01e-05, 2.74e-05, 1.40e-04, 1.41e-04]    [1.00e-05, 4.90e-06, 7.07e-06, 5.23e-06, 5.14e-06, 5.13e-07, 1.39e-06, 1.31e-04, 1.43e-04, 6.61e-06, 6.88e-05, 5.73e-05, 2.81e-04, 3.57e-04, 2.04e-06, 1.48e-06, 5.53e-06, 4.94e-06, 3.01e-05, 2.74e-05, 1.40e-04, 1.41e-04]    []  
132300    [4.73e-06, 4.69e-06, 6.88e-06, 4.95e-06, 5.40e-06, 4.16e-07, 1.21e-06, 2.71e-05, 6.16e-05, 2.47e-07, 8.19e-06, 6.05e-06, 1.16e-05, 1.92e-06, 0.00e+00, 1.60e-09, 1.76e-07, 1.92e-07, 5.61e-06, 1.06e-05, 3.06e-05, 6.00e-05]    [4.73e-06, 4.69e-06, 6.88e-06, 4.95e-06, 5.40e-06, 4.16e-07, 1.21e-06, 2.71e-05, 6.16e-05, 2.47e-07, 8.19e-06, 6.05e-06, 1.16e-05, 1.92e-06, 0.00e+00, 1.60e-09, 1.76e-07, 1.92e-07, 5.61e-06, 1.06e-05, 3.06e-05, 6.00e-05]    []  
132400    [3.90e-06, 4.50e-06, 6.69e-06, 4.93e-06, 5.37e-06, 4.40e-07, 1.29e-06, 8.96e-08, 6.21e-07, 2.78e-06, 8.76e-06, 1.52e-05, 2.32e-05, 6.25e-05, 0.00e+00, 0.00e+00, 1.83e-09, 6.85e-08, 3.86e-09, 0.00e+00, 7.23e-08, 1.14e-06]    [3.90e-06, 4.50e-06, 6.69e-06, 4.93e-06, 5.37e-06, 4.40e-07, 1.29e-06, 8.96e-08, 6.21e-07, 2.78e-06, 8.76e-06, 1.52e-05, 2.32e-05, 6.25e-05, 0.00e+00, 0.00e+00, 1.83e-09, 6.85e-08, 3.86e-09, 0.00e+00, 7.23e-08, 1.14e-06]    []  
132500    [1.08e-05, 4.65e-06, 6.90e-06, 4.80e-06, 5.28e-06, 5.08e-07, 1.39e-06, 3.97e-07, 2.22e-08, 1.09e-05, 3.03e-05, 4.64e-05, 1.39e-04, 3.44e-04, 2.75e-06, 2.68e-06, 4.54e-06, 4.12e-06, 1.43e-07, 2.73e-08, 8.79e-07, 2.19e-07]    [1.08e-05, 4.65e-06, 6.90e-06, 4.80e-06, 5.28e-06, 5.08e-07, 1.39e-06, 3.97e-07, 2.22e-08, 1.09e-05, 3.03e-05, 4.64e-05, 1.39e-04, 3.44e-04, 2.75e-06, 2.68e-06, 4.54e-06, 4.12e-06, 1.43e-07, 2.73e-08, 8.79e-07, 2.19e-07]    []  
132600    [1.15e-05, 4.70e-06, 6.83e-06, 4.99e-06, 5.25e-06, 5.93e-07, 1.41e-06, 1.35e-08, 1.65e-06, 1.35e-05, 2.71e-05, 7.21e-05, 2.39e-05, 2.72e-04, 5.24e-06, 4.93e-06, 1.85e-06, 2.72e-06, 3.19e-08, 0.00e+00, 1.80e-07, 2.43e-06]    [1.15e-05, 4.70e-06, 6.83e-06, 4.99e-06, 5.25e-06, 5.93e-07, 1.41e-06, 1.35e-08, 1.65e-06, 1.35e-05, 2.71e-05, 7.21e-05, 2.39e-05, 2.72e-04, 5.24e-06, 4.93e-06, 1.85e-06, 2.72e-06, 3.19e-08, 0.00e+00, 1.80e-07, 2.43e-06]    []  
132700    [4.27e-06, 4.40e-06, 6.55e-06, 4.70e-06, 5.64e-06, 3.79e-07, 1.16e-06, 2.25e-06, 6.43e-06, 1.12e-06, 4.86e-05, 3.36e-05, 1.55e-04, 1.03e-04, 6.86e-13, 6.22e-09, 0.00e+00, 4.17e-10, 0.00e+00, 0.00e+00, 1.49e-06, 6.78e-06]    [4.27e-06, 4.40e-06, 6.55e-06, 4.70e-06, 5.64e-06, 3.79e-07, 1.16e-06, 2.25e-06, 6.43e-06, 1.12e-06, 4.86e-05, 3.36e-05, 1.55e-04, 1.03e-04, 6.86e-13, 6.22e-09, 0.00e+00, 4.17e-10, 0.00e+00, 0.00e+00, 1.49e-06, 6.78e-06]    []  
132800    [4.16e-06, 4.34e-06, 6.56e-06, 4.46e-06, 5.19e-06, 4.75e-07, 1.42e-06, 1.43e-06, 2.12e-05, 3.21e-07, 1.91e-05, 1.43e-05, 2.55e-05, 8.38e-08, 3.08e-10, 2.07e-09, 6.37e-07, 4.83e-07, 3.55e-07, 3.40e-06, 2.24e-06, 2.06e-05]    [4.16e-06, 4.34e-06, 6.56e-06, 4.46e-06, 5.19e-06, 4.75e-07, 1.42e-06, 1.43e-06, 2.12e-05, 3.21e-07, 1.91e-05, 1.43e-05, 2.55e-05, 8.38e-08, 3.08e-10, 2.07e-09, 6.37e-07, 4.83e-07, 3.55e-07, 3.40e-06, 2.24e-06, 2.06e-05]    []  
132900    [8.86e-06, 4.60e-06, 7.66e-06, 5.41e-06, 6.42e-06, 7.02e-07, 1.77e-06, 7.46e-07, 6.02e-05, 2.47e-05, 2.53e-05, 1.36e-04, 6.30e-05, 5.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.59e-08, 1.79e-07, 9.66e-06, 1.14e-06, 5.45e-05]    [8.86e-06, 4.60e-06, 7.66e-06, 5.41e-06, 6.42e-06, 7.02e-07, 1.77e-06, 7.46e-07, 6.02e-05, 2.47e-05, 2.53e-05, 1.36e-04, 6.30e-05, 5.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.59e-08, 1.79e-07, 9.66e-06, 1.14e-06, 5.45e-05]    []  
133000    [4.99e-06, 4.42e-06, 6.91e-06, 4.76e-06, 6.05e-06, 4.97e-07, 1.35e-06, 5.82e-06, 5.55e-06, 7.93e-06, 1.83e-05, 4.05e-05, 1.05e-04, 2.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.40e-09, 1.16e-06, 6.55e-07, 7.10e-06, 4.24e-06]    [4.99e-06, 4.42e-06, 6.91e-06, 4.76e-06, 6.05e-06, 4.97e-07, 1.35e-06, 5.82e-06, 5.55e-06, 7.93e-06, 1.83e-05, 4.05e-05, 1.05e-04, 2.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.40e-09, 1.16e-06, 6.55e-07, 7.10e-06, 4.24e-06]    []  
133100    [4.50e-06, 4.33e-06, 6.63e-06, 4.39e-06, 5.59e-06, 4.95e-07, 1.35e-06, 2.46e-06, 4.87e-08, 9.12e-07, 6.98e-06, 6.31e-06, 2.01e-05, 1.79e-05, 0.00e+00, 0.00e+00, 4.14e-09, 8.22e-08, 4.88e-07, 3.43e-12, 3.09e-06, 2.66e-07]    [4.50e-06, 4.33e-06, 6.63e-06, 4.39e-06, 5.59e-06, 4.95e-07, 1.35e-06, 2.46e-06, 4.87e-08, 9.12e-07, 6.98e-06, 6.31e-06, 2.01e-05, 1.79e-05, 0.00e+00, 0.00e+00, 4.14e-09, 8.22e-08, 4.88e-07, 3.43e-12, 3.09e-06, 2.66e-07]    []  
133200    [4.97e-06, 4.19e-06, 6.39e-06, 4.17e-06, 5.10e-06, 4.50e-07, 1.35e-06, 4.40e-06, 8.24e-07, 5.99e-08, 1.09e-05, 5.96e-06, 2.02e-05, 1.01e-05, 6.90e-08, 3.23e-08, 7.63e-07, 7.16e-07, 0.00e+00, 0.00e+00, 3.27e-06, 1.01e-06]    [4.97e-06, 4.19e-06, 6.39e-06, 4.17e-06, 5.10e-06, 4.50e-07, 1.35e-06, 4.40e-06, 8.24e-07, 5.99e-08, 1.09e-05, 5.96e-06, 2.02e-05, 1.01e-05, 6.90e-08, 3.23e-08, 7.63e-07, 7.16e-07, 0.00e+00, 0.00e+00, 3.27e-06, 1.01e-06]    []  
133300    [8.34e-06, 4.52e-06, 7.08e-06, 4.21e-06, 5.24e-06, 6.48e-07, 1.52e-06, 4.20e-07, 2.98e-07, 3.77e-06, 4.91e-05, 3.41e-05, 1.84e-04, 2.21e-04, 7.02e-07, 8.59e-07, 2.66e-06, 3.39e-06, 1.21e-07, 4.28e-08, 7.52e-07, 2.65e-07]    [8.34e-06, 4.52e-06, 7.08e-06, 4.21e-06, 5.24e-06, 6.48e-07, 1.52e-06, 4.20e-07, 2.98e-07, 3.77e-06, 4.91e-05, 3.41e-05, 1.84e-04, 2.21e-04, 7.02e-07, 8.59e-07, 2.66e-06, 3.39e-06, 1.21e-07, 4.28e-08, 7.52e-07, 2.65e-07]    []  
133400    [4.81e-06, 4.17e-06, 6.72e-06, 4.62e-06, 6.06e-06, 5.16e-07, 1.35e-06, 2.31e-06, 4.29e-07, 6.14e-06, 2.31e-05, 3.79e-05, 1.14e-04, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-09, 0.00e+00, 0.00e+00, 1.43e-06, 5.08e-07]    [4.81e-06, 4.17e-06, 6.72e-06, 4.62e-06, 6.06e-06, 5.16e-07, 1.35e-06, 2.31e-06, 4.29e-07, 6.14e-06, 2.31e-05, 3.79e-05, 1.14e-04, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-09, 0.00e+00, 0.00e+00, 1.43e-06, 5.08e-07]    []  
133500    [3.94e-06, 4.16e-06, 6.63e-06, 4.51e-06, 5.90e-06, 4.62e-07, 1.34e-06, 7.52e-06, 3.11e-08, 3.64e-06, 1.55e-05, 2.16e-05, 6.75e-05, 1.34e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.80e-08, 1.46e-06, 9.09e-09, 8.83e-06, 1.54e-07]    [3.94e-06, 4.16e-06, 6.63e-06, 4.51e-06, 5.90e-06, 4.62e-07, 1.34e-06, 7.52e-06, 3.11e-08, 3.64e-06, 1.55e-05, 2.16e-05, 6.75e-05, 1.34e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.80e-08, 1.46e-06, 9.09e-09, 8.83e-06, 1.54e-07]    []  
133600    [6.21e-06, 4.20e-06, 6.89e-06, 4.72e-06, 6.31e-06, 4.66e-07, 1.26e-06, 3.22e-05, 3.60e-05, 8.53e-06, 7.79e-05, 7.87e-05, 3.39e-04, 4.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.94e-05, 3.74e-05]    [6.21e-06, 4.20e-06, 6.89e-06, 4.72e-06, 6.31e-06, 4.66e-07, 1.26e-06, 3.22e-05, 3.60e-05, 8.53e-06, 7.79e-05, 7.87e-05, 3.39e-04, 4.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.94e-05, 3.74e-05]    []  
133700    [3.65e-05, 5.23e-06, 8.52e-06, 6.59e-06, 7.01e-06, 1.56e-06, 2.51e-06, 2.91e-08, 4.68e-05, 8.96e-05, 1.26e-04, 4.15e-04, 1.12e-04, 1.68e-03, 3.92e-05, 4.05e-05, 6.32e-06, 9.57e-06, 1.46e-08, 0.00e+00, 8.63e-08, 5.20e-05]    [3.65e-05, 5.23e-06, 8.52e-06, 6.59e-06, 7.01e-06, 1.56e-06, 2.51e-06, 2.91e-08, 4.68e-05, 8.96e-05, 1.26e-04, 4.15e-04, 1.12e-04, 1.68e-03, 3.92e-05, 4.05e-05, 6.32e-06, 9.57e-06, 1.46e-08, 0.00e+00, 8.63e-08, 5.20e-05]    []  
133800    [4.96e-06, 4.05e-06, 6.40e-06, 4.30e-06, 5.47e-06, 4.29e-07, 1.28e-06, 1.45e-08, 1.59e-06, 6.23e-07, 1.05e-05, 9.34e-06, 9.53e-06, 4.79e-06, 3.87e-07, 2.16e-07, 3.08e-07, 3.50e-07, 1.46e-08, 0.00e+00, 1.01e-07, 1.65e-06]    [4.96e-06, 4.05e-06, 6.40e-06, 4.30e-06, 5.47e-06, 4.29e-07, 1.28e-06, 1.45e-08, 1.59e-06, 6.23e-07, 1.05e-05, 9.34e-06, 9.53e-06, 4.79e-06, 3.87e-07, 2.16e-07, 3.08e-07, 3.50e-07, 1.46e-08, 0.00e+00, 1.01e-07, 1.65e-06]    []  
133900    [4.03e-06, 3.97e-06, 6.45e-06, 4.11e-06, 5.53e-06, 4.55e-07, 1.32e-06, 5.64e-10, 1.03e-07, 9.30e-08, 6.76e-06, 5.33e-06, 7.74e-06, 1.92e-07, 4.66e-09, 3.05e-10, 3.48e-07, 4.28e-07, 1.98e-08, 3.29e-08, 1.19e-07, 2.12e-07]    [4.03e-06, 3.97e-06, 6.45e-06, 4.11e-06, 5.53e-06, 4.55e-07, 1.32e-06, 5.64e-10, 1.03e-07, 9.30e-08, 6.76e-06, 5.33e-06, 7.74e-06, 1.92e-07, 4.66e-09, 3.05e-10, 3.48e-07, 4.28e-07, 1.98e-08, 3.29e-08, 1.19e-07, 2.12e-07]    []  
134000    [3.55e-06, 3.91e-06, 6.41e-06, 4.30e-06, 5.66e-06, 4.59e-07, 1.32e-06, 3.81e-07, 9.70e-07, 9.69e-07, 6.99e-06, 7.47e-06, 2.20e-05, 3.29e-05, 0.00e+00, 0.00e+00, 4.69e-08, 1.63e-07, 0.00e+00, 0.00e+00, 1.27e-07, 1.19e-06]    [3.55e-06, 3.91e-06, 6.41e-06, 4.30e-06, 5.66e-06, 4.59e-07, 1.32e-06, 3.81e-07, 9.70e-07, 9.69e-07, 6.99e-06, 7.47e-06, 2.20e-05, 3.29e-05, 0.00e+00, 0.00e+00, 4.69e-08, 1.63e-07, 0.00e+00, 0.00e+00, 1.27e-07, 1.19e-06]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 42.558663 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
134000    [3.55e-06, 3.91e-06, 6.41e-06, 4.30e-06, 5.66e-06, 4.59e-07, 1.32e-06, 3.81e-07, 9.70e-07, 9.69e-07, 6.99e-06, 7.47e-06, 2.20e-05, 3.29e-05, 0.00e+00, 0.00e+00, 4.69e-08, 1.63e-07, 0.00e+00, 0.00e+00, 1.27e-07, 1.19e-06]    [3.55e-06, 3.91e-06, 6.41e-06, 4.30e-06, 5.66e-06, 4.59e-07, 1.32e-06, 3.81e-07, 9.70e-07, 9.69e-07, 6.99e-06, 7.47e-06, 2.20e-05, 3.29e-05, 0.00e+00, 0.00e+00, 4.69e-08, 1.63e-07, 0.00e+00, 0.00e+00, 1.27e-07, 1.19e-06]    []  
134100    [7.26e-06, 4.11e-06, 6.73e-06, 4.20e-06, 5.56e-06, 4.99e-07, 1.44e-06, 1.32e-06, 3.63e-05, 2.95e-06, 4.54e-05, 3.07e-05, 1.68e-04, 1.92e-04, 9.40e-07, 8.47e-07, 2.97e-06, 2.50e-06, 2.35e-07, 5.77e-06, 1.50e-06, 3.29e-05]    [7.26e-06, 4.11e-06, 6.73e-06, 4.20e-06, 5.56e-06, 4.99e-07, 1.44e-06, 1.32e-06, 3.63e-05, 2.95e-06, 4.54e-05, 3.07e-05, 1.68e-04, 1.92e-04, 9.40e-07, 8.47e-07, 2.97e-06, 2.50e-06, 2.35e-07, 5.77e-06, 1.50e-06, 3.29e-05]    []  
134200    [4.52e-06, 3.95e-06, 6.50e-06, 4.14e-06, 5.45e-06, 4.75e-07, 1.37e-06, 6.73e-06, 1.81e-05, 1.17e-08, 2.27e-05, 1.32e-05, 5.21e-05, 2.04e-05, 1.15e-07, 6.09e-08, 1.16e-06, 1.08e-06, 1.39e-06, 2.97e-06, 8.14e-06, 1.79e-05]    [4.52e-06, 3.95e-06, 6.50e-06, 4.14e-06, 5.45e-06, 4.75e-07, 1.37e-06, 6.73e-06, 1.81e-05, 1.17e-08, 2.27e-05, 1.32e-05, 5.21e-05, 2.04e-05, 1.15e-07, 6.09e-08, 1.16e-06, 1.08e-06, 1.39e-06, 2.97e-06, 8.14e-06, 1.79e-05]    []  
134300    [4.26e-06, 3.80e-06, 6.38e-06, 4.10e-06, 5.44e-06, 4.32e-07, 1.30e-06, 1.63e-05, 2.69e-06, 1.57e-07, 5.18e-06, 4.41e-06, 1.38e-05, 9.18e-06, 3.18e-10, 3.01e-12, 1.68e-07, 1.88e-07, 0.00e+00, 3.88e-07, 1.49e-05, 2.48e-06]    [4.26e-06, 3.80e-06, 6.38e-06, 4.10e-06, 5.44e-06, 4.32e-07, 1.30e-06, 1.63e-05, 2.69e-06, 1.57e-07, 5.18e-06, 4.41e-06, 1.38e-05, 9.18e-06, 3.18e-10, 3.01e-12, 1.68e-07, 1.88e-07, 0.00e+00, 3.88e-07, 1.49e-05, 2.48e-06]    []  
134400    [6.98e-06, 4.04e-06, 6.98e-06, 4.74e-06, 6.16e-06, 5.61e-07, 1.36e-06, 5.94e-07, 5.15e-07, 1.52e-05, 2.43e-05, 6.78e-05, 1.84e-04, 4.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-09, 0.00e+00, 5.42e-08, 5.51e-07, 3.14e-07]    [6.98e-06, 4.04e-06, 6.98e-06, 4.74e-06, 6.16e-06, 5.61e-07, 1.36e-06, 5.94e-07, 5.15e-07, 1.52e-05, 2.43e-05, 6.78e-05, 1.84e-04, 4.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-09, 0.00e+00, 5.42e-08, 5.51e-07, 3.14e-07]    []  
134500    [4.37e-06, 3.88e-06, 6.48e-06, 4.20e-06, 5.50e-06, 4.60e-07, 1.26e-06, 6.32e-07, 5.75e-06, 2.00e-08, 1.49e-05, 1.35e-05, 3.97e-05, 1.23e-05, 2.06e-08, 5.02e-08, 4.71e-08, 1.84e-07, 0.00e+00, 0.00e+00, 5.87e-07, 6.20e-06]    [4.37e-06, 3.88e-06, 6.48e-06, 4.20e-06, 5.50e-06, 4.60e-07, 1.26e-06, 6.32e-07, 5.75e-06, 2.00e-08, 1.49e-05, 1.35e-05, 3.97e-05, 1.23e-05, 2.06e-08, 5.02e-08, 4.71e-08, 1.84e-07, 0.00e+00, 0.00e+00, 5.87e-07, 6.20e-06]    []  
134600    [2.30e-05, 4.87e-06, 9.08e-06, 6.54e-06, 8.04e-06, 1.32e-06, 2.45e-06, 7.72e-07, 1.66e-06, 7.62e-05, 7.69e-05, 4.54e-04, 1.18e-04, 1.60e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-07, 1.80e-07, 7.28e-07, 1.07e-06]    [2.30e-05, 4.87e-06, 9.08e-06, 6.54e-06, 8.04e-06, 1.32e-06, 2.45e-06, 7.72e-07, 1.66e-06, 7.62e-05, 7.69e-05, 4.54e-04, 1.18e-04, 1.60e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-07, 1.80e-07, 7.28e-07, 1.07e-06]    []  
134700    [5.63e-06, 3.95e-06, 6.65e-06, 3.78e-06, 5.14e-06, 5.17e-07, 1.34e-06, 6.71e-06, 5.53e-07, 1.06e-08, 2.86e-05, 1.75e-05, 6.93e-05, 2.61e-05, 1.21e-07, 1.06e-07, 9.98e-07, 1.10e-06, 0.00e+00, 0.00e+00, 6.18e-06, 6.88e-07]    [5.63e-06, 3.95e-06, 6.65e-06, 3.78e-06, 5.14e-06, 5.17e-07, 1.34e-06, 6.71e-06, 5.53e-07, 1.06e-08, 2.86e-05, 1.75e-05, 6.93e-05, 2.61e-05, 1.21e-07, 1.06e-07, 9.98e-07, 1.10e-06, 0.00e+00, 0.00e+00, 6.18e-06, 6.88e-07]    []  
134800    [4.07e-06, 3.74e-06, 6.59e-06, 4.16e-06, 5.69e-06, 5.26e-07, 1.33e-06, 2.87e-06, 1.37e-05, 5.44e-06, 5.87e-06, 2.15e-05, 1.52e-05, 9.14e-05, 0.00e+00, 0.00e+00, 7.86e-10, 5.61e-08, 0.00e+00, 2.02e-06, 2.75e-06, 1.21e-05]    [4.07e-06, 3.74e-06, 6.59e-06, 4.16e-06, 5.69e-06, 5.26e-07, 1.33e-06, 2.87e-06, 1.37e-05, 5.44e-06, 5.87e-06, 2.15e-05, 1.52e-05, 9.14e-05, 0.00e+00, 0.00e+00, 7.86e-10, 5.61e-08, 0.00e+00, 2.02e-06, 2.75e-06, 1.21e-05]    []  
134900    [3.65e-06, 3.72e-06, 6.41e-06, 4.08e-06, 5.56e-06, 4.31e-07, 1.20e-06, 3.61e-06, 4.98e-07, 3.87e-07, 4.31e-06, 4.46e-06, 1.26e-05, 1.44e-05, 0.00e+00, 0.00e+00, 8.33e-08, 8.89e-08, 6.91e-07, 0.00e+00, 4.08e-06, 5.07e-07]    [3.65e-06, 3.72e-06, 6.41e-06, 4.08e-06, 5.56e-06, 4.31e-07, 1.20e-06, 3.61e-06, 4.98e-07, 3.87e-07, 4.31e-06, 4.46e-06, 1.26e-05, 1.44e-05, 0.00e+00, 0.00e+00, 8.33e-08, 8.89e-08, 6.91e-07, 0.00e+00, 4.08e-06, 5.07e-07]    []  
135000    [5.06e-06, 3.71e-06, 6.29e-06, 4.09e-06, 5.28e-06, 3.97e-07, 1.17e-06, 1.07e-05, 1.25e-05, 1.07e-06, 2.85e-05, 2.45e-05, 3.86e-05, 1.15e-06, 6.42e-07, 5.11e-07, 1.05e-07, 1.77e-07, 0.00e+00, 0.00e+00, 1.03e-05, 1.28e-05]    [5.06e-06, 3.71e-06, 6.29e-06, 4.09e-06, 5.28e-06, 3.97e-07, 1.17e-06, 1.07e-05, 1.25e-05, 1.07e-06, 2.85e-05, 2.45e-05, 3.86e-05, 1.15e-06, 6.42e-07, 5.11e-07, 1.05e-07, 1.77e-07, 0.00e+00, 0.00e+00, 1.03e-05, 1.28e-05]    []  
135100    [5.09e-06, 3.68e-06, 6.54e-06, 4.35e-06, 5.95e-06, 3.59e-07, 1.08e-06, 1.58e-04, 1.54e-04, 1.69e-06, 1.41e-04, 1.03e-04, 4.42e-04, 3.14e-04, 3.39e-12, 1.51e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.58e-04, 1.56e-04]    [5.09e-06, 3.68e-06, 6.54e-06, 4.35e-06, 5.95e-06, 3.59e-07, 1.08e-06, 1.58e-04, 1.54e-04, 1.69e-06, 1.41e-04, 1.03e-04, 4.42e-04, 3.14e-04, 3.39e-12, 1.51e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.58e-04, 1.56e-04]    []  
135200    [4.19e-06, 3.71e-06, 6.52e-06, 4.04e-06, 5.32e-06, 5.14e-07, 1.39e-06, 5.32e-06, 1.18e-05, 2.28e-08, 4.71e-05, 3.20e-05, 1.11e-04, 2.86e-05, 1.54e-07, 7.08e-08, 1.37e-06, 1.48e-06, 1.06e-06, 2.11e-06, 5.92e-06, 1.22e-05]    [4.19e-06, 3.71e-06, 6.52e-06, 4.04e-06, 5.32e-06, 5.14e-07, 1.39e-06, 5.32e-06, 1.18e-05, 2.28e-08, 4.71e-05, 3.20e-05, 1.11e-04, 2.86e-05, 1.54e-07, 7.08e-08, 1.37e-06, 1.48e-06, 1.06e-06, 2.11e-06, 5.92e-06, 1.22e-05]    []  
135300    [5.00e-06, 3.80e-06, 6.86e-06, 4.56e-06, 6.19e-06, 6.07e-07, 1.39e-06, 5.28e-06, 2.57e-07, 1.06e-05, 1.18e-05, 5.23e-05, 6.30e-05, 2.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-08, 7.72e-07, 0.00e+00, 4.50e-06, 9.46e-07]    [5.00e-06, 3.80e-06, 6.86e-06, 4.56e-06, 6.19e-06, 6.07e-07, 1.39e-06, 5.28e-06, 2.57e-07, 1.06e-05, 1.18e-05, 5.23e-05, 6.30e-05, 2.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-08, 7.72e-07, 0.00e+00, 4.50e-06, 9.46e-07]    []  
135400    [4.11e-06, 3.60e-06, 6.40e-06, 4.04e-06, 5.55e-06, 4.15e-07, 1.14e-06, 2.57e-06, 1.43e-06, 7.88e-08, 5.52e-06, 3.88e-06, 5.40e-06, 5.42e-07, 2.36e-08, 1.03e-08, 1.25e-07, 1.91e-07, 4.50e-07, 1.96e-07, 2.66e-06, 1.16e-06]    [4.11e-06, 3.60e-06, 6.40e-06, 4.04e-06, 5.55e-06, 4.15e-07, 1.14e-06, 2.57e-06, 1.43e-06, 7.88e-08, 5.52e-06, 3.88e-06, 5.40e-06, 5.42e-07, 2.36e-08, 1.03e-08, 1.25e-07, 1.91e-07, 4.50e-07, 1.96e-07, 2.66e-06, 1.16e-06]    []  
135500    [5.63e-06, 3.85e-06, 6.89e-06, 4.57e-06, 6.40e-06, 5.17e-07, 1.23e-06, 9.83e-07, 5.58e-06, 6.93e-06, 5.18e-05, 6.45e-05, 2.42e-04, 3.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.31e-07, 5.49e-06]    [5.63e-06, 3.85e-06, 6.89e-06, 4.57e-06, 6.40e-06, 5.17e-07, 1.23e-06, 9.83e-07, 5.58e-06, 6.93e-06, 5.18e-05, 6.45e-05, 2.42e-04, 3.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.31e-07, 5.49e-06]    []  
135600    [3.82e-06, 3.66e-06, 6.55e-06, 4.18e-06, 5.21e-06, 5.47e-07, 1.36e-06, 7.85e-06, 1.20e-06, 1.47e-06, 1.80e-05, 1.76e-05, 1.48e-05, 7.23e-06, 0.00e+00, 0.00e+00, 4.52e-09, 1.23e-06, 1.15e-06, 0.00e+00, 6.40e-06, 2.84e-06]    [3.82e-06, 3.66e-06, 6.55e-06, 4.18e-06, 5.21e-06, 5.47e-07, 1.36e-06, 7.85e-06, 1.20e-06, 1.47e-06, 1.80e-05, 1.76e-05, 1.48e-05, 7.23e-06, 0.00e+00, 0.00e+00, 4.52e-09, 1.23e-06, 1.15e-06, 0.00e+00, 6.40e-06, 2.84e-06]    []  
135700    [3.63e-06, 3.60e-06, 6.57e-06, 4.21e-06, 5.79e-06, 4.28e-07, 1.17e-06, 4.64e-08, 6.38e-07, 1.06e-06, 2.05e-05, 2.03e-05, 7.94e-05, 8.46e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.11e-09, 2.17e-14, 0.00e+00, 4.26e-08, 7.77e-07]    [3.63e-06, 3.60e-06, 6.57e-06, 4.21e-06, 5.79e-06, 4.28e-07, 1.17e-06, 4.64e-08, 6.38e-07, 1.06e-06, 2.05e-05, 2.03e-05, 7.94e-05, 8.46e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.11e-09, 2.17e-14, 0.00e+00, 4.26e-08, 7.77e-07]    []  
135800    [3.82e-06, 3.67e-06, 6.62e-06, 3.92e-06, 5.28e-06, 5.68e-07, 1.45e-06, 6.06e-05, 2.98e-05, 7.65e-07, 6.62e-05, 4.94e-05, 1.38e-04, 1.48e-05, 3.19e-08, 7.17e-08, 1.09e-06, 1.20e-06, 1.27e-05, 5.16e-06, 6.03e-05, 2.79e-05]    [3.82e-06, 3.67e-06, 6.62e-06, 3.92e-06, 5.28e-06, 5.68e-07, 1.45e-06, 6.06e-05, 2.98e-05, 7.65e-07, 6.62e-05, 4.94e-05, 1.38e-04, 1.48e-05, 3.19e-08, 7.17e-08, 1.09e-06, 1.20e-06, 1.27e-05, 5.16e-06, 6.03e-05, 2.79e-05]    []  
135900    [5.67e-06, 3.72e-06, 6.57e-06, 4.11e-06, 5.26e-06, 5.19e-07, 1.17e-06, 1.16e-05, 6.38e-06, 1.52e-06, 3.06e-05, 2.96e-05, 4.12e-05, 1.47e-06, 5.38e-07, 6.69e-07, 1.14e-07, 1.21e-07, 0.00e+00, 0.00e+00, 1.22e-05, 7.21e-06]    [5.67e-06, 3.72e-06, 6.57e-06, 4.11e-06, 5.26e-06, 5.19e-07, 1.17e-06, 1.16e-05, 6.38e-06, 1.52e-06, 3.06e-05, 2.96e-05, 4.12e-05, 1.47e-06, 5.38e-07, 6.69e-07, 1.14e-07, 1.21e-07, 0.00e+00, 0.00e+00, 1.22e-05, 7.21e-06]    []  
136000    [3.94e-06, 3.56e-06, 6.53e-06, 4.11e-06, 5.62e-06, 4.43e-07, 1.17e-06, 1.90e-06, 3.79e-06, 1.28e-08, 4.52e-06, 3.19e-06, 8.58e-06, 5.10e-06, 2.53e-08, 1.52e-08, 3.61e-07, 3.48e-07, 3.22e-07, 5.75e-07, 1.88e-06, 3.49e-06]    [3.94e-06, 3.56e-06, 6.53e-06, 4.11e-06, 5.62e-06, 4.43e-07, 1.17e-06, 1.90e-06, 3.79e-06, 1.28e-08, 4.52e-06, 3.19e-06, 8.58e-06, 5.10e-06, 2.53e-08, 1.52e-08, 3.61e-07, 3.48e-07, 3.22e-07, 5.75e-07, 1.88e-06, 3.49e-06]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 46.632527 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
136000    [3.94e-06, 3.56e-06, 6.53e-06, 4.11e-06, 5.62e-06, 4.43e-07, 1.17e-06, 1.90e-06, 3.79e-06, 1.28e-08, 4.52e-06, 3.19e-06, 8.58e-06, 5.10e-06, 2.53e-08, 1.52e-08, 3.61e-07, 3.48e-07, 3.22e-07, 5.75e-07, 1.88e-06, 3.49e-06]    [3.94e-06, 3.56e-06, 6.53e-06, 4.11e-06, 5.62e-06, 4.43e-07, 1.17e-06, 1.90e-06, 3.79e-06, 1.28e-08, 4.52e-06, 3.19e-06, 8.58e-06, 5.10e-06, 2.53e-08, 1.52e-08, 3.61e-07, 3.48e-07, 3.22e-07, 5.75e-07, 1.88e-06, 3.49e-06]    []  
136100    [1.83e-05, 4.14e-06, 7.20e-06, 4.96e-06, 5.80e-06, 8.01e-07, 1.46e-06, 1.58e-05, 1.95e-05, 2.80e-05, 4.24e-05, 1.16e-04, 2.30e-04, 8.04e-04, 1.07e-05, 9.40e-06, 6.52e-06, 5.51e-06, 2.88e-06, 3.13e-06, 1.46e-05, 1.73e-05]    [1.83e-05, 4.14e-06, 7.20e-06, 4.96e-06, 5.80e-06, 8.01e-07, 1.46e-06, 1.58e-05, 1.95e-05, 2.80e-05, 4.24e-05, 1.16e-04, 2.30e-04, 8.04e-04, 1.07e-05, 9.40e-06, 6.52e-06, 5.51e-06, 2.88e-06, 3.13e-06, 1.46e-05, 1.73e-05]    []  
136200    [2.17e-05, 4.26e-06, 7.53e-06, 5.15e-06, 6.07e-06, 8.71e-07, 1.55e-06, 2.23e-05, 2.71e-05, 3.33e-05, 6.85e-05, 1.50e-04, 3.97e-04, 1.10e-03, 1.27e-05, 1.20e-05, 9.57e-06, 9.09e-06, 4.31e-06, 4.89e-06, 2.16e-05, 2.62e-05]    [2.17e-05, 4.26e-06, 7.53e-06, 5.15e-06, 6.07e-06, 8.71e-07, 1.55e-06, 2.23e-05, 2.71e-05, 3.33e-05, 6.85e-05, 1.50e-04, 3.97e-04, 1.10e-03, 1.27e-05, 1.20e-05, 9.57e-06, 9.09e-06, 4.31e-06, 4.89e-06, 2.16e-05, 2.62e-05]    []  
136300    [8.01e-06, 3.69e-06, 6.71e-06, 4.33e-06, 5.66e-06, 5.11e-07, 1.23e-06, 2.49e-06, 4.68e-06, 6.76e-06, 1.30e-05, 3.29e-05, 1.46e-05, 1.47e-04, 2.36e-06, 2.70e-06, 1.37e-06, 1.08e-06, 3.27e-07, 4.95e-07, 1.88e-06, 2.96e-06]    [8.01e-06, 3.69e-06, 6.71e-06, 4.33e-06, 5.66e-06, 5.11e-07, 1.23e-06, 2.49e-06, 4.68e-06, 6.76e-06, 1.30e-05, 3.29e-05, 1.46e-05, 1.47e-04, 2.36e-06, 2.70e-06, 1.37e-06, 1.08e-06, 3.27e-07, 4.95e-07, 1.88e-06, 2.96e-06]    []  
136400    [6.24e-06, 3.83e-06, 6.87e-06, 3.86e-06, 4.96e-06, 4.87e-07, 1.19e-06, 2.86e-05, 5.28e-05, 1.49e-06, 6.14e-06, 5.60e-06, 2.08e-05, 3.69e-05, 1.36e-07, 1.79e-07, 6.75e-07, 6.25e-07, 0.00e+00, 0.00e+00, 3.01e-05, 5.49e-05]    [6.24e-06, 3.83e-06, 6.87e-06, 3.86e-06, 4.96e-06, 4.87e-07, 1.19e-06, 2.86e-05, 5.28e-05, 1.49e-06, 6.14e-06, 5.60e-06, 2.08e-05, 3.69e-05, 1.36e-07, 1.79e-07, 6.75e-07, 6.25e-07, 0.00e+00, 0.00e+00, 3.01e-05, 5.49e-05]    []  
136500    [5.96e-06, 3.72e-06, 6.64e-06, 4.14e-06, 5.27e-06, 4.29e-07, 1.03e-06, 4.93e-07, 3.21e-06, 2.80e-06, 3.54e-05, 3.83e-05, 1.73e-04, 1.38e-04, 3.19e-09, 6.29e-08, 0.00e+00, 1.05e-10, 0.00e+00, 2.93e-07, 8.94e-07, 1.76e-06]    [5.96e-06, 3.72e-06, 6.64e-06, 4.14e-06, 5.27e-06, 4.29e-07, 1.03e-06, 4.93e-07, 3.21e-06, 2.80e-06, 3.54e-05, 3.83e-05, 1.73e-04, 1.38e-04, 3.19e-09, 6.29e-08, 0.00e+00, 1.05e-10, 0.00e+00, 2.93e-07, 8.94e-07, 1.76e-06]    []  
136600    [5.39e-06, 3.63e-06, 6.58e-06, 4.09e-06, 5.20e-06, 5.15e-07, 1.26e-06, 1.01e-05, 8.20e-07, 5.34e-07, 3.68e-05, 2.29e-05, 1.08e-04, 7.63e-05, 4.27e-07, 2.10e-07, 1.89e-06, 1.19e-06, 1.72e-06, 7.34e-08, 9.12e-06, 4.00e-07]    [5.39e-06, 3.63e-06, 6.58e-06, 4.09e-06, 5.20e-06, 5.15e-07, 1.26e-06, 1.01e-05, 8.20e-07, 5.34e-07, 3.68e-05, 2.29e-05, 1.08e-04, 7.63e-05, 4.27e-07, 2.10e-07, 1.89e-06, 1.19e-06, 1.72e-06, 7.34e-08, 9.12e-06, 4.00e-07]    []  
136700    [3.54e-06, 3.49e-06, 6.43e-06, 4.31e-06, 5.65e-06, 3.91e-07, 1.09e-06, 4.71e-06, 1.59e-05, 1.08e-07, 3.45e-05, 2.48e-05, 7.28e-05, 1.38e-05, 1.60e-07, 1.81e-07, 4.27e-09, 2.32e-08, 0.00e+00, 0.00e+00, 4.96e-06, 1.64e-05]    [3.54e-06, 3.49e-06, 6.43e-06, 4.31e-06, 5.65e-06, 3.91e-07, 1.09e-06, 4.71e-06, 1.59e-05, 1.08e-07, 3.45e-05, 2.48e-05, 7.28e-05, 1.38e-05, 1.60e-07, 1.81e-07, 4.27e-09, 2.32e-08, 0.00e+00, 0.00e+00, 4.96e-06, 1.64e-05]    []  
136800    [1.88e-05, 3.98e-06, 8.04e-06, 5.93e-06, 6.92e-06, 1.34e-06, 2.06e-06, 1.45e-04, 7.09e-05, 4.69e-05, 4.32e-05, 3.00e-04, 2.80e-04, 1.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.52e-04, 7.54e-05]    [1.88e-05, 3.98e-06, 8.04e-06, 5.93e-06, 6.92e-06, 1.34e-06, 2.06e-06, 1.45e-04, 7.09e-05, 4.69e-05, 4.32e-05, 3.00e-04, 2.80e-04, 1.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.52e-04, 7.54e-05]    []  
136900    [1.08e-05, 4.07e-06, 6.93e-06, 3.95e-06, 4.81e-06, 5.05e-07, 1.11e-06, 1.77e-05, 1.15e-05, 1.17e-05, 2.54e-05, 5.40e-05, 7.75e-06, 1.50e-04, 3.45e-06, 3.23e-06, 8.76e-07, 7.70e-07, 0.00e+00, 0.00e+00, 1.83e-05, 1.27e-05]    [1.08e-05, 4.07e-06, 6.93e-06, 3.95e-06, 4.81e-06, 5.05e-07, 1.11e-06, 1.77e-05, 1.15e-05, 1.17e-05, 2.54e-05, 5.40e-05, 7.75e-06, 1.50e-04, 3.45e-06, 3.23e-06, 8.76e-07, 7.70e-07, 0.00e+00, 0.00e+00, 1.83e-05, 1.27e-05]    []  
137000    [6.18e-06, 3.53e-06, 6.49e-06, 4.16e-06, 5.30e-06, 4.78e-07, 1.22e-06, 5.98e-07, 4.62e-07, 3.01e-06, 6.14e-06, 1.38e-05, 2.03e-05, 8.25e-05, 9.54e-07, 8.61e-07, 8.33e-07, 8.68e-07, 7.10e-08, 4.23e-08, 3.50e-07, 2.08e-07]    [6.18e-06, 3.53e-06, 6.49e-06, 4.16e-06, 5.30e-06, 4.78e-07, 1.22e-06, 5.98e-07, 4.62e-07, 3.01e-06, 6.14e-06, 1.38e-05, 2.03e-05, 8.25e-05, 9.54e-07, 8.61e-07, 8.33e-07, 8.68e-07, 7.10e-08, 4.23e-08, 3.50e-07, 2.08e-07]    []  
137100    [1.68e-05, 4.37e-06, 8.29e-06, 5.87e-06, 7.37e-06, 1.41e-06, 2.01e-06, 1.21e-05, 1.28e-05, 4.91e-05, 3.84e-05, 2.65e-04, 1.76e-04, 1.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.95e-06, 1.87e-06, 9.76e-06, 1.03e-05]    [1.68e-05, 4.37e-06, 8.29e-06, 5.87e-06, 7.37e-06, 1.41e-06, 2.01e-06, 1.21e-05, 1.28e-05, 4.91e-05, 3.84e-05, 2.65e-04, 1.76e-04, 1.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.95e-06, 1.87e-06, 9.76e-06, 1.03e-05]    []  
137200    [3.23e-06, 3.39e-06, 6.46e-06, 4.07e-06, 5.21e-06, 4.94e-07, 1.34e-06, 5.91e-06, 5.75e-06, 3.99e-07, 1.98e-05, 1.47e-05, 3.18e-05, 1.13e-06, 1.09e-08, 1.14e-08, 2.74e-07, 4.00e-07, 1.05e-06, 9.01e-07, 5.25e-06, 4.99e-06]    [3.23e-06, 3.39e-06, 6.46e-06, 4.07e-06, 5.21e-06, 4.94e-07, 1.34e-06, 5.91e-06, 5.75e-06, 3.99e-07, 1.98e-05, 1.47e-05, 3.18e-05, 1.13e-06, 1.09e-08, 1.14e-08, 2.74e-07, 4.00e-07, 1.05e-06, 9.01e-07, 5.25e-06, 4.99e-06]    []  
137300    [3.28e-06, 3.37e-06, 6.40e-06, 4.18e-06, 5.45e-06, 4.46e-07, 1.26e-06, 9.73e-07, 2.80e-06, 5.71e-08, 7.06e-06, 5.19e-06, 1.08e-05, 1.02e-06, 5.75e-08, 9.99e-09, 2.03e-07, 2.20e-07, 1.71e-07, 4.52e-07, 8.37e-07, 2.57e-06]    [3.28e-06, 3.37e-06, 6.40e-06, 4.18e-06, 5.45e-06, 4.46e-07, 1.26e-06, 9.73e-07, 2.80e-06, 5.71e-08, 7.06e-06, 5.19e-06, 1.08e-05, 1.02e-06, 5.75e-08, 9.99e-09, 2.03e-07, 2.20e-07, 1.71e-07, 4.52e-07, 8.37e-07, 2.57e-06]    []  
137400    [4.65e-06, 3.33e-06, 6.30e-06, 4.16e-06, 5.24e-06, 4.23e-07, 1.13e-06, 1.53e-06, 1.71e-06, 1.06e-06, 3.54e-05, 2.97e-05, 1.18e-04, 9.13e-05, 0.00e+00, 2.87e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.15e-06, 2.35e-06]    [4.65e-06, 3.33e-06, 6.30e-06, 4.16e-06, 5.24e-06, 4.23e-07, 1.13e-06, 1.53e-06, 1.71e-06, 1.06e-06, 3.54e-05, 2.97e-05, 1.18e-04, 9.13e-05, 0.00e+00, 2.87e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.15e-06, 2.35e-06]    []  
137500    [3.38e-06, 3.41e-06, 6.61e-06, 4.42e-06, 5.77e-06, 4.55e-07, 1.20e-06, 2.24e-06, 5.44e-06, 1.51e-06, 1.60e-05, 2.17e-05, 7.38e-05, 1.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.73e-06, 6.40e-06]    [3.38e-06, 3.41e-06, 6.61e-06, 4.42e-06, 5.77e-06, 4.55e-07, 1.20e-06, 2.24e-06, 5.44e-06, 1.51e-06, 1.60e-05, 2.17e-05, 7.38e-05, 1.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.73e-06, 6.40e-06]    []  
137600    [7.06e-06, 3.54e-06, 7.05e-06, 4.96e-06, 5.99e-06, 8.76e-07, 1.70e-06, 1.53e-06, 2.70e-07, 2.14e-05, 2.33e-05, 1.26e-04, 3.22e-05, 4.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.96e-07, 1.44e-08, 1.02e-06, 7.80e-08]    [7.06e-06, 3.54e-06, 7.05e-06, 4.96e-06, 5.99e-06, 8.76e-07, 1.70e-06, 1.53e-06, 2.70e-07, 2.14e-05, 2.33e-05, 1.26e-04, 3.22e-05, 4.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.96e-07, 1.44e-08, 1.02e-06, 7.80e-08]    []  
137700    [4.50e-06, 3.37e-06, 6.49e-06, 4.16e-06, 5.26e-06, 4.58e-07, 1.24e-06, 1.88e-07, 2.38e-07, 7.46e-07, 1.55e-05, 1.07e-05, 5.11e-05, 4.96e-05, 6.27e-07, 1.86e-07, 7.53e-07, 6.63e-07, 1.85e-08, 1.42e-08, 6.90e-08, 7.56e-08]    [4.50e-06, 3.37e-06, 6.49e-06, 4.16e-06, 5.26e-06, 4.58e-07, 1.24e-06, 1.88e-07, 2.38e-07, 7.46e-07, 1.55e-05, 1.07e-05, 5.11e-05, 4.96e-05, 6.27e-07, 1.86e-07, 7.53e-07, 6.63e-07, 1.85e-08, 1.42e-08, 6.90e-08, 7.56e-08]    []  
137800    [8.59e-06, 3.56e-06, 6.57e-06, 4.08e-06, 4.51e-06, 6.58e-07, 1.32e-06, 4.97e-05, 4.53e-05, 6.30e-06, 3.12e-05, 4.87e-05, 1.45e-05, 7.90e-05, 2.96e-06, 2.01e-06, 1.90e-07, 3.88e-07, 0.00e+00, 0.00e+00, 5.68e-05, 5.22e-05]    [8.59e-06, 3.56e-06, 6.57e-06, 4.08e-06, 4.51e-06, 6.58e-07, 1.32e-06, 4.97e-05, 4.53e-05, 6.30e-06, 3.12e-05, 4.87e-05, 1.45e-05, 7.90e-05, 2.96e-06, 2.01e-06, 1.90e-07, 3.88e-07, 0.00e+00, 0.00e+00, 5.68e-05, 5.22e-05]    []  
137900    [3.91e-06, 3.37e-06, 6.58e-06, 4.38e-06, 5.00e-06, 5.80e-07, 1.24e-06, 1.08e-06, 1.78e-05, 4.68e-06, 5.38e-06, 1.96e-05, 1.58e-05, 8.35e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-08, 1.09e-07, 0.00e+00, 6.97e-07, 2.00e-05]    [3.91e-06, 3.37e-06, 6.58e-06, 4.38e-06, 5.00e-06, 5.80e-07, 1.24e-06, 1.08e-06, 1.78e-05, 4.68e-06, 5.38e-06, 1.96e-05, 1.58e-05, 8.35e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-08, 1.09e-07, 0.00e+00, 6.97e-07, 2.00e-05]    []  
138000    [3.65e-06, 3.37e-06, 6.53e-06, 4.32e-06, 5.31e-06, 4.40e-07, 1.16e-06, 3.16e-06, 2.42e-07, 1.93e-07, 3.87e-06, 4.44e-06, 4.00e-06, 1.61e-06, 9.75e-08, 5.25e-08, 8.83e-08, 1.03e-07, 0.00e+00, 1.24e-08, 3.88e-06, 7.46e-08]    [3.65e-06, 3.37e-06, 6.53e-06, 4.32e-06, 5.31e-06, 4.40e-07, 1.16e-06, 3.16e-06, 2.42e-07, 1.93e-07, 3.87e-06, 4.44e-06, 4.00e-06, 1.61e-06, 9.75e-08, 5.25e-08, 8.83e-08, 1.03e-07, 0.00e+00, 1.24e-08, 3.88e-06, 7.46e-08]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 45.561843 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
138000    [3.65e-06, 3.37e-06, 6.53e-06, 4.32e-06, 5.31e-06, 4.40e-07, 1.16e-06, 3.16e-06, 2.42e-07, 1.93e-07, 3.87e-06, 4.44e-06, 4.00e-06, 1.61e-06, 9.75e-08, 5.25e-08, 8.83e-08, 1.03e-07, 0.00e+00, 1.24e-08, 3.88e-06, 7.46e-08]    [3.65e-06, 3.37e-06, 6.53e-06, 4.32e-06, 5.31e-06, 4.40e-07, 1.16e-06, 3.16e-06, 2.42e-07, 1.93e-07, 3.87e-06, 4.44e-06, 4.00e-06, 1.61e-06, 9.75e-08, 5.25e-08, 8.83e-08, 1.03e-07, 0.00e+00, 1.24e-08, 3.88e-06, 7.46e-08]    []  
138100    [1.52e-05, 3.80e-06, 7.70e-06, 5.75e-06, 6.97e-06, 1.05e-06, 1.79e-06, 1.24e-06, 9.24e-07, 3.90e-05, 4.02e-05, 2.24e-04, 2.90e-04, 1.23e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-06, 1.55e-06]    [1.52e-05, 3.80e-06, 7.70e-06, 5.75e-06, 6.97e-06, 1.05e-06, 1.79e-06, 1.24e-06, 9.24e-07, 3.90e-05, 4.02e-05, 2.24e-04, 2.90e-04, 1.23e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-06, 1.55e-06]    []  
138200    [4.22e-06, 3.38e-06, 6.50e-06, 4.43e-06, 4.90e-06, 4.61e-07, 1.19e-06, 3.77e-08, 1.21e-06, 3.08e-07, 3.17e-06, 3.80e-06, 5.65e-06, 1.13e-05, 1.82e-07, 2.99e-08, 1.59e-07, 2.32e-07, 3.33e-10, 1.08e-07, 2.30e-09, 7.14e-07]    [4.22e-06, 3.38e-06, 6.50e-06, 4.43e-06, 4.90e-06, 4.61e-07, 1.19e-06, 3.77e-08, 1.21e-06, 3.08e-07, 3.17e-06, 3.80e-06, 5.65e-06, 1.13e-05, 1.82e-07, 2.99e-08, 1.59e-07, 2.32e-07, 3.33e-10, 1.08e-07, 2.30e-09, 7.14e-07]    []  
138300    [2.87e-06, 3.28e-06, 6.49e-06, 4.30e-06, 5.37e-06, 4.74e-07, 1.25e-06, 9.13e-08, 3.82e-09, 1.20e-06, 2.34e-06, 8.36e-06, 4.99e-06, 2.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 7.74e-09, 0.00e+00, 0.00e+00, 2.36e-07, 7.06e-08]    [2.87e-06, 3.28e-06, 6.49e-06, 4.30e-06, 5.37e-06, 4.74e-07, 1.25e-06, 9.13e-08, 3.82e-09, 1.20e-06, 2.34e-06, 8.36e-06, 4.99e-06, 2.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 7.74e-09, 0.00e+00, 0.00e+00, 2.36e-07, 7.06e-08]    []  
138400    [4.30e-06, 3.03e-06, 6.02e-06, 3.83e-06, 4.96e-06, 6.87e-07, 1.36e-06, 3.76e-07, 4.34e-08, 1.31e-07, 8.77e-06, 7.62e-06, 4.20e-05, 4.51e-05, 6.10e-08, 4.54e-08, 1.17e-06, 1.26e-06, 5.10e-08, 1.50e-11, 3.17e-07, 9.63e-08]    [4.30e-06, 3.03e-06, 6.02e-06, 3.83e-06, 4.96e-06, 6.87e-07, 1.36e-06, 3.76e-07, 4.34e-08, 1.31e-07, 8.77e-06, 7.62e-06, 4.20e-05, 4.51e-05, 6.10e-08, 4.54e-08, 1.17e-06, 1.26e-06, 5.10e-08, 1.50e-11, 3.17e-07, 9.63e-08]    []  
138500    [3.88e-06, 3.50e-06, 6.55e-06, 4.47e-06, 5.25e-06, 5.23e-07, 1.22e-06, 3.70e-07, 2.30e-06, 2.20e-07, 2.53e-06, 2.77e-06, 3.62e-06, 5.26e-06, 3.92e-08, 7.88e-09, 1.48e-07, 1.38e-07, 4.52e-08, 0.00e+00, 2.80e-07, 2.44e-06]    [3.88e-06, 3.50e-06, 6.55e-06, 4.47e-06, 5.25e-06, 5.23e-07, 1.22e-06, 3.70e-07, 2.30e-06, 2.20e-07, 2.53e-06, 2.77e-06, 3.62e-06, 5.26e-06, 3.92e-08, 7.88e-09, 1.48e-07, 1.38e-07, 4.52e-08, 0.00e+00, 2.80e-07, 2.44e-06]    []  
138600    [6.73e-06, 3.88e-06, 6.85e-06, 4.29e-06, 4.94e-06, 6.24e-07, 1.17e-06, 1.44e-06, 8.92e-06, 6.80e-07, 3.52e-05, 3.90e-05, 1.43e-04, 1.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 9.13e-12, 1.15e-07, 0.00e+00, 6.55e-07, 1.15e-05]    [6.73e-06, 3.88e-06, 6.85e-06, 4.29e-06, 4.94e-06, 6.24e-07, 1.17e-06, 1.44e-06, 8.92e-06, 6.80e-07, 3.52e-05, 3.90e-05, 1.43e-04, 1.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 9.13e-12, 1.15e-07, 0.00e+00, 6.55e-07, 1.15e-05]    []  
138700    [1.67e-05, 4.56e-06, 8.25e-06, 6.03e-06, 7.29e-06, 1.25e-06, 1.85e-06, 1.36e-07, 1.99e-06, 3.85e-05, 4.45e-05, 2.15e-04, 3.28e-04, 1.25e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.59e-07, 2.10e-06]    [1.67e-05, 4.56e-06, 8.25e-06, 6.03e-06, 7.29e-06, 1.25e-06, 1.85e-06, 1.36e-07, 1.99e-06, 3.85e-05, 4.45e-05, 2.15e-04, 3.28e-04, 1.25e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.59e-07, 2.10e-06]    []  
138800    [3.34e-06, 3.44e-06, 6.29e-06, 4.42e-06, 5.12e-06, 4.79e-07, 1.23e-06, 2.21e-09, 9.79e-10, 3.47e-09, 1.52e-06, 2.24e-06, 1.95e-06, 1.39e-07, 3.32e-09, 1.16e-11, 7.21e-08, 1.00e-07, 1.71e-10, 2.45e-09, 1.15e-08, 1.03e-08]    [3.34e-06, 3.44e-06, 6.29e-06, 4.42e-06, 5.12e-06, 4.79e-07, 1.23e-06, 2.21e-09, 9.79e-10, 3.47e-09, 1.52e-06, 2.24e-06, 1.95e-06, 1.39e-07, 3.32e-09, 1.16e-11, 7.21e-08, 1.00e-07, 1.71e-10, 2.45e-09, 1.15e-08, 1.03e-08]    []  
138900    [1.24e-05, 5.10e-06, 8.48e-06, 3.82e-06, 4.82e-06, 1.63e-06, 1.81e-06, 3.84e-04, 1.58e-04, 1.77e-07, 1.21e-05, 3.98e-05, 2.17e-05, 6.44e-05, 1.23e-06, 2.32e-06, 7.26e-07, 4.19e-08, 0.00e+00, 0.00e+00, 3.89e-04, 1.66e-04]    [1.24e-05, 5.10e-06, 8.48e-06, 3.82e-06, 4.82e-06, 1.63e-06, 1.81e-06, 3.84e-04, 1.58e-04, 1.77e-07, 1.21e-05, 3.98e-05, 2.17e-05, 6.44e-05, 1.23e-06, 2.32e-06, 7.26e-07, 4.19e-08, 0.00e+00, 0.00e+00, 3.89e-04, 1.66e-04]    []  
139000    [4.10e-06, 2.99e-06, 5.83e-06, 4.34e-06, 5.02e-06, 5.60e-07, 1.11e-06, 2.17e-10, 5.12e-08, 8.03e-09, 8.70e-06, 7.19e-06, 5.58e-06, 1.48e-07, 1.01e-07, 8.78e-08, 8.29e-08, 9.74e-08, 1.30e-12, 0.00e+00, 2.18e-08, 1.41e-07]    [4.10e-06, 2.99e-06, 5.83e-06, 4.34e-06, 5.02e-06, 5.60e-07, 1.11e-06, 2.17e-10, 5.12e-08, 8.03e-09, 8.70e-06, 7.19e-06, 5.58e-06, 1.48e-07, 1.01e-07, 8.78e-08, 8.29e-08, 9.74e-08, 1.30e-12, 0.00e+00, 2.18e-08, 1.41e-07]    []  
139100    [3.63e-06, 3.44e-06, 6.30e-06, 4.33e-06, 5.23e-06, 5.16e-07, 1.16e-06, 8.92e-10, 3.51e-10, 1.93e-08, 2.87e-06, 2.96e-06, 2.47e-06, 3.33e-08, 6.97e-09, 3.63e-09, 4.09e-08, 4.01e-08, 8.06e-11, 1.57e-10, 1.10e-09, 3.30e-09]    [3.63e-06, 3.44e-06, 6.30e-06, 4.33e-06, 5.23e-06, 5.16e-07, 1.16e-06, 8.92e-10, 3.51e-10, 1.93e-08, 2.87e-06, 2.96e-06, 2.47e-06, 3.33e-08, 6.97e-09, 3.63e-09, 4.09e-08, 4.01e-08, 8.06e-11, 1.57e-10, 1.10e-09, 3.30e-09]    []  
139200    [4.28e-06, 3.50e-06, 6.43e-06, 4.17e-06, 5.06e-06, 4.94e-07, 1.06e-06, 2.27e-10, 2.36e-06, 2.19e-06, 3.96e-06, 1.30e-05, 1.73e-05, 5.75e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.97e-08, 0.00e+00, 1.14e-07, 1.79e-06]    [4.28e-06, 3.50e-06, 6.43e-06, 4.17e-06, 5.06e-06, 4.94e-07, 1.06e-06, 2.27e-10, 2.36e-06, 2.19e-06, 3.96e-06, 1.30e-05, 1.73e-05, 5.75e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.97e-08, 0.00e+00, 1.14e-07, 1.79e-06]    []  
139300    [3.40e-06, 3.32e-06, 6.23e-06, 4.38e-06, 5.15e-06, 4.24e-07, 1.20e-06, 3.97e-10, 1.15e-09, 4.14e-10, 1.38e-06, 2.99e-06, 1.68e-06, 5.21e-08, 5.46e-08, 8.04e-09, 9.62e-09, 1.41e-08, 1.27e-09, 4.39e-10, 1.21e-08, 1.29e-08]    [3.40e-06, 3.32e-06, 6.23e-06, 4.38e-06, 5.15e-06, 4.24e-07, 1.20e-06, 3.97e-10, 1.15e-09, 4.14e-10, 1.38e-06, 2.99e-06, 1.68e-06, 5.21e-08, 5.46e-08, 8.04e-09, 9.62e-09, 1.41e-08, 1.27e-09, 4.39e-10, 1.21e-08, 1.29e-08]    []  
139400    [3.17e-06, 3.28e-06, 6.20e-06, 4.41e-06, 5.08e-06, 4.70e-07, 1.29e-06, 9.98e-10, 2.21e-11, 2.81e-11, 1.11e-06, 2.70e-06, 1.52e-06, 4.30e-08, 3.53e-08, 2.86e-09, 1.15e-08, 1.50e-08, 3.99e-10, 1.80e-10, 6.76e-09, 1.05e-08]    [3.17e-06, 3.28e-06, 6.20e-06, 4.41e-06, 5.08e-06, 4.70e-07, 1.29e-06, 9.98e-10, 2.21e-11, 2.81e-11, 1.11e-06, 2.70e-06, 1.52e-06, 4.30e-08, 3.53e-08, 2.86e-09, 1.15e-08, 1.50e-08, 3.99e-10, 1.80e-10, 6.76e-09, 1.05e-08]    []  
139500    [1.79e-04, 2.42e-05, 2.46e-05, 1.73e-05, 1.69e-05, 8.54e-06, 7.57e-06, 1.27e-03, 5.15e-04, 3.77e-04, 4.61e-04, 2.52e-03, 1.35e-03, 1.16e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-04, 0.00e+00, 1.29e-03, 4.99e-04]    [1.79e-04, 2.42e-05, 2.46e-05, 1.73e-05, 1.69e-05, 8.54e-06, 7.57e-06, 1.27e-03, 5.15e-04, 3.77e-04, 4.61e-04, 2.52e-03, 1.35e-03, 1.16e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-04, 0.00e+00, 1.29e-03, 4.99e-04]    []  
139600    [3.75e-06, 3.23e-06, 6.30e-06, 4.30e-06, 5.15e-06, 5.81e-07, 1.20e-06, 1.35e-08, 3.60e-07, 1.91e-09, 5.85e-06, 4.47e-06, 3.98e-06, 2.40e-07, 1.74e-08, 1.54e-08, 1.50e-07, 1.71e-07, 1.06e-08, 6.89e-08, 6.69e-08, 3.66e-07]    [3.75e-06, 3.23e-06, 6.30e-06, 4.30e-06, 5.15e-06, 5.81e-07, 1.20e-06, 1.35e-08, 3.60e-07, 1.91e-09, 5.85e-06, 4.47e-06, 3.98e-06, 2.40e-07, 1.74e-08, 1.54e-08, 1.50e-07, 1.71e-07, 1.06e-08, 6.89e-08, 6.69e-08, 3.66e-07]    []  
139700    [3.45e-06, 3.45e-06, 6.42e-06, 4.36e-06, 5.15e-06, 5.60e-07, 1.27e-06, 4.61e-10, 4.92e-10, 3.41e-09, 2.07e-06, 2.39e-06, 2.31e-06, 3.93e-08, 3.93e-09, 0.00e+00, 3.76e-08, 3.44e-08, 2.62e-12, 0.00e+00, 5.27e-09, 2.36e-08]    [3.45e-06, 3.45e-06, 6.42e-06, 4.36e-06, 5.15e-06, 5.60e-07, 1.27e-06, 4.61e-10, 4.92e-10, 3.41e-09, 2.07e-06, 2.39e-06, 2.31e-06, 3.93e-08, 3.93e-09, 0.00e+00, 3.76e-08, 3.44e-08, 2.62e-12, 0.00e+00, 5.27e-09, 2.36e-08]    []  
139800    [3.37e-06, 3.28e-06, 6.42e-06, 4.32e-06, 4.81e-06, 6.25e-07, 1.30e-06, 5.96e-09, 3.11e-05, 5.02e-06, 1.00e-05, 2.18e-05, 5.19e-06, 5.15e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-09, 0.00e+00, 1.73e-08, 3.32e-05]    [3.37e-06, 3.28e-06, 6.42e-06, 4.32e-06, 4.81e-06, 6.25e-07, 1.30e-06, 5.96e-09, 3.11e-05, 5.02e-06, 1.00e-05, 2.18e-05, 5.19e-06, 5.15e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-09, 0.00e+00, 1.73e-08, 3.32e-05]    []  
139900    [3.21e-06, 3.23e-06, 6.25e-06, 4.41e-06, 5.04e-06, 4.92e-07, 1.32e-06, 4.45e-10, 1.60e-09, 1.49e-10, 1.33e-06, 2.59e-06, 1.64e-06, 1.72e-07, 4.23e-08, 1.17e-09, 1.61e-08, 1.57e-08, 2.77e-12, 4.17e-11, 2.92e-09, 1.74e-09]    [3.21e-06, 3.23e-06, 6.25e-06, 4.41e-06, 5.04e-06, 4.92e-07, 1.32e-06, 4.45e-10, 1.60e-09, 1.49e-10, 1.33e-06, 2.59e-06, 1.64e-06, 1.72e-07, 4.23e-08, 1.17e-09, 1.61e-08, 1.57e-08, 2.77e-12, 4.17e-11, 2.92e-09, 1.74e-09]    []  
140000    [3.02e-06, 3.20e-06, 6.21e-06, 4.49e-06, 4.97e-06, 5.18e-07, 1.41e-06, 1.01e-09, 3.86e-10, 8.80e-11, 9.91e-07, 2.45e-06, 1.39e-06, 1.34e-07, 3.07e-08, 6.47e-10, 1.15e-08, 1.30e-08, 8.69e-12, 8.27e-12, 3.85e-09, 3.89e-09]    [3.02e-06, 3.20e-06, 6.21e-06, 4.49e-06, 4.97e-06, 5.18e-07, 1.41e-06, 1.01e-09, 3.86e-10, 8.80e-11, 9.91e-07, 2.45e-06, 1.39e-06, 1.34e-07, 3.07e-08, 6.47e-10, 1.15e-08, 1.30e-08, 8.69e-12, 8.27e-12, 3.85e-09, 3.89e-09]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 44.307610 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
140000    [3.02e-06, 3.20e-06, 6.21e-06, 4.49e-06, 4.97e-06, 5.18e-07, 1.41e-06, 1.01e-09, 3.86e-10, 8.80e-11, 9.91e-07, 2.45e-06, 1.39e-06, 1.34e-07, 3.07e-08, 6.47e-10, 1.15e-08, 1.30e-08, 8.69e-12, 8.27e-12, 3.85e-09, 3.89e-09]    [3.02e-06, 3.20e-06, 6.21e-06, 4.49e-06, 4.97e-06, 5.18e-07, 1.41e-06, 1.01e-09, 3.86e-10, 8.80e-11, 9.91e-07, 2.45e-06, 1.39e-06, 1.34e-07, 3.07e-08, 6.47e-10, 1.15e-08, 1.30e-08, 8.69e-12, 8.27e-12, 3.85e-09, 3.89e-09]    []  
140100    [9.46e-06, 2.64e-06, 5.87e-06, 3.03e-06, 3.15e-06, 9.68e-07, 1.46e-06, 3.46e-09, 1.53e-06, 3.93e-05, 2.49e-04, 2.55e-04, 4.34e-04, 1.12e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-12, 1.11e-07, 9.04e-08, 7.16e-07]    [9.46e-06, 2.64e-06, 5.87e-06, 3.03e-06, 3.15e-06, 9.68e-07, 1.46e-06, 3.46e-09, 1.53e-06, 3.93e-05, 2.49e-04, 2.55e-04, 4.34e-04, 1.12e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-12, 1.11e-07, 9.04e-08, 7.16e-07]    []  
140200    [4.10e-06, 3.23e-06, 6.39e-06, 4.53e-06, 4.87e-06, 5.30e-07, 1.18e-06, 1.04e-08, 1.54e-08, 5.44e-10, 4.46e-06, 4.20e-06, 4.74e-06, 8.15e-08, 1.49e-08, 1.73e-08, 1.50e-07, 1.53e-07, 1.47e-09, 2.50e-09, 1.51e-08, 2.13e-08]    [4.10e-06, 3.23e-06, 6.39e-06, 4.53e-06, 4.87e-06, 5.30e-07, 1.18e-06, 1.04e-08, 1.54e-08, 5.44e-10, 4.46e-06, 4.20e-06, 4.74e-06, 8.15e-08, 1.49e-08, 1.73e-08, 1.50e-07, 1.53e-07, 1.47e-09, 2.50e-09, 1.51e-08, 2.13e-08]    []  
140300    [3.75e-06, 3.40e-06, 6.43e-06, 4.51e-06, 4.96e-06, 5.58e-07, 1.31e-06, 2.90e-09, 3.09e-09, 2.20e-09, 3.25e-06, 3.19e-06, 3.33e-06, 6.42e-08, 1.86e-08, 1.60e-08, 1.12e-07, 1.17e-07, 1.61e-09, 2.28e-09, 1.75e-08, 2.15e-08]    [3.75e-06, 3.40e-06, 6.43e-06, 4.51e-06, 4.96e-06, 5.58e-07, 1.31e-06, 2.90e-09, 3.09e-09, 2.20e-09, 3.25e-06, 3.19e-06, 3.33e-06, 6.42e-08, 1.86e-08, 1.60e-08, 1.12e-07, 1.17e-07, 1.61e-09, 2.28e-09, 1.75e-08, 2.15e-08]    []  
140400    [4.12e-06, 3.12e-06, 6.08e-06, 4.63e-06, 5.11e-06, 5.22e-07, 1.29e-06, 6.37e-05, 2.29e-06, 5.41e-06, 1.50e-04, 9.43e-05, 1.78e-04, 7.82e-07, 1.39e-06, 1.68e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.99e-07, 6.79e-05, 1.36e-06]    [4.12e-06, 3.12e-06, 6.08e-06, 4.63e-06, 5.11e-06, 5.22e-07, 1.29e-06, 6.37e-05, 2.29e-06, 5.41e-06, 1.50e-04, 9.43e-05, 1.78e-04, 7.82e-07, 1.39e-06, 1.68e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.99e-07, 6.79e-05, 1.36e-06]    []  
140500    [3.56e-06, 2.93e-06, 6.59e-06, 4.54e-06, 5.06e-06, 4.96e-07, 1.58e-06, 5.26e-07, 1.01e-08, 7.45e-07, 2.43e-06, 7.52e-06, 6.46e-06, 2.38e-05, 5.84e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.85e-08, 6.50e-11, 2.62e-07, 3.48e-08]    [3.56e-06, 2.93e-06, 6.59e-06, 4.54e-06, 5.06e-06, 4.96e-07, 1.58e-06, 5.26e-07, 1.01e-08, 7.45e-07, 2.43e-06, 7.52e-06, 6.46e-06, 2.38e-05, 5.84e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.85e-08, 6.50e-11, 2.62e-07, 3.48e-08]    []  
140600    [3.00e-06, 3.09e-06, 6.44e-06, 4.92e-06, 4.76e-06, 5.10e-07, 1.63e-06, 3.75e-09, 2.84e-09, 8.44e-12, 1.48e-06, 2.60e-06, 1.74e-06, 3.84e-08, 3.33e-08, 5.14e-10, 2.24e-08, 2.84e-08, 2.56e-16, 1.29e-09, 1.45e-08, 1.62e-08]    [3.00e-06, 3.09e-06, 6.44e-06, 4.92e-06, 4.76e-06, 5.10e-07, 1.63e-06, 3.75e-09, 2.84e-09, 8.44e-12, 1.48e-06, 2.60e-06, 1.74e-06, 3.84e-08, 3.33e-08, 5.14e-10, 2.24e-08, 2.84e-08, 2.56e-16, 1.29e-09, 1.45e-08, 1.62e-08]    []  
140700    [8.21e-06, 3.71e-06, 7.16e-06, 4.46e-06, 3.82e-06, 5.11e-07, 1.53e-06, 1.22e-07, 6.40e-06, 9.00e-07, 5.92e-06, 1.04e-05, 2.32e-05, 1.30e-05, 1.16e-09, 6.69e-08, 0.00e+00, 0.00e+00, 4.05e-09, 7.85e-07, 2.43e-08, 5.02e-06]    [8.21e-06, 3.71e-06, 7.16e-06, 4.46e-06, 3.82e-06, 5.11e-07, 1.53e-06, 1.22e-07, 6.40e-06, 9.00e-07, 5.92e-06, 1.04e-05, 2.32e-05, 1.30e-05, 1.16e-09, 6.69e-08, 0.00e+00, 0.00e+00, 4.05e-09, 7.85e-07, 2.43e-08, 5.02e-06]    []  
140800    [3.13e-06, 2.99e-06, 6.43e-06, 4.89e-06, 4.66e-06, 5.03e-07, 1.50e-06, 1.82e-11, 1.41e-11, 1.61e-09, 1.36e-06, 2.74e-06, 1.75e-06, 1.52e-07, 3.28e-08, 1.14e-09, 1.40e-08, 1.64e-08, 2.40e-10, 1.40e-09, 2.67e-09, 1.53e-08]    [3.13e-06, 2.99e-06, 6.43e-06, 4.89e-06, 4.66e-06, 5.03e-07, 1.50e-06, 1.82e-11, 1.41e-11, 1.61e-09, 1.36e-06, 2.74e-06, 1.75e-06, 1.52e-07, 3.28e-08, 1.14e-09, 1.40e-08, 1.64e-08, 2.40e-10, 1.40e-09, 2.67e-09, 1.53e-08]    []  
140900    [2.90e-06, 3.00e-06, 6.36e-06, 4.84e-06, 4.68e-06, 5.48e-07, 1.60e-06, 4.01e-11, 2.20e-09, 8.56e-11, 1.14e-06, 2.63e-06, 1.46e-06, 6.09e-08, 2.58e-08, 6.28e-10, 7.09e-09, 8.73e-09, 2.01e-10, 3.64e-10, 3.16e-09, 1.30e-08]    [2.90e-06, 3.00e-06, 6.36e-06, 4.84e-06, 4.68e-06, 5.48e-07, 1.60e-06, 4.01e-11, 2.20e-09, 8.56e-11, 1.14e-06, 2.63e-06, 1.46e-06, 6.09e-08, 2.58e-08, 6.28e-10, 7.09e-09, 8.73e-09, 2.01e-10, 3.64e-10, 3.16e-09, 1.30e-08]    []  
141000    [3.59e-06, 2.92e-06, 6.40e-06, 4.70e-06, 4.28e-06, 6.15e-07, 1.38e-06, 9.24e-06, 4.48e-06, 1.36e-07, 2.27e-06, 5.53e-06, 3.96e-06, 9.53e-06, 0.00e+00, 0.00e+00, 7.88e-11, 2.62e-10, 1.31e-06, 4.66e-07, 7.64e-06, 3.03e-06]    [3.59e-06, 2.92e-06, 6.40e-06, 4.70e-06, 4.28e-06, 6.15e-07, 1.38e-06, 9.24e-06, 4.48e-06, 1.36e-07, 2.27e-06, 5.53e-06, 3.96e-06, 9.53e-06, 0.00e+00, 0.00e+00, 7.88e-11, 2.62e-10, 1.31e-06, 4.66e-07, 7.64e-06, 3.03e-06]    []  
141100    [3.02e-06, 2.98e-06, 6.35e-06, 4.68e-06, 4.73e-06, 5.77e-07, 1.55e-06, 7.75e-08, 1.35e-09, 4.90e-09, 1.43e-06, 2.62e-06, 2.30e-06, 6.70e-07, 4.65e-08, 3.00e-09, 2.61e-08, 2.89e-08, 8.00e-09, 8.26e-10, 5.25e-08, 1.34e-08]    [3.02e-06, 2.98e-06, 6.35e-06, 4.68e-06, 4.73e-06, 5.77e-07, 1.55e-06, 7.75e-08, 1.35e-09, 4.90e-09, 1.43e-06, 2.62e-06, 2.30e-06, 6.70e-07, 4.65e-08, 3.00e-09, 2.61e-08, 2.89e-08, 8.00e-09, 8.26e-10, 5.25e-08, 1.34e-08]    []  
141200    [2.93e-06, 2.94e-06, 6.42e-06, 4.61e-06, 4.83e-06, 5.72e-07, 1.52e-06, 2.58e-09, 5.61e-09, 1.42e-08, 1.86e-06, 2.91e-06, 2.38e-06, 6.88e-08, 3.29e-08, 5.76e-09, 1.89e-08, 1.84e-08, 0.00e+00, 0.00e+00, 1.17e-07, 1.91e-07]    [2.93e-06, 2.94e-06, 6.42e-06, 4.61e-06, 4.83e-06, 5.72e-07, 1.52e-06, 2.58e-09, 5.61e-09, 1.42e-08, 1.86e-06, 2.91e-06, 2.38e-06, 6.88e-08, 3.29e-08, 5.76e-09, 1.89e-08, 1.84e-08, 0.00e+00, 0.00e+00, 1.17e-07, 1.91e-07]    []  
141300    [2.91e-06, 2.95e-06, 6.37e-06, 4.61e-06, 4.80e-06, 5.81e-07, 1.48e-06, 4.62e-08, 6.14e-08, 2.34e-08, 2.35e-06, 3.17e-06, 3.35e-06, 2.15e-07, 2.59e-08, 2.29e-09, 2.23e-08, 2.66e-08, 1.25e-09, 2.82e-09, 7.47e-09, 1.85e-08]    [2.91e-06, 2.95e-06, 6.37e-06, 4.61e-06, 4.80e-06, 5.81e-07, 1.48e-06, 4.62e-08, 6.14e-08, 2.34e-08, 2.35e-06, 3.17e-06, 3.35e-06, 2.15e-07, 2.59e-08, 2.29e-09, 2.23e-08, 2.66e-08, 1.25e-09, 2.82e-09, 7.47e-09, 1.85e-08]    []  
141400    [3.40e-06, 3.00e-06, 6.35e-06, 4.54e-06, 4.68e-06, 5.98e-07, 1.51e-06, 3.23e-06, 1.78e-07, 8.74e-08, 5.14e-06, 4.58e-06, 1.30e-05, 9.02e-06, 1.39e-07, 3.17e-08, 1.62e-07, 1.52e-07, 4.17e-07, 1.03e-08, 2.69e-06, 5.97e-08]    [3.40e-06, 3.00e-06, 6.35e-06, 4.54e-06, 4.68e-06, 5.98e-07, 1.51e-06, 3.23e-06, 1.78e-07, 8.74e-08, 5.14e-06, 4.58e-06, 1.30e-05, 9.02e-06, 1.39e-07, 3.17e-08, 1.62e-07, 1.52e-07, 4.17e-07, 1.03e-08, 2.69e-06, 5.97e-08]    []  
141500    [3.21e-06, 2.99e-06, 6.31e-06, 4.52e-06, 4.83e-06, 5.97e-07, 1.51e-06, 8.14e-09, 2.09e-07, 6.43e-08, 2.08e-06, 3.15e-06, 5.40e-06, 4.85e-06, 1.17e-07, 2.60e-08, 5.77e-08, 6.28e-08, 8.82e-11, 8.63e-09, 2.38e-08, 4.96e-08]    [3.21e-06, 2.99e-06, 6.31e-06, 4.52e-06, 4.83e-06, 5.97e-07, 1.51e-06, 8.14e-09, 2.09e-07, 6.43e-08, 2.08e-06, 3.15e-06, 5.40e-06, 4.85e-06, 1.17e-07, 2.60e-08, 5.77e-08, 6.28e-08, 8.82e-11, 8.63e-09, 2.38e-08, 4.96e-08]    []  
141600    [2.88e-06, 2.96e-06, 6.25e-06, 4.45e-06, 4.94e-06, 5.91e-07, 1.49e-06, 2.14e-07, 8.37e-07, 9.34e-09, 1.08e-06, 2.57e-06, 1.41e-06, 1.01e-07, 1.76e-08, 1.18e-09, 1.31e-09, 1.98e-09, 0.00e+00, 0.00e+00, 4.09e-07, 1.27e-06]    [2.88e-06, 2.96e-06, 6.25e-06, 4.45e-06, 4.94e-06, 5.91e-07, 1.49e-06, 2.14e-07, 8.37e-07, 9.34e-09, 1.08e-06, 2.57e-06, 1.41e-06, 1.01e-07, 1.76e-08, 1.18e-09, 1.31e-09, 1.98e-09, 0.00e+00, 0.00e+00, 4.09e-07, 1.27e-06]    []  
141700    [2.82e-06, 2.99e-06, 6.29e-06, 4.47e-06, 5.01e-06, 6.27e-07, 1.51e-06, 3.10e-07, 3.23e-07, 1.33e-07, 2.66e-06, 4.00e-06, 8.45e-06, 6.07e-06, 2.09e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.87e-09, 8.85e-07, 6.49e-08]    [2.82e-06, 2.99e-06, 6.29e-06, 4.47e-06, 5.01e-06, 6.27e-07, 1.51e-06, 3.10e-07, 3.23e-07, 1.33e-07, 2.66e-06, 4.00e-06, 8.45e-06, 6.07e-06, 2.09e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.87e-09, 8.85e-07, 6.49e-08]    []  
141800    [2.87e-06, 2.99e-06, 6.20e-06, 4.42e-06, 4.96e-06, 6.31e-07, 1.50e-06, 8.41e-10, 2.92e-08, 9.92e-09, 9.21e-07, 2.42e-06, 1.69e-06, 2.65e-07, 1.59e-08, 5.06e-10, 5.81e-10, 5.27e-10, 0.00e+00, 0.00e+00, 4.62e-08, 1.45e-07]    [2.87e-06, 2.99e-06, 6.20e-06, 4.42e-06, 4.96e-06, 6.31e-07, 1.50e-06, 8.41e-10, 2.92e-08, 9.92e-09, 9.21e-07, 2.42e-06, 1.69e-06, 2.65e-07, 1.59e-08, 5.06e-10, 5.81e-10, 5.27e-10, 0.00e+00, 0.00e+00, 4.62e-08, 1.45e-07]    []  
141900    [2.77e-06, 3.02e-06, 6.24e-06, 4.40e-06, 4.96e-06, 6.53e-07, 1.50e-06, 1.38e-06, 5.37e-07, 5.57e-08, 2.06e-06, 3.08e-06, 2.87e-06, 7.78e-08, 1.09e-08, 1.03e-09, 1.75e-08, 1.65e-08, 1.49e-07, 4.85e-08, 1.01e-06, 3.01e-07]    [2.77e-06, 3.02e-06, 6.24e-06, 4.40e-06, 4.96e-06, 6.53e-07, 1.50e-06, 1.38e-06, 5.37e-07, 5.57e-08, 2.06e-06, 3.08e-06, 2.87e-06, 7.78e-08, 1.09e-08, 1.03e-09, 1.75e-08, 1.65e-08, 1.49e-07, 4.85e-08, 1.01e-06, 3.01e-07]    []  
142000    [2.57e-06, 2.97e-06, 6.23e-06, 4.29e-06, 4.92e-06, 6.83e-07, 1.47e-06, 1.07e-06, 2.27e-06, 8.68e-07, 2.61e-06, 8.11e-06, 2.33e-06, 1.75e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-07, 1.90e-06, 1.20e-06]    [2.57e-06, 2.97e-06, 6.23e-06, 4.29e-06, 4.92e-06, 6.83e-07, 1.47e-06, 1.07e-06, 2.27e-06, 8.68e-07, 2.61e-06, 8.11e-06, 2.33e-06, 1.75e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-07, 1.90e-06, 1.20e-06]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 39.836493 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
142000    [2.57e-06, 2.97e-06, 6.23e-06, 4.29e-06, 4.92e-06, 6.83e-07, 1.47e-06, 1.07e-06, 2.27e-06, 8.68e-07, 2.61e-06, 8.11e-06, 2.33e-06, 1.75e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-07, 1.90e-06, 1.20e-06]    [2.57e-06, 2.97e-06, 6.23e-06, 4.29e-06, 4.92e-06, 6.83e-07, 1.47e-06, 1.07e-06, 2.27e-06, 8.68e-07, 2.61e-06, 8.11e-06, 2.33e-06, 1.75e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-07, 1.90e-06, 1.20e-06]    []  
142100    [5.79e-06, 3.54e-06, 6.81e-06, 3.88e-06, 4.33e-06, 8.17e-07, 1.59e-06, 4.86e-06, 2.03e-06, 1.10e-08, 8.30e-05, 5.24e-05, 2.12e-04, 7.80e-05, 3.66e-07, 1.12e-07, 1.32e-06, 1.28e-06, 6.51e-07, 2.40e-07, 4.28e-06, 1.63e-06]    [5.79e-06, 3.54e-06, 6.81e-06, 3.88e-06, 4.33e-06, 8.17e-07, 1.59e-06, 4.86e-06, 2.03e-06, 1.10e-08, 8.30e-05, 5.24e-05, 2.12e-04, 7.80e-05, 3.66e-07, 1.12e-07, 1.32e-06, 1.28e-06, 6.51e-07, 2.40e-07, 4.28e-06, 1.63e-06]    []  
142200    [1.12e-05, 3.32e-06, 6.61e-06, 5.64e-06, 5.71e-06, 9.81e-07, 1.69e-06, 4.07e-05, 4.39e-07, 2.90e-05, 2.13e-05, 1.61e-04, 1.73e-04, 8.26e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.22e-05, 6.24e-07]    [1.12e-05, 3.32e-06, 6.61e-06, 5.64e-06, 5.71e-06, 9.81e-07, 1.69e-06, 4.07e-05, 4.39e-07, 2.90e-05, 2.13e-05, 1.61e-04, 1.73e-04, 8.26e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.22e-05, 6.24e-07]    []  
142300    [1.67e-05, 3.86e-06, 7.43e-06, 4.78e-06, 5.11e-06, 1.48e-06, 1.89e-06, 4.46e-05, 5.58e-05, 3.34e-05, 3.64e-05, 1.18e-04, 1.54e-04, 7.37e-04, 1.06e-05, 1.01e-05, 4.68e-06, 4.50e-06, 6.99e-06, 0.00e+00, 4.16e-05, 5.96e-05]    [1.67e-05, 3.86e-06, 7.43e-06, 4.78e-06, 5.11e-06, 1.48e-06, 1.89e-06, 4.46e-05, 5.58e-05, 3.34e-05, 3.64e-05, 1.18e-04, 1.54e-04, 7.37e-04, 1.06e-05, 1.01e-05, 4.68e-06, 4.50e-06, 6.99e-06, 0.00e+00, 4.16e-05, 5.96e-05]    []  
142400    [1.10e-05, 3.39e-06, 6.60e-06, 5.58e-06, 5.80e-06, 1.03e-06, 1.73e-06, 3.45e-05, 1.36e-06, 3.17e-05, 2.20e-05, 1.74e-04, 1.26e-04, 8.06e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.52e-07, 3.63e-05, 9.99e-07]    [1.10e-05, 3.39e-06, 6.60e-06, 5.58e-06, 5.80e-06, 1.03e-06, 1.73e-06, 3.45e-05, 1.36e-06, 3.17e-05, 2.20e-05, 1.74e-04, 1.26e-04, 8.06e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.52e-07, 3.63e-05, 9.99e-07]    []  
142500    [2.06e-05, 4.18e-06, 7.44e-06, 5.20e-06, 5.26e-06, 1.87e-06, 2.33e-06, 7.96e-11, 6.96e-05, 4.79e-05, 5.00e-05, 1.84e-04, 8.81e-05, 8.74e-04, 1.64e-05, 1.56e-05, 4.86e-06, 4.80e-06, 9.60e-11, 1.12e-05, 4.65e-08, 6.63e-05]    [2.06e-05, 4.18e-06, 7.44e-06, 5.20e-06, 5.26e-06, 1.87e-06, 2.33e-06, 7.96e-11, 6.96e-05, 4.79e-05, 5.00e-05, 1.84e-04, 8.81e-05, 8.74e-04, 1.64e-05, 1.56e-05, 4.86e-06, 4.80e-06, 9.60e-11, 1.12e-05, 4.65e-08, 6.63e-05]    []  
142600    [7.29e-06, 3.61e-06, 6.59e-06, 5.02e-06, 5.93e-06, 9.55e-07, 1.67e-06, 2.00e-06, 1.82e-06, 1.35e-05, 6.46e-05, 9.28e-05, 3.20e-04, 5.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.59e-06, 2.43e-06]    [7.29e-06, 3.61e-06, 6.59e-06, 5.02e-06, 5.93e-06, 9.55e-07, 1.67e-06, 2.00e-06, 1.82e-06, 1.35e-05, 6.46e-05, 9.28e-05, 3.20e-04, 5.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.59e-06, 2.43e-06]    []  
142700    [2.68e-06, 3.13e-06, 5.80e-06, 4.19e-06, 4.94e-06, 7.85e-07, 1.61e-06, 1.71e-06, 3.34e-08, 5.50e-09, 5.51e-07, 2.04e-06, 1.13e-06, 6.67e-08, 1.45e-08, 7.60e-10, 1.83e-10, 2.05e-10, 1.77e-07, 2.56e-09, 1.17e-06, 6.09e-08]    [2.68e-06, 3.13e-06, 5.80e-06, 4.19e-06, 4.94e-06, 7.85e-07, 1.61e-06, 1.71e-06, 3.34e-08, 5.50e-09, 5.51e-07, 2.04e-06, 1.13e-06, 6.67e-08, 1.45e-08, 7.60e-10, 1.83e-10, 2.05e-10, 1.77e-07, 2.56e-09, 1.17e-06, 6.09e-08]    []  
142800    [3.64e-06, 3.17e-06, 5.60e-06, 3.52e-06, 4.24e-06, 8.36e-07, 1.44e-06, 3.34e-07, 1.58e-05, 4.79e-09, 1.52e-05, 1.01e-05, 3.41e-05, 7.92e-06, 8.00e-10, 0.00e+00, 3.13e-07, 3.03e-07, 0.00e+00, 0.00e+00, 1.32e-06, 2.14e-05]    [3.64e-06, 3.17e-06, 5.60e-06, 3.52e-06, 4.24e-06, 8.36e-07, 1.44e-06, 3.34e-07, 1.58e-05, 4.79e-09, 1.52e-05, 1.01e-05, 3.41e-05, 7.92e-06, 8.00e-10, 0.00e+00, 3.13e-07, 3.03e-07, 0.00e+00, 0.00e+00, 1.32e-06, 2.14e-05]    []  
142900    [2.53e-06, 3.18e-06, 5.72e-06, 4.18e-06, 4.87e-06, 8.27e-07, 1.65e-06, 8.37e-08, 7.87e-10, 1.04e-09, 4.85e-07, 1.89e-06, 1.10e-06, 4.05e-08, 8.99e-09, 1.15e-09, 8.39e-10, 6.58e-10, 9.01e-09, 1.88e-10, 6.99e-08, 4.62e-08]    [2.53e-06, 3.18e-06, 5.72e-06, 4.18e-06, 4.87e-06, 8.27e-07, 1.65e-06, 8.37e-08, 7.87e-10, 1.04e-09, 4.85e-07, 1.89e-06, 1.10e-06, 4.05e-08, 8.99e-09, 1.15e-09, 8.39e-10, 6.58e-10, 9.01e-09, 1.88e-10, 6.99e-08, 4.62e-08]    []  
143000    [2.24e-06, 3.18e-06, 5.92e-06, 4.26e-06, 5.15e-06, 8.47e-07, 1.51e-06, 3.14e-06, 1.83e-06, 1.02e-06, 1.62e-06, 6.55e-06, 2.24e-06, 1.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.48e-07, 1.89e-07, 2.36e-06, 1.23e-06]    [2.24e-06, 3.18e-06, 5.92e-06, 4.26e-06, 5.15e-06, 8.47e-07, 1.51e-06, 3.14e-06, 1.83e-06, 1.02e-06, 1.62e-06, 6.55e-06, 2.24e-06, 1.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.48e-07, 1.89e-07, 2.36e-06, 1.23e-06]    []  
143100    [2.41e-06, 3.24e-06, 5.72e-06, 4.29e-06, 5.09e-06, 9.04e-07, 1.63e-06, 3.97e-08, 9.22e-08, 8.62e-07, 8.74e-06, 1.05e-05, 3.57e-05, 4.59e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-07, 1.78e-07]    [2.41e-06, 3.24e-06, 5.72e-06, 4.29e-06, 5.09e-06, 9.04e-07, 1.63e-06, 3.97e-08, 9.22e-08, 8.62e-07, 8.74e-06, 1.05e-05, 3.57e-05, 4.59e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-07, 1.78e-07]    []  
143200    [3.96e-06, 3.10e-06, 5.74e-06, 4.23e-06, 4.84e-06, 1.14e-06, 1.74e-06, 1.52e-08, 7.72e-07, 1.10e-05, 3.64e-05, 3.70e-05, 3.12e-05, 1.91e-05, 0.00e+00, 0.00e+00, 4.89e-08, 2.44e-08, 1.61e-10, 0.00e+00, 2.54e-08, 1.35e-06]    [3.96e-06, 3.10e-06, 5.74e-06, 4.23e-06, 4.84e-06, 1.14e-06, 1.74e-06, 1.52e-08, 7.72e-07, 1.10e-05, 3.64e-05, 3.70e-05, 3.12e-05, 1.91e-05, 0.00e+00, 0.00e+00, 4.89e-08, 2.44e-08, 1.61e-10, 0.00e+00, 2.54e-08, 1.35e-06]    []  
143300    [2.47e-06, 3.20e-06, 5.53e-06, 4.15e-06, 4.89e-06, 9.79e-07, 1.80e-06, 2.78e-09, 2.26e-07, 1.20e-08, 6.06e-07, 1.91e-06, 1.07e-06, 3.90e-08, 3.14e-09, 1.52e-10, 2.49e-09, 2.03e-09, 9.19e-10, 2.98e-08, 1.48e-08, 1.80e-07]    [2.47e-06, 3.20e-06, 5.53e-06, 4.15e-06, 4.89e-06, 9.79e-07, 1.80e-06, 2.78e-09, 2.26e-07, 1.20e-08, 6.06e-07, 1.91e-06, 1.07e-06, 3.90e-08, 3.14e-09, 1.52e-10, 2.49e-09, 2.03e-09, 9.19e-10, 2.98e-08, 1.48e-08, 1.80e-07]    []  
143400    [1.31e-05, 4.65e-06, 6.93e-06, 6.00e-06, 6.07e-06, 1.19e-06, 2.02e-06, 1.58e-06, 2.24e-06, 6.42e-05, 4.89e-05, 2.19e-04, 3.20e-04, 1.40e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.81e-07, 2.61e-07, 1.13e-06, 1.60e-06]    [1.31e-05, 4.65e-06, 6.93e-06, 6.00e-06, 6.07e-06, 1.19e-06, 2.02e-06, 1.58e-06, 2.24e-06, 6.42e-05, 4.89e-05, 2.19e-04, 3.20e-04, 1.40e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.81e-07, 2.61e-07, 1.13e-06, 1.60e-06]    []  
143500    [2.81e-06, 3.25e-06, 5.63e-06, 4.16e-06, 4.86e-06, 7.67e-07, 1.42e-06, 8.20e-06, 2.51e-07, 1.10e-09, 5.32e-07, 2.15e-06, 1.19e-06, 2.50e-08, 1.31e-08, 5.17e-09, 4.26e-10, 1.19e-10, 0.00e+00, 0.00e+00, 9.73e-06, 5.75e-07]    [2.81e-06, 3.25e-06, 5.63e-06, 4.16e-06, 4.86e-06, 7.67e-07, 1.42e-06, 8.20e-06, 2.51e-07, 1.10e-09, 5.32e-07, 2.15e-06, 1.19e-06, 2.50e-08, 1.31e-08, 5.17e-09, 4.26e-10, 1.19e-10, 0.00e+00, 0.00e+00, 9.73e-06, 5.75e-07]    []  
143600    [2.41e-06, 3.31e-06, 5.79e-06, 4.25e-06, 5.07e-06, 8.66e-07, 1.63e-06, 7.74e-07, 7.56e-05, 1.19e-07, 1.14e-06, 2.16e-06, 1.37e-06, 8.95e-07, 6.20e-09, 2.29e-09, 1.97e-09, 1.24e-09, 6.13e-08, 9.76e-06, 8.37e-07, 6.12e-05]    [2.41e-06, 3.31e-06, 5.79e-06, 4.25e-06, 5.07e-06, 8.66e-07, 1.63e-06, 7.74e-07, 7.56e-05, 1.19e-07, 1.14e-06, 2.16e-06, 1.37e-06, 8.95e-07, 6.20e-09, 2.29e-09, 1.97e-09, 1.24e-09, 6.13e-08, 9.76e-06, 8.37e-07, 6.12e-05]    []  
143700    [8.99e-06, 3.99e-06, 6.50e-06, 4.70e-06, 5.22e-06, 1.98e-06, 2.26e-06, 5.30e-06, 2.08e-07, 6.40e-06, 4.00e-05, 7.91e-05, 4.57e-04, 6.96e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.37e-07, 0.00e+00, 5.01e-06, 2.86e-07]    [8.99e-06, 3.99e-06, 6.50e-06, 4.70e-06, 5.22e-06, 1.98e-06, 2.26e-06, 5.30e-06, 2.08e-07, 6.40e-06, 4.00e-05, 7.91e-05, 4.57e-04, 6.96e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.37e-07, 0.00e+00, 5.01e-06, 2.86e-07]    []  
143800    [2.40e-06, 3.28e-06, 5.57e-06, 4.15e-06, 4.90e-06, 8.41e-07, 1.52e-06, 1.69e-06, 7.70e-08, 3.81e-08, 5.70e-07, 2.15e-06, 1.19e-06, 3.33e-07, 6.61e-11, 1.52e-12, 1.20e-10, 1.27e-10, 1.99e-07, 6.60e-09, 1.36e-06, 5.29e-08]    [2.40e-06, 3.28e-06, 5.57e-06, 4.15e-06, 4.90e-06, 8.41e-07, 1.52e-06, 1.69e-06, 7.70e-08, 3.81e-08, 5.70e-07, 2.15e-06, 1.19e-06, 3.33e-07, 6.61e-11, 1.52e-12, 1.20e-10, 1.27e-10, 1.99e-07, 6.60e-09, 1.36e-06, 5.29e-08]    []  
143900    [2.39e-06, 3.27e-06, 5.52e-06, 4.14e-06, 4.89e-06, 9.09e-07, 1.62e-06, 1.46e-08, 8.07e-08, 7.25e-12, 3.66e-07, 1.74e-06, 9.97e-07, 3.65e-08, 4.27e-09, 5.18e-10, 1.32e-09, 1.38e-09, 1.57e-09, 9.03e-09, 1.78e-08, 6.01e-08]    [2.39e-06, 3.27e-06, 5.52e-06, 4.14e-06, 4.89e-06, 9.09e-07, 1.62e-06, 1.46e-08, 8.07e-08, 7.25e-12, 3.66e-07, 1.74e-06, 9.97e-07, 3.65e-08, 4.27e-09, 5.18e-10, 1.32e-09, 1.38e-09, 1.57e-09, 9.03e-09, 1.78e-08, 6.01e-08]    []  
144000    [3.19e-06, 3.24e-06, 5.49e-06, 3.73e-06, 4.56e-06, 9.49e-07, 1.57e-06, 2.08e-06, 2.89e-10, 1.44e-06, 9.58e-06, 1.16e-05, 1.94e-05, 4.60e-07, 3.65e-10, 9.26e-11, 1.86e-07, 1.77e-07, 0.00e+00, 2.41e-12, 2.58e-06, 4.16e-08]    [3.19e-06, 3.24e-06, 5.49e-06, 3.73e-06, 4.56e-06, 9.49e-07, 1.57e-06, 2.08e-06, 2.89e-10, 1.44e-06, 9.58e-06, 1.16e-05, 1.94e-05, 4.60e-07, 3.65e-10, 9.26e-11, 1.86e-07, 1.77e-07, 0.00e+00, 2.41e-12, 2.58e-06, 4.16e-08]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 40.219928 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
144000    [3.19e-06, 3.24e-06, 5.49e-06, 3.73e-06, 4.56e-06, 9.49e-07, 1.57e-06, 2.08e-06, 2.89e-10, 1.44e-06, 9.58e-06, 1.16e-05, 1.94e-05, 4.60e-07, 3.65e-10, 9.26e-11, 1.86e-07, 1.77e-07, 0.00e+00, 2.41e-12, 2.58e-06, 4.16e-08]    [3.19e-06, 3.24e-06, 5.49e-06, 3.73e-06, 4.56e-06, 9.49e-07, 1.57e-06, 2.08e-06, 2.89e-10, 1.44e-06, 9.58e-06, 1.16e-05, 1.94e-05, 4.60e-07, 3.65e-10, 9.26e-11, 1.86e-07, 1.77e-07, 0.00e+00, 2.41e-12, 2.58e-06, 4.16e-08]    []  
144100    [2.46e-06, 3.08e-06, 5.47e-06, 3.93e-06, 4.60e-06, 8.88e-07, 1.69e-06, 8.29e-04, 1.55e-07, 6.48e-11, 2.16e-06, 2.79e-06, 4.33e-06, 8.10e-07, 9.05e-09, 4.75e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.33e-04, 2.17e-07]    [2.46e-06, 3.08e-06, 5.47e-06, 3.93e-06, 4.60e-06, 8.88e-07, 1.69e-06, 8.29e-04, 1.55e-07, 6.48e-11, 2.16e-06, 2.79e-06, 4.33e-06, 8.10e-07, 9.05e-09, 4.75e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.33e-04, 2.17e-07]    []  
144200    [2.50e-06, 3.33e-06, 5.55e-06, 4.19e-06, 4.88e-06, 8.84e-07, 1.48e-06, 8.01e-07, 1.13e-06, 4.58e-10, 4.93e-07, 1.70e-06, 1.29e-06, 1.61e-07, 1.40e-08, 4.29e-09, 2.10e-12, 5.32e-12, 9.87e-08, 0.00e+00, 6.24e-07, 1.35e-06]    [2.50e-06, 3.33e-06, 5.55e-06, 4.19e-06, 4.88e-06, 8.84e-07, 1.48e-06, 8.01e-07, 1.13e-06, 4.58e-10, 4.93e-07, 1.70e-06, 1.29e-06, 1.61e-07, 1.40e-08, 4.29e-09, 2.10e-12, 5.32e-12, 9.87e-08, 0.00e+00, 6.24e-07, 1.35e-06]    []  
144300    [2.61e-06, 3.30e-06, 5.55e-06, 4.06e-06, 4.74e-06, 9.76e-07, 1.61e-06, 6.00e-11, 1.03e-06, 2.89e-08, 1.64e-06, 1.94e-06, 4.58e-06, 3.92e-06, 2.18e-08, 1.68e-08, 3.67e-08, 3.47e-08, 8.66e-12, 0.00e+00, 1.17e-08, 1.26e-06]    [2.61e-06, 3.30e-06, 5.55e-06, 4.06e-06, 4.74e-06, 9.76e-07, 1.61e-06, 6.00e-11, 1.03e-06, 2.89e-08, 1.64e-06, 1.94e-06, 4.58e-06, 3.92e-06, 2.18e-08, 1.68e-08, 3.67e-08, 3.47e-08, 8.66e-12, 0.00e+00, 1.17e-08, 1.26e-06]    []  
144400    [2.90e-06, 3.24e-06, 5.47e-06, 3.95e-06, 4.69e-06, 8.88e-07, 1.46e-06, 4.80e-09, 4.85e-06, 1.38e-07, 9.93e-07, 2.57e-06, 1.61e-06, 1.64e-07, 0.00e+00, 0.00e+00, 5.64e-09, 3.70e-09, 4.25e-10, 0.00e+00, 1.59e-08, 5.39e-06]    [2.90e-06, 3.24e-06, 5.47e-06, 3.95e-06, 4.69e-06, 8.88e-07, 1.46e-06, 4.80e-09, 4.85e-06, 1.38e-07, 9.93e-07, 2.57e-06, 1.61e-06, 1.64e-07, 0.00e+00, 0.00e+00, 5.64e-09, 3.70e-09, 4.25e-10, 0.00e+00, 1.59e-08, 5.39e-06]    []  
144500    [3.07e-06, 3.33e-06, 5.51e-06, 4.18e-06, 4.79e-06, 9.40e-07, 1.61e-06, 2.98e-08, 2.79e-07, 4.53e-07, 9.25e-07, 2.90e-06, 4.18e-06, 1.21e-05, 1.67e-07, 1.41e-07, 7.03e-08, 6.94e-08, 2.30e-09, 2.79e-08, 3.12e-08, 1.80e-07]    [3.07e-06, 3.33e-06, 5.51e-06, 4.18e-06, 4.79e-06, 9.40e-07, 1.61e-06, 2.98e-08, 2.79e-07, 4.53e-07, 9.25e-07, 2.90e-06, 4.18e-06, 1.21e-05, 1.67e-07, 1.41e-07, 7.03e-08, 6.94e-08, 2.30e-09, 2.79e-08, 3.12e-08, 1.80e-07]    []  
144600    [2.30e-06, 3.31e-06, 5.48e-06, 4.19e-06, 4.78e-06, 9.65e-07, 1.65e-06, 1.42e-07, 7.03e-08, 2.74e-09, 3.24e-07, 1.55e-06, 9.33e-07, 1.44e-07, 3.24e-09, 1.06e-10, 9.65e-10, 1.16e-09, 1.29e-08, 0.00e+00, 8.01e-08, 1.33e-07]    [2.30e-06, 3.31e-06, 5.48e-06, 4.19e-06, 4.78e-06, 9.65e-07, 1.65e-06, 1.42e-07, 7.03e-08, 2.74e-09, 3.24e-07, 1.55e-06, 9.33e-07, 1.44e-07, 3.24e-09, 1.06e-10, 9.65e-10, 1.16e-09, 1.29e-08, 0.00e+00, 8.01e-08, 1.33e-07]    []  
144700    [1.35e-05, 4.70e-06, 7.29e-06, 3.74e-06, 4.06e-06, 1.51e-06, 1.60e-06, 2.59e-06, 2.28e-06, 7.75e-06, 8.49e-06, 9.88e-05, 3.30e-05, 2.99e-04, 7.33e-06, 7.34e-06, 1.98e-06, 2.00e-06, 2.79e-07, 0.00e+00, 1.67e-06, 3.43e-06]    [1.35e-05, 4.70e-06, 7.29e-06, 3.74e-06, 4.06e-06, 1.51e-06, 1.60e-06, 2.59e-06, 2.28e-06, 7.75e-06, 8.49e-06, 9.88e-05, 3.30e-05, 2.99e-04, 7.33e-06, 7.34e-06, 1.98e-06, 2.00e-06, 2.79e-07, 0.00e+00, 1.67e-06, 3.43e-06]    []  
144800    [3.38e-06, 3.44e-06, 5.52e-06, 4.22e-06, 4.78e-06, 9.42e-07, 1.56e-06, 8.63e-06, 1.72e-05, 3.24e-07, 4.38e-06, 5.58e-06, 4.21e-06, 2.96e-06, 2.08e-07, 1.79e-07, 1.42e-09, 2.01e-09, 9.61e-07, 0.00e+00, 6.38e-06, 2.09e-05]    [3.38e-06, 3.44e-06, 5.52e-06, 4.22e-06, 4.78e-06, 9.42e-07, 1.56e-06, 8.63e-06, 1.72e-05, 3.24e-07, 4.38e-06, 5.58e-06, 4.21e-06, 2.96e-06, 2.08e-07, 1.79e-07, 1.42e-09, 2.01e-09, 9.61e-07, 0.00e+00, 6.38e-06, 2.09e-05]    []  
144900    [3.67e-06, 3.36e-06, 5.50e-06, 3.83e-06, 4.43e-06, 9.44e-07, 1.49e-06, 1.63e-07, 3.71e-06, 5.63e-07, 8.02e-06, 1.29e-05, 2.81e-05, 4.51e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.35e-08, 4.45e-07, 1.01e-07, 3.03e-06]    [3.67e-06, 3.36e-06, 5.50e-06, 3.83e-06, 4.43e-06, 9.44e-07, 1.49e-06, 1.63e-07, 3.71e-06, 5.63e-07, 8.02e-06, 1.29e-05, 2.81e-05, 4.51e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.35e-08, 4.45e-07, 1.01e-07, 3.03e-06]    []  
145000    [2.15e-06, 3.34e-06, 5.46e-06, 4.29e-06, 4.88e-06, 9.81e-07, 1.65e-06, 1.11e-08, 1.25e-08, 4.62e-07, 1.24e-06, 4.42e-06, 7.38e-06, 1.76e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.15e-10, 1.28e-09, 8.59e-09, 1.17e-08]    [2.15e-06, 3.34e-06, 5.46e-06, 4.29e-06, 4.88e-06, 9.81e-07, 1.65e-06, 1.11e-08, 1.25e-08, 4.62e-07, 1.24e-06, 4.42e-06, 7.38e-06, 1.76e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.15e-10, 1.28e-09, 8.59e-09, 1.17e-08]    []  
145100    [4.80e-06, 3.41e-06, 5.60e-06, 4.51e-06, 5.11e-06, 9.82e-07, 1.64e-06, 2.93e-06, 2.71e-07, 5.86e-07, 1.25e-05, 1.26e-05, 2.98e-05, 6.42e-08, 1.42e-07, 1.27e-07, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-08, 5.32e-06, 3.93e-07]    [4.80e-06, 3.41e-06, 5.60e-06, 4.51e-06, 5.11e-06, 9.82e-07, 1.64e-06, 2.93e-06, 2.71e-07, 5.86e-07, 1.25e-05, 1.26e-05, 2.98e-05, 6.42e-08, 1.42e-07, 1.27e-07, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-08, 5.32e-06, 3.93e-07]    []  
145200    [6.45e-06, 3.66e-06, 5.85e-06, 4.36e-06, 4.87e-06, 1.17e-06, 1.64e-06, 8.51e-08, 3.42e-09, 3.18e-06, 6.80e-05, 6.76e-05, 2.94e-04, 1.79e-04, 3.60e-08, 4.80e-07, 0.00e+00, 0.00e+00, 0.00e+00, 3.64e-09, 1.69e-07, 8.57e-08]    [6.45e-06, 3.66e-06, 5.85e-06, 4.36e-06, 4.87e-06, 1.17e-06, 1.64e-06, 8.51e-08, 3.42e-09, 3.18e-06, 6.80e-05, 6.76e-05, 2.94e-04, 1.79e-04, 3.60e-08, 4.80e-07, 0.00e+00, 0.00e+00, 0.00e+00, 3.64e-09, 1.69e-07, 8.57e-08]    []  
145300    [3.31e-06, 3.38e-06, 5.45e-06, 4.21e-06, 4.65e-06, 9.79e-07, 1.60e-06, 1.48e-10, 8.47e-11, 8.17e-07, 2.20e-06, 4.53e-06, 1.25e-05, 2.67e-05, 2.74e-07, 2.11e-07, 1.50e-07, 1.50e-07, 1.60e-10, 3.52e-10, 4.17e-09, 5.73e-09]    [3.31e-06, 3.38e-06, 5.45e-06, 4.21e-06, 4.65e-06, 9.79e-07, 1.60e-06, 1.48e-10, 8.47e-11, 8.17e-07, 2.20e-06, 4.53e-06, 1.25e-05, 2.67e-05, 2.74e-07, 2.11e-07, 1.50e-07, 1.50e-07, 1.60e-10, 3.52e-10, 4.17e-09, 5.73e-09]    []  
145400    [2.39e-06, 3.36e-06, 5.45e-06, 4.27e-06, 4.76e-06, 9.30e-07, 1.54e-06, 2.35e-10, 7.04e-10, 2.61e-08, 2.49e-07, 1.44e-06, 9.86e-07, 5.51e-07, 2.15e-09, 1.80e-11, 0.00e+00, 1.40e-12, 2.12e-10, 9.50e-11, 4.15e-09, 5.21e-09]    [2.39e-06, 3.36e-06, 5.45e-06, 4.27e-06, 4.76e-06, 9.30e-07, 1.54e-06, 2.35e-10, 7.04e-10, 2.61e-08, 2.49e-07, 1.44e-06, 9.86e-07, 5.51e-07, 2.15e-09, 1.80e-11, 0.00e+00, 1.40e-12, 2.12e-10, 9.50e-11, 4.15e-09, 5.21e-09]    []  
145500    [5.46e-06, 3.44e-06, 5.50e-06, 3.85e-06, 4.43e-06, 9.10e-07, 1.52e-06, 1.05e-06, 2.46e-07, 3.69e-09, 1.71e-05, 1.59e-05, 4.24e-05, 1.27e-06, 2.58e-07, 2.16e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-06, 3.40e-07]    [5.46e-06, 3.44e-06, 5.50e-06, 3.85e-06, 4.43e-06, 9.10e-07, 1.52e-06, 1.05e-06, 2.46e-07, 3.69e-09, 1.71e-05, 1.59e-05, 4.24e-05, 1.27e-06, 2.58e-07, 2.16e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-06, 3.40e-07]    []  
145600    [2.23e-06, 3.36e-06, 5.42e-06, 4.31e-06, 4.85e-06, 9.89e-07, 1.62e-06, 1.17e-08, 4.50e-08, 3.82e-07, 1.66e-06, 4.56e-06, 8.85e-06, 1.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.24e-08, 5.98e-08]    [2.23e-06, 3.36e-06, 5.42e-06, 4.31e-06, 4.85e-06, 9.89e-07, 1.62e-06, 1.17e-08, 4.50e-08, 3.82e-07, 1.66e-06, 4.56e-06, 8.85e-06, 1.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.24e-08, 5.98e-08]    []  
145700    [2.47e-06, 3.40e-06, 5.44e-06, 4.29e-06, 4.75e-06, 8.70e-07, 1.45e-06, 3.13e-09, 4.20e-08, 6.93e-09, 5.12e-07, 1.61e-06, 8.17e-07, 3.29e-07, 4.06e-09, 4.10e-09, 5.31e-10, 4.61e-10, 5.78e-10, 0.00e+00, 7.67e-08, 1.86e-07]    [2.47e-06, 3.40e-06, 5.44e-06, 4.29e-06, 4.75e-06, 8.70e-07, 1.45e-06, 3.13e-09, 4.20e-08, 6.93e-09, 5.12e-07, 1.61e-06, 8.17e-07, 3.29e-07, 4.06e-09, 4.10e-09, 5.31e-10, 4.61e-10, 5.78e-10, 0.00e+00, 7.67e-08, 1.86e-07]    []  
145800    [2.33e-06, 3.34e-06, 5.50e-06, 4.16e-06, 4.74e-06, 9.62e-07, 1.53e-06, 4.61e-08, 4.33e-07, 1.61e-06, 3.54e-06, 7.13e-06, 2.61e-06, 2.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.82e-09, 5.02e-08, 1.73e-08, 3.42e-07]    [2.33e-06, 3.34e-06, 5.50e-06, 4.16e-06, 4.74e-06, 9.62e-07, 1.53e-06, 4.61e-08, 4.33e-07, 1.61e-06, 3.54e-06, 7.13e-06, 2.61e-06, 2.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.82e-09, 5.02e-08, 1.73e-08, 3.42e-07]    []  
145900    [4.13e-06, 3.51e-06, 5.50e-06, 3.80e-06, 4.28e-06, 9.39e-07, 1.48e-06, 2.61e-07, 7.57e-06, 6.67e-08, 4.35e-06, 1.88e-06, 3.52e-06, 3.08e-06, 2.51e-08, 3.09e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.27e-07, 9.83e-06]    [4.13e-06, 3.51e-06, 5.50e-06, 3.80e-06, 4.28e-06, 9.39e-07, 1.48e-06, 2.61e-07, 7.57e-06, 6.67e-08, 4.35e-06, 1.88e-06, 3.52e-06, 3.08e-06, 2.51e-08, 3.09e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.27e-07, 9.83e-06]    []  
146000    [5.77e-05, 7.83e-06, 1.15e-05, 9.40e-06, 9.67e-06, 3.41e-06, 3.10e-06, 2.76e-07, 2.05e-07, 1.40e-04, 1.39e-04, 8.50e-04, 1.07e-03, 4.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.99e-07, 2.91e-07]    [5.77e-05, 7.83e-06, 1.15e-05, 9.40e-06, 9.67e-06, 3.41e-06, 3.10e-06, 2.76e-07, 2.05e-07, 1.40e-04, 1.39e-04, 8.50e-04, 1.07e-03, 4.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.99e-07, 2.91e-07]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 42.481471 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
146000    [5.77e-05, 7.83e-06, 1.15e-05, 9.40e-06, 9.67e-06, 3.41e-06, 3.10e-06, 2.76e-07, 2.05e-07, 1.40e-04, 1.39e-04, 8.50e-04, 1.07e-03, 4.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.99e-07, 2.91e-07]    [5.77e-05, 7.83e-06, 1.15e-05, 9.40e-06, 9.67e-06, 3.41e-06, 3.10e-06, 2.76e-07, 2.05e-07, 1.40e-04, 1.39e-04, 8.50e-04, 1.07e-03, 4.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.99e-07, 2.91e-07]    []  
146100    [2.49e-06, 3.39e-06, 5.37e-06, 4.27e-06, 4.70e-06, 9.31e-07, 1.52e-06, 9.18e-09, 4.20e-09, 1.00e-10, 2.18e-07, 1.27e-06, 7.81e-07, 5.94e-08, 6.29e-09, 1.25e-09, 1.61e-10, 7.45e-10, 5.20e-10, 0.00e+00, 4.94e-09, 1.60e-08]    [2.49e-06, 3.39e-06, 5.37e-06, 4.27e-06, 4.70e-06, 9.31e-07, 1.52e-06, 9.18e-09, 4.20e-09, 1.00e-10, 2.18e-07, 1.27e-06, 7.81e-07, 5.94e-08, 6.29e-09, 1.25e-09, 1.61e-10, 7.45e-10, 5.20e-10, 0.00e+00, 4.94e-09, 1.60e-08]    []  
146200    [3.59e-06, 3.46e-06, 5.57e-06, 4.30e-06, 4.78e-06, 9.44e-07, 1.48e-06, 5.76e-07, 3.53e-07, 2.86e-07, 3.34e-06, 7.40e-06, 2.47e-06, 9.79e-06, 3.38e-07, 3.77e-07, 2.00e-08, 2.22e-08, 0.00e+00, 0.00e+00, 7.06e-07, 4.37e-07]    [3.59e-06, 3.46e-06, 5.57e-06, 4.30e-06, 4.78e-06, 9.44e-07, 1.48e-06, 5.76e-07, 3.53e-07, 2.86e-07, 3.34e-06, 7.40e-06, 2.47e-06, 9.79e-06, 3.38e-07, 3.77e-07, 2.00e-08, 2.22e-08, 0.00e+00, 0.00e+00, 7.06e-07, 4.37e-07]    []  
146300    [7.47e-06, 3.62e-06, 5.74e-06, 4.91e-06, 5.19e-06, 1.21e-06, 1.73e-06, 4.74e-07, 4.19e-09, 2.35e-05, 1.75e-05, 1.39e-04, 8.11e-05, 5.98e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.38e-08, 0.00e+00, 2.81e-07, 3.89e-08]    [7.47e-06, 3.62e-06, 5.74e-06, 4.91e-06, 5.19e-06, 1.21e-06, 1.73e-06, 4.74e-07, 4.19e-09, 2.35e-05, 1.75e-05, 1.39e-04, 8.11e-05, 5.98e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.38e-08, 0.00e+00, 2.81e-07, 3.89e-08]    []  
146400    [1.37e-05, 4.24e-06, 6.56e-06, 4.33e-06, 4.53e-06, 1.49e-06, 1.74e-06, 6.73e-07, 3.12e-07, 2.43e-05, 4.11e-05, 8.68e-05, 2.20e-04, 6.64e-04, 6.94e-06, 6.61e-06, 4.11e-06, 4.06e-06, 6.32e-08, 2.97e-08, 4.17e-07, 1.89e-07]    [1.37e-05, 4.24e-06, 6.56e-06, 4.33e-06, 4.53e-06, 1.49e-06, 1.74e-06, 6.73e-07, 3.12e-07, 2.43e-05, 4.11e-05, 8.68e-05, 2.20e-04, 6.64e-04, 6.94e-06, 6.61e-06, 4.11e-06, 4.06e-06, 6.32e-08, 2.97e-08, 4.17e-07, 1.89e-07]    []  
146500    [1.03e-05, 3.76e-06, 6.24e-06, 5.50e-06, 5.76e-06, 1.37e-06, 1.86e-06, 9.52e-06, 2.03e-04, 5.01e-05, 6.20e-05, 2.76e-04, 9.44e-05, 1.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-06, 3.88e-05, 7.61e-06, 1.94e-04]    [1.03e-05, 3.76e-06, 6.24e-06, 5.50e-06, 5.76e-06, 1.37e-06, 1.86e-06, 9.52e-06, 2.03e-04, 5.01e-05, 6.20e-05, 2.76e-04, 9.44e-05, 1.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-06, 3.88e-05, 7.61e-06, 1.94e-04]    []  
146600    [2.60e-06, 3.39e-06, 5.31e-06, 4.29e-06, 4.66e-06, 9.34e-07, 1.49e-06, 4.60e-08, 1.49e-08, 7.69e-08, 3.39e-07, 1.27e-06, 1.23e-06, 8.90e-07, 2.23e-08, 1.06e-08, 9.34e-09, 8.81e-09, 0.00e+00, 0.00e+00, 8.58e-08, 3.09e-08]    [2.60e-06, 3.39e-06, 5.31e-06, 4.29e-06, 4.66e-06, 9.34e-07, 1.49e-06, 4.60e-08, 1.49e-08, 7.69e-08, 3.39e-07, 1.27e-06, 1.23e-06, 8.90e-07, 2.23e-08, 1.06e-08, 9.34e-09, 8.81e-09, 0.00e+00, 0.00e+00, 8.58e-08, 3.09e-08]    []  
146700    [2.39e-06, 3.33e-06, 5.27e-06, 4.34e-06, 4.61e-06, 1.06e-06, 1.63e-06, 8.65e-08, 1.48e-08, 1.49e-08, 4.68e-07, 1.99e-06, 1.07e-06, 8.14e-07, 5.31e-08, 2.44e-08, 0.00e+00, 2.87e-10, 5.24e-09, 5.24e-10, 3.11e-08, 6.48e-09]    [2.39e-06, 3.33e-06, 5.27e-06, 4.34e-06, 4.61e-06, 1.06e-06, 1.63e-06, 8.65e-08, 1.48e-08, 1.49e-08, 4.68e-07, 1.99e-06, 1.07e-06, 8.14e-07, 5.31e-08, 2.44e-08, 0.00e+00, 2.87e-10, 5.24e-09, 5.24e-10, 3.11e-08, 6.48e-09]    []  
146800    [2.87e-06, 3.54e-06, 5.41e-06, 3.97e-06, 4.31e-06, 8.88e-07, 1.41e-06, 4.28e-07, 1.11e-04, 5.72e-09, 2.42e-06, 1.54e-06, 4.60e-06, 3.43e-06, 2.26e-08, 5.05e-08, 2.41e-08, 1.28e-08, 3.48e-08, 0.00e+00, 3.01e-07, 1.19e-04]    [2.87e-06, 3.54e-06, 5.41e-06, 3.97e-06, 4.31e-06, 8.88e-07, 1.41e-06, 4.28e-07, 1.11e-04, 5.72e-09, 2.42e-06, 1.54e-06, 4.60e-06, 3.43e-06, 2.26e-08, 5.05e-08, 2.41e-08, 1.28e-08, 3.48e-08, 0.00e+00, 3.01e-07, 1.19e-04]    []  
146900    [2.33e-06, 3.42e-06, 5.33e-06, 4.04e-06, 4.52e-06, 9.79e-07, 1.42e-06, 2.74e-05, 4.58e-07, 2.50e-06, 5.19e-06, 1.30e-05, 3.32e-06, 2.33e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.03e-06, 3.85e-08, 2.38e-05, 2.91e-07]    [2.33e-06, 3.42e-06, 5.33e-06, 4.04e-06, 4.52e-06, 9.79e-07, 1.42e-06, 2.74e-05, 4.58e-07, 2.50e-06, 5.19e-06, 1.30e-05, 3.32e-06, 2.33e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.03e-06, 3.85e-08, 2.38e-05, 2.91e-07]    []  
147000    [6.09e-06, 4.08e-06, 6.14e-06, 3.79e-06, 4.02e-06, 1.50e-06, 1.85e-06, 1.03e-09, 1.23e-09, 1.71e-09, 3.11e-06, 2.60e-05, 1.30e-05, 4.92e-05, 9.12e-07, 1.85e-06, 1.02e-08, 1.33e-08, 1.11e-11, 0.00e+00, 7.52e-09, 1.48e-08]    [6.09e-06, 4.08e-06, 6.14e-06, 3.79e-06, 4.02e-06, 1.50e-06, 1.85e-06, 1.03e-09, 1.23e-09, 1.71e-09, 3.11e-06, 2.60e-05, 1.30e-05, 4.92e-05, 9.12e-07, 1.85e-06, 1.02e-08, 1.33e-08, 1.11e-11, 0.00e+00, 7.52e-09, 1.48e-08]    []  
147100    [2.52e-06, 3.40e-06, 5.28e-06, 4.27e-06, 4.66e-06, 9.70e-07, 1.50e-06, 6.87e-10, 8.20e-10, 3.70e-09, 2.48e-07, 1.20e-06, 7.36e-07, 1.59e-07, 8.09e-09, 1.55e-09, 4.94e-10, 9.34e-10, 3.80e-11, 1.34e-10, 4.34e-09, 4.99e-09]    [2.52e-06, 3.40e-06, 5.28e-06, 4.27e-06, 4.66e-06, 9.70e-07, 1.50e-06, 6.87e-10, 8.20e-10, 3.70e-09, 2.48e-07, 1.20e-06, 7.36e-07, 1.59e-07, 8.09e-09, 1.55e-09, 4.94e-10, 9.34e-10, 3.80e-11, 1.34e-10, 4.34e-09, 4.99e-09]    []  
147200    [7.46e-06, 3.73e-06, 5.73e-06, 4.10e-06, 4.73e-06, 9.65e-07, 1.59e-06, 8.19e-09, 4.87e-06, 5.03e-06, 3.64e-05, 6.60e-05, 2.94e-04, 1.60e-04, 1.43e-06, 2.99e-06, 0.00e+00, 0.00e+00, 1.51e-10, 5.11e-07, 1.01e-07, 3.33e-06]    [7.46e-06, 3.73e-06, 5.73e-06, 4.10e-06, 4.73e-06, 9.65e-07, 1.59e-06, 8.19e-09, 4.87e-06, 5.03e-06, 3.64e-05, 6.60e-05, 2.94e-04, 1.60e-04, 1.43e-06, 2.99e-06, 0.00e+00, 0.00e+00, 1.51e-10, 5.11e-07, 1.01e-07, 3.33e-06]    []  
147300    [2.41e-06, 3.40e-06, 5.24e-06, 4.29e-06, 4.66e-06, 9.68e-07, 1.55e-06, 5.08e-09, 2.48e-11, 5.60e-10, 2.46e-07, 1.20e-06, 6.86e-07, 4.78e-08, 2.81e-09, 1.81e-10, 1.51e-10, 6.54e-10, 2.34e-10, 1.56e-11, 3.28e-09, 5.74e-09]    [2.41e-06, 3.40e-06, 5.24e-06, 4.29e-06, 4.66e-06, 9.68e-07, 1.55e-06, 5.08e-09, 2.48e-11, 5.60e-10, 2.46e-07, 1.20e-06, 6.86e-07, 4.78e-08, 2.81e-09, 1.81e-10, 1.51e-10, 6.54e-10, 2.34e-10, 1.56e-11, 3.28e-09, 5.74e-09]    []  
147400    [3.06e-06, 3.40e-06, 5.41e-06, 4.19e-06, 4.66e-06, 8.98e-07, 1.41e-06, 1.25e-07, 2.00e-07, 2.96e-07, 6.49e-07, 3.29e-06, 7.92e-06, 6.78e-06, 3.97e-08, 2.59e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.10e-08, 1.95e-07, 1.41e-07]    [3.06e-06, 3.40e-06, 5.41e-06, 4.19e-06, 4.66e-06, 8.98e-07, 1.41e-06, 1.25e-07, 2.00e-07, 2.96e-07, 6.49e-07, 3.29e-06, 7.92e-06, 6.78e-06, 3.97e-08, 2.59e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.10e-08, 1.95e-07, 1.41e-07]    []  
147500    [2.20e-06, 3.40e-06, 5.24e-06, 4.34e-06, 4.72e-06, 1.00e-06, 1.56e-06, 9.59e-09, 1.07e-08, 1.93e-07, 7.69e-07, 2.97e-06, 4.20e-06, 9.25e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.74e-08, 2.51e-08]    [2.20e-06, 3.40e-06, 5.24e-06, 4.34e-06, 4.72e-06, 1.00e-06, 1.56e-06, 9.59e-09, 1.07e-08, 1.93e-07, 7.69e-07, 2.97e-06, 4.20e-06, 9.25e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.74e-08, 2.51e-08]    []  
147600    [2.32e-06, 3.45e-06, 5.28e-06, 4.35e-06, 4.68e-06, 9.40e-07, 1.43e-06, 9.46e-07, 3.00e-07, 2.19e-08, 6.95e-07, 2.22e-06, 7.87e-07, 1.59e-06, 2.75e-09, 4.29e-09, 7.20e-15, 0.00e+00, 9.75e-08, 3.65e-08, 5.92e-07, 3.28e-07]    [2.32e-06, 3.45e-06, 5.28e-06, 4.35e-06, 4.68e-06, 9.40e-07, 1.43e-06, 9.46e-07, 3.00e-07, 2.19e-08, 6.95e-07, 2.22e-06, 7.87e-07, 1.59e-06, 2.75e-09, 4.29e-09, 7.20e-15, 0.00e+00, 9.75e-08, 3.65e-08, 5.92e-07, 3.28e-07]    []  
147700    [4.57e-06, 3.85e-06, 5.59e-06, 3.56e-06, 3.90e-06, 8.91e-07, 1.36e-06, 9.24e-08, 4.42e-07, 2.21e-07, 6.67e-05, 4.37e-05, 1.88e-04, 7.94e-05, 1.67e-07, 1.77e-07, 9.30e-07, 1.00e-06, 7.05e-09, 5.20e-08, 4.54e-08, 3.56e-07]    [4.57e-06, 3.85e-06, 5.59e-06, 3.56e-06, 3.90e-06, 8.91e-07, 1.36e-06, 9.24e-08, 4.42e-07, 2.21e-07, 6.67e-05, 4.37e-05, 1.88e-04, 7.94e-05, 1.67e-07, 1.77e-07, 9.30e-07, 1.00e-06, 7.05e-09, 5.20e-08, 4.54e-08, 3.56e-07]    []  
147800    [2.47e-06, 3.42e-06, 5.22e-06, 4.29e-06, 4.62e-06, 9.96e-07, 1.52e-06, 4.69e-10, 1.13e-10, 1.33e-08, 3.07e-07, 1.09e-06, 9.85e-07, 4.49e-07, 9.14e-09, 2.59e-09, 1.78e-09, 2.37e-09, 3.93e-11, 1.05e-11, 3.73e-09, 5.82e-09]    [2.47e-06, 3.42e-06, 5.22e-06, 4.29e-06, 4.62e-06, 9.96e-07, 1.52e-06, 4.69e-10, 1.13e-10, 1.33e-08, 3.07e-07, 1.09e-06, 9.85e-07, 4.49e-07, 9.14e-09, 2.59e-09, 1.78e-09, 2.37e-09, 3.93e-11, 1.05e-11, 3.73e-09, 5.82e-09]    []  
147900    [2.39e-06, 3.43e-06, 5.29e-06, 4.31e-06, 4.62e-06, 9.57e-07, 1.46e-06, 3.05e-07, 8.72e-09, 1.28e-10, 7.04e-07, 1.32e-06, 1.76e-06, 3.64e-07, 7.75e-10, 2.86e-10, 2.82e-10, 8.03e-10, 0.00e+00, 6.05e-10, 3.93e-07, 4.73e-09]    [2.39e-06, 3.43e-06, 5.29e-06, 4.31e-06, 4.62e-06, 9.57e-07, 1.46e-06, 3.05e-07, 8.72e-09, 1.28e-10, 7.04e-07, 1.32e-06, 1.76e-06, 3.64e-07, 7.75e-10, 2.86e-10, 2.82e-10, 8.03e-10, 0.00e+00, 6.05e-10, 3.93e-07, 4.73e-09]    []  
148000    [1.66e-05, 4.51e-06, 6.36e-06, 4.66e-06, 4.78e-06, 1.90e-06, 2.15e-06, 2.39e-05, 3.78e-04, 2.11e-05, 8.98e-05, 1.39e-04, 4.30e-04, 8.22e-04, 1.00e-05, 9.39e-06, 7.18e-06, 6.85e-06, 0.00e+00, 7.75e-05, 2.88e-05, 3.58e-04]    [1.66e-05, 4.51e-06, 6.36e-06, 4.66e-06, 4.78e-06, 1.90e-06, 2.15e-06, 2.39e-05, 3.78e-04, 2.11e-05, 8.98e-05, 1.39e-04, 4.30e-04, 8.22e-04, 1.00e-05, 9.39e-06, 7.18e-06, 6.85e-06, 0.00e+00, 7.75e-05, 2.88e-05, 3.58e-04]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 43.996906 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
148000    [1.66e-05, 4.51e-06, 6.36e-06, 4.66e-06, 4.78e-06, 1.90e-06, 2.15e-06, 2.39e-05, 3.78e-04, 2.11e-05, 8.98e-05, 1.39e-04, 4.30e-04, 8.22e-04, 1.00e-05, 9.39e-06, 7.18e-06, 6.85e-06, 0.00e+00, 7.75e-05, 2.88e-05, 3.58e-04]    [1.66e-05, 4.51e-06, 6.36e-06, 4.66e-06, 4.78e-06, 1.90e-06, 2.15e-06, 2.39e-05, 3.78e-04, 2.11e-05, 8.98e-05, 1.39e-04, 4.30e-04, 8.22e-04, 1.00e-05, 9.39e-06, 7.18e-06, 6.85e-06, 0.00e+00, 7.75e-05, 2.88e-05, 3.58e-04]    []  
148100    [2.48e-06, 3.42e-06, 5.20e-06, 4.32e-06, 4.62e-06, 8.95e-07, 1.46e-06, 4.63e-06, 9.56e-09, 1.83e-10, 5.77e-07, 1.43e-06, 7.88e-07, 5.28e-07, 8.22e-09, 9.98e-09, 4.97e-11, 9.17e-12, 0.00e+00, 2.97e-09, 5.35e-06, 8.34e-08]    [2.48e-06, 3.42e-06, 5.20e-06, 4.32e-06, 4.62e-06, 8.95e-07, 1.46e-06, 4.63e-06, 9.56e-09, 1.83e-10, 5.77e-07, 1.43e-06, 7.88e-07, 5.28e-07, 8.22e-09, 9.98e-09, 4.97e-11, 9.17e-12, 0.00e+00, 2.97e-09, 5.35e-06, 8.34e-08]    []  
148200    [2.66e-06, 3.47e-06, 5.29e-06, 4.42e-06, 4.72e-06, 9.53e-07, 1.52e-06, 5.19e-07, 5.99e-11, 6.71e-09, 1.70e-06, 2.36e-06, 3.71e-06, 1.02e-07, 2.33e-08, 1.53e-08, 0.00e+00, 0.00e+00, 0.00e+00, 8.62e-12, 6.66e-07, 7.63e-09]    [2.66e-06, 3.47e-06, 5.29e-06, 4.42e-06, 4.72e-06, 9.53e-07, 1.52e-06, 5.19e-07, 5.99e-11, 6.71e-09, 1.70e-06, 2.36e-06, 3.71e-06, 1.02e-07, 2.33e-08, 1.53e-08, 0.00e+00, 0.00e+00, 0.00e+00, 8.62e-12, 6.66e-07, 7.63e-09]    []  
148300    [2.53e-06, 3.39e-06, 5.28e-06, 4.06e-06, 4.48e-06, 1.02e-06, 1.52e-06, 1.32e-06, 2.85e-08, 2.19e-06, 2.72e-06, 1.64e-05, 2.65e-06, 3.89e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-09, 1.60e-06, 6.89e-09]    [2.53e-06, 3.39e-06, 5.28e-06, 4.06e-06, 4.48e-06, 1.02e-06, 1.52e-06, 1.32e-06, 2.85e-08, 2.19e-06, 2.72e-06, 1.64e-05, 2.65e-06, 3.89e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-09, 1.60e-06, 6.89e-09]    []  
148400    [2.13e-06, 3.44e-06, 5.19e-06, 4.38e-06, 4.71e-06, 1.01e-06, 1.55e-06, 6.29e-11, 1.57e-08, 3.88e-07, 1.09e-06, 4.57e-06, 6.70e-06, 1.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.64e-12, 0.00e+00, 7.95e-09, 3.96e-08]    [2.13e-06, 3.44e-06, 5.19e-06, 4.38e-06, 4.71e-06, 1.01e-06, 1.55e-06, 6.29e-11, 1.57e-08, 3.88e-07, 1.09e-06, 4.57e-06, 6.70e-06, 1.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.64e-12, 0.00e+00, 7.95e-09, 3.96e-08]    []  
148500    [2.31e-06, 3.38e-06, 5.15e-06, 4.38e-06, 4.59e-06, 1.05e-06, 1.51e-06, 8.34e-09, 1.22e-07, 2.19e-09, 3.41e-07, 1.57e-06, 6.83e-07, 3.67e-07, 8.79e-12, 2.85e-10, 0.00e+00, 1.22e-10, 0.00e+00, 1.43e-08, 2.31e-08, 9.65e-08]    [2.31e-06, 3.38e-06, 5.15e-06, 4.38e-06, 4.59e-06, 1.05e-06, 1.51e-06, 8.34e-09, 1.22e-07, 2.19e-09, 3.41e-07, 1.57e-06, 6.83e-07, 3.67e-07, 8.79e-12, 2.85e-10, 0.00e+00, 1.22e-10, 0.00e+00, 1.43e-08, 2.31e-08, 9.65e-08]    []  
148600    [1.56e-05, 3.92e-06, 5.79e-06, 5.80e-06, 5.94e-06, 1.38e-06, 1.69e-06, 2.83e-08, 3.29e-08, 1.86e-05, 1.01e-04, 1.75e-04, 4.91e-04, 8.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.68e-10, 1.16e-09, 6.16e-08, 6.43e-08]    [1.56e-05, 3.92e-06, 5.79e-06, 5.80e-06, 5.94e-06, 1.38e-06, 1.69e-06, 2.83e-08, 3.29e-08, 1.86e-05, 1.01e-04, 1.75e-04, 4.91e-04, 8.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.68e-10, 1.16e-09, 6.16e-08, 6.43e-08]    []  
148700    [2.49e-06, 3.45e-06, 5.17e-06, 4.31e-06, 4.60e-06, 9.64e-07, 1.41e-06, 1.52e-09, 2.86e-10, 1.02e-08, 4.03e-07, 1.07e-06, 9.28e-07, 2.99e-07, 5.60e-09, 1.37e-09, 2.61e-10, 1.22e-09, 6.65e-11, 4.31e-11, 2.41e-09, 2.86e-09]    [2.49e-06, 3.45e-06, 5.17e-06, 4.31e-06, 4.60e-06, 9.64e-07, 1.41e-06, 1.52e-09, 2.86e-10, 1.02e-08, 4.03e-07, 1.07e-06, 9.28e-07, 2.99e-07, 5.60e-09, 1.37e-09, 2.61e-10, 1.22e-09, 6.65e-11, 4.31e-11, 2.41e-09, 2.86e-09]    []  
148800    [2.54e-06, 3.50e-06, 5.32e-06, 4.41e-06, 4.73e-06, 9.47e-07, 1.38e-06, 1.18e-07, 1.13e-07, 3.72e-09, 2.68e-06, 2.52e-06, 6.64e-06, 3.16e-06, 3.53e-12, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.86e-07, 1.68e-07]    [2.54e-06, 3.50e-06, 5.32e-06, 4.41e-06, 4.73e-06, 9.47e-07, 1.38e-06, 1.18e-07, 1.13e-07, 3.72e-09, 2.68e-06, 2.52e-06, 6.64e-06, 3.16e-06, 3.53e-12, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.86e-07, 1.68e-07]    []  
148900    [1.30e-05, 3.96e-06, 5.76e-06, 4.72e-06, 4.73e-06, 1.42e-06, 1.73e-06, 7.45e-08, 4.65e-07, 2.30e-05, 3.18e-05, 1.18e-04, 2.43e-04, 7.40e-04, 9.79e-06, 9.30e-06, 3.17e-06, 3.16e-06, 7.49e-09, 6.41e-08, 4.91e-08, 4.24e-07]    [1.30e-05, 3.96e-06, 5.76e-06, 4.72e-06, 4.73e-06, 1.42e-06, 1.73e-06, 7.45e-08, 4.65e-07, 2.30e-05, 3.18e-05, 1.18e-04, 2.43e-04, 7.40e-04, 9.79e-06, 9.30e-06, 3.17e-06, 3.16e-06, 7.49e-09, 6.41e-08, 4.91e-08, 4.24e-07]    []  
149000    [2.48e-06, 3.50e-06, 5.19e-06, 4.36e-06, 4.60e-06, 9.15e-07, 1.40e-06, 1.53e-11, 2.82e-08, 1.26e-09, 3.58e-07, 1.10e-06, 6.78e-07, 7.72e-08, 2.05e-09, 5.46e-12, 0.00e+00, 1.11e-10, 2.03e-12, 2.48e-09, 4.62e-09, 1.47e-08]    [2.48e-06, 3.50e-06, 5.19e-06, 4.36e-06, 4.60e-06, 9.15e-07, 1.40e-06, 1.53e-11, 2.82e-08, 1.26e-09, 3.58e-07, 1.10e-06, 6.78e-07, 7.72e-08, 2.05e-09, 5.46e-12, 0.00e+00, 1.11e-10, 2.03e-12, 2.48e-09, 4.62e-09, 1.47e-08]    []  
149100    [1.39e-05, 4.97e-06, 6.64e-06, 3.11e-06, 3.79e-06, 1.37e-06, 1.95e-06, 2.06e-04, 3.54e-07, 1.65e-04, 8.44e-04, 1.97e-04, 3.18e-04, 2.35e-04, 0.00e+00, 0.00e+00, 3.38e-07, 2.58e-07, 0.00e+00, 1.38e-08, 2.32e-04, 4.83e-07]    [1.39e-05, 4.97e-06, 6.64e-06, 3.11e-06, 3.79e-06, 1.37e-06, 1.95e-06, 2.06e-04, 3.54e-07, 1.65e-04, 8.44e-04, 1.97e-04, 3.18e-04, 2.35e-04, 0.00e+00, 0.00e+00, 3.38e-07, 2.58e-07, 0.00e+00, 1.38e-08, 2.32e-04, 4.83e-07]    []  
149200    [2.47e-06, 3.46e-06, 5.15e-06, 4.38e-06, 4.56e-06, 1.12e-06, 1.47e-06, 1.48e-09, 1.24e-08, 1.70e-09, 5.62e-07, 9.95e-07, 6.23e-07, 4.84e-08, 1.24e-09, 0.00e+00, 6.20e-11, 2.81e-10, 4.40e-11, 0.00e+00, 3.26e-09, 3.09e-08]    [2.47e-06, 3.46e-06, 5.15e-06, 4.38e-06, 4.56e-06, 1.12e-06, 1.47e-06, 1.48e-09, 1.24e-08, 1.70e-09, 5.62e-07, 9.95e-07, 6.23e-07, 4.84e-08, 1.24e-09, 0.00e+00, 6.20e-11, 2.81e-10, 4.40e-11, 0.00e+00, 3.26e-09, 3.09e-08]    []  
149300    [7.30e-06, 3.85e-06, 5.40e-06, 3.57e-06, 3.82e-06, 9.77e-07, 1.37e-06, 1.78e-06, 3.92e-05, 4.83e-06, 2.27e-05, 6.67e-05, 9.21e-05, 2.31e-05, 3.25e-06, 4.10e-06, 4.05e-09, 0.00e+00, 9.41e-08, 0.00e+00, 7.59e-07, 5.31e-05]    [7.30e-06, 3.85e-06, 5.40e-06, 3.57e-06, 3.82e-06, 9.77e-07, 1.37e-06, 1.78e-06, 3.92e-05, 4.83e-06, 2.27e-05, 6.67e-05, 9.21e-05, 2.31e-05, 3.25e-06, 4.10e-06, 4.05e-09, 0.00e+00, 9.41e-08, 0.00e+00, 7.59e-07, 5.31e-05]    []  
149400    [2.85e-06, 3.55e-06, 5.16e-06, 4.42e-06, 4.64e-06, 9.14e-07, 1.35e-06, 2.90e-07, 5.16e-09, 1.66e-08, 8.39e-07, 1.17e-06, 6.22e-07, 4.32e-08, 1.05e-08, 1.18e-08, 2.78e-09, 2.94e-09, 2.62e-08, 1.67e-09, 3.22e-07, 2.48e-07]    [2.85e-06, 3.55e-06, 5.16e-06, 4.42e-06, 4.64e-06, 9.14e-07, 1.35e-06, 2.90e-07, 5.16e-09, 1.66e-08, 8.39e-07, 1.17e-06, 6.22e-07, 4.32e-08, 1.05e-08, 1.18e-08, 2.78e-09, 2.94e-09, 2.62e-08, 1.67e-09, 3.22e-07, 2.48e-07]    []  
149500    [1.52e-05, 4.14e-06, 5.85e-06, 4.95e-06, 4.93e-06, 1.37e-06, 1.68e-06, 5.31e-09, 8.76e-09, 2.73e-05, 2.44e-05, 1.03e-04, 1.67e-04, 6.77e-04, 9.86e-06, 9.39e-06, 4.04e-06, 3.96e-06, 0.00e+00, 0.00e+00, 4.64e-08, 4.77e-08]    [1.52e-05, 4.14e-06, 5.85e-06, 4.95e-06, 4.93e-06, 1.37e-06, 1.68e-06, 5.31e-09, 8.76e-09, 2.73e-05, 2.44e-05, 1.03e-04, 1.67e-04, 6.77e-04, 9.86e-06, 9.39e-06, 4.04e-06, 3.96e-06, 0.00e+00, 0.00e+00, 4.64e-08, 4.77e-08]    []  
149600    [2.57e-06, 3.55e-06, 5.18e-06, 4.36e-06, 4.67e-06, 8.82e-07, 1.30e-06, 2.29e-11, 3.69e-09, 1.07e-09, 4.84e-07, 1.03e-06, 6.19e-07, 1.25e-07, 8.12e-10, 1.00e-10, 0.00e+00, 0.00e+00, 4.06e-11, 4.44e-10, 1.42e-09, 2.44e-09]    [2.57e-06, 3.55e-06, 5.18e-06, 4.36e-06, 4.67e-06, 8.82e-07, 1.30e-06, 2.29e-11, 3.69e-09, 1.07e-09, 4.84e-07, 1.03e-06, 6.19e-07, 1.25e-07, 8.12e-10, 1.00e-10, 0.00e+00, 0.00e+00, 4.06e-11, 4.44e-10, 1.42e-09, 2.44e-09]    []  
149700    [2.22e-06, 3.51e-06, 5.11e-06, 4.38e-06, 4.68e-06, 9.85e-07, 1.43e-06, 7.51e-10, 4.59e-09, 1.12e-07, 4.68e-07, 1.91e-06, 1.93e-06, 4.84e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.78e-13, 0.00e+00, 3.70e-09, 9.68e-09]    [2.22e-06, 3.51e-06, 5.11e-06, 4.38e-06, 4.68e-06, 9.85e-07, 1.43e-06, 7.51e-10, 4.59e-09, 1.12e-07, 4.68e-07, 1.91e-06, 1.93e-06, 4.84e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.78e-13, 0.00e+00, 3.70e-09, 9.68e-09]    []  
149800    [3.52e-06, 3.73e-06, 5.39e-06, 4.24e-06, 4.42e-06, 9.02e-07, 1.33e-06, 3.09e-09, 2.70e-07, 6.83e-07, 3.30e-06, 3.18e-06, 1.11e-05, 4.41e-06, 4.28e-09, 5.90e-09, 6.29e-08, 6.87e-08, 4.84e-17, 0.00e+00, 1.56e-07, 7.99e-07]    [3.52e-06, 3.73e-06, 5.39e-06, 4.24e-06, 4.42e-06, 9.02e-07, 1.33e-06, 3.09e-09, 2.70e-07, 6.83e-07, 3.30e-06, 3.18e-06, 1.11e-05, 4.41e-06, 4.28e-09, 5.90e-09, 6.29e-08, 6.87e-08, 4.84e-17, 0.00e+00, 1.56e-07, 7.99e-07]    []  
149900    [2.64e-06, 3.56e-06, 5.12e-06, 4.39e-06, 4.60e-06, 8.98e-07, 1.36e-06, 3.86e-11, 6.45e-12, 2.53e-10, 4.80e-07, 9.52e-07, 5.37e-07, 3.88e-08, 1.29e-09, 1.76e-11, 0.00e+00, 3.59e-12, 2.33e-11, 1.76e-11, 1.70e-09, 2.15e-09]    [2.64e-06, 3.56e-06, 5.12e-06, 4.39e-06, 4.60e-06, 8.98e-07, 1.36e-06, 3.86e-11, 6.45e-12, 2.53e-10, 4.80e-07, 9.52e-07, 5.37e-07, 3.88e-08, 1.29e-09, 1.76e-11, 0.00e+00, 3.59e-12, 2.33e-11, 1.76e-11, 1.70e-09, 2.15e-09]    []  
150000    [2.05e-06, 3.53e-06, 5.09e-06, 4.44e-06, 4.73e-06, 9.92e-07, 1.44e-06, 9.72e-09, 2.39e-09, 7.84e-07, 9.67e-07, 5.94e-06, 5.95e-06, 2.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.76e-08, 7.01e-09]    [2.05e-06, 3.53e-06, 5.09e-06, 4.44e-06, 4.73e-06, 9.92e-07, 1.44e-06, 9.72e-09, 2.39e-09, 7.84e-07, 9.67e-07, 5.94e-06, 5.95e-06, 2.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.76e-08, 7.01e-09]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 39.171186 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
150000    [2.05e-06, 3.53e-06, 5.09e-06, 4.44e-06, 4.73e-06, 9.92e-07, 1.44e-06, 9.72e-09, 2.39e-09, 7.84e-07, 9.67e-07, 5.94e-06, 5.95e-06, 2.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.76e-08, 7.01e-09]    [2.05e-06, 3.53e-06, 5.09e-06, 4.44e-06, 4.73e-06, 9.92e-07, 1.44e-06, 9.72e-09, 2.39e-09, 7.84e-07, 9.67e-07, 5.94e-06, 5.95e-06, 2.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.76e-08, 7.01e-09]    []  
150100    [2.94e-06, 3.67e-06, 5.32e-06, 4.53e-06, 4.91e-06, 8.10e-07, 1.06e-06, 2.83e-05, 2.68e-06, 1.04e-08, 9.90e-07, 1.71e-06, 1.55e-06, 5.88e-07, 1.34e-08, 1.28e-09, 0.00e+00, 0.00e+00, 4.02e-06, 2.34e-07, 2.24e-05, 1.34e-06]    [2.94e-06, 3.67e-06, 5.32e-06, 4.53e-06, 4.91e-06, 8.10e-07, 1.06e-06, 2.83e-05, 2.68e-06, 1.04e-08, 9.90e-07, 1.71e-06, 1.55e-06, 5.88e-07, 1.34e-08, 1.28e-09, 0.00e+00, 0.00e+00, 4.02e-06, 2.34e-07, 2.24e-05, 1.34e-06]    []  
150200    [2.76e-06, 3.58e-06, 5.06e-06, 4.32e-06, 4.62e-06, 8.41e-07, 1.16e-06, 3.58e-07, 2.85e-05, 1.20e-08, 7.53e-07, 1.25e-06, 7.11e-07, 9.23e-08, 8.04e-09, 7.95e-09, 5.56e-10, 6.79e-10, 3.12e-08, 0.00e+00, 2.88e-07, 3.27e-05]    [2.76e-06, 3.58e-06, 5.06e-06, 4.32e-06, 4.62e-06, 8.41e-07, 1.16e-06, 3.58e-07, 2.85e-05, 1.20e-08, 7.53e-07, 1.25e-06, 7.11e-07, 9.23e-08, 8.04e-09, 7.95e-09, 5.56e-10, 6.79e-10, 3.12e-08, 0.00e+00, 2.88e-07, 3.27e-05]    []  
150300    [3.32e-06, 3.69e-06, 5.23e-06, 4.71e-06, 5.08e-06, 9.07e-07, 1.25e-06, 4.22e-07, 3.91e-06, 1.61e-06, 1.85e-05, 2.44e-05, 7.95e-05, 1.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.48e-07, 5.31e-06]    [3.32e-06, 3.69e-06, 5.23e-06, 4.71e-06, 5.08e-06, 9.07e-07, 1.25e-06, 4.22e-07, 3.91e-06, 1.61e-06, 1.85e-05, 2.44e-05, 7.95e-05, 1.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.48e-07, 5.31e-06]    []  
150400    [2.33e-06, 3.62e-06, 5.25e-06, 4.50e-06, 4.85e-06, 8.60e-07, 1.23e-06, 3.40e-09, 1.18e-05, 5.75e-07, 1.21e-06, 4.10e-06, 5.91e-06, 1.82e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-10, 1.66e-06, 9.10e-08, 1.01e-05]    [2.33e-06, 3.62e-06, 5.25e-06, 4.50e-06, 4.85e-06, 8.60e-07, 1.23e-06, 3.40e-09, 1.18e-05, 5.75e-07, 1.21e-06, 4.10e-06, 5.91e-06, 1.82e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-10, 1.66e-06, 9.10e-08, 1.01e-05]    []  
150500    [2.52e-06, 3.63e-06, 5.18e-06, 4.39e-06, 4.70e-06, 8.15e-07, 1.19e-06, 9.92e-09, 4.82e-08, 3.13e-08, 7.23e-07, 1.35e-06, 1.38e-06, 1.92e-06, 1.12e-09, 1.84e-09, 0.00e+00, 0.00e+00, 2.79e-11, 0.00e+00, 6.57e-08, 1.71e-07]    [2.52e-06, 3.63e-06, 5.18e-06, 4.39e-06, 4.70e-06, 8.15e-07, 1.19e-06, 9.92e-09, 4.82e-08, 3.13e-08, 7.23e-07, 1.35e-06, 1.38e-06, 1.92e-06, 1.12e-09, 1.84e-09, 0.00e+00, 0.00e+00, 2.79e-11, 0.00e+00, 6.57e-08, 1.71e-07]    []  
150600    [3.80e-06, 3.56e-06, 4.90e-06, 3.48e-06, 3.83e-06, 1.11e-06, 1.33e-06, 1.85e-06, 5.83e-07, 1.09e-05, 3.83e-05, 3.29e-05, 1.03e-05, 7.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.41e-06, 9.65e-07]    [3.80e-06, 3.56e-06, 4.90e-06, 3.48e-06, 3.83e-06, 1.11e-06, 1.33e-06, 1.85e-06, 5.83e-07, 1.09e-05, 3.83e-05, 3.29e-05, 1.03e-05, 7.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.41e-06, 9.65e-07]    []  
150700    [2.84e-06, 3.61e-06, 5.10e-06, 4.37e-06, 4.62e-06, 8.45e-07, 1.25e-06, 8.02e-08, 1.31e-07, 3.02e-08, 8.64e-07, 1.36e-06, 7.60e-07, 4.10e-07, 2.95e-08, 2.61e-08, 7.50e-10, 1.57e-09, 0.00e+00, 0.00e+00, 1.01e-07, 1.84e-07]    [2.84e-06, 3.61e-06, 5.10e-06, 4.37e-06, 4.62e-06, 8.45e-07, 1.25e-06, 8.02e-08, 1.31e-07, 3.02e-08, 8.64e-07, 1.36e-06, 7.60e-07, 4.10e-07, 2.95e-08, 2.61e-08, 7.50e-10, 1.57e-09, 0.00e+00, 0.00e+00, 1.01e-07, 1.84e-07]    []  
150800    [2.42e-05, 5.72e-06, 7.32e-06, 4.88e-06, 4.82e-06, 2.04e-06, 1.69e-06, 6.66e-05, 3.00e-06, 9.07e-06, 2.15e-04, 2.09e-04, 2.85e-04, 8.59e-05, 6.55e-06, 6.70e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.57e-05, 5.52e-06]    [2.42e-05, 5.72e-06, 7.32e-06, 4.88e-06, 4.82e-06, 2.04e-06, 1.69e-06, 6.66e-05, 3.00e-06, 9.07e-06, 2.15e-04, 2.09e-04, 2.85e-04, 8.59e-05, 6.55e-06, 6.70e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.57e-05, 5.52e-06]    []  
150900    [2.71e-06, 3.63e-06, 5.15e-06, 4.40e-06, 4.64e-06, 8.54e-07, 1.16e-06, 3.67e-09, 1.01e-06, 4.54e-10, 6.30e-07, 9.75e-07, 5.91e-07, 7.76e-08, 6.48e-09, 7.49e-09, 1.06e-09, 1.47e-09, 1.13e-09, 1.13e-07, 5.97e-08, 6.67e-07]    [2.71e-06, 3.63e-06, 5.15e-06, 4.40e-06, 4.64e-06, 8.54e-07, 1.16e-06, 3.67e-09, 1.01e-06, 4.54e-10, 6.30e-07, 9.75e-07, 5.91e-07, 7.76e-08, 6.48e-09, 7.49e-09, 1.06e-09, 1.47e-09, 1.13e-09, 1.13e-07, 5.97e-08, 6.67e-07]    []  
151000    [3.00e-06, 3.61e-06, 5.07e-06, 4.38e-06, 4.57e-06, 8.86e-07, 1.20e-06, 5.88e-10, 3.98e-08, 2.44e-07, 8.79e-07, 1.70e-06, 3.63e-06, 7.54e-06, 9.63e-08, 7.29e-08, 3.12e-08, 3.81e-08, 9.90e-11, 4.53e-09, 9.49e-10, 3.05e-08]    [3.00e-06, 3.61e-06, 5.07e-06, 4.38e-06, 4.57e-06, 8.86e-07, 1.20e-06, 5.88e-10, 3.98e-08, 2.44e-07, 8.79e-07, 1.70e-06, 3.63e-06, 7.54e-06, 9.63e-08, 7.29e-08, 3.12e-08, 3.81e-08, 9.90e-11, 4.53e-09, 9.49e-10, 3.05e-08]    []  
151100    [2.72e-06, 3.67e-06, 5.15e-06, 4.38e-06, 4.64e-06, 8.34e-07, 1.14e-06, 7.23e-07, 7.50e-09, 8.19e-09, 6.36e-07, 8.96e-07, 9.75e-07, 2.22e-07, 9.17e-09, 9.31e-09, 2.66e-09, 4.70e-09, 9.24e-08, 3.44e-12, 5.94e-07, 3.92e-08]    [2.72e-06, 3.67e-06, 5.15e-06, 4.38e-06, 4.64e-06, 8.34e-07, 1.14e-06, 7.23e-07, 7.50e-09, 8.19e-09, 6.36e-07, 8.96e-07, 9.75e-07, 2.22e-07, 9.17e-09, 9.31e-09, 2.66e-09, 4.70e-09, 9.24e-08, 3.44e-12, 5.94e-07, 3.92e-08]    []  
151200    [2.45e-06, 3.62e-06, 5.04e-06, 4.40e-06, 4.61e-06, 8.90e-07, 1.23e-06, 9.21e-12, 9.43e-11, 3.13e-11, 3.37e-07, 8.82e-07, 5.06e-07, 3.16e-08, 1.27e-09, 1.96e-10, 0.00e+00, 8.85e-12, 1.29e-11, 1.96e-11, 2.24e-09, 1.93e-09]    [2.45e-06, 3.62e-06, 5.04e-06, 4.40e-06, 4.61e-06, 8.90e-07, 1.23e-06, 9.21e-12, 9.43e-11, 3.13e-11, 3.37e-07, 8.82e-07, 5.06e-07, 3.16e-08, 1.27e-09, 1.96e-10, 0.00e+00, 8.85e-12, 1.29e-11, 1.96e-11, 2.24e-09, 1.93e-09]    []  
151300    [1.07e-05, 3.77e-06, 4.95e-06, 4.35e-06, 4.17e-06, 1.17e-06, 1.25e-06, 1.21e-07, 7.27e-08, 5.46e-06, 2.62e-05, 6.75e-05, 2.76e-05, 3.80e-05, 0.00e+00, 0.00e+00, 1.73e-10, 9.24e-11, 0.00e+00, 7.93e-10, 1.71e-06, 5.76e-07]    [1.07e-05, 3.77e-06, 4.95e-06, 4.35e-06, 4.17e-06, 1.17e-06, 1.25e-06, 1.21e-07, 7.27e-08, 5.46e-06, 2.62e-05, 6.75e-05, 2.76e-05, 3.80e-05, 0.00e+00, 0.00e+00, 1.73e-10, 9.24e-11, 0.00e+00, 7.93e-10, 1.71e-06, 5.76e-07]    []  
151400    [3.40e-06, 3.66e-06, 5.12e-06, 4.38e-06, 4.63e-06, 8.25e-07, 1.09e-06, 1.87e-07, 1.51e-10, 3.45e-09, 1.82e-06, 1.56e-06, 9.24e-07, 1.02e-07, 7.23e-10, 5.07e-10, 5.27e-12, 1.86e-11, 0.00e+00, 4.18e-11, 2.79e-07, 9.13e-09]    [3.40e-06, 3.66e-06, 5.12e-06, 4.38e-06, 4.63e-06, 8.25e-07, 1.09e-06, 1.87e-07, 1.51e-10, 3.45e-09, 1.82e-06, 1.56e-06, 9.24e-07, 1.02e-07, 7.23e-10, 5.07e-10, 5.27e-12, 1.86e-11, 0.00e+00, 4.18e-11, 2.79e-07, 9.13e-09]    []  
151500    [2.83e-06, 3.59e-06, 5.16e-06, 4.53e-06, 4.80e-06, 8.61e-07, 1.31e-06, 2.46e-07, 1.13e-04, 1.87e-08, 1.46e-06, 1.45e-06, 7.73e-07, 6.12e-08, 2.29e-08, 2.56e-08, 7.81e-09, 6.79e-09, 0.00e+00, 1.94e-05, 4.58e-07, 1.07e-04]    [2.83e-06, 3.59e-06, 5.16e-06, 4.53e-06, 4.80e-06, 8.61e-07, 1.31e-06, 2.46e-07, 1.13e-04, 1.87e-08, 1.46e-06, 1.45e-06, 7.73e-07, 6.12e-08, 2.29e-08, 2.56e-08, 7.81e-09, 6.79e-09, 0.00e+00, 1.94e-05, 4.58e-07, 1.07e-04]    []  
151600    [2.16e-06, 3.59e-06, 4.94e-06, 4.37e-06, 4.67e-06, 9.26e-07, 1.36e-06, 2.13e-09, 2.75e-09, 1.26e-07, 5.83e-07, 1.93e-06, 9.18e-07, 4.02e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.73e-10, 0.00e+00, 2.95e-09, 7.05e-09]    [2.16e-06, 3.59e-06, 4.94e-06, 4.37e-06, 4.67e-06, 9.26e-07, 1.36e-06, 2.13e-09, 2.75e-09, 1.26e-07, 5.83e-07, 1.93e-06, 9.18e-07, 4.02e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.73e-10, 0.00e+00, 2.95e-09, 7.05e-09]    []  
151700    [3.22e-06, 3.71e-06, 5.28e-06, 4.42e-06, 4.65e-06, 7.42e-07, 9.69e-07, 1.50e-07, 1.99e-13, 3.05e-08, 1.35e-06, 2.23e-06, 1.07e-06, 2.56e-06, 0.00e+00, 8.84e-11, 0.00e+00, 0.00e+00, 5.65e-09, 9.74e-12, 8.51e-08, 3.62e-07]    [3.22e-06, 3.71e-06, 5.28e-06, 4.42e-06, 4.65e-06, 7.42e-07, 9.69e-07, 1.50e-07, 1.99e-13, 3.05e-08, 1.35e-06, 2.23e-06, 1.07e-06, 2.56e-06, 0.00e+00, 8.84e-11, 0.00e+00, 0.00e+00, 5.65e-09, 9.74e-12, 8.51e-08, 3.62e-07]    []  
151800    [2.98e-06, 3.71e-06, 5.12e-06, 4.45e-06, 4.66e-06, 7.31e-07, 9.83e-07, 5.12e-08, 2.91e-08, 2.47e-09, 8.99e-07, 1.21e-06, 6.76e-07, 4.71e-08, 4.34e-09, 4.49e-09, 5.75e-11, 7.99e-11, 0.00e+00, 1.08e-09, 3.74e-07, 1.66e-07]    [2.98e-06, 3.71e-06, 5.12e-06, 4.45e-06, 4.66e-06, 7.31e-07, 9.83e-07, 5.12e-08, 2.91e-08, 2.47e-09, 8.99e-07, 1.21e-06, 6.76e-07, 4.71e-08, 4.34e-09, 4.49e-09, 5.75e-11, 7.99e-11, 0.00e+00, 1.08e-09, 3.74e-07, 1.66e-07]    []  
151900    [2.82e-06, 3.69e-06, 5.08e-06, 4.46e-06, 4.64e-06, 7.53e-07, 1.00e-06, 2.22e-08, 2.01e-08, 1.88e-09, 6.82e-07, 1.13e-06, 6.15e-07, 4.10e-08, 5.66e-09, 5.88e-09, 2.98e-10, 3.21e-10, 0.00e+00, 9.03e-10, 2.15e-07, 1.18e-07]    [2.82e-06, 3.69e-06, 5.08e-06, 4.46e-06, 4.64e-06, 7.53e-07, 1.00e-06, 2.22e-08, 2.01e-08, 1.88e-09, 6.82e-07, 1.13e-06, 6.15e-07, 4.10e-08, 5.66e-09, 5.88e-09, 2.98e-10, 3.21e-10, 0.00e+00, 9.03e-10, 2.15e-07, 1.18e-07]    []  
152000    [2.72e-06, 3.69e-06, 5.05e-06, 4.46e-06, 4.64e-06, 7.88e-07, 1.03e-06, 5.19e-08, 1.39e-08, 1.94e-09, 5.56e-07, 1.06e-06, 5.60e-07, 3.41e-08, 6.96e-09, 7.09e-09, 5.49e-10, 5.69e-10, 3.06e-09, 9.28e-10, 3.28e-08, 8.67e-08]    [2.72e-06, 3.69e-06, 5.05e-06, 4.46e-06, 4.64e-06, 7.88e-07, 1.03e-06, 5.19e-08, 1.39e-08, 1.94e-09, 5.56e-07, 1.06e-06, 5.60e-07, 3.41e-08, 6.96e-09, 7.09e-09, 5.49e-10, 5.69e-10, 3.06e-09, 9.28e-10, 3.28e-08, 8.67e-08]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 42.945991 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
152000    [2.72e-06, 3.69e-06, 5.05e-06, 4.46e-06, 4.64e-06, 7.88e-07, 1.03e-06, 5.19e-08, 1.39e-08, 1.94e-09, 5.56e-07, 1.06e-06, 5.60e-07, 3.41e-08, 6.96e-09, 7.09e-09, 5.49e-10, 5.69e-10, 3.06e-09, 9.28e-10, 3.28e-08, 8.67e-08]    [2.72e-06, 3.69e-06, 5.05e-06, 4.46e-06, 4.64e-06, 7.88e-07, 1.03e-06, 5.19e-08, 1.39e-08, 1.94e-09, 5.56e-07, 1.06e-06, 5.60e-07, 3.41e-08, 6.96e-09, 7.09e-09, 5.49e-10, 5.69e-10, 3.06e-09, 9.28e-10, 3.28e-08, 8.67e-08]    []  
152100    [1.29e-05, 4.68e-06, 5.81e-06, 5.97e-06, 4.80e-06, 2.21e-06, 1.47e-06, 5.54e-07, 8.69e-06, 4.46e-05, 1.46e-04, 2.23e-04, 1.22e-03, 2.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.20e-08, 1.01e-06, 8.18e-08, 5.91e-06]    [1.29e-05, 4.68e-06, 5.81e-06, 5.97e-06, 4.80e-06, 2.21e-06, 1.47e-06, 5.54e-07, 8.69e-06, 4.46e-05, 1.46e-04, 2.23e-04, 1.22e-03, 2.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.20e-08, 1.01e-06, 8.18e-08, 5.91e-06]    []  
152200    [2.81e-06, 3.70e-06, 5.11e-06, 4.40e-06, 4.71e-06, 7.24e-07, 9.33e-07, 4.71e-07, 5.10e-07, 2.19e-10, 5.84e-07, 1.32e-06, 6.99e-07, 3.47e-07, 2.03e-09, 3.17e-09, 2.80e-10, 1.50e-10, 3.48e-08, 3.52e-08, 2.04e-07, 2.05e-07]    [2.81e-06, 3.70e-06, 5.11e-06, 4.40e-06, 4.71e-06, 7.24e-07, 9.33e-07, 4.71e-07, 5.10e-07, 2.19e-10, 5.84e-07, 1.32e-06, 6.99e-07, 3.47e-07, 2.03e-09, 3.17e-09, 2.80e-10, 1.50e-10, 3.48e-08, 3.52e-08, 2.04e-07, 2.05e-07]    []  
152300    [2.44e-06, 3.68e-06, 4.98e-06, 4.33e-06, 4.61e-06, 8.21e-07, 1.07e-06, 1.21e-06, 2.70e-08, 7.30e-08, 1.74e-06, 1.81e-06, 2.22e-06, 2.62e-07, 3.44e-09, 4.77e-09, 2.92e-09, 2.81e-09, 1.12e-07, 1.62e-12, 7.10e-07, 2.63e-07]    [2.44e-06, 3.68e-06, 4.98e-06, 4.33e-06, 4.61e-06, 8.21e-07, 1.07e-06, 1.21e-06, 2.70e-08, 7.30e-08, 1.74e-06, 1.81e-06, 2.22e-06, 2.62e-07, 3.44e-09, 4.77e-09, 2.92e-09, 2.81e-09, 1.12e-07, 1.62e-12, 7.10e-07, 2.63e-07]    []  
152400    [1.81e-05, 5.25e-06, 6.82e-06, 6.53e-06, 6.67e-06, 2.06e-06, 1.60e-06, 1.87e-06, 3.29e-09, 4.12e-05, 4.08e-05, 2.44e-04, 3.35e-04, 1.40e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-10, 2.46e-06, 1.35e-07]    [1.81e-05, 5.25e-06, 6.82e-06, 6.53e-06, 6.67e-06, 2.06e-06, 1.60e-06, 1.87e-06, 3.29e-09, 4.12e-05, 4.08e-05, 2.44e-04, 3.35e-04, 1.40e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-10, 2.46e-06, 1.35e-07]    []  
152500    [2.75e-06, 3.70e-06, 5.07e-06, 4.30e-06, 4.64e-06, 8.20e-07, 9.65e-07, 2.77e-07, 7.32e-08, 1.62e-07, 8.38e-07, 1.35e-06, 1.72e-06, 3.06e-07, 9.27e-09, 1.03e-08, 9.66e-09, 1.30e-08, 0.00e+00, 0.00e+00, 6.97e-07, 2.57e-07]    [2.75e-06, 3.70e-06, 5.07e-06, 4.30e-06, 4.64e-06, 8.20e-07, 9.65e-07, 2.77e-07, 7.32e-08, 1.62e-07, 8.38e-07, 1.35e-06, 1.72e-06, 3.06e-07, 9.27e-09, 1.03e-08, 9.66e-09, 1.30e-08, 0.00e+00, 0.00e+00, 6.97e-07, 2.57e-07]    []  
152600    [2.65e-06, 3.72e-06, 5.00e-06, 4.37e-06, 4.66e-06, 8.49e-07, 1.04e-06, 7.24e-09, 2.42e-09, 5.90e-10, 5.46e-07, 1.03e-06, 6.03e-07, 3.34e-08, 7.32e-09, 8.30e-09, 1.83e-09, 1.25e-09, 1.66e-09, 1.01e-09, 5.71e-08, 3.59e-08]    [2.65e-06, 3.72e-06, 5.00e-06, 4.37e-06, 4.66e-06, 8.49e-07, 1.04e-06, 7.24e-09, 2.42e-09, 5.90e-10, 5.46e-07, 1.03e-06, 6.03e-07, 3.34e-08, 7.32e-09, 8.30e-09, 1.83e-09, 1.25e-09, 1.66e-09, 1.01e-09, 5.71e-08, 3.59e-08]    []  
152700    [1.36e-05, 5.14e-06, 7.21e-06, 4.14e-06, 4.12e-06, 3.84e-06, 2.68e-06, 3.84e-07, 1.02e-04, 3.19e-06, 2.71e-04, 2.45e-04, 4.96e-04, 2.21e-05, 3.91e-06, 7.03e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.76e-06, 1.15e-04]    [1.36e-05, 5.14e-06, 7.21e-06, 4.14e-06, 4.12e-06, 3.84e-06, 2.68e-06, 3.84e-07, 1.02e-04, 3.19e-06, 2.71e-04, 2.45e-04, 4.96e-04, 2.21e-05, 3.91e-06, 7.03e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.76e-06, 1.15e-04]    []  
152800    [2.86e-06, 3.77e-06, 5.04e-06, 4.33e-06, 4.64e-06, 7.87e-07, 1.01e-06, 7.54e-09, 1.35e-08, 4.75e-09, 7.42e-07, 1.08e-06, 1.08e-06, 4.84e-08, 7.15e-09, 7.37e-09, 1.96e-09, 2.19e-09, 1.10e-09, 9.19e-12, 3.94e-08, 1.25e-07]    [2.86e-06, 3.77e-06, 5.04e-06, 4.33e-06, 4.64e-06, 7.87e-07, 1.01e-06, 7.54e-09, 1.35e-08, 4.75e-09, 7.42e-07, 1.08e-06, 1.08e-06, 4.84e-08, 7.15e-09, 7.37e-09, 1.96e-09, 2.19e-09, 1.10e-09, 9.19e-12, 3.94e-08, 1.25e-07]    []  
152900    [2.69e-06, 3.76e-06, 4.97e-06, 4.37e-06, 4.64e-06, 8.22e-07, 1.06e-06, 2.47e-09, 3.70e-09, 3.63e-10, 5.90e-07, 1.07e-06, 6.53e-07, 3.36e-08, 6.52e-09, 7.93e-09, 1.60e-09, 8.76e-10, 1.02e-09, 1.32e-10, 3.59e-08, 7.85e-08]    [2.69e-06, 3.76e-06, 4.97e-06, 4.37e-06, 4.64e-06, 8.22e-07, 1.06e-06, 2.47e-09, 3.70e-09, 3.63e-10, 5.90e-07, 1.07e-06, 6.53e-07, 3.36e-08, 6.52e-09, 7.93e-09, 1.60e-09, 8.76e-10, 1.02e-09, 1.32e-10, 3.59e-08, 7.85e-08]    []  
153000    [2.60e-06, 3.75e-06, 4.93e-06, 4.39e-06, 4.63e-06, 8.59e-07, 1.09e-06, 1.76e-09, 2.78e-09, 6.88e-10, 5.39e-07, 1.02e-06, 6.10e-07, 2.85e-08, 8.04e-09, 9.45e-09, 2.20e-09, 1.31e-09, 1.31e-09, 9.56e-10, 2.68e-08, 3.32e-08]    [2.60e-06, 3.75e-06, 4.93e-06, 4.39e-06, 4.63e-06, 8.59e-07, 1.09e-06, 1.76e-09, 2.78e-09, 6.88e-10, 5.39e-07, 1.02e-06, 6.10e-07, 2.85e-08, 8.04e-09, 9.45e-09, 2.20e-09, 1.31e-09, 1.31e-09, 9.56e-10, 2.68e-08, 3.32e-08]    []  
153100    [3.11e-06, 3.49e-06, 4.68e-06, 3.62e-06, 3.99e-06, 7.78e-07, 9.57e-07, 1.54e-08, 5.59e-09, 3.16e-07, 7.93e-06, 5.83e-06, 1.78e-05, 2.49e-06, 1.90e-12, 3.50e-12, 3.07e-08, 4.06e-08, 0.00e+00, 3.03e-10, 1.90e-07, 7.54e-08]    [3.11e-06, 3.49e-06, 4.68e-06, 3.62e-06, 3.99e-06, 7.78e-07, 9.57e-07, 1.54e-08, 5.59e-09, 3.16e-07, 7.93e-06, 5.83e-06, 1.78e-05, 2.49e-06, 1.90e-12, 3.50e-12, 3.07e-08, 4.06e-08, 0.00e+00, 3.03e-10, 1.90e-07, 7.54e-08]    []  
153200    [2.84e-06, 3.81e-06, 5.00e-06, 4.33e-06, 4.66e-06, 8.01e-07, 1.04e-06, 4.62e-12, 1.71e-09, 9.73e-11, 7.67e-07, 1.21e-06, 8.13e-07, 3.60e-08, 6.87e-09, 8.46e-09, 1.49e-09, 7.06e-10, 8.03e-10, 8.26e-10, 3.32e-08, 2.71e-08]    [2.84e-06, 3.81e-06, 5.00e-06, 4.33e-06, 4.66e-06, 8.01e-07, 1.04e-06, 4.62e-12, 1.71e-09, 9.73e-11, 7.67e-07, 1.21e-06, 8.13e-07, 3.60e-08, 6.87e-09, 8.46e-09, 1.49e-09, 7.06e-10, 8.03e-10, 8.26e-10, 3.32e-08, 2.71e-08]    []  
153300    [2.70e-06, 3.79e-06, 4.94e-06, 4.35e-06, 4.65e-06, 8.47e-07, 1.09e-06, 1.02e-09, 1.34e-09, 1.97e-10, 6.62e-07, 1.12e-06, 6.94e-07, 3.44e-08, 8.08e-09, 9.98e-09, 2.42e-09, 1.18e-09, 1.45e-09, 1.03e-09, 2.27e-08, 2.00e-08]    [2.70e-06, 3.79e-06, 4.94e-06, 4.35e-06, 4.65e-06, 8.47e-07, 1.09e-06, 1.02e-09, 1.34e-09, 1.97e-10, 6.62e-07, 1.12e-06, 6.94e-07, 3.44e-08, 8.08e-09, 9.98e-09, 2.42e-09, 1.18e-09, 1.45e-09, 1.03e-09, 2.27e-08, 2.00e-08]    []  
153400    [2.59e-06, 3.79e-06, 4.89e-06, 4.36e-06, 4.64e-06, 8.94e-07, 1.12e-06, 5.35e-10, 4.56e-10, 1.59e-10, 6.12e-07, 1.07e-06, 6.47e-07, 3.17e-08, 8.80e-09, 1.08e-08, 3.04e-09, 1.59e-09, 1.59e-09, 1.06e-09, 1.92e-08, 1.59e-08]    [2.59e-06, 3.79e-06, 4.89e-06, 4.36e-06, 4.64e-06, 8.94e-07, 1.12e-06, 5.35e-10, 4.56e-10, 1.59e-10, 6.12e-07, 1.07e-06, 6.47e-07, 3.17e-08, 8.80e-09, 1.08e-08, 3.04e-09, 1.59e-09, 1.59e-09, 1.06e-09, 1.92e-08, 1.59e-08]    []  
153500    [1.17e-05, 4.71e-06, 5.68e-06, 4.16e-06, 4.00e-06, 1.13e-06, 1.25e-06, 2.46e-04, 1.03e-05, 2.92e-06, 8.13e-06, 4.16e-05, 3.22e-05, 1.48e-04, 3.85e-06, 1.84e-06, 7.43e-07, 6.82e-07, 4.81e-05, 0.00e+00, 2.19e-04, 1.63e-05]    [1.17e-05, 4.71e-06, 5.68e-06, 4.16e-06, 4.00e-06, 1.13e-06, 1.25e-06, 2.46e-04, 1.03e-05, 2.92e-06, 8.13e-06, 4.16e-05, 3.22e-05, 1.48e-04, 3.85e-06, 1.84e-06, 7.43e-07, 6.82e-07, 4.81e-05, 0.00e+00, 2.19e-04, 1.63e-05]    []  
153600    [2.56e-06, 3.76e-06, 4.87e-06, 4.24e-06, 4.65e-06, 9.15e-07, 1.15e-06, 6.11e-09, 1.30e-08, 8.21e-10, 7.30e-07, 1.40e-06, 9.17e-07, 4.75e-08, 1.04e-08, 1.12e-08, 2.12e-09, 9.95e-10, 1.76e-09, 1.55e-09, 8.81e-08, 9.03e-08]    [2.56e-06, 3.76e-06, 4.87e-06, 4.24e-06, 4.65e-06, 9.15e-07, 1.15e-06, 6.11e-09, 1.30e-08, 8.21e-10, 7.30e-07, 1.40e-06, 9.17e-07, 4.75e-08, 1.04e-08, 1.12e-08, 2.12e-09, 9.95e-10, 1.76e-09, 1.55e-09, 8.81e-08, 9.03e-08]    []  
153700    [2.56e-06, 3.79e-06, 4.84e-06, 4.30e-06, 4.63e-06, 9.31e-07, 1.16e-06, 3.03e-09, 6.18e-09, 1.29e-09, 6.41e-07, 1.15e-06, 7.28e-07, 3.64e-08, 9.05e-09, 1.13e-08, 3.07e-09, 1.45e-09, 1.45e-09, 1.07e-09, 4.74e-08, 5.28e-08]    [2.56e-06, 3.79e-06, 4.84e-06, 4.30e-06, 4.63e-06, 9.31e-07, 1.16e-06, 3.03e-09, 6.18e-09, 1.29e-09, 6.41e-07, 1.15e-06, 7.28e-07, 3.64e-08, 9.05e-09, 1.13e-08, 3.07e-09, 1.45e-09, 1.45e-09, 1.07e-09, 4.74e-08, 5.28e-08]    []  
153800    [2.53e-06, 3.80e-06, 4.81e-06, 4.32e-06, 4.62e-06, 9.51e-07, 1.17e-06, 2.19e-09, 3.60e-09, 1.20e-09, 6.05e-07, 1.06e-06, 6.67e-07, 2.83e-08, 9.72e-09, 1.21e-08, 3.82e-09, 2.07e-09, 1.44e-09, 9.25e-10, 3.05e-08, 3.45e-08]    [2.53e-06, 3.80e-06, 4.81e-06, 4.32e-06, 4.62e-06, 9.51e-07, 1.17e-06, 2.19e-09, 3.60e-09, 1.20e-09, 6.05e-07, 1.06e-06, 6.67e-07, 2.83e-08, 9.72e-09, 1.21e-08, 3.82e-09, 2.07e-09, 1.44e-09, 9.25e-10, 3.05e-08, 3.45e-08]    []  
153900    [2.60e-06, 3.75e-06, 4.81e-06, 4.21e-06, 4.52e-06, 8.11e-07, 9.90e-07, 1.67e-07, 4.85e-10, 2.99e-06, 3.39e-06, 8.07e-06, 2.65e-06, 2.43e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-08, 7.07e-10, 6.51e-08, 4.39e-08]    [2.60e-06, 3.75e-06, 4.81e-06, 4.21e-06, 4.52e-06, 8.11e-07, 9.90e-07, 1.67e-07, 4.85e-10, 2.99e-06, 3.39e-06, 8.07e-06, 2.65e-06, 2.43e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-08, 7.07e-10, 6.51e-08, 4.39e-08]    []  
154000    [2.59e-06, 3.84e-06, 4.81e-06, 4.25e-06, 4.66e-06, 9.07e-07, 1.12e-06, 3.88e-10, 1.05e-09, 1.29e-10, 6.40e-07, 1.15e-06, 7.50e-07, 4.85e-08, 8.48e-09, 1.08e-08, 3.04e-09, 1.32e-09, 1.59e-09, 9.80e-10, 1.95e-08, 1.95e-08]    [2.59e-06, 3.84e-06, 4.81e-06, 4.25e-06, 4.66e-06, 9.07e-07, 1.12e-06, 3.88e-10, 1.05e-09, 1.29e-10, 6.40e-07, 1.15e-06, 7.50e-07, 4.85e-08, 8.48e-09, 1.08e-08, 3.04e-09, 1.32e-09, 1.59e-09, 9.80e-10, 1.95e-08, 1.95e-08]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 42.756122 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
154000    [2.59e-06, 3.84e-06, 4.81e-06, 4.25e-06, 4.66e-06, 9.07e-07, 1.12e-06, 3.88e-10, 1.05e-09, 1.29e-10, 6.40e-07, 1.15e-06, 7.50e-07, 4.85e-08, 8.48e-09, 1.08e-08, 3.04e-09, 1.32e-09, 1.59e-09, 9.80e-10, 1.95e-08, 1.95e-08]    [2.59e-06, 3.84e-06, 4.81e-06, 4.25e-06, 4.66e-06, 9.07e-07, 1.12e-06, 3.88e-10, 1.05e-09, 1.29e-10, 6.40e-07, 1.15e-06, 7.50e-07, 4.85e-08, 8.48e-09, 1.08e-08, 3.04e-09, 1.32e-09, 1.59e-09, 9.80e-10, 1.95e-08, 1.95e-08]    []  
154100    [2.53e-06, 3.85e-06, 4.77e-06, 4.29e-06, 4.65e-06, 9.48e-07, 1.15e-06, 7.11e-10, 1.15e-09, 2.62e-10, 5.93e-07, 1.03e-06, 6.83e-07, 3.29e-08, 9.32e-09, 1.18e-08, 4.46e-09, 2.10e-09, 1.75e-09, 1.04e-09, 1.53e-08, 1.37e-08]    [2.53e-06, 3.85e-06, 4.77e-06, 4.29e-06, 4.65e-06, 9.48e-07, 1.15e-06, 7.11e-10, 1.15e-09, 2.62e-10, 5.93e-07, 1.03e-06, 6.83e-07, 3.29e-08, 9.32e-09, 1.18e-08, 4.46e-09, 2.10e-09, 1.75e-09, 1.04e-09, 1.53e-08, 1.37e-08]    []  
154200    [5.07e-06, 3.29e-06, 4.15e-06, 3.59e-06, 4.07e-06, 1.17e-06, 1.27e-06, 1.87e-07, 7.11e-06, 3.71e-06, 6.85e-05, 3.96e-05, 1.22e-04, 1.22e-05, 9.99e-10, 4.38e-09, 0.00e+00, 0.00e+00, 2.48e-09, 0.00e+00, 9.32e-08, 1.03e-05]    [5.07e-06, 3.29e-06, 4.15e-06, 3.59e-06, 4.07e-06, 1.17e-06, 1.27e-06, 1.87e-07, 7.11e-06, 3.71e-06, 6.85e-05, 3.96e-05, 1.22e-04, 1.22e-05, 9.99e-10, 4.38e-09, 0.00e+00, 0.00e+00, 2.48e-09, 0.00e+00, 9.32e-08, 1.03e-05]    []  
154300    [2.74e-06, 3.94e-06, 4.85e-06, 4.28e-06, 4.67e-06, 9.23e-07, 1.14e-06, 2.98e-09, 5.11e-09, 6.66e-10, 9.67e-07, 1.37e-06, 9.37e-07, 2.57e-08, 1.09e-08, 9.24e-09, 1.43e-09, 6.58e-10, 1.44e-09, 9.04e-10, 9.54e-09, 6.99e-09]    [2.74e-06, 3.94e-06, 4.85e-06, 4.28e-06, 4.67e-06, 9.23e-07, 1.14e-06, 2.98e-09, 5.11e-09, 6.66e-10, 9.67e-07, 1.37e-06, 9.37e-07, 2.57e-08, 1.09e-08, 9.24e-09, 1.43e-09, 6.58e-10, 1.44e-09, 9.04e-10, 9.54e-09, 6.99e-09]    []  
154400    [2.61e-06, 3.91e-06, 4.78e-06, 4.30e-06, 4.66e-06, 9.59e-07, 1.16e-06, 1.09e-08, 1.54e-09, 2.82e-12, 8.09e-07, 1.20e-06, 8.03e-07, 2.81e-08, 1.17e-08, 1.12e-08, 3.52e-09, 1.63e-09, 3.30e-09, 9.94e-10, 1.60e-08, 7.05e-09]    [2.61e-06, 3.91e-06, 4.78e-06, 4.30e-06, 4.66e-06, 9.59e-07, 1.16e-06, 1.09e-08, 1.54e-09, 2.82e-12, 8.09e-07, 1.20e-06, 8.03e-07, 2.81e-08, 1.17e-08, 1.12e-08, 3.52e-09, 1.63e-09, 3.30e-09, 9.94e-10, 1.60e-08, 7.05e-09]    []  
154500    [9.55e-06, 4.32e-06, 5.10e-06, 3.96e-06, 3.97e-06, 1.19e-06, 1.25e-06, 3.88e-06, 1.93e-07, 1.16e-05, 3.80e-05, 6.17e-05, 2.16e-05, 1.95e-04, 3.59e-06, 1.82e-06, 5.34e-07, 5.26e-07, 2.72e-07, 8.59e-09, 1.65e-06, 3.27e-08]    [9.55e-06, 4.32e-06, 5.10e-06, 3.96e-06, 3.97e-06, 1.19e-06, 1.25e-06, 3.88e-06, 1.93e-07, 1.16e-05, 3.80e-05, 6.17e-05, 2.16e-05, 1.95e-04, 3.59e-06, 1.82e-06, 5.34e-07, 5.26e-07, 2.72e-07, 8.59e-09, 1.65e-06, 3.27e-08]    []  
154600    [2.63e-06, 3.92e-06, 4.75e-06, 4.20e-06, 4.69e-06, 9.52e-07, 1.12e-06, 1.39e-09, 1.88e-11, 6.30e-09, 7.76e-07, 1.30e-06, 9.33e-07, 3.13e-08, 1.44e-08, 1.30e-08, 3.97e-09, 1.88e-09, 5.99e-10, 1.05e-09, 1.34e-07, 5.87e-09]    [2.63e-06, 3.92e-06, 4.75e-06, 4.20e-06, 4.69e-06, 9.52e-07, 1.12e-06, 1.39e-09, 1.88e-11, 6.30e-09, 7.76e-07, 1.30e-06, 9.33e-07, 3.13e-08, 1.44e-08, 1.30e-08, 3.97e-09, 1.88e-09, 5.99e-10, 1.05e-09, 1.34e-07, 5.87e-09]    []  
154700    [2.59e-06, 3.95e-06, 4.70e-06, 4.26e-06, 4.67e-06, 9.66e-07, 1.15e-06, 5.81e-09, 3.44e-13, 4.05e-10, 6.96e-07, 1.13e-06, 7.81e-07, 3.20e-08, 1.24e-08, 1.28e-08, 4.99e-09, 2.29e-09, 1.47e-09, 9.49e-10, 4.67e-08, 6.11e-09]    [2.59e-06, 3.95e-06, 4.70e-06, 4.26e-06, 4.67e-06, 9.66e-07, 1.15e-06, 5.81e-09, 3.44e-13, 4.05e-10, 6.96e-07, 1.13e-06, 7.81e-07, 3.20e-08, 1.24e-08, 1.28e-08, 4.99e-09, 2.29e-09, 1.47e-09, 9.49e-10, 4.67e-08, 6.11e-09]    []  
154800    [5.37e-06, 4.14e-06, 4.54e-06, 3.61e-06, 3.55e-06, 1.10e-06, 1.09e-06, 2.97e-07, 1.19e-06, 1.01e-08, 1.42e-05, 1.62e-05, 1.75e-05, 8.75e-05, 1.83e-08, 5.56e-09, 9.42e-10, 1.56e-11, 1.87e-08, 1.37e-07, 8.88e-08, 8.62e-07]    [5.37e-06, 4.14e-06, 4.54e-06, 3.61e-06, 3.55e-06, 1.10e-06, 1.09e-06, 2.97e-07, 1.19e-06, 1.01e-08, 1.42e-05, 1.62e-05, 1.75e-05, 8.75e-05, 1.83e-08, 5.56e-09, 9.42e-10, 1.56e-11, 1.87e-08, 1.37e-07, 8.88e-08, 8.62e-07]    []  
154900    [2.62e-06, 3.96e-06, 4.68e-06, 4.19e-06, 4.69e-06, 9.32e-07, 1.12e-06, 3.25e-09, 2.03e-09, 1.50e-10, 6.86e-07, 1.26e-06, 8.81e-07, 5.45e-08, 8.84e-09, 1.01e-08, 2.71e-09, 1.04e-09, 8.65e-10, 3.67e-10, 2.39e-08, 1.36e-08]    [2.62e-06, 3.96e-06, 4.68e-06, 4.19e-06, 4.69e-06, 9.32e-07, 1.12e-06, 3.25e-09, 2.03e-09, 1.50e-10, 6.86e-07, 1.26e-06, 8.81e-07, 5.45e-08, 8.84e-09, 1.01e-08, 2.71e-09, 1.04e-09, 8.65e-10, 3.67e-10, 2.39e-08, 1.36e-08]    []  
155000    [2.54e-06, 3.99e-06, 4.65e-06, 4.24e-06, 4.67e-06, 9.65e-07, 1.14e-06, 2.90e-09, 1.50e-09, 3.76e-10, 5.32e-07, 1.03e-06, 7.39e-07, 3.40e-08, 7.89e-09, 7.54e-09, 4.56e-09, 1.52e-09, 8.02e-10, 3.17e-10, 1.93e-08, 9.79e-09]    [2.54e-06, 3.99e-06, 4.65e-06, 4.24e-06, 4.67e-06, 9.65e-07, 1.14e-06, 2.90e-09, 1.50e-09, 3.76e-10, 5.32e-07, 1.03e-06, 7.39e-07, 3.40e-08, 7.89e-09, 7.54e-09, 4.56e-09, 1.52e-09, 8.02e-10, 3.17e-10, 1.93e-08, 9.79e-09]    []  
155100    [5.02e-06, 3.98e-06, 4.65e-06, 3.93e-06, 4.31e-06, 9.27e-07, 1.12e-06, 3.92e-08, 2.26e-07, 1.16e-06, 2.72e-06, 6.74e-06, 9.43e-06, 3.84e-05, 2.80e-07, 2.64e-07, 5.71e-08, 1.61e-07, 4.47e-09, 1.92e-08, 1.84e-08, 1.18e-07]    [5.02e-06, 3.98e-06, 4.65e-06, 3.93e-06, 4.31e-06, 9.27e-07, 1.12e-06, 3.92e-08, 2.26e-07, 1.16e-06, 2.72e-06, 6.74e-06, 9.43e-06, 3.84e-05, 2.80e-07, 2.64e-07, 5.71e-08, 1.61e-07, 4.47e-09, 1.92e-08, 1.84e-08, 1.18e-07]    []  
155200    [2.52e-06, 4.02e-06, 4.60e-06, 4.19e-06, 4.69e-06, 9.79e-07, 1.15e-06, 1.40e-09, 1.52e-09, 4.14e-10, 5.29e-07, 1.07e-06, 7.86e-07, 4.56e-08, 7.48e-09, 7.40e-09, 3.44e-09, 1.07e-09, 7.26e-10, 2.23e-10, 1.31e-08, 1.48e-08]    [2.52e-06, 4.02e-06, 4.60e-06, 4.19e-06, 4.69e-06, 9.79e-07, 1.15e-06, 1.40e-09, 1.52e-09, 4.14e-10, 5.29e-07, 1.07e-06, 7.86e-07, 4.56e-08, 7.48e-09, 7.40e-09, 3.44e-09, 1.07e-09, 7.26e-10, 2.23e-10, 1.31e-08, 1.48e-08]    []  
155300    [6.11e-06, 4.35e-06, 5.07e-06, 3.16e-06, 3.56e-06, 1.04e-06, 1.05e-06, 3.51e-05, 9.73e-07, 3.25e-05, 1.02e-04, 6.91e-05, 1.87e-04, 5.85e-05, 4.86e-08, 4.61e-10, 1.64e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.66e-05, 3.24e-06]    [6.11e-06, 4.35e-06, 5.07e-06, 3.16e-06, 3.56e-06, 1.04e-06, 1.05e-06, 3.51e-05, 9.73e-07, 3.25e-05, 1.02e-04, 6.91e-05, 1.87e-04, 5.85e-05, 4.86e-08, 4.61e-10, 1.64e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.66e-05, 3.24e-06]    []  
155400    [2.61e-06, 4.05e-06, 4.60e-06, 4.18e-06, 4.68e-06, 1.01e-06, 1.13e-06, 3.15e-08, 2.78e-08, 3.13e-13, 7.47e-07, 1.23e-06, 8.75e-07, 5.97e-08, 9.34e-09, 1.03e-08, 4.87e-09, 1.72e-09, 2.51e-09, 8.34e-10, 1.52e-08, 3.72e-08]    [2.61e-06, 4.05e-06, 4.60e-06, 4.18e-06, 4.68e-06, 1.01e-06, 1.13e-06, 3.15e-08, 2.78e-08, 3.13e-13, 7.47e-07, 1.23e-06, 8.75e-07, 5.97e-08, 9.34e-09, 1.03e-08, 4.87e-09, 1.72e-09, 2.51e-09, 8.34e-10, 1.52e-08, 3.72e-08]    []  
155500    [2.51e-06, 4.04e-06, 4.55e-06, 4.21e-06, 4.64e-06, 1.04e-06, 1.14e-06, 1.79e-09, 7.08e-09, 3.03e-10, 6.30e-07, 1.10e-06, 7.77e-07, 3.70e-08, 8.35e-09, 1.08e-08, 7.10e-09, 2.63e-09, 6.95e-10, 2.47e-10, 1.53e-08, 2.67e-08]    [2.51e-06, 4.04e-06, 4.55e-06, 4.21e-06, 4.64e-06, 1.04e-06, 1.14e-06, 1.79e-09, 7.08e-09, 3.03e-10, 6.30e-07, 1.10e-06, 7.77e-07, 3.70e-08, 8.35e-09, 1.08e-08, 7.10e-09, 2.63e-09, 6.95e-10, 2.47e-10, 1.53e-08, 2.67e-08]    []  
155600    [2.69e-06, 4.03e-06, 4.70e-06, 4.03e-06, 4.67e-06, 9.72e-07, 1.07e-06, 3.09e-06, 8.56e-12, 1.21e-06, 1.48e-06, 3.43e-06, 5.55e-06, 9.94e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.70e-13, 3.94e-06, 3.35e-08]    [2.69e-06, 4.03e-06, 4.70e-06, 4.03e-06, 4.67e-06, 9.72e-07, 1.07e-06, 3.09e-06, 8.56e-12, 1.21e-06, 1.48e-06, 3.43e-06, 5.55e-06, 9.94e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.70e-13, 3.94e-06, 3.35e-08]    []  
155700    [2.69e-06, 4.08e-06, 4.59e-06, 4.18e-06, 4.68e-06, 1.02e-06, 1.13e-06, 8.89e-13, 3.89e-09, 2.42e-10, 8.27e-07, 1.25e-06, 8.95e-07, 3.49e-08, 6.43e-09, 1.09e-08, 5.11e-09, 2.20e-09, 2.15e-10, 1.47e-10, 3.72e-08, 9.92e-09]    [2.69e-06, 4.08e-06, 4.59e-06, 4.18e-06, 4.68e-06, 1.02e-06, 1.13e-06, 8.89e-13, 3.89e-09, 2.42e-10, 8.27e-07, 1.25e-06, 8.95e-07, 3.49e-08, 6.43e-09, 1.09e-08, 5.11e-09, 2.20e-09, 2.15e-10, 1.47e-10, 3.72e-08, 9.92e-09]    []  
155800    [2.54e-06, 4.07e-06, 4.52e-06, 4.20e-06, 4.64e-06, 1.07e-06, 1.16e-06, 4.81e-09, 6.90e-09, 3.44e-11, 6.73e-07, 1.10e-06, 8.16e-07, 3.18e-08, 5.05e-09, 9.72e-09, 6.26e-09, 2.37e-09, 3.49e-10, 1.61e-10, 1.97e-08, 5.10e-09]    [2.54e-06, 4.07e-06, 4.52e-06, 4.20e-06, 4.64e-06, 1.07e-06, 1.16e-06, 4.81e-09, 6.90e-09, 3.44e-11, 6.73e-07, 1.10e-06, 8.16e-07, 3.18e-08, 5.05e-09, 9.72e-09, 6.26e-09, 2.37e-09, 3.49e-10, 1.61e-10, 1.97e-08, 5.10e-09]    []  
155900    [1.68e-05, 5.07e-06, 4.99e-06, 6.10e-06, 5.70e-06, 4.14e-06, 2.51e-06, 1.61e-06, 3.58e-06, 4.25e-05, 2.69e-05, 4.12e-04, 6.13e-05, 6.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.64e-08, 3.00e-07, 1.98e-07, 1.79e-06]    [1.68e-05, 5.07e-06, 4.99e-06, 6.10e-06, 5.70e-06, 4.14e-06, 2.51e-06, 1.61e-06, 3.58e-06, 4.25e-05, 2.69e-05, 4.12e-04, 6.13e-05, 6.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.64e-08, 3.00e-07, 1.98e-07, 1.79e-06]    []  
156000    [2.61e-06, 4.12e-06, 4.51e-06, 4.10e-06, 4.69e-06, 1.05e-06, 1.18e-06, 2.04e-09, 4.07e-08, 3.26e-09, 8.00e-07, 1.36e-06, 1.01e-06, 3.46e-08, 1.05e-08, 1.13e-08, 6.64e-09, 2.64e-09, 5.55e-10, 1.17e-09, 4.97e-08, 8.06e-09]    [2.61e-06, 4.12e-06, 4.51e-06, 4.10e-06, 4.69e-06, 1.05e-06, 1.18e-06, 2.04e-09, 4.07e-08, 3.26e-09, 8.00e-07, 1.36e-06, 1.01e-06, 3.46e-08, 1.05e-08, 1.13e-08, 6.64e-09, 2.64e-09, 5.55e-10, 1.17e-09, 4.97e-08, 8.06e-09]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 38.749441 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
156000    [2.61e-06, 4.12e-06, 4.51e-06, 4.10e-06, 4.69e-06, 1.05e-06, 1.18e-06, 2.04e-09, 4.07e-08, 3.26e-09, 8.00e-07, 1.36e-06, 1.01e-06, 3.46e-08, 1.05e-08, 1.13e-08, 6.64e-09, 2.64e-09, 5.55e-10, 1.17e-09, 4.97e-08, 8.06e-09]    [2.61e-06, 4.12e-06, 4.51e-06, 4.10e-06, 4.69e-06, 1.05e-06, 1.18e-06, 2.04e-09, 4.07e-08, 3.26e-09, 8.00e-07, 1.36e-06, 1.01e-06, 3.46e-08, 1.05e-08, 1.13e-08, 6.64e-09, 2.64e-09, 5.55e-10, 1.17e-09, 4.97e-08, 8.06e-09]    []  
156100    [2.51e-06, 4.12e-06, 4.45e-06, 4.14e-06, 4.65e-06, 1.09e-06, 1.19e-06, 2.85e-09, 2.82e-09, 4.86e-10, 6.54e-07, 1.14e-06, 8.61e-07, 3.21e-08, 8.53e-09, 1.12e-08, 9.32e-09, 3.33e-09, 4.24e-10, 7.64e-11, 2.76e-08, 1.35e-08]    [2.51e-06, 4.12e-06, 4.45e-06, 4.14e-06, 4.65e-06, 1.09e-06, 1.19e-06, 2.85e-09, 2.82e-09, 4.86e-10, 6.54e-07, 1.14e-06, 8.61e-07, 3.21e-08, 8.53e-09, 1.12e-08, 9.32e-09, 3.33e-09, 4.24e-10, 7.64e-11, 2.76e-08, 1.35e-08]    []  
156200    [3.61e-05, 8.48e-06, 8.97e-06, 6.99e-06, 5.38e-06, 5.22e-06, 2.56e-06, 2.49e-06, 3.94e-05, 4.68e-05, 1.71e-04, 3.17e-04, 6.12e-04, 2.85e-03, 3.55e-05, 1.87e-05, 1.95e-05, 1.58e-05, 0.00e+00, 6.69e-06, 5.68e-06, 3.28e-05]    [3.61e-05, 8.48e-06, 8.97e-06, 6.99e-06, 5.38e-06, 5.22e-06, 2.56e-06, 2.49e-06, 3.94e-05, 4.68e-05, 1.71e-04, 3.17e-04, 6.12e-04, 2.85e-03, 3.55e-05, 1.87e-05, 1.95e-05, 1.58e-05, 0.00e+00, 6.69e-06, 5.68e-06, 3.28e-05]    []  
156300    [2.71e-06, 4.17e-06, 4.50e-06, 4.05e-06, 4.75e-06, 1.05e-06, 1.18e-06, 2.51e-08, 3.43e-09, 7.16e-09, 9.38e-07, 1.47e-06, 1.22e-06, 6.99e-08, 1.12e-08, 1.15e-08, 5.92e-09, 2.26e-09, 1.08e-09, 3.36e-11, 5.22e-08, 6.50e-08]    [2.71e-06, 4.17e-06, 4.50e-06, 4.05e-06, 4.75e-06, 1.05e-06, 1.18e-06, 2.51e-08, 3.43e-09, 7.16e-09, 9.38e-07, 1.47e-06, 1.22e-06, 6.99e-08, 1.12e-08, 1.15e-08, 5.92e-09, 2.26e-09, 1.08e-09, 3.36e-11, 5.22e-08, 6.50e-08]    []  
156400    [2.63e-06, 4.17e-06, 4.43e-06, 4.13e-06, 4.67e-06, 1.07e-06, 1.18e-06, 6.18e-09, 1.19e-11, 1.49e-09, 7.59e-07, 1.24e-06, 9.08e-07, 3.52e-08, 9.65e-09, 1.36e-08, 1.06e-08, 3.90e-09, 6.85e-10, 3.30e-12, 3.74e-08, 4.72e-08]    [2.63e-06, 4.17e-06, 4.43e-06, 4.13e-06, 4.67e-06, 1.07e-06, 1.18e-06, 6.18e-09, 1.19e-11, 1.49e-09, 7.59e-07, 1.24e-06, 9.08e-07, 3.52e-08, 9.65e-09, 1.36e-08, 1.06e-08, 3.90e-09, 6.85e-10, 3.30e-12, 3.74e-08, 4.72e-08]    []  
156500    [2.50e-06, 4.15e-06, 4.38e-06, 4.15e-06, 4.62e-06, 1.12e-06, 1.18e-06, 3.50e-09, 4.18e-09, 5.96e-10, 6.66e-07, 1.13e-06, 8.49e-07, 3.20e-08, 9.27e-09, 1.39e-08, 1.30e-08, 4.71e-09, 5.96e-10, 1.01e-10, 2.40e-08, 1.22e-08]    [2.50e-06, 4.15e-06, 4.38e-06, 4.15e-06, 4.62e-06, 1.12e-06, 1.18e-06, 3.50e-09, 4.18e-09, 5.96e-10, 6.66e-07, 1.13e-06, 8.49e-07, 3.20e-08, 9.27e-09, 1.39e-08, 1.30e-08, 4.71e-09, 5.96e-10, 1.01e-10, 2.40e-08, 1.22e-08]    []  
156600    [5.85e-06, 4.07e-06, 4.36e-06, 4.17e-06, 4.30e-06, 1.23e-06, 1.15e-06, 6.92e-07, 5.82e-07, 1.41e-06, 1.36e-05, 3.55e-05, 6.08e-05, 1.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.30e-08, 4.39e-08, 1.99e-07, 2.88e-07]    [5.85e-06, 4.07e-06, 4.36e-06, 4.17e-06, 4.30e-06, 1.23e-06, 1.15e-06, 6.92e-07, 5.82e-07, 1.41e-06, 1.36e-05, 3.55e-05, 6.08e-05, 1.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.30e-08, 4.39e-08, 1.99e-07, 2.88e-07]    []  
156700    [2.57e-06, 4.20e-06, 4.38e-06, 4.02e-06, 4.70e-06, 1.15e-06, 1.24e-06, 1.83e-09, 2.20e-09, 4.62e-11, 7.25e-07, 1.24e-06, 1.00e-06, 3.33e-08, 7.89e-09, 1.06e-08, 1.08e-08, 3.97e-09, 2.71e-10, 2.41e-11, 1.53e-08, 6.11e-09]    [2.57e-06, 4.20e-06, 4.38e-06, 4.02e-06, 4.70e-06, 1.15e-06, 1.24e-06, 1.83e-09, 2.20e-09, 4.62e-11, 7.25e-07, 1.24e-06, 1.00e-06, 3.33e-08, 7.89e-09, 1.06e-08, 1.08e-08, 3.97e-09, 2.71e-10, 2.41e-11, 1.53e-08, 6.11e-09]    []  
156800    [2.40e-06, 4.19e-06, 4.32e-06, 4.09e-06, 4.64e-06, 1.19e-06, 1.23e-06, 2.15e-09, 1.18e-09, 2.40e-10, 5.79e-07, 1.09e-06, 8.64e-07, 2.97e-08, 8.72e-09, 9.93e-09, 1.49e-08, 4.64e-09, 4.51e-10, 3.25e-11, 1.24e-08, 3.15e-09]    [2.40e-06, 4.19e-06, 4.32e-06, 4.09e-06, 4.64e-06, 1.19e-06, 1.23e-06, 2.15e-09, 1.18e-09, 2.40e-10, 5.79e-07, 1.09e-06, 8.64e-07, 2.97e-08, 8.72e-09, 9.93e-09, 1.49e-08, 4.64e-09, 4.51e-10, 3.25e-11, 1.24e-08, 3.15e-09]    []  
156900    [1.12e-05, 3.90e-06, 4.16e-06, 2.95e-06, 3.55e-06, 1.32e-06, 1.84e-06, 1.10e-06, 3.91e-06, 6.02e-07, 2.22e-05, 3.66e-05, 7.56e-05, 2.66e-05, 1.07e-07, 6.91e-07, 5.21e-08, 2.21e-08, 0.00e+00, 1.09e-07, 7.59e-06, 5.48e-07]    [1.12e-05, 3.90e-06, 4.16e-06, 2.95e-06, 3.55e-06, 1.32e-06, 1.84e-06, 1.10e-06, 3.91e-06, 6.02e-07, 2.22e-05, 3.66e-05, 7.56e-05, 2.66e-05, 1.07e-07, 6.91e-07, 5.21e-08, 2.21e-08, 0.00e+00, 1.09e-07, 7.59e-06, 5.48e-07]    []  
157000    [3.30e-06, 4.49e-06, 4.57e-06, 4.10e-06, 5.03e-06, 1.16e-06, 1.50e-06, 1.08e-09, 2.37e-08, 8.72e-08, 1.71e-06, 2.44e-06, 1.38e-06, 6.25e-07, 2.26e-08, 1.50e-08, 3.02e-09, 4.78e-09, 1.85e-10, 3.87e-10, 3.19e-08, 2.48e-08]    [3.30e-06, 4.49e-06, 4.57e-06, 4.10e-06, 5.03e-06, 1.16e-06, 1.50e-06, 1.08e-09, 2.37e-08, 8.72e-08, 1.71e-06, 2.44e-06, 1.38e-06, 6.25e-07, 2.26e-08, 1.50e-08, 3.02e-09, 4.78e-09, 1.85e-10, 3.87e-10, 3.19e-08, 2.48e-08]    []  
157100    [2.91e-06, 4.39e-06, 4.51e-06, 4.29e-06, 4.73e-06, 1.17e-06, 1.43e-06, 1.01e-09, 1.76e-11, 9.19e-10, 1.19e-06, 1.65e-06, 1.27e-06, 7.20e-08, 5.84e-09, 4.59e-09, 5.23e-09, 1.86e-09, 1.26e-09, 3.07e-10, 1.16e-08, 7.19e-09]    [2.91e-06, 4.39e-06, 4.51e-06, 4.29e-06, 4.73e-06, 1.17e-06, 1.43e-06, 1.01e-09, 1.76e-11, 9.19e-10, 1.19e-06, 1.65e-06, 1.27e-06, 7.20e-08, 5.84e-09, 4.59e-09, 5.23e-09, 1.86e-09, 1.26e-09, 3.07e-10, 1.16e-08, 7.19e-09]    []  
157200    [8.52e-06, 4.45e-06, 4.80e-06, 4.01e-06, 3.99e-06, 1.55e-06, 1.60e-06, 9.97e-09, 6.41e-09, 7.71e-06, 8.18e-06, 2.65e-05, 3.77e-05, 1.79e-04, 1.52e-06, 1.55e-06, 1.00e-06, 1.04e-06, 1.82e-09, 3.71e-10, 4.92e-08, 2.66e-08]    [8.52e-06, 4.45e-06, 4.80e-06, 4.01e-06, 3.99e-06, 1.55e-06, 1.60e-06, 9.97e-09, 6.41e-09, 7.71e-06, 8.18e-06, 2.65e-05, 3.77e-05, 1.79e-04, 1.52e-06, 1.55e-06, 1.00e-06, 1.04e-06, 1.82e-09, 3.71e-10, 4.92e-08, 2.66e-08]    []  
157300    [1.58e-05, 5.56e-06, 5.03e-06, 6.67e-06, 5.21e-06, 1.75e-06, 1.55e-06, 7.81e-08, 1.81e-08, 6.69e-05, 5.57e-05, 2.21e-04, 2.55e-04, 1.40e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.84e-10, 1.24e-10, 1.28e-07, 5.21e-08]    [1.58e-05, 5.56e-06, 5.03e-06, 6.67e-06, 5.21e-06, 1.75e-06, 1.55e-06, 7.81e-08, 1.81e-08, 6.69e-05, 5.57e-05, 2.21e-04, 2.55e-04, 1.40e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.84e-10, 1.24e-10, 1.28e-07, 5.21e-08]    []  
157400    [2.56e-06, 4.29e-06, 4.32e-06, 4.02e-06, 4.76e-06, 1.22e-06, 1.45e-06, 6.16e-09, 2.12e-09, 8.12e-10, 8.86e-07, 1.45e-06, 1.22e-06, 3.72e-08, 7.95e-09, 1.61e-08, 6.29e-09, 4.41e-09, 1.81e-10, 1.78e-11, 7.37e-09, 8.43e-09]    [2.56e-06, 4.29e-06, 4.32e-06, 4.02e-06, 4.76e-06, 1.22e-06, 1.45e-06, 6.16e-09, 2.12e-09, 8.12e-10, 8.86e-07, 1.45e-06, 1.22e-06, 3.72e-08, 7.95e-09, 1.61e-08, 6.29e-09, 4.41e-09, 1.81e-10, 1.78e-11, 7.37e-09, 8.43e-09]    []  
157500    [9.93e-06, 4.63e-06, 4.65e-06, 4.30e-06, 4.98e-06, 1.78e-06, 1.76e-06, 2.41e-08, 9.72e-10, 1.55e-05, 1.40e-05, 5.79e-05, 7.91e-05, 3.89e-04, 4.96e-06, 4.52e-06, 2.03e-06, 2.05e-06, 2.85e-09, 2.64e-10, 1.91e-08, 2.48e-09]    [9.93e-06, 4.63e-06, 4.65e-06, 4.30e-06, 4.98e-06, 1.78e-06, 1.76e-06, 2.41e-08, 9.72e-10, 1.55e-05, 1.40e-05, 5.79e-05, 7.91e-05, 3.89e-04, 4.96e-06, 4.52e-06, 2.03e-06, 2.05e-06, 2.85e-09, 2.64e-10, 1.91e-08, 2.48e-09]    []  
157600    [2.53e-06, 4.26e-06, 4.28e-06, 3.93e-06, 4.77e-06, 1.25e-06, 1.43e-06, 4.25e-10, 1.11e-09, 3.28e-08, 8.83e-07, 1.49e-06, 1.71e-06, 9.11e-07, 2.71e-08, 4.25e-08, 1.21e-08, 1.32e-08, 3.03e-11, 1.29e-11, 1.33e-08, 2.26e-09]    [2.53e-06, 4.26e-06, 4.28e-06, 3.93e-06, 4.77e-06, 1.25e-06, 1.43e-06, 4.25e-10, 1.11e-09, 3.28e-08, 8.83e-07, 1.49e-06, 1.71e-06, 9.11e-07, 2.71e-08, 4.25e-08, 1.21e-08, 1.32e-08, 3.03e-11, 1.29e-11, 1.33e-08, 2.26e-09]    []  
157700    [2.39e-06, 4.29e-06, 4.21e-06, 3.99e-06, 4.69e-06, 1.31e-06, 1.40e-06, 1.54e-08, 3.35e-11, 7.60e-11, 6.50e-07, 1.17e-06, 1.06e-06, 3.43e-08, 6.02e-09, 1.23e-08, 5.55e-09, 3.88e-09, 1.32e-09, 3.51e-11, 1.20e-08, 2.12e-09]    [2.39e-06, 4.29e-06, 4.21e-06, 3.99e-06, 4.69e-06, 1.31e-06, 1.40e-06, 1.54e-08, 3.35e-11, 7.60e-11, 6.50e-07, 1.17e-06, 1.06e-06, 3.43e-08, 6.02e-09, 1.23e-08, 5.55e-09, 3.88e-09, 1.32e-09, 3.51e-11, 1.20e-08, 2.12e-09]    []  
157800    [2.50e-06, 3.87e-06, 3.79e-06, 4.28e-06, 2.96e-06, 2.04e-06, 1.52e-06, 7.42e-05, 1.01e-05, 1.63e-05, 1.64e-04, 1.73e-04, 8.79e-05, 2.05e-04, 2.07e-08, 8.14e-10, 1.85e-12, 0.00e+00, 1.16e-05, 0.00e+00, 5.69e-05, 1.30e-05]    [2.50e-06, 3.87e-06, 3.79e-06, 4.28e-06, 2.96e-06, 2.04e-06, 1.52e-06, 7.42e-05, 1.01e-05, 1.63e-05, 1.64e-04, 1.73e-04, 8.79e-05, 2.05e-04, 2.07e-08, 8.14e-10, 1.85e-12, 0.00e+00, 1.16e-05, 0.00e+00, 5.69e-05, 1.30e-05]    []  
157900    [2.46e-06, 4.41e-06, 4.23e-06, 3.93e-06, 4.76e-06, 1.29e-06, 1.43e-06, 1.03e-09, 7.02e-11, 8.03e-09, 8.69e-07, 1.38e-06, 1.30e-06, 4.96e-08, 1.11e-08, 1.23e-08, 3.70e-09, 9.28e-10, 3.04e-10, 4.79e-12, 6.34e-08, 1.24e-08]    [2.46e-06, 4.41e-06, 4.23e-06, 3.93e-06, 4.76e-06, 1.29e-06, 1.43e-06, 1.03e-09, 7.02e-11, 8.03e-09, 8.69e-07, 1.38e-06, 1.30e-06, 4.96e-08, 1.11e-08, 1.23e-08, 3.70e-09, 9.28e-10, 3.04e-10, 4.79e-12, 6.34e-08, 1.24e-08]    []  
158000    [2.35e-06, 4.35e-06, 4.13e-06, 4.01e-06, 4.63e-06, 1.31e-06, 1.37e-06, 2.04e-09, 4.22e-11, 2.03e-11, 7.16e-07, 1.26e-06, 1.08e-06, 4.61e-08, 7.48e-09, 1.09e-08, 4.71e-09, 2.44e-09, 3.13e-10, 5.16e-11, 1.43e-08, 2.27e-09]    [2.35e-06, 4.35e-06, 4.13e-06, 4.01e-06, 4.63e-06, 1.31e-06, 1.37e-06, 2.04e-09, 4.22e-11, 2.03e-11, 7.16e-07, 1.26e-06, 1.08e-06, 4.61e-08, 7.48e-09, 1.09e-08, 4.71e-09, 2.44e-09, 3.13e-10, 5.16e-11, 1.43e-08, 2.27e-09]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 41.622855 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
158000    [2.35e-06, 4.35e-06, 4.13e-06, 4.01e-06, 4.63e-06, 1.31e-06, 1.37e-06, 2.04e-09, 4.22e-11, 2.03e-11, 7.16e-07, 1.26e-06, 1.08e-06, 4.61e-08, 7.48e-09, 1.09e-08, 4.71e-09, 2.44e-09, 3.13e-10, 5.16e-11, 1.43e-08, 2.27e-09]    [2.35e-06, 4.35e-06, 4.13e-06, 4.01e-06, 4.63e-06, 1.31e-06, 1.37e-06, 2.04e-09, 4.22e-11, 2.03e-11, 7.16e-07, 1.26e-06, 1.08e-06, 4.61e-08, 7.48e-09, 1.09e-08, 4.71e-09, 2.44e-09, 3.13e-10, 5.16e-11, 1.43e-08, 2.27e-09]    []  
158100    [3.69e-06, 4.24e-06, 4.15e-06, 3.59e-06, 4.63e-06, 1.36e-06, 1.38e-06, 3.50e-07, 1.50e-08, 3.81e-09, 3.72e-06, 5.12e-06, 6.50e-06, 5.52e-06, 2.37e-07, 2.95e-07, 3.49e-08, 2.78e-08, 2.35e-08, 0.00e+00, 1.47e-07, 3.30e-08]    [3.69e-06, 4.24e-06, 4.15e-06, 3.59e-06, 4.63e-06, 1.36e-06, 1.38e-06, 3.50e-07, 1.50e-08, 3.81e-09, 3.72e-06, 5.12e-06, 6.50e-06, 5.52e-06, 2.37e-07, 2.95e-07, 3.49e-08, 2.78e-08, 2.35e-08, 0.00e+00, 1.47e-07, 3.30e-08]    []  
158200    [2.41e-06, 4.38e-06, 4.10e-06, 3.87e-06, 4.69e-06, 1.34e-06, 1.34e-06, 3.41e-09, 1.36e-08, 5.59e-10, 7.52e-07, 1.32e-06, 1.14e-06, 3.97e-08, 6.86e-09, 1.22e-08, 5.02e-09, 3.14e-09, 2.31e-14, 0.00e+00, 3.92e-08, 1.74e-08]    [2.41e-06, 4.38e-06, 4.10e-06, 3.87e-06, 4.69e-06, 1.34e-06, 1.34e-06, 3.41e-09, 1.36e-08, 5.59e-10, 7.52e-07, 1.32e-06, 1.14e-06, 3.97e-08, 6.86e-09, 1.22e-08, 5.02e-09, 3.14e-09, 2.31e-14, 0.00e+00, 3.92e-08, 1.74e-08]    []  
158300    [2.40e-06, 4.34e-06, 4.01e-06, 3.84e-06, 4.60e-06, 1.37e-06, 1.40e-06, 8.16e-10, 5.75e-07, 1.29e-07, 7.40e-07, 1.23e-06, 2.37e-06, 2.20e-06, 3.33e-08, 5.25e-08, 4.80e-08, 4.09e-08, 1.42e-10, 0.00e+00, 3.84e-08, 1.63e-06]    [2.40e-06, 4.34e-06, 4.01e-06, 3.84e-06, 4.60e-06, 1.37e-06, 1.40e-06, 8.16e-10, 5.75e-07, 1.29e-07, 7.40e-07, 1.23e-06, 2.37e-06, 2.20e-06, 3.33e-08, 5.25e-08, 4.80e-08, 4.09e-08, 1.42e-10, 0.00e+00, 3.84e-08, 1.63e-06]    []  
158400    [2.15e-06, 4.34e-06, 4.06e-06, 3.89e-06, 4.59e-06, 1.36e-06, 1.32e-06, 1.63e-07, 8.88e-09, 1.02e-08, 7.03e-07, 1.42e-06, 1.19e-06, 4.76e-08, 9.07e-09, 1.97e-08, 6.57e-09, 4.42e-09, 0.00e+00, 9.86e-11, 2.20e-07, 2.31e-08]    [2.15e-06, 4.34e-06, 4.06e-06, 3.89e-06, 4.59e-06, 1.36e-06, 1.32e-06, 1.63e-07, 8.88e-09, 1.02e-08, 7.03e-07, 1.42e-06, 1.19e-06, 4.76e-08, 9.07e-09, 1.97e-08, 6.57e-09, 4.42e-09, 0.00e+00, 9.86e-11, 2.20e-07, 2.31e-08]    []  
158500    [1.77e-05, 4.21e-06, 3.88e-06, 6.36e-06, 4.56e-06, 3.01e-06, 2.36e-06, 1.24e-05, 4.60e-07, 4.92e-05, 2.68e-04, 3.27e-04, 1.05e-03, 8.23e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.48e-07, 0.00e+00, 4.54e-06, 1.58e-06]    [1.77e-05, 4.21e-06, 3.88e-06, 6.36e-06, 4.56e-06, 3.01e-06, 2.36e-06, 1.24e-05, 4.60e-07, 4.92e-05, 2.68e-04, 3.27e-04, 1.05e-03, 8.23e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.48e-07, 0.00e+00, 4.54e-06, 1.58e-06]    []  
158600    [2.38e-06, 4.46e-06, 4.07e-06, 3.78e-06, 4.72e-06, 1.35e-06, 1.36e-06, 8.70e-11, 6.06e-09, 1.38e-09, 8.41e-07, 1.47e-06, 1.33e-06, 9.78e-08, 1.06e-08, 8.32e-09, 4.69e-09, 1.31e-09, 1.23e-10, 5.54e-11, 7.11e-08, 1.06e-08]    [2.38e-06, 4.46e-06, 4.07e-06, 3.78e-06, 4.72e-06, 1.35e-06, 1.36e-06, 8.70e-11, 6.06e-09, 1.38e-09, 8.41e-07, 1.47e-06, 1.33e-06, 9.78e-08, 1.06e-08, 8.32e-09, 4.69e-09, 1.31e-09, 1.23e-10, 5.54e-11, 7.11e-08, 1.06e-08]    []  
158700    [2.30e-06, 4.40e-06, 3.99e-06, 3.91e-06, 4.56e-06, 1.38e-06, 1.30e-06, 9.28e-10, 1.16e-09, 6.28e-10, 6.92e-07, 1.25e-06, 1.19e-06, 4.18e-08, 9.61e-09, 1.35e-08, 7.08e-09, 4.88e-09, 1.31e-10, 2.20e-10, 1.10e-08, 2.47e-09]    [2.30e-06, 4.40e-06, 3.99e-06, 3.91e-06, 4.56e-06, 1.38e-06, 1.30e-06, 9.28e-10, 1.16e-09, 6.28e-10, 6.92e-07, 1.25e-06, 1.19e-06, 4.18e-08, 9.61e-09, 1.35e-08, 7.08e-09, 4.88e-09, 1.31e-10, 2.20e-10, 1.10e-08, 2.47e-09]    []  
158800    [2.20e-06, 4.31e-06, 4.01e-06, 3.71e-06, 4.66e-06, 1.34e-06, 1.30e-06, 1.43e-06, 1.01e-07, 2.86e-06, 2.77e-06, 5.00e-06, 4.81e-06, 2.15e-05, 0.00e+00, 0.00e+00, 1.28e-10, 0.00e+00, 1.30e-07, 0.00e+00, 8.61e-07, 2.16e-07]    [2.20e-06, 4.31e-06, 4.01e-06, 3.71e-06, 4.66e-06, 1.34e-06, 1.30e-06, 1.43e-06, 1.01e-07, 2.86e-06, 2.77e-06, 5.00e-06, 4.81e-06, 2.15e-05, 0.00e+00, 0.00e+00, 1.28e-10, 0.00e+00, 1.30e-07, 0.00e+00, 8.61e-07, 2.16e-07]    []  
158900    [2.32e-06, 4.38e-06, 3.98e-06, 3.76e-06, 4.62e-06, 1.40e-06, 1.29e-06, 5.38e-10, 8.52e-11, 5.73e-10, 6.88e-07, 1.32e-06, 1.21e-06, 3.70e-08, 8.33e-09, 1.43e-08, 1.14e-08, 4.92e-09, 1.37e-11, 2.23e-12, 2.44e-08, 1.87e-09]    [2.32e-06, 4.38e-06, 3.98e-06, 3.76e-06, 4.62e-06, 1.40e-06, 1.29e-06, 5.38e-10, 8.52e-11, 5.73e-10, 6.88e-07, 1.32e-06, 1.21e-06, 3.70e-08, 8.33e-09, 1.43e-08, 1.14e-08, 4.92e-09, 1.37e-11, 2.23e-12, 2.44e-08, 1.87e-09]    []  
159000    [2.12e-06, 4.34e-06, 3.93e-06, 3.85e-06, 4.49e-06, 1.44e-06, 1.24e-06, 5.87e-09, 1.44e-09, 4.47e-10, 6.07e-07, 1.30e-06, 1.10e-06, 1.39e-07, 7.01e-09, 1.09e-08, 1.07e-08, 3.22e-09, 1.77e-12, 1.56e-10, 2.45e-08, 2.00e-09]    [2.12e-06, 4.34e-06, 3.93e-06, 3.85e-06, 4.49e-06, 1.44e-06, 1.24e-06, 5.87e-09, 1.44e-09, 4.47e-10, 6.07e-07, 1.30e-06, 1.10e-06, 1.39e-07, 7.01e-09, 1.09e-08, 1.07e-08, 3.22e-09, 1.77e-12, 1.56e-10, 2.45e-08, 2.00e-09]    []  
159100    [2.43e-06, 4.54e-06, 4.05e-06, 3.86e-06, 4.53e-06, 1.40e-06, 1.32e-06, 1.40e-07, 1.24e-07, 1.40e-08, 1.14e-06, 1.83e-06, 1.48e-06, 2.11e-07, 1.75e-08, 1.43e-08, 4.17e-09, 7.34e-10, 3.96e-09, 2.21e-09, 1.90e-08, 8.08e-09]    [2.43e-06, 4.54e-06, 4.05e-06, 3.86e-06, 4.53e-06, 1.40e-06, 1.32e-06, 1.40e-07, 1.24e-07, 1.40e-08, 1.14e-06, 1.83e-06, 1.48e-06, 2.11e-07, 1.75e-08, 1.43e-08, 4.17e-09, 7.34e-10, 3.96e-09, 2.21e-09, 1.90e-08, 8.08e-09]    []  
159200    [8.01e-05, 1.08e-05, 7.94e-06, 1.14e-05, 1.09e-05, 7.99e-06, 4.15e-06, 5.58e-07, 1.27e-06, 2.44e-04, 2.25e-04, 8.75e-04, 1.26e-03, 6.00e-03, 9.60e-05, 9.75e-05, 3.43e-05, 3.46e-05, 8.22e-08, 2.60e-07, 5.53e-07, 1.52e-06]    [8.01e-05, 1.08e-05, 7.94e-06, 1.14e-05, 1.09e-05, 7.99e-06, 4.15e-06, 5.58e-07, 1.27e-06, 2.44e-04, 2.25e-04, 8.75e-04, 1.26e-03, 6.00e-03, 9.60e-05, 9.75e-05, 3.43e-05, 3.46e-05, 8.22e-08, 2.60e-07, 5.53e-07, 1.52e-06]    []  
159300    [2.22e-06, 4.45e-06, 3.92e-06, 3.65e-06, 4.67e-06, 1.39e-06, 1.26e-06, 1.89e-09, 6.11e-09, 2.80e-09, 6.96e-07, 1.41e-06, 1.31e-06, 8.43e-08, 7.78e-09, 1.11e-08, 5.45e-09, 2.91e-09, 2.79e-10, 0.00e+00, 1.10e-08, 2.61e-08]    [2.22e-06, 4.45e-06, 3.92e-06, 3.65e-06, 4.67e-06, 1.39e-06, 1.26e-06, 1.89e-09, 6.11e-09, 2.80e-09, 6.96e-07, 1.41e-06, 1.31e-06, 8.43e-08, 7.78e-09, 1.11e-08, 5.45e-09, 2.91e-09, 2.79e-10, 0.00e+00, 1.10e-08, 2.61e-08]    []  
159400    [2.94e-06, 4.35e-06, 3.96e-06, 3.78e-06, 4.47e-06, 1.44e-06, 1.39e-06, 8.29e-07, 5.66e-05, 7.74e-08, 1.60e-06, 4.17e-06, 7.61e-06, 1.61e-05, 1.98e-07, 2.42e-07, 1.26e-07, 1.07e-07, 0.00e+00, 9.65e-06, 1.36e-06, 4.64e-05]    [2.94e-06, 4.35e-06, 3.96e-06, 3.78e-06, 4.47e-06, 1.44e-06, 1.39e-06, 8.29e-07, 5.66e-05, 7.74e-08, 1.60e-06, 4.17e-06, 7.61e-06, 1.61e-05, 1.98e-07, 2.42e-07, 1.26e-07, 1.07e-07, 0.00e+00, 9.65e-06, 1.36e-06, 4.64e-05]    []  
159500    [2.53e-06, 4.37e-06, 3.82e-06, 3.66e-06, 4.44e-06, 1.45e-06, 1.26e-06, 1.08e-07, 2.42e-10, 2.35e-07, 1.15e-06, 2.18e-06, 5.88e-06, 9.85e-06, 8.68e-08, 9.51e-08, 6.60e-08, 7.22e-08, 2.27e-08, 1.42e-12, 1.49e-07, 5.51e-08]    [2.53e-06, 4.37e-06, 3.82e-06, 3.66e-06, 4.44e-06, 1.45e-06, 1.26e-06, 1.08e-07, 2.42e-10, 2.35e-07, 1.15e-06, 2.18e-06, 5.88e-06, 9.85e-06, 8.68e-08, 9.51e-08, 6.60e-08, 7.22e-08, 2.27e-08, 1.42e-12, 1.49e-07, 5.51e-08]    []  
159600    [2.23e-06, 4.37e-06, 3.86e-06, 3.64e-06, 4.52e-06, 1.44e-06, 1.24e-06, 1.07e-07, 7.49e-09, 1.11e-07, 7.84e-07, 1.60e-06, 1.44e-06, 1.44e-06, 2.34e-08, 4.49e-08, 1.10e-08, 1.26e-08, 0.00e+00, 8.43e-11, 2.03e-07, 1.93e-08]    [2.23e-06, 4.37e-06, 3.86e-06, 3.64e-06, 4.52e-06, 1.44e-06, 1.24e-06, 1.07e-07, 7.49e-09, 1.11e-07, 7.84e-07, 1.60e-06, 1.44e-06, 1.44e-06, 2.34e-08, 4.49e-08, 1.10e-08, 1.26e-08, 0.00e+00, 8.43e-11, 2.03e-07, 1.93e-08]    []  
159700    [4.91e-06, 4.03e-06, 3.94e-06, 3.55e-06, 3.39e-06, 1.42e-06, 1.23e-06, 1.90e-05, 2.05e-08, 1.23e-08, 1.62e-05, 1.80e-05, 3.97e-05, 2.79e-05, 1.79e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.52e-06, 0.00e+00, 1.45e-05, 8.14e-08]    [4.91e-06, 4.03e-06, 3.94e-06, 3.55e-06, 3.39e-06, 1.42e-06, 1.23e-06, 1.90e-05, 2.05e-08, 1.23e-08, 1.62e-05, 1.80e-05, 3.97e-05, 2.79e-05, 1.79e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.52e-06, 0.00e+00, 1.45e-05, 8.14e-08]    []  
159800    [2.07e-06, 4.35e-06, 3.77e-06, 3.61e-06, 4.43e-06, 1.47e-06, 1.18e-06, 1.57e-09, 2.99e-09, 1.49e-09, 6.19e-07, 1.39e-06, 1.35e-06, 9.52e-08, 6.81e-09, 1.08e-08, 5.21e-09, 3.81e-09, 4.33e-11, 1.26e-10, 3.56e-08, 1.68e-09]    [2.07e-06, 4.35e-06, 3.77e-06, 3.61e-06, 4.43e-06, 1.47e-06, 1.18e-06, 1.57e-09, 2.99e-09, 1.49e-09, 6.19e-07, 1.39e-06, 1.35e-06, 9.52e-08, 6.81e-09, 1.08e-08, 5.21e-09, 3.81e-09, 4.33e-11, 1.26e-10, 3.56e-08, 1.68e-09]    []  
159900    [2.84e-06, 3.74e-06, 3.78e-06, 2.92e-06, 3.23e-06, 1.95e-06, 1.47e-06, 2.29e-05, 2.52e-07, 7.38e-06, 2.07e-05, 5.14e-05, 5.60e-05, 7.96e-06, 4.53e-09, 2.14e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.09e-05, 4.18e-07]    [2.84e-06, 3.74e-06, 3.78e-06, 2.92e-06, 3.23e-06, 1.95e-06, 1.47e-06, 2.29e-05, 2.52e-07, 7.38e-06, 2.07e-05, 5.14e-05, 5.60e-05, 7.96e-06, 4.53e-09, 2.14e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.09e-05, 4.18e-07]    []  
160000    [2.04e-06, 4.31e-06, 3.72e-06, 3.58e-06, 4.39e-06, 1.50e-06, 1.16e-06, 4.34e-09, 3.89e-11, 1.68e-09, 6.07e-07, 1.42e-06, 1.35e-06, 3.65e-08, 1.04e-08, 1.45e-08, 6.96e-09, 5.13e-09, 1.96e-10, 0.00e+00, 1.64e-08, 2.20e-09]    [2.04e-06, 4.31e-06, 3.72e-06, 3.58e-06, 4.39e-06, 1.50e-06, 1.16e-06, 4.34e-09, 3.89e-11, 1.68e-09, 6.07e-07, 1.42e-06, 1.35e-06, 3.65e-08, 1.04e-08, 1.45e-08, 6.96e-09, 5.13e-09, 1.96e-10, 0.00e+00, 1.64e-08, 2.20e-09]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 40.956979 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
160000    [2.04e-06, 4.31e-06, 3.72e-06, 3.58e-06, 4.39e-06, 1.50e-06, 1.16e-06, 4.34e-09, 3.89e-11, 1.68e-09, 6.07e-07, 1.42e-06, 1.35e-06, 3.65e-08, 1.04e-08, 1.45e-08, 6.96e-09, 5.13e-09, 1.96e-10, 0.00e+00, 1.64e-08, 2.20e-09]    [2.04e-06, 4.31e-06, 3.72e-06, 3.58e-06, 4.39e-06, 1.50e-06, 1.16e-06, 4.34e-09, 3.89e-11, 1.68e-09, 6.07e-07, 1.42e-06, 1.35e-06, 3.65e-08, 1.04e-08, 1.45e-08, 6.96e-09, 5.13e-09, 1.96e-10, 0.00e+00, 1.64e-08, 2.20e-09]    []  
160100    [5.20e-06, 4.23e-06, 3.89e-06, 3.52e-06, 3.59e-06, 1.57e-06, 1.21e-06, 2.57e-07, 2.50e-06, 6.11e-06, 1.57e-05, 2.49e-05, 2.24e-05, 1.37e-05, 2.57e-07, 2.95e-07, 5.69e-08, 2.11e-08, 0.00e+00, 0.00e+00, 1.09e-06, 3.19e-06]    [5.20e-06, 4.23e-06, 3.89e-06, 3.52e-06, 3.59e-06, 1.57e-06, 1.21e-06, 2.57e-07, 2.50e-06, 6.11e-06, 1.57e-05, 2.49e-05, 2.24e-05, 1.37e-05, 2.57e-07, 2.95e-07, 5.69e-08, 2.11e-08, 0.00e+00, 0.00e+00, 1.09e-06, 3.19e-06]    []  
160200    [2.04e-06, 4.33e-06, 3.69e-06, 3.66e-06, 4.29e-06, 1.48e-06, 1.12e-06, 9.28e-10, 2.68e-09, 6.78e-11, 6.41e-07, 1.42e-06, 1.35e-06, 3.99e-08, 8.18e-09, 1.12e-08, 2.53e-09, 2.68e-09, 1.56e-10, 0.00e+00, 1.42e-08, 3.76e-09]    [2.04e-06, 4.33e-06, 3.69e-06, 3.66e-06, 4.29e-06, 1.48e-06, 1.12e-06, 9.28e-10, 2.68e-09, 6.78e-11, 6.41e-07, 1.42e-06, 1.35e-06, 3.99e-08, 8.18e-09, 1.12e-08, 2.53e-09, 2.68e-09, 1.56e-10, 0.00e+00, 1.42e-08, 3.76e-09]    []  
160300    [3.22e-06, 3.90e-06, 3.60e-06, 3.31e-06, 3.89e-06, 1.51e-06, 1.13e-06, 9.82e-06, 1.44e-06, 2.14e-06, 3.72e-06, 5.61e-06, 6.42e-06, 2.98e-06, 2.70e-08, 5.30e-07, 3.42e-08, 1.72e-08, 9.17e-07, 0.00e+00, 5.63e-06, 2.78e-06]    [3.22e-06, 3.90e-06, 3.60e-06, 3.31e-06, 3.89e-06, 1.51e-06, 1.13e-06, 9.82e-06, 1.44e-06, 2.14e-06, 3.72e-06, 5.61e-06, 6.42e-06, 2.98e-06, 2.70e-08, 5.30e-07, 3.42e-08, 1.72e-08, 9.17e-07, 0.00e+00, 5.63e-06, 2.78e-06]    []  
160400    [1.98e-06, 4.28e-06, 3.64e-06, 3.64e-06, 4.22e-06, 1.50e-06, 1.12e-06, 1.91e-09, 3.54e-10, 1.77e-09, 6.74e-07, 1.47e-06, 1.31e-06, 3.47e-08, 9.40e-09, 1.69e-08, 1.34e-08, 5.63e-09, 4.16e-11, 1.93e-12, 4.13e-08, 3.13e-08]    [1.98e-06, 4.28e-06, 3.64e-06, 3.64e-06, 4.22e-06, 1.50e-06, 1.12e-06, 1.91e-09, 3.54e-10, 1.77e-09, 6.74e-07, 1.47e-06, 1.31e-06, 3.47e-08, 9.40e-09, 1.69e-08, 1.34e-08, 5.63e-09, 4.16e-11, 1.93e-12, 4.13e-08, 3.13e-08]    []  
160500    [4.62e-06, 4.18e-06, 3.89e-06, 3.55e-06, 3.36e-06, 1.55e-06, 1.08e-06, 1.26e-05, 1.37e-06, 4.98e-07, 1.73e-05, 1.50e-05, 4.29e-05, 1.16e-05, 4.61e-08, 2.85e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-07, 1.91e-05, 8.76e-07]    [4.62e-06, 4.18e-06, 3.89e-06, 3.55e-06, 3.36e-06, 1.55e-06, 1.08e-06, 1.26e-05, 1.37e-06, 4.98e-07, 1.73e-05, 1.50e-05, 4.29e-05, 1.16e-05, 4.61e-08, 2.85e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-07, 1.91e-05, 8.76e-07]    []  
160600    [1.98e-06, 4.27e-06, 3.62e-06, 3.59e-06, 4.22e-06, 1.50e-06, 1.09e-06, 9.40e-09, 5.23e-09, 3.16e-10, 6.38e-07, 1.45e-06, 1.35e-06, 3.47e-08, 8.58e-09, 1.43e-08, 4.45e-09, 3.95e-09, 6.58e-10, 0.00e+00, 1.04e-08, 9.34e-09]    [1.98e-06, 4.27e-06, 3.62e-06, 3.59e-06, 4.22e-06, 1.50e-06, 1.09e-06, 9.40e-09, 5.23e-09, 3.16e-10, 6.38e-07, 1.45e-06, 1.35e-06, 3.47e-08, 8.58e-09, 1.43e-08, 4.45e-09, 3.95e-09, 6.58e-10, 0.00e+00, 1.04e-08, 9.34e-09]    []  
160700    [7.22e-06, 4.71e-06, 4.19e-06, 4.66e-06, 3.52e-06, 1.83e-06, 1.11e-06, 5.82e-09, 8.96e-06, 5.20e-06, 1.29e-04, 8.97e-05, 3.12e-04, 2.88e-05, 1.59e-08, 5.28e-09, 0.00e+00, 0.00e+00, 3.53e-11, 1.72e-06, 3.89e-07, 8.95e-06]    [7.22e-06, 4.71e-06, 4.19e-06, 4.66e-06, 3.52e-06, 1.83e-06, 1.11e-06, 5.82e-09, 8.96e-06, 5.20e-06, 1.29e-04, 8.97e-05, 3.12e-04, 2.88e-05, 1.59e-08, 5.28e-09, 0.00e+00, 0.00e+00, 3.53e-11, 1.72e-06, 3.89e-07, 8.95e-06]    []  
160800    [1.84e-06, 4.14e-06, 3.56e-06, 3.49e-06, 4.15e-06, 1.56e-06, 1.08e-06, 4.63e-09, 1.31e-09, 2.22e-09, 6.00e-07, 1.50e-06, 1.33e-06, 3.52e-08, 7.62e-09, 1.56e-08, 4.51e-09, 4.10e-09, 2.29e-13, 0.00e+00, 2.27e-08, 4.53e-09]    [1.84e-06, 4.14e-06, 3.56e-06, 3.49e-06, 4.15e-06, 1.56e-06, 1.08e-06, 4.63e-09, 1.31e-09, 2.22e-09, 6.00e-07, 1.50e-06, 1.33e-06, 3.52e-08, 7.62e-09, 1.56e-08, 4.51e-09, 4.10e-09, 2.29e-13, 0.00e+00, 2.27e-08, 4.53e-09]    []  
160900    [1.70e-06, 4.10e-06, 3.61e-06, 3.25e-06, 4.00e-06, 1.53e-06, 1.18e-06, 1.09e-06, 1.27e-07, 5.02e-07, 3.43e-06, 6.18e-06, 7.68e-06, 2.21e-05, 1.50e-12, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-09, 2.17e-06, 6.95e-08]    [1.70e-06, 4.10e-06, 3.61e-06, 3.25e-06, 4.00e-06, 1.53e-06, 1.18e-06, 1.09e-06, 1.27e-07, 5.02e-07, 3.43e-06, 6.18e-06, 7.68e-06, 2.21e-05, 1.50e-12, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-09, 2.17e-06, 6.95e-08]    []  
161000    [1.76e-06, 4.13e-06, 3.54e-06, 3.59e-06, 4.01e-06, 1.56e-06, 1.09e-06, 8.26e-10, 1.13e-09, 1.11e-09, 6.02e-07, 1.48e-06, 1.31e-06, 5.71e-08, 6.96e-09, 1.22e-08, 1.35e-09, 1.59e-09, 5.79e-10, 3.18e-11, 9.23e-09, 1.34e-09]    [1.76e-06, 4.13e-06, 3.54e-06, 3.59e-06, 4.01e-06, 1.56e-06, 1.09e-06, 8.26e-10, 1.13e-09, 1.11e-09, 6.02e-07, 1.48e-06, 1.31e-06, 5.71e-08, 6.96e-09, 1.22e-08, 1.35e-09, 1.59e-09, 5.79e-10, 3.18e-11, 9.23e-09, 1.34e-09]    []  
161100    [1.81e-06, 3.95e-06, 3.70e-06, 3.37e-06, 3.95e-06, 1.57e-06, 1.10e-06, 2.92e-06, 7.38e-09, 3.29e-07, 2.03e-06, 3.30e-06, 2.00e-06, 1.57e-06, 2.90e-09, 0.00e+00, 1.27e-07, 0.00e+00, 0.00e+00, 5.55e-11, 4.22e-06, 4.26e-08]    [1.81e-06, 3.95e-06, 3.70e-06, 3.37e-06, 3.95e-06, 1.57e-06, 1.10e-06, 2.92e-06, 7.38e-09, 3.29e-07, 2.03e-06, 3.30e-06, 2.00e-06, 1.57e-06, 2.90e-09, 0.00e+00, 1.27e-07, 0.00e+00, 0.00e+00, 5.55e-11, 4.22e-06, 4.26e-08]    []  
161200    [1.72e-06, 3.96e-06, 3.57e-06, 3.58e-06, 3.89e-06, 1.64e-06, 1.05e-06, 2.06e-10, 1.80e-10, 3.88e-10, 6.18e-07, 1.48e-06, 1.29e-06, 4.25e-08, 3.81e-09, 1.47e-08, 2.40e-09, 2.38e-09, 1.58e-10, 5.16e-11, 1.04e-08, 1.17e-09]    [1.72e-06, 3.96e-06, 3.57e-06, 3.58e-06, 3.89e-06, 1.64e-06, 1.05e-06, 2.06e-10, 1.80e-10, 3.88e-10, 6.18e-07, 1.48e-06, 1.29e-06, 4.25e-08, 3.81e-09, 1.47e-08, 2.40e-09, 2.38e-09, 1.58e-10, 5.16e-11, 1.04e-08, 1.17e-09]    []  
161300    [3.22e-06, 3.67e-06, 3.81e-06, 3.59e-06, 2.95e-06, 1.71e-06, 1.04e-06, 4.19e-06, 2.30e-06, 2.09e-06, 1.49e-05, 1.81e-05, 6.13e-05, 5.92e-05, 7.58e-08, 0.00e+00, 0.00e+00, 1.63e-08, 0.00e+00, 0.00e+00, 9.08e-06, 3.71e-06]    [3.22e-06, 3.67e-06, 3.81e-06, 3.59e-06, 2.95e-06, 1.71e-06, 1.04e-06, 4.19e-06, 2.30e-06, 2.09e-06, 1.49e-05, 1.81e-05, 6.13e-05, 5.92e-05, 7.58e-08, 0.00e+00, 0.00e+00, 1.63e-08, 0.00e+00, 0.00e+00, 9.08e-06, 3.71e-06]    []  
161400    [1.76e-06, 3.87e-06, 3.60e-06, 3.56e-06, 3.80e-06, 1.66e-06, 1.03e-06, 7.86e-11, 3.35e-09, 1.76e-10, 6.44e-07, 1.51e-06, 1.30e-06, 3.12e-08, 3.24e-09, 9.52e-09, 1.39e-09, 1.65e-09, 3.39e-10, 4.60e-10, 9.85e-09, 3.01e-09]    [1.76e-06, 3.87e-06, 3.60e-06, 3.56e-06, 3.80e-06, 1.66e-06, 1.03e-06, 7.86e-11, 3.35e-09, 1.76e-10, 6.44e-07, 1.51e-06, 1.30e-06, 3.12e-08, 3.24e-09, 9.52e-09, 1.39e-09, 1.65e-09, 3.39e-10, 4.60e-10, 9.85e-09, 3.01e-09]    []  
161500    [1.61e-06, 3.68e-06, 3.36e-06, 3.07e-06, 3.93e-06, 1.67e-06, 1.11e-06, 6.67e-07, 3.16e-06, 4.45e-07, 1.22e-06, 3.02e-06, 2.45e-06, 4.51e-06, 5.51e-09, 0.00e+00, 1.38e-10, 0.00e+00, 3.61e-08, 0.00e+00, 2.14e-07, 5.21e-06]    [1.61e-06, 3.68e-06, 3.36e-06, 3.07e-06, 3.93e-06, 1.67e-06, 1.11e-06, 6.67e-07, 3.16e-06, 4.45e-07, 1.22e-06, 3.02e-06, 2.45e-06, 4.51e-06, 5.51e-09, 0.00e+00, 1.38e-10, 0.00e+00, 3.61e-08, 0.00e+00, 2.14e-07, 5.21e-06]    []  
161600    [6.16e-06, 3.15e-06, 3.74e-06, 2.96e-06, 3.55e-06, 2.36e-06, 1.07e-06, 7.09e-06, 1.47e-07, 3.30e-06, 5.73e-05, 5.43e-05, 1.79e-04, 1.90e-04, 7.33e-07, 1.58e-06, 6.52e-09, 7.65e-06, 1.43e-06, 1.34e-08, 8.45e-06, 9.43e-08]    [6.16e-06, 3.15e-06, 3.74e-06, 2.96e-06, 3.55e-06, 2.36e-06, 1.07e-06, 7.09e-06, 1.47e-07, 3.30e-06, 5.73e-05, 5.43e-05, 1.79e-04, 1.90e-04, 7.33e-07, 1.58e-06, 6.52e-09, 7.65e-06, 1.43e-06, 1.34e-08, 8.45e-06, 9.43e-08]    []  
161700    [1.36e-06, 3.73e-06, 3.53e-06, 3.30e-06, 3.76e-06, 1.76e-06, 1.05e-06, 5.19e-07, 2.96e-09, 2.35e-07, 9.08e-07, 3.49e-06, 4.18e-06, 9.51e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.40e-07, 1.91e-08]    [1.36e-06, 3.73e-06, 3.53e-06, 3.30e-06, 3.76e-06, 1.76e-06, 1.05e-06, 5.19e-07, 2.96e-09, 2.35e-07, 9.08e-07, 3.49e-06, 4.18e-06, 9.51e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.40e-07, 1.91e-08]    []  
161800    [1.56e-06, 3.60e-06, 3.54e-06, 3.11e-06, 3.96e-06, 1.81e-06, 1.08e-06, 6.40e-08, 1.14e-08, 1.45e-08, 7.36e-07, 1.49e-06, 2.08e-06, 1.17e-06, 1.80e-08, 2.78e-08, 1.05e-08, 1.18e-08, 1.66e-08, 1.45e-09, 1.00e-07, 8.62e-09]    [1.56e-06, 3.60e-06, 3.54e-06, 3.11e-06, 3.96e-06, 1.81e-06, 1.08e-06, 6.40e-08, 1.14e-08, 1.45e-08, 7.36e-07, 1.49e-06, 2.08e-06, 1.17e-06, 1.80e-08, 2.78e-08, 1.05e-08, 1.18e-08, 1.66e-08, 1.45e-09, 1.00e-07, 8.62e-09]    []  
161900    [2.60e-06, 3.07e-06, 3.30e-06, 2.67e-06, 3.55e-06, 1.88e-06, 1.19e-06, 1.09e-05, 2.95e-06, 3.32e-06, 5.84e-06, 8.01e-06, 2.10e-05, 2.38e-05, 2.13e-07, 3.22e-07, 7.02e-07, 3.41e-08, 0.00e+00, 0.00e+00, 1.30e-05, 5.67e-06]    [2.60e-06, 3.07e-06, 3.30e-06, 2.67e-06, 3.55e-06, 1.88e-06, 1.19e-06, 1.09e-05, 2.95e-06, 3.32e-06, 5.84e-06, 8.01e-06, 2.10e-05, 2.38e-05, 2.13e-07, 3.22e-07, 7.02e-07, 3.41e-08, 0.00e+00, 0.00e+00, 1.30e-05, 5.67e-06]    []  
162000    [4.87e-05, 8.10e-06, 5.46e-06, 7.32e-06, 7.86e-06, 6.67e-06, 2.95e-06, 9.43e-06, 2.55e-05, 1.62e-04, 1.74e-04, 4.70e-04, 5.41e-04, 3.23e-03, 4.59e-05, 5.63e-05, 2.69e-05, 9.67e-06, 0.00e+00, 6.60e-06, 1.13e-05, 2.98e-05]    [4.87e-05, 8.10e-06, 5.46e-06, 7.32e-06, 7.86e-06, 6.67e-06, 2.95e-06, 9.43e-06, 2.55e-05, 1.62e-04, 1.74e-04, 4.70e-04, 5.41e-04, 3.23e-03, 4.59e-05, 5.63e-05, 2.69e-05, 9.67e-06, 0.00e+00, 6.60e-06, 1.13e-05, 2.98e-05]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 44.739933 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
162000    [4.87e-05, 8.10e-06, 5.46e-06, 7.32e-06, 7.86e-06, 6.67e-06, 2.95e-06, 9.43e-06, 2.55e-05, 1.62e-04, 1.74e-04, 4.70e-04, 5.41e-04, 3.23e-03, 4.59e-05, 5.63e-05, 2.69e-05, 9.67e-06, 0.00e+00, 6.60e-06, 1.13e-05, 2.98e-05]    [4.87e-05, 8.10e-06, 5.46e-06, 7.32e-06, 7.86e-06, 6.67e-06, 2.95e-06, 9.43e-06, 2.55e-05, 1.62e-04, 1.74e-04, 4.70e-04, 5.41e-04, 3.23e-03, 4.59e-05, 5.63e-05, 2.69e-05, 9.67e-06, 0.00e+00, 6.60e-06, 1.13e-05, 2.98e-05]    []  
162100    [1.41e-06, 3.44e-06, 3.49e-06, 3.13e-06, 3.64e-06, 1.81e-06, 1.06e-06, 2.57e-09, 1.76e-09, 8.30e-10, 6.30e-07, 1.73e-06, 1.37e-06, 2.44e-07, 3.88e-11, 6.95e-09, 4.00e-10, 5.85e-09, 5.94e-10, 4.75e-11, 1.21e-08, 2.54e-09]    [1.41e-06, 3.44e-06, 3.49e-06, 3.13e-06, 3.64e-06, 1.81e-06, 1.06e-06, 2.57e-09, 1.76e-09, 8.30e-10, 6.30e-07, 1.73e-06, 1.37e-06, 2.44e-07, 3.88e-11, 6.95e-09, 4.00e-10, 5.85e-09, 5.94e-10, 4.75e-11, 1.21e-08, 2.54e-09]    []  
162200    [1.23e-06, 3.44e-06, 3.48e-06, 2.90e-06, 3.95e-06, 1.79e-06, 1.17e-06, 2.70e-09, 9.84e-07, 1.65e-07, 7.56e-07, 2.42e-06, 2.27e-06, 3.22e-06, 9.38e-12, 2.75e-09, 0.00e+00, 4.79e-09, 3.48e-09, 0.00e+00, 2.39e-08, 2.43e-06]    [1.23e-06, 3.44e-06, 3.48e-06, 2.90e-06, 3.95e-06, 1.79e-06, 1.17e-06, 2.70e-09, 9.84e-07, 1.65e-07, 7.56e-07, 2.42e-06, 2.27e-06, 3.22e-06, 9.38e-12, 2.75e-09, 0.00e+00, 4.79e-09, 3.48e-09, 0.00e+00, 2.39e-08, 2.43e-06]    []  
162300    [3.30e-06, 2.62e-06, 3.59e-06, 2.48e-06, 3.28e-06, 1.86e-06, 1.12e-06, 8.81e-08, 3.70e-08, 9.53e-07, 2.11e-05, 2.28e-05, 8.57e-05, 7.06e-05, 3.80e-07, 8.73e-07, 5.85e-07, 1.75e-06, 3.32e-09, 8.10e-10, 3.61e-07, 4.21e-08]    [3.30e-06, 2.62e-06, 3.59e-06, 2.48e-06, 3.28e-06, 1.86e-06, 1.12e-06, 8.81e-08, 3.70e-08, 9.53e-07, 2.11e-05, 2.28e-05, 8.57e-05, 7.06e-05, 3.80e-07, 8.73e-07, 5.85e-07, 1.75e-06, 3.32e-09, 8.10e-10, 3.61e-07, 4.21e-08]    []  
162400    [2.80e-05, 1.09e-05, 5.69e-06, 7.64e-06, 5.45e-06, 5.25e-06, 1.06e-06, 2.77e-04, 2.44e-06, 3.07e-05, 8.21e-05, 3.17e-04, 5.96e-04, 1.72e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.05e-04, 2.85e-06]    [2.80e-05, 1.09e-05, 5.69e-06, 7.64e-06, 5.45e-06, 5.25e-06, 1.06e-06, 2.77e-04, 2.44e-06, 3.07e-05, 8.21e-05, 3.17e-04, 5.96e-04, 1.72e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.05e-04, 2.85e-06]    []  
162500    [1.25e-06, 3.02e-06, 3.51e-06, 2.94e-06, 3.47e-06, 1.96e-06, 1.04e-06, 4.55e-08, 8.19e-10, 8.53e-09, 6.61e-07, 1.64e-06, 1.26e-06, 3.32e-07, 1.36e-09, 6.64e-09, 2.00e-09, 2.07e-08, 7.98e-11, 8.94e-11, 4.64e-08, 3.71e-09]    [1.25e-06, 3.02e-06, 3.51e-06, 2.94e-06, 3.47e-06, 1.96e-06, 1.04e-06, 4.55e-08, 8.19e-10, 8.53e-09, 6.61e-07, 1.64e-06, 1.26e-06, 3.32e-07, 1.36e-09, 6.64e-09, 2.00e-09, 2.07e-08, 7.98e-11, 8.94e-11, 4.64e-08, 3.71e-09]    []  
162600    [1.09e-06, 2.85e-06, 3.50e-06, 2.59e-06, 3.42e-06, 1.94e-06, 1.08e-06, 5.10e-06, 4.06e-07, 2.69e-09, 7.07e-07, 3.41e-06, 1.80e-06, 2.04e-06, 0.00e+00, 4.04e-09, 8.68e-11, 1.57e-08, 0.00e+00, 0.00e+00, 4.88e-06, 1.00e-06]    [1.09e-06, 2.85e-06, 3.50e-06, 2.59e-06, 3.42e-06, 1.94e-06, 1.08e-06, 5.10e-06, 4.06e-07, 2.69e-09, 7.07e-07, 3.41e-06, 1.80e-06, 2.04e-06, 0.00e+00, 4.04e-09, 8.68e-11, 1.57e-08, 0.00e+00, 0.00e+00, 4.88e-06, 1.00e-06]    []  
162700    [1.26e-06, 2.92e-06, 3.49e-06, 2.55e-06, 3.72e-06, 1.89e-06, 1.04e-06, 8.89e-08, 5.50e-06, 6.62e-07, 1.34e-06, 7.37e-06, 2.39e-06, 1.51e-05, 0.00e+00, 0.00e+00, 4.62e-10, 2.08e-08, 4.16e-10, 0.00e+00, 1.26e-07, 8.86e-06]    [1.26e-06, 2.92e-06, 3.49e-06, 2.55e-06, 3.72e-06, 1.89e-06, 1.04e-06, 8.89e-08, 5.50e-06, 6.62e-07, 1.34e-06, 7.37e-06, 2.39e-06, 1.51e-05, 0.00e+00, 0.00e+00, 4.62e-10, 2.08e-08, 4.16e-10, 0.00e+00, 1.26e-07, 8.86e-06]    []  
162800    [2.19e-06, 2.75e-06, 3.39e-06, 2.46e-06, 4.13e-06, 1.74e-06, 9.84e-07, 2.11e-05, 8.52e-08, 5.03e-06, 3.95e-06, 1.30e-05, 3.21e-05, 8.88e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.82e-06, 2.76e-09, 1.68e-05, 6.51e-09]    [2.19e-06, 2.75e-06, 3.39e-06, 2.46e-06, 4.13e-06, 1.74e-06, 9.84e-07, 2.11e-05, 8.52e-08, 5.03e-06, 3.95e-06, 1.30e-05, 3.21e-05, 8.88e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.82e-06, 2.76e-09, 1.68e-05, 6.51e-09]    []  
162900    [3.83e-06, 2.46e-06, 3.66e-06, 2.56e-06, 3.74e-06, 2.21e-06, 1.09e-06, 6.11e-06, 4.27e-07, 3.90e-06, 5.47e-06, 2.11e-05, 2.53e-05, 1.13e-04, 1.17e-06, 1.49e-06, 4.46e-07, 8.13e-07, 9.96e-07, 0.00e+00, 6.24e-06, 3.66e-07]    [3.83e-06, 2.46e-06, 3.66e-06, 2.56e-06, 3.74e-06, 2.21e-06, 1.09e-06, 6.11e-06, 4.27e-07, 3.90e-06, 5.47e-06, 2.11e-05, 2.53e-05, 1.13e-04, 1.17e-06, 1.49e-06, 4.46e-07, 8.13e-07, 9.96e-07, 0.00e+00, 6.24e-06, 3.66e-07]    []  
163000    [1.09e-05, 3.11e-06, 4.30e-06, 3.06e-06, 4.90e-06, 3.44e-06, 1.54e-06, 1.12e-05, 1.12e-06, 2.79e-05, 4.17e-05, 1.43e-04, 2.53e-05, 4.52e-04, 8.38e-06, 1.15e-05, 2.22e-06, 7.03e-07, 1.98e-06, 0.00e+00, 1.20e-05, 1.66e-06]    [1.09e-05, 3.11e-06, 4.30e-06, 3.06e-06, 4.90e-06, 3.44e-06, 1.54e-06, 1.12e-05, 1.12e-06, 2.79e-05, 4.17e-05, 1.43e-04, 2.53e-05, 4.52e-04, 8.38e-06, 1.15e-05, 2.22e-06, 7.03e-07, 1.98e-06, 0.00e+00, 1.20e-05, 1.66e-06]    []  
163100    [1.10e-05, 2.98e-06, 4.48e-06, 3.13e-06, 4.81e-06, 4.26e-06, 1.30e-06, 1.02e-05, 1.87e-05, 3.22e-05, 3.97e-05, 9.95e-05, 8.85e-05, 6.15e-04, 9.48e-06, 3.82e-06, 1.85e-07, 9.01e-06, 1.98e-06, 3.92e-06, 1.18e-05, 1.84e-05]    [1.10e-05, 2.98e-06, 4.48e-06, 3.13e-06, 4.81e-06, 4.26e-06, 1.30e-06, 1.02e-05, 1.87e-05, 3.22e-05, 3.97e-05, 9.95e-05, 8.85e-05, 6.15e-04, 9.48e-06, 3.82e-06, 1.85e-07, 9.01e-06, 1.98e-06, 3.92e-06, 1.18e-05, 1.84e-05]    []  
163200    [1.17e-05, 6.36e-06, 4.39e-06, 4.24e-06, 4.32e-06, 3.39e-06, 9.80e-07, 4.14e-12, 2.10e-08, 3.32e-05, 2.14e-05, 1.52e-04, 1.22e-04, 7.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.97e-10, 0.00e+00, 3.15e-07, 6.80e-08]    [1.17e-05, 6.36e-06, 4.39e-06, 4.24e-06, 4.32e-06, 3.39e-06, 9.80e-07, 4.14e-12, 2.10e-08, 3.32e-05, 2.14e-05, 1.52e-04, 1.22e-04, 7.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.97e-10, 0.00e+00, 3.15e-07, 6.80e-08]    []  
163300    [1.20e-06, 2.34e-06, 3.61e-06, 2.39e-06, 3.26e-06, 1.76e-06, 9.87e-07, 2.04e-07, 2.12e-07, 5.81e-09, 7.60e-07, 2.15e-06, 1.63e-06, 4.45e-08, 5.35e-09, 2.45e-08, 1.39e-08, 3.57e-08, 0.00e+00, 0.00e+00, 5.19e-07, 4.50e-07]    [1.20e-06, 2.34e-06, 3.61e-06, 2.39e-06, 3.26e-06, 1.76e-06, 9.87e-07, 2.04e-07, 2.12e-07, 5.81e-09, 7.60e-07, 2.15e-06, 1.63e-06, 4.45e-08, 5.35e-09, 2.45e-08, 1.39e-08, 3.57e-08, 0.00e+00, 0.00e+00, 5.19e-07, 4.50e-07]    []  
163400    [1.21e-06, 2.22e-06, 3.93e-06, 2.51e-06, 3.05e-06, 1.56e-06, 9.72e-07, 4.40e-06, 1.78e-05, 2.17e-07, 1.64e-06, 4.86e-06, 9.57e-06, 1.22e-05, 0.00e+00, 1.05e-08, 4.22e-10, 3.83e-09, 4.53e-07, 1.64e-06, 2.93e-06, 8.56e-06]    [1.21e-06, 2.22e-06, 3.93e-06, 2.51e-06, 3.05e-06, 1.56e-06, 9.72e-07, 4.40e-06, 1.78e-05, 2.17e-07, 1.64e-06, 4.86e-06, 9.57e-06, 1.22e-05, 0.00e+00, 1.05e-08, 4.22e-10, 3.83e-09, 4.53e-07, 1.64e-06, 2.93e-06, 8.56e-06]    []  
163500    [1.32e-06, 2.15e-06, 3.64e-06, 2.27e-06, 3.03e-06, 1.51e-06, 8.06e-07, 3.48e-05, 8.77e-08, 4.52e-07, 1.31e-06, 3.60e-06, 2.48e-06, 1.58e-07, 2.29e-07, 0.00e+00, 1.35e-07, 3.41e-09, 4.99e-06, 3.37e-09, 2.83e-05, 1.55e-08]    [1.32e-06, 2.15e-06, 3.64e-06, 2.27e-06, 3.03e-06, 1.51e-06, 8.06e-07, 3.48e-05, 8.77e-08, 4.52e-07, 1.31e-06, 3.60e-06, 2.48e-06, 1.58e-07, 2.29e-07, 0.00e+00, 1.35e-07, 3.41e-09, 4.99e-06, 3.37e-09, 2.83e-05, 1.55e-08]    []  
163600    [2.06e-05, 3.49e-06, 4.03e-06, 2.81e-06, 4.59e-06, 3.79e-06, 1.17e-06, 4.83e-05, 1.42e-06, 1.18e-05, 4.96e-05, 1.43e-04, 2.31e-04, 2.24e-04, 1.00e-05, 8.58e-06, 2.95e-06, 8.71e-07, 0.00e+00, 0.00e+00, 4.95e-05, 1.71e-06]    [2.06e-05, 3.49e-06, 4.03e-06, 2.81e-06, 4.59e-06, 3.79e-06, 1.17e-06, 4.83e-05, 1.42e-06, 1.18e-05, 4.96e-05, 1.43e-04, 2.31e-04, 2.24e-04, 1.00e-05, 8.58e-06, 2.95e-06, 8.71e-07, 0.00e+00, 0.00e+00, 4.95e-05, 1.71e-06]    []  
163700    [1.14e-06, 2.20e-06, 3.43e-06, 2.20e-06, 2.83e-06, 1.57e-06, 8.29e-07, 1.66e-08, 2.92e-10, 1.50e-09, 6.13e-07, 2.05e-06, 1.51e-06, 3.59e-08, 1.17e-08, 1.37e-08, 3.07e-08, 8.51e-09, 1.21e-10, 1.26e-10, 6.80e-08, 9.69e-10]    [1.14e-06, 2.20e-06, 3.43e-06, 2.20e-06, 2.83e-06, 1.57e-06, 8.29e-07, 1.66e-08, 2.92e-10, 1.50e-09, 6.13e-07, 2.05e-06, 1.51e-06, 3.59e-08, 1.17e-08, 1.37e-08, 3.07e-08, 8.51e-09, 1.21e-10, 1.26e-10, 6.80e-08, 9.69e-10]    []  
163800    [1.84e-06, 2.09e-06, 3.69e-06, 2.31e-06, 2.92e-06, 1.65e-06, 8.93e-07, 7.40e-06, 3.74e-08, 4.96e-07, 2.17e-06, 6.40e-06, 3.17e-06, 4.54e-06, 1.56e-07, 1.57e-07, 8.24e-08, 1.22e-08, 7.63e-07, 5.07e-10, 4.84e-06, 1.91e-07]    [1.84e-06, 2.09e-06, 3.69e-06, 2.31e-06, 2.92e-06, 1.65e-06, 8.93e-07, 7.40e-06, 3.74e-08, 4.96e-07, 2.17e-06, 6.40e-06, 3.17e-06, 4.54e-06, 1.56e-07, 1.57e-07, 8.24e-08, 1.22e-08, 7.63e-07, 5.07e-10, 4.84e-06, 1.91e-07]    []  
163900    [3.28e-06, 2.17e-06, 3.72e-06, 2.17e-06, 2.92e-06, 1.62e-06, 9.37e-07, 7.00e-07, 1.70e-05, 3.94e-06, 2.52e-06, 1.52e-05, 1.41e-05, 6.38e-05, 1.48e-06, 2.78e-07, 4.35e-07, 1.37e-07, 6.34e-08, 1.91e-06, 3.75e-07, 9.75e-06]    [3.28e-06, 2.17e-06, 3.72e-06, 2.17e-06, 2.92e-06, 1.62e-06, 9.37e-07, 7.00e-07, 1.70e-05, 3.94e-06, 2.52e-06, 1.52e-05, 1.41e-05, 6.38e-05, 1.48e-06, 2.78e-07, 4.35e-07, 1.37e-07, 6.34e-08, 1.91e-06, 3.75e-07, 9.75e-06]    []  
164000    [2.16e-06, 2.66e-06, 4.18e-06, 2.94e-06, 3.34e-06, 1.91e-06, 8.50e-07, 4.82e-06, 7.12e-04, 2.77e-06, 9.64e-06, 1.64e-05, 3.08e-05, 3.62e-05, 8.72e-09, 0.00e+00, 1.23e-07, 1.12e-07, 0.00e+00, 0.00e+00, 5.20e-06, 6.70e-04]    [2.16e-06, 2.66e-06, 4.18e-06, 2.94e-06, 3.34e-06, 1.91e-06, 8.50e-07, 4.82e-06, 7.12e-04, 2.77e-06, 9.64e-06, 1.64e-05, 3.08e-05, 3.62e-05, 8.72e-09, 0.00e+00, 1.23e-07, 1.12e-07, 0.00e+00, 0.00e+00, 5.20e-06, 6.70e-04]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 42.762663 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
164000    [2.16e-06, 2.66e-06, 4.18e-06, 2.94e-06, 3.34e-06, 1.91e-06, 8.50e-07, 4.82e-06, 7.12e-04, 2.77e-06, 9.64e-06, 1.64e-05, 3.08e-05, 3.62e-05, 8.72e-09, 0.00e+00, 1.23e-07, 1.12e-07, 0.00e+00, 0.00e+00, 5.20e-06, 6.70e-04]    [2.16e-06, 2.66e-06, 4.18e-06, 2.94e-06, 3.34e-06, 1.91e-06, 8.50e-07, 4.82e-06, 7.12e-04, 2.77e-06, 9.64e-06, 1.64e-05, 3.08e-05, 3.62e-05, 8.72e-09, 0.00e+00, 1.23e-07, 1.12e-07, 0.00e+00, 0.00e+00, 5.20e-06, 6.70e-04]    []  
164100    [1.96e-06, 2.70e-06, 3.38e-06, 2.33e-06, 2.63e-06, 1.62e-06, 6.70e-07, 4.30e-09, 1.20e-08, 3.99e-06, 2.90e-06, 2.07e-05, 1.83e-05, 9.69e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.53e-10, 1.64e-09, 7.71e-08, 9.07e-09]    [1.96e-06, 2.70e-06, 3.38e-06, 2.33e-06, 2.63e-06, 1.62e-06, 6.70e-07, 4.30e-09, 1.20e-08, 3.99e-06, 2.90e-06, 2.07e-05, 1.83e-05, 9.69e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.53e-10, 1.64e-09, 7.71e-08, 9.07e-09]    []  
164200    [8.87e-07, 1.87e-06, 3.23e-06, 1.84e-06, 2.65e-06, 1.49e-06, 7.26e-07, 6.68e-08, 3.64e-08, 6.47e-10, 4.77e-07, 2.14e-06, 1.79e-06, 1.94e-07, 1.38e-08, 9.64e-09, 3.55e-08, 5.36e-09, 9.06e-09, 4.80e-09, 4.60e-08, 3.09e-08]    [8.87e-07, 1.87e-06, 3.23e-06, 1.84e-06, 2.65e-06, 1.49e-06, 7.26e-07, 6.68e-08, 3.64e-08, 6.47e-10, 4.77e-07, 2.14e-06, 1.79e-06, 1.94e-07, 1.38e-08, 9.64e-09, 3.55e-08, 5.36e-09, 9.06e-09, 4.80e-09, 4.60e-08, 3.09e-08]    []  
164300    [1.05e-06, 1.44e-06, 3.21e-06, 1.88e-06, 2.46e-06, 1.51e-06, 6.89e-07, 2.11e-05, 4.78e-05, 4.52e-08, 3.59e-06, 6.10e-06, 9.88e-06, 1.04e-05, 3.37e-07, 1.61e-07, 3.09e-07, 1.56e-10, 1.63e-06, 0.00e+00, 9.90e-06, 5.11e-05]    [1.05e-06, 1.44e-06, 3.21e-06, 1.88e-06, 2.46e-06, 1.51e-06, 6.89e-07, 2.11e-05, 4.78e-05, 4.52e-08, 3.59e-06, 6.10e-06, 9.88e-06, 1.04e-05, 3.37e-07, 1.61e-07, 3.09e-07, 1.56e-10, 1.63e-06, 0.00e+00, 9.90e-06, 5.11e-05]    []  
164400    [2.59e-06, 2.86e-06, 3.91e-06, 3.52e-06, 2.76e-06, 1.75e-06, 7.95e-07, 4.04e-06, 9.17e-06, 7.03e-06, 4.88e-06, 2.27e-05, 4.55e-05, 1.11e-04, 0.00e+00, 9.44e-11, 0.00e+00, 1.04e-06, 1.52e-06, 8.88e-07, 9.17e-06, 4.72e-06]    [2.59e-06, 2.86e-06, 3.91e-06, 3.52e-06, 2.76e-06, 1.75e-06, 7.95e-07, 4.04e-06, 9.17e-06, 7.03e-06, 4.88e-06, 2.27e-05, 4.55e-05, 1.11e-04, 0.00e+00, 9.44e-11, 0.00e+00, 1.04e-06, 1.52e-06, 8.88e-07, 9.17e-06, 4.72e-06]    []  
164500    [3.50e-05, 7.12e-06, 5.02e-06, 5.87e-06, 5.88e-06, 9.05e-06, 2.65e-06, 1.11e-05, 7.25e-06, 1.22e-04, 2.65e-04, 6.05e-04, 1.12e-04, 2.18e-03, 3.71e-05, 4.89e-05, 4.71e-06, 3.89e-06, 2.39e-07, 0.00e+00, 9.72e-07, 6.42e-06]    [3.50e-05, 7.12e-06, 5.02e-06, 5.87e-06, 5.88e-06, 9.05e-06, 2.65e-06, 1.11e-05, 7.25e-06, 1.22e-04, 2.65e-04, 6.05e-04, 1.12e-04, 2.18e-03, 3.71e-05, 4.89e-05, 4.71e-06, 3.89e-06, 2.39e-07, 0.00e+00, 9.72e-07, 6.42e-06]    []  
164600    [6.95e-07, 1.69e-06, 3.06e-06, 1.56e-06, 2.47e-06, 1.48e-06, 7.20e-07, 3.72e-09, 1.83e-09, 9.35e-08, 5.89e-07, 2.98e-06, 2.66e-06, 4.04e-06, 1.96e-09, 8.14e-10, 9.13e-09, 5.95e-10, 1.44e-09, 1.88e-10, 1.48e-08, 3.01e-09]    [6.95e-07, 1.69e-06, 3.06e-06, 1.56e-06, 2.47e-06, 1.48e-06, 7.20e-07, 3.72e-09, 1.83e-09, 9.35e-08, 5.89e-07, 2.98e-06, 2.66e-06, 4.04e-06, 1.96e-09, 8.14e-10, 9.13e-09, 5.95e-10, 1.44e-09, 1.88e-10, 1.48e-08, 3.01e-09]    []  
164700    [6.72e-07, 1.55e-06, 3.08e-06, 1.63e-06, 2.28e-06, 1.44e-06, 6.51e-07, 1.20e-06, 4.91e-07, 1.56e-09, 4.47e-07, 2.45e-06, 2.02e-06, 7.80e-07, 1.30e-08, 8.63e-09, 6.39e-09, 5.74e-09, 0.00e+00, 7.47e-08, 1.39e-06, 4.42e-07]    [6.72e-07, 1.55e-06, 3.08e-06, 1.63e-06, 2.28e-06, 1.44e-06, 6.51e-07, 1.20e-06, 4.91e-07, 1.56e-09, 4.47e-07, 2.45e-06, 2.02e-06, 7.80e-07, 1.30e-08, 8.63e-09, 6.39e-09, 5.74e-09, 0.00e+00, 7.47e-08, 1.39e-06, 4.42e-07]    []  
164800    [1.19e-06, 1.30e-06, 3.10e-06, 1.64e-06, 2.30e-06, 1.51e-06, 6.27e-07, 1.10e-06, 3.21e-07, 2.66e-07, 4.83e-06, 9.28e-06, 3.34e-05, 2.11e-05, 2.54e-07, 1.34e-07, 2.18e-07, 3.46e-07, 5.15e-08, 3.42e-08, 2.39e-07, 2.09e-07]    [1.19e-06, 1.30e-06, 3.10e-06, 1.64e-06, 2.30e-06, 1.51e-06, 6.27e-07, 1.10e-06, 3.21e-07, 2.66e-07, 4.83e-06, 9.28e-06, 3.34e-05, 2.11e-05, 2.54e-07, 1.34e-07, 2.18e-07, 3.46e-07, 5.15e-08, 3.42e-08, 2.39e-07, 2.09e-07]    []  
164900    [2.25e-06, 4.05e-06, 3.04e-06, 3.56e-06, 3.07e-06, 2.41e-06, 1.38e-06, 4.16e-07, 1.78e-09, 5.72e-07, 2.26e-06, 5.73e-06, 5.95e-06, 3.13e-06, 0.00e+00, 5.57e-08, 4.51e-07, 1.33e-09, 1.61e-07, 9.68e-12, 1.05e-06, 4.57e-07]    [2.25e-06, 4.05e-06, 3.04e-06, 3.56e-06, 3.07e-06, 2.41e-06, 1.38e-06, 4.16e-07, 1.78e-09, 5.72e-07, 2.26e-06, 5.73e-06, 5.95e-06, 3.13e-06, 0.00e+00, 5.57e-08, 4.51e-07, 1.33e-09, 1.61e-07, 9.68e-12, 1.05e-06, 4.57e-07]    []  
165000    [2.02e-05, 4.66e-06, 4.39e-06, 5.11e-06, 4.17e-06, 4.81e-06, 1.87e-06, 3.66e-05, 2.86e-06, 5.81e-05, 6.41e-05, 1.71e-04, 1.86e-04, 1.17e-03, 1.42e-05, 1.83e-05, 4.21e-06, 1.54e-05, 0.00e+00, 0.00e+00, 5.40e-05, 2.34e-06]    [2.02e-05, 4.66e-06, 4.39e-06, 5.11e-06, 4.17e-06, 4.81e-06, 1.87e-06, 3.66e-05, 2.86e-06, 5.81e-05, 6.41e-05, 1.71e-04, 1.86e-04, 1.17e-03, 1.42e-05, 1.83e-05, 4.21e-06, 1.54e-05, 0.00e+00, 0.00e+00, 5.40e-05, 2.34e-06]    []  
165100    [9.35e-07, 2.10e-06, 2.95e-06, 2.45e-06, 2.06e-06, 1.85e-06, 8.43e-07, 5.79e-09, 1.06e-08, 8.70e-08, 1.26e-06, 3.61e-06, 2.57e-06, 2.81e-06, 2.10e-09, 2.77e-10, 1.24e-08, 0.00e+00, 4.21e-12, 0.00e+00, 1.92e-08, 1.48e-08]    [9.35e-07, 2.10e-06, 2.95e-06, 2.45e-06, 2.06e-06, 1.85e-06, 8.43e-07, 5.79e-09, 1.06e-08, 8.70e-08, 1.26e-06, 3.61e-06, 2.57e-06, 2.81e-06, 2.10e-09, 2.77e-10, 1.24e-08, 0.00e+00, 4.21e-12, 0.00e+00, 1.92e-08, 1.48e-08]    []  
165200    [9.37e-07, 1.89e-06, 3.07e-06, 2.39e-06, 2.14e-06, 1.70e-06, 7.66e-07, 2.33e-07, 1.13e-09, 1.07e-07, 1.19e-06, 3.12e-06, 2.60e-06, 9.62e-07, 3.23e-08, 2.78e-08, 4.61e-09, 2.50e-08, 0.00e+00, 4.80e-12, 3.27e-07, 6.11e-09]    [9.37e-07, 1.89e-06, 3.07e-06, 2.39e-06, 2.14e-06, 1.70e-06, 7.66e-07, 2.33e-07, 1.13e-09, 1.07e-07, 1.19e-06, 3.12e-06, 2.60e-06, 9.62e-07, 3.23e-08, 2.78e-08, 4.61e-09, 2.50e-08, 0.00e+00, 4.80e-12, 3.27e-07, 6.11e-09]    []  
165300    [2.76e-06, 2.01e-06, 4.94e-06, 4.06e-06, 2.76e-06, 2.26e-06, 7.07e-07, 1.60e-04, 7.51e-04, 6.57e-07, 1.06e-05, 1.97e-05, 2.69e-05, 1.76e-06, 1.40e-07, 8.48e-08, 0.00e+00, 4.64e-06, 0.00e+00, 0.00e+00, 1.72e-04, 7.75e-04]    [2.76e-06, 2.01e-06, 4.94e-06, 4.06e-06, 2.76e-06, 2.26e-06, 7.07e-07, 1.60e-04, 7.51e-04, 6.57e-07, 1.06e-05, 1.97e-05, 2.69e-05, 1.76e-06, 1.40e-07, 8.48e-08, 0.00e+00, 4.64e-06, 0.00e+00, 0.00e+00, 1.72e-04, 7.75e-04]    []  
165400    [7.80e-07, 1.77e-06, 2.89e-06, 2.10e-06, 2.06e-06, 1.59e-06, 6.80e-07, 7.79e-09, 4.57e-10, 2.62e-09, 8.20e-07, 2.19e-06, 1.73e-06, 1.56e-07, 2.89e-08, 1.27e-08, 4.52e-09, 5.79e-10, 1.61e-09, 1.24e-10, 1.48e-08, 7.46e-10]    [7.80e-07, 1.77e-06, 2.89e-06, 2.10e-06, 2.06e-06, 1.59e-06, 6.80e-07, 7.79e-09, 4.57e-10, 2.62e-09, 8.20e-07, 2.19e-06, 1.73e-06, 1.56e-07, 2.89e-08, 1.27e-08, 4.52e-09, 5.79e-10, 1.61e-09, 1.24e-10, 1.48e-08, 7.46e-10]    []  
165500    [8.17e-07, 1.99e-06, 3.18e-06, 2.38e-06, 2.03e-06, 1.52e-06, 5.89e-07, 5.21e-09, 3.92e-12, 8.38e-07, 1.55e-06, 6.42e-06, 6.37e-06, 1.78e-05, 3.83e-08, 0.00e+00, 2.94e-10, 0.00e+00, 1.15e-09, 1.06e-10, 1.51e-08, 2.47e-09]    [8.17e-07, 1.99e-06, 3.18e-06, 2.38e-06, 2.03e-06, 1.52e-06, 5.89e-07, 5.21e-09, 3.92e-12, 8.38e-07, 1.55e-06, 6.42e-06, 6.37e-06, 1.78e-05, 3.83e-08, 0.00e+00, 2.94e-10, 0.00e+00, 1.15e-09, 1.06e-10, 1.51e-08, 2.47e-09]    []  
165600    [6.25e-07, 1.54e-06, 2.82e-06, 1.84e-06, 1.98e-06, 1.60e-06, 6.28e-07, 1.13e-09, 1.31e-10, 3.32e-08, 5.90e-07, 2.04e-06, 1.63e-06, 1.25e-06, 1.45e-08, 2.39e-09, 7.52e-10, 3.96e-11, 3.66e-11, 1.89e-10, 1.39e-08, 7.48e-10]    [6.25e-07, 1.54e-06, 2.82e-06, 1.84e-06, 1.98e-06, 1.60e-06, 6.28e-07, 1.13e-09, 1.31e-10, 3.32e-08, 5.90e-07, 2.04e-06, 1.63e-06, 1.25e-06, 1.45e-08, 2.39e-09, 7.52e-10, 3.96e-11, 3.66e-11, 1.89e-10, 1.39e-08, 7.48e-10]    []  
165700    [7.16e-07, 1.51e-06, 2.89e-06, 1.91e-06, 2.17e-06, 1.50e-06, 5.60e-07, 5.43e-06, 2.79e-06, 2.54e-07, 1.14e-06, 2.99e-06, 2.81e-06, 3.03e-08, 4.74e-08, 2.14e-08, 8.94e-09, 2.31e-09, 0.00e+00, 0.00e+00, 5.68e-06, 3.33e-06]    [7.16e-07, 1.51e-06, 2.89e-06, 1.91e-06, 2.17e-06, 1.50e-06, 5.60e-07, 5.43e-06, 2.79e-06, 2.54e-07, 1.14e-06, 2.99e-06, 2.81e-06, 3.03e-08, 4.74e-08, 2.14e-08, 8.94e-09, 2.31e-09, 0.00e+00, 0.00e+00, 5.68e-06, 3.33e-06]    []  
165800    [3.18e-06, 2.08e-06, 3.84e-06, 3.12e-06, 2.71e-06, 1.95e-06, 5.83e-07, 1.35e-05, 4.95e-08, 4.75e-07, 3.30e-05, 3.28e-05, 8.81e-05, 3.35e-05, 5.53e-07, 5.45e-07, 5.18e-07, 4.18e-06, 1.71e-06, 7.41e-10, 1.04e-05, 9.07e-08]    [3.18e-06, 2.08e-06, 3.84e-06, 3.12e-06, 2.71e-06, 1.95e-06, 5.83e-07, 1.35e-05, 4.95e-08, 4.75e-07, 3.30e-05, 3.28e-05, 8.81e-05, 3.35e-05, 5.53e-07, 5.45e-07, 5.18e-07, 4.18e-06, 1.71e-06, 7.41e-10, 1.04e-05, 9.07e-08]    []  
165900    [5.43e-07, 1.80e-06, 2.99e-06, 1.93e-06, 2.28e-06, 1.60e-06, 6.54e-07, 2.43e-06, 7.01e-05, 3.51e-07, 8.19e-07, 2.20e-06, 2.76e-06, 2.62e-06, 2.60e-08, 1.50e-09, 9.91e-11, 7.37e-09, 5.38e-07, 8.72e-06, 3.48e-06, 4.03e-05]    [5.43e-07, 1.80e-06, 2.99e-06, 1.93e-06, 2.28e-06, 1.60e-06, 6.54e-07, 2.43e-06, 7.01e-05, 3.51e-07, 8.19e-07, 2.20e-06, 2.76e-06, 2.62e-06, 2.60e-08, 1.50e-09, 9.91e-11, 7.37e-09, 5.38e-07, 8.72e-06, 3.48e-06, 4.03e-05]    []  
166000    [1.09e-06, 1.98e-06, 2.77e-06, 2.27e-06, 1.73e-06, 1.72e-06, 7.50e-07, 1.90e-06, 8.27e-08, 8.35e-07, 8.73e-06, 1.41e-05, 4.15e-05, 8.09e-06, 8.57e-08, 0.00e+00, 2.79e-08, 1.29e-06, 0.00e+00, 0.00e+00, 1.26e-06, 1.55e-07]    [1.09e-06, 1.98e-06, 2.77e-06, 2.27e-06, 1.73e-06, 1.72e-06, 7.50e-07, 1.90e-06, 8.27e-08, 8.35e-07, 8.73e-06, 1.41e-05, 4.15e-05, 8.09e-06, 8.57e-08, 0.00e+00, 2.79e-08, 1.29e-06, 0.00e+00, 0.00e+00, 1.26e-06, 1.55e-07]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 37.991532 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
166000    [1.09e-06, 1.98e-06, 2.77e-06, 2.27e-06, 1.73e-06, 1.72e-06, 7.50e-07, 1.90e-06, 8.27e-08, 8.35e-07, 8.73e-06, 1.41e-05, 4.15e-05, 8.09e-06, 8.57e-08, 0.00e+00, 2.79e-08, 1.29e-06, 0.00e+00, 0.00e+00, 1.26e-06, 1.55e-07]    [1.09e-06, 1.98e-06, 2.77e-06, 2.27e-06, 1.73e-06, 1.72e-06, 7.50e-07, 1.90e-06, 8.27e-08, 8.35e-07, 8.73e-06, 1.41e-05, 4.15e-05, 8.09e-06, 8.57e-08, 0.00e+00, 2.79e-08, 1.29e-06, 0.00e+00, 0.00e+00, 1.26e-06, 1.55e-07]    []  
166100    [6.08e-07, 1.40e-06, 2.65e-06, 1.59e-06, 2.17e-06, 1.68e-06, 5.85e-07, 3.76e-09, 6.07e-10, 1.91e-09, 6.34e-07, 2.44e-06, 2.34e-06, 1.23e-08, 8.71e-09, 1.14e-08, 8.73e-09, 4.86e-09, 0.00e+00, 3.61e-10, 2.49e-08, 1.13e-09]    [6.08e-07, 1.40e-06, 2.65e-06, 1.59e-06, 2.17e-06, 1.68e-06, 5.85e-07, 3.76e-09, 6.07e-10, 1.91e-09, 6.34e-07, 2.44e-06, 2.34e-06, 1.23e-08, 8.71e-09, 1.14e-08, 8.73e-09, 4.86e-09, 0.00e+00, 3.61e-10, 2.49e-08, 1.13e-09]    []  
166200    [7.06e-06, 3.33e-06, 3.74e-06, 2.92e-06, 1.73e-06, 2.19e-06, 1.02e-06, 4.18e-06, 2.24e-06, 6.72e-05, 1.30e-04, 8.97e-05, 4.15e-05, 4.70e-04, 4.71e-06, 3.25e-06, 0.00e+00, 8.91e-06, 0.00e+00, 5.94e-07, 5.14e-06, 2.99e-06]    [7.06e-06, 3.33e-06, 3.74e-06, 2.92e-06, 1.73e-06, 2.19e-06, 1.02e-06, 4.18e-06, 2.24e-06, 6.72e-05, 1.30e-04, 8.97e-05, 4.15e-05, 4.70e-04, 4.71e-06, 3.25e-06, 0.00e+00, 8.91e-06, 0.00e+00, 5.94e-07, 5.14e-06, 2.99e-06]    []  
166300    [6.28e-07, 1.46e-06, 2.59e-06, 1.64e-06, 2.26e-06, 1.64e-06, 5.53e-07, 2.59e-08, 1.91e-08, 1.41e-08, 7.02e-07, 2.47e-06, 2.50e-06, 1.15e-08, 9.53e-09, 1.47e-08, 8.37e-09, 4.22e-09, 0.00e+00, 8.46e-11, 4.93e-08, 1.45e-08]    [6.28e-07, 1.46e-06, 2.59e-06, 1.64e-06, 2.26e-06, 1.64e-06, 5.53e-07, 2.59e-08, 1.91e-08, 1.41e-08, 7.02e-07, 2.47e-06, 2.50e-06, 1.15e-08, 9.53e-09, 1.47e-08, 8.37e-09, 4.22e-09, 0.00e+00, 8.46e-11, 4.93e-08, 1.45e-08]    []  
166400    [7.77e-05, 3.16e-05, 8.88e-06, 2.72e-05, 9.17e-06, 1.70e-05, 1.17e-06, 5.52e-06, 1.03e-06, 2.34e-04, 1.07e-04, 9.26e-04, 8.02e-04, 4.61e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.37e-08, 1.73e-07, 1.84e-07, 9.66e-07]    [7.77e-05, 3.16e-05, 8.88e-06, 2.72e-05, 9.17e-06, 1.70e-05, 1.17e-06, 5.52e-06, 1.03e-06, 2.34e-04, 1.07e-04, 9.26e-04, 8.02e-04, 4.61e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.37e-08, 1.73e-07, 1.84e-07, 9.66e-07]    []  
166500    [6.06e-07, 1.61e-06, 2.46e-06, 2.04e-06, 2.22e-06, 1.70e-06, 5.83e-07, 5.41e-12, 2.40e-10, 2.37e-08, 7.41e-07, 2.99e-06, 3.05e-06, 4.01e-07, 2.91e-09, 6.44e-09, 8.63e-10, 1.23e-09, 1.14e-10, 7.84e-10, 1.35e-08, 1.71e-09]    [6.06e-07, 1.61e-06, 2.46e-06, 2.04e-06, 2.22e-06, 1.70e-06, 5.83e-07, 5.41e-12, 2.40e-10, 2.37e-08, 7.41e-07, 2.99e-06, 3.05e-06, 4.01e-07, 2.91e-09, 6.44e-09, 8.63e-10, 1.23e-09, 1.14e-10, 7.84e-10, 1.35e-08, 1.71e-09]    []  
166600    [4.71e-07, 1.22e-06, 2.49e-06, 1.49e-06, 2.04e-06, 1.75e-06, 5.48e-07, 8.94e-10, 3.70e-10, 6.73e-10, 5.44e-07, 2.09e-06, 2.03e-06, 1.00e-07, 1.66e-09, 1.65e-08, 4.96e-09, 1.66e-09, 2.62e-10, 6.06e-10, 1.24e-08, 1.45e-09]    [4.71e-07, 1.22e-06, 2.49e-06, 1.49e-06, 2.04e-06, 1.75e-06, 5.48e-07, 8.94e-10, 3.70e-10, 6.73e-10, 5.44e-07, 2.09e-06, 2.03e-06, 1.00e-07, 1.66e-09, 1.65e-08, 4.96e-09, 1.66e-09, 2.62e-10, 6.06e-10, 1.24e-08, 1.45e-09]    []  
166700    [6.35e-07, 1.68e-06, 2.38e-06, 2.15e-06, 2.26e-06, 1.66e-06, 6.13e-07, 1.25e-07, 2.38e-07, 1.82e-08, 8.66e-07, 3.57e-06, 3.26e-06, 1.66e-06, 1.25e-08, 2.09e-10, 9.66e-10, 3.76e-10, 0.00e+00, 0.00e+00, 2.15e-07, 2.17e-07]    [6.35e-07, 1.68e-06, 2.38e-06, 2.15e-06, 2.26e-06, 1.66e-06, 6.13e-07, 1.25e-07, 2.38e-07, 1.82e-08, 8.66e-07, 3.57e-06, 3.26e-06, 1.66e-06, 1.25e-08, 2.09e-10, 9.66e-10, 3.76e-10, 0.00e+00, 0.00e+00, 2.15e-07, 2.17e-07]    []  
166800    [8.15e-06, 3.06e-06, 2.88e-06, 4.62e-06, 2.46e-06, 3.70e-06, 1.39e-06, 2.00e-07, 2.52e-08, 6.67e-06, 1.94e-05, 4.91e-05, 1.12e-04, 2.92e-04, 5.58e-06, 3.08e-06, 8.15e-06, 5.92e-07, 3.18e-09, 1.49e-10, 4.51e-08, 2.60e-09]    [8.15e-06, 3.06e-06, 2.88e-06, 4.62e-06, 2.46e-06, 3.70e-06, 1.39e-06, 2.00e-07, 2.52e-08, 6.67e-06, 1.94e-05, 4.91e-05, 1.12e-04, 2.92e-04, 5.58e-06, 3.08e-06, 8.15e-06, 5.92e-07, 3.18e-09, 1.49e-10, 4.51e-08, 2.60e-09]    []  
166900    [4.96e-07, 1.37e-06, 2.32e-06, 2.15e-06, 2.08e-06, 1.72e-06, 5.81e-07, 1.86e-09, 3.16e-09, 1.30e-09, 5.41e-07, 2.41e-06, 2.44e-06, 1.12e-07, 1.36e-09, 1.10e-08, 1.24e-09, 4.74e-10, 5.86e-10, 2.22e-09, 1.21e-08, 8.56e-09]    [4.96e-07, 1.37e-06, 2.32e-06, 2.15e-06, 2.08e-06, 1.72e-06, 5.81e-07, 1.86e-09, 3.16e-09, 1.30e-09, 5.41e-07, 2.41e-06, 2.44e-06, 1.12e-07, 1.36e-09, 1.10e-08, 1.24e-09, 4.74e-10, 5.86e-10, 2.22e-09, 1.21e-08, 8.56e-09]    []  
167000    [8.03e-06, 2.71e-06, 3.22e-06, 2.81e-06, 2.20e-06, 2.59e-06, 8.57e-07, 8.01e-06, 1.43e-06, 8.03e-06, 1.04e-05, 4.76e-05, 6.44e-05, 2.85e-04, 5.70e-06, 4.14e-06, 1.70e-06, 1.41e-06, 9.65e-07, 0.00e+00, 6.13e-06, 4.60e-06]    [8.03e-06, 2.71e-06, 3.22e-06, 2.81e-06, 2.20e-06, 2.59e-06, 8.57e-07, 8.01e-06, 1.43e-06, 8.03e-06, 1.04e-05, 4.76e-05, 6.44e-05, 2.85e-04, 5.70e-06, 4.14e-06, 1.70e-06, 1.41e-06, 9.65e-07, 0.00e+00, 6.13e-06, 4.60e-06]    []  
167100    [4.45e-07, 1.25e-06, 2.26e-06, 2.05e-06, 2.01e-06, 1.73e-06, 5.62e-07, 5.50e-08, 2.59e-09, 6.89e-10, 4.82e-07, 2.20e-06, 2.25e-06, 2.18e-08, 1.47e-09, 1.60e-08, 1.64e-09, 1.40e-09, 5.57e-09, 2.66e-09, 3.71e-08, 9.61e-09]    [4.45e-07, 1.25e-06, 2.26e-06, 2.05e-06, 2.01e-06, 1.73e-06, 5.62e-07, 5.50e-08, 2.59e-09, 6.89e-10, 4.82e-07, 2.20e-06, 2.25e-06, 2.18e-08, 1.47e-09, 1.60e-08, 1.64e-09, 1.40e-09, 5.57e-09, 2.66e-09, 3.71e-08, 9.61e-09]    []  
167200    [5.71e-07, 1.43e-06, 2.37e-06, 1.99e-06, 2.22e-06, 1.55e-06, 6.45e-07, 5.38e-07, 2.84e-08, 1.58e-07, 1.86e-06, 4.12e-06, 5.91e-06, 4.11e-06, 9.17e-09, 0.00e+00, 1.17e-08, 0.00e+00, 3.79e-08, 4.88e-10, 2.39e-07, 5.01e-09]    [5.71e-07, 1.43e-06, 2.37e-06, 1.99e-06, 2.22e-06, 1.55e-06, 6.45e-07, 5.38e-07, 2.84e-08, 1.58e-07, 1.86e-06, 4.12e-06, 5.91e-06, 4.11e-06, 9.17e-09, 0.00e+00, 1.17e-08, 0.00e+00, 3.79e-08, 4.88e-10, 2.39e-07, 5.01e-09]    []  
167300    [9.68e-05, 1.76e-05, 8.70e-06, 1.45e-05, 1.37e-05, 1.59e-05, 5.17e-06, 2.35e-07, 2.19e-07, 3.41e-04, 3.18e-04, 1.06e-03, 1.37e-03, 7.29e-03, 1.03e-04, 1.50e-04, 6.77e-05, 3.12e-05, 4.13e-09, 1.73e-10, 2.44e-08, 6.95e-09]    [9.68e-05, 1.76e-05, 8.70e-06, 1.45e-05, 1.37e-05, 1.59e-05, 5.17e-06, 2.35e-07, 2.19e-07, 3.41e-04, 3.18e-04, 1.06e-03, 1.37e-03, 7.29e-03, 1.03e-04, 1.50e-04, 6.77e-05, 3.12e-05, 4.13e-09, 1.73e-10, 2.44e-08, 6.95e-09]    []  
167400    [4.48e-07, 1.22e-06, 2.22e-06, 2.13e-06, 1.98e-06, 1.62e-06, 6.26e-07, 3.48e-09, 1.11e-07, 5.82e-10, 4.96e-07, 2.27e-06, 2.32e-06, 1.04e-08, 9.62e-10, 1.42e-08, 6.07e-10, 1.87e-09, 6.87e-10, 3.90e-11, 1.35e-08, 7.95e-08]    [4.48e-07, 1.22e-06, 2.22e-06, 2.13e-06, 1.98e-06, 1.62e-06, 6.26e-07, 3.48e-09, 1.11e-07, 5.82e-10, 4.96e-07, 2.27e-06, 2.32e-06, 1.04e-08, 9.62e-10, 1.42e-08, 6.07e-10, 1.87e-09, 6.87e-10, 3.90e-11, 1.35e-08, 7.95e-08]    []  
167500    [4.44e-07, 1.07e-06, 2.15e-06, 2.04e-06, 1.80e-06, 1.69e-06, 5.93e-07, 6.36e-07, 1.24e-06, 4.18e-10, 9.06e-07, 2.31e-06, 3.94e-06, 1.22e-06, 1.35e-08, 4.66e-08, 1.62e-08, 1.02e-08, 4.19e-08, 0.00e+00, 2.67e-07, 1.05e-06]    [4.44e-07, 1.07e-06, 2.15e-06, 2.04e-06, 1.80e-06, 1.69e-06, 5.93e-07, 6.36e-07, 1.24e-06, 4.18e-10, 9.06e-07, 2.31e-06, 3.94e-06, 1.22e-06, 1.35e-08, 4.66e-08, 1.62e-08, 1.02e-08, 4.19e-08, 0.00e+00, 2.67e-07, 1.05e-06]    []  
167600    [3.90e-07, 1.18e-06, 2.21e-06, 1.92e-06, 1.93e-06, 1.57e-06, 6.09e-07, 1.04e-06, 2.06e-08, 1.56e-08, 5.56e-07, 2.57e-06, 2.71e-06, 9.03e-07, 2.00e-10, 1.58e-09, 0.00e+00, 2.74e-12, 0.00e+00, 4.91e-10, 1.11e-06, 1.72e-08]    [3.90e-07, 1.18e-06, 2.21e-06, 1.92e-06, 1.93e-06, 1.57e-06, 6.09e-07, 1.04e-06, 2.06e-08, 1.56e-08, 5.56e-07, 2.57e-06, 2.71e-06, 9.03e-07, 2.00e-10, 1.58e-09, 0.00e+00, 2.74e-12, 0.00e+00, 4.91e-10, 1.11e-06, 1.72e-08]    []  
167700    [3.32e-06, 1.00e-06, 2.70e-06, 1.80e-06, 2.06e-06, 1.34e-06, 6.88e-07, 2.83e-05, 7.80e-07, 3.56e-06, 2.01e-05, 2.84e-05, 7.65e-05, 1.12e-04, 5.72e-07, 2.26e-06, 8.45e-07, 6.95e-07, 3.28e-06, 0.00e+00, 1.91e-05, 7.60e-07]    [3.32e-06, 1.00e-06, 2.70e-06, 1.80e-06, 2.06e-06, 1.34e-06, 6.88e-07, 2.83e-05, 7.80e-07, 3.56e-06, 2.01e-05, 2.84e-05, 7.65e-05, 1.12e-04, 5.72e-07, 2.26e-06, 8.45e-07, 6.95e-07, 3.28e-06, 0.00e+00, 1.91e-05, 7.60e-07]    []  
167800    [5.10e-07, 1.25e-06, 2.20e-06, 1.89e-06, 1.81e-06, 1.59e-06, 6.02e-07, 5.76e-08, 3.91e-08, 4.35e-07, 9.89e-07, 4.73e-06, 7.56e-06, 1.62e-05, 0.00e+00, 6.60e-11, 0.00e+00, 0.00e+00, 0.00e+00, 2.32e-10, 1.02e-07, 3.26e-08]    [5.10e-07, 1.25e-06, 2.20e-06, 1.89e-06, 1.81e-06, 1.59e-06, 6.02e-07, 5.76e-08, 3.91e-08, 4.35e-07, 9.89e-07, 4.73e-06, 7.56e-06, 1.62e-05, 0.00e+00, 6.60e-11, 0.00e+00, 0.00e+00, 0.00e+00, 2.32e-10, 1.02e-07, 3.26e-08]    []  
167900    [3.84e-07, 9.69e-07, 2.16e-06, 1.89e-06, 1.79e-06, 1.54e-06, 6.51e-07, 7.73e-07, 2.36e-09, 1.37e-08, 4.59e-07, 2.15e-06, 2.15e-06, 2.08e-07, 2.75e-09, 2.62e-08, 1.35e-08, 1.78e-08, 0.00e+00, 2.59e-09, 7.86e-07, 9.53e-09]    [3.84e-07, 9.69e-07, 2.16e-06, 1.89e-06, 1.79e-06, 1.54e-06, 6.51e-07, 7.73e-07, 2.36e-09, 1.37e-08, 4.59e-07, 2.15e-06, 2.15e-06, 2.08e-07, 2.75e-09, 2.62e-08, 1.35e-08, 1.78e-08, 0.00e+00, 2.59e-09, 7.86e-07, 9.53e-09]    []  
168000    [8.35e-07, 1.08e-06, 2.11e-06, 1.67e-06, 1.84e-06, 1.42e-06, 6.42e-07, 6.86e-06, 2.35e-07, 1.40e-07, 1.34e-06, 3.52e-06, 5.58e-06, 3.21e-06, 3.95e-08, 6.97e-08, 3.66e-07, 1.97e-08, 6.98e-07, 3.56e-08, 4.47e-06, 2.10e-07]    [8.35e-07, 1.08e-06, 2.11e-06, 1.67e-06, 1.84e-06, 1.42e-06, 6.42e-07, 6.86e-06, 2.35e-07, 1.40e-07, 1.34e-06, 3.52e-06, 5.58e-06, 3.21e-06, 3.95e-08, 6.97e-08, 3.66e-07, 1.97e-08, 6.98e-07, 3.56e-08, 4.47e-06, 2.10e-07]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 42.053043 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
168000    [8.35e-07, 1.08e-06, 2.11e-06, 1.67e-06, 1.84e-06, 1.42e-06, 6.42e-07, 6.86e-06, 2.35e-07, 1.40e-07, 1.34e-06, 3.52e-06, 5.58e-06, 3.21e-06, 3.95e-08, 6.97e-08, 3.66e-07, 1.97e-08, 6.98e-07, 3.56e-08, 4.47e-06, 2.10e-07]    [8.35e-07, 1.08e-06, 2.11e-06, 1.67e-06, 1.84e-06, 1.42e-06, 6.42e-07, 6.86e-06, 2.35e-07, 1.40e-07, 1.34e-06, 3.52e-06, 5.58e-06, 3.21e-06, 3.95e-08, 6.97e-08, 3.66e-07, 1.97e-08, 6.98e-07, 3.56e-08, 4.47e-06, 2.10e-07]    []  
168100    [1.03e-06, 1.17e-06, 2.27e-06, 1.85e-06, 1.60e-06, 1.34e-06, 6.11e-07, 8.10e-06, 1.08e-06, 7.45e-08, 1.05e-05, 1.24e-05, 3.07e-05, 2.17e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.41e-12, 0.00e+00, 2.73e-07, 7.78e-06, 1.42e-06]    [1.03e-06, 1.17e-06, 2.27e-06, 1.85e-06, 1.60e-06, 1.34e-06, 6.11e-07, 8.10e-06, 1.08e-06, 7.45e-08, 1.05e-05, 1.24e-05, 3.07e-05, 2.17e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.41e-12, 0.00e+00, 2.73e-07, 7.78e-06, 1.42e-06]    []  
168200    [2.73e-05, 1.16e-05, 4.62e-06, 6.93e-06, 3.23e-06, 6.43e-06, 7.61e-07, 5.03e-05, 1.40e-07, 4.01e-05, 6.74e-05, 2.68e-04, 5.73e-04, 1.66e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-11, 5.12e-05, 9.35e-08]    [2.73e-05, 1.16e-05, 4.62e-06, 6.93e-06, 3.23e-06, 6.43e-06, 7.61e-07, 5.03e-05, 1.40e-07, 4.01e-05, 6.74e-05, 2.68e-04, 5.73e-04, 1.66e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-11, 5.12e-05, 9.35e-08]    []  
168300    [3.81e-07, 9.12e-07, 2.17e-06, 2.12e-06, 1.57e-06, 1.54e-06, 6.39e-07, 4.55e-09, 1.82e-08, 1.12e-08, 4.60e-07, 1.98e-06, 2.09e-06, 1.39e-07, 1.92e-09, 1.41e-08, 9.70e-09, 4.32e-08, 3.87e-10, 4.77e-09, 1.44e-08, 2.51e-08]    [3.81e-07, 9.12e-07, 2.17e-06, 2.12e-06, 1.57e-06, 1.54e-06, 6.39e-07, 4.55e-09, 1.82e-08, 1.12e-08, 4.60e-07, 1.98e-06, 2.09e-06, 1.39e-07, 1.92e-09, 1.41e-08, 9.70e-09, 4.32e-08, 3.87e-10, 4.77e-09, 1.44e-08, 2.51e-08]    []  
168400    [8.15e-07, 9.08e-07, 2.09e-06, 1.93e-06, 1.70e-06, 1.39e-06, 6.88e-07, 2.54e-06, 2.59e-06, 1.20e-06, 1.68e-06, 3.67e-06, 2.93e-06, 4.55e-06, 8.03e-08, 7.86e-08, 1.15e-09, 1.97e-07, 0.00e+00, 0.00e+00, 3.19e-06, 1.57e-06]    [8.15e-07, 9.08e-07, 2.09e-06, 1.93e-06, 1.70e-06, 1.39e-06, 6.88e-07, 2.54e-06, 2.59e-06, 1.20e-06, 1.68e-06, 3.67e-06, 2.93e-06, 4.55e-06, 8.03e-08, 7.86e-08, 1.15e-09, 1.97e-07, 0.00e+00, 0.00e+00, 3.19e-06, 1.57e-06]    []  
168500    [1.24e-06, 1.70e-06, 2.14e-06, 2.06e-06, 1.55e-06, 1.52e-06, 6.02e-07, 5.24e-06, 1.20e-09, 8.96e-07, 5.40e-06, 1.96e-05, 5.27e-05, 8.67e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.28e-10, 4.76e-06, 2.95e-08]    [1.24e-06, 1.70e-06, 2.14e-06, 2.06e-06, 1.55e-06, 1.52e-06, 6.02e-07, 5.24e-06, 1.20e-09, 8.96e-07, 5.40e-06, 1.96e-05, 5.27e-05, 8.67e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.28e-10, 4.76e-06, 2.95e-08]    []  
168600    [1.02e-06, 8.09e-07, 2.12e-06, 1.96e-06, 1.70e-06, 1.65e-06, 7.13e-07, 3.69e-07, 6.82e-08, 1.03e-06, 2.10e-06, 6.79e-06, 1.54e-05, 3.61e-05, 4.42e-07, 2.55e-07, 3.05e-07, 3.08e-07, 5.27e-08, 1.26e-08, 3.50e-07, 7.62e-08]    [1.02e-06, 8.09e-07, 2.12e-06, 1.96e-06, 1.70e-06, 1.65e-06, 7.13e-07, 3.69e-07, 6.82e-08, 1.03e-06, 2.10e-06, 6.79e-06, 1.54e-05, 3.61e-05, 4.42e-07, 2.55e-07, 3.05e-07, 3.08e-07, 5.27e-08, 1.26e-08, 3.50e-07, 7.62e-08]    []  
168700    [3.34e-07, 9.08e-07, 2.11e-06, 1.81e-06, 1.70e-06, 1.42e-06, 6.71e-07, 1.41e-07, 1.39e-08, 5.59e-09, 3.93e-07, 2.00e-06, 1.98e-06, 3.57e-07, 1.21e-09, 1.45e-08, 7.07e-09, 6.10e-08, 1.40e-08, 4.15e-09, 8.41e-08, 1.84e-08]    [3.34e-07, 9.08e-07, 2.11e-06, 1.81e-06, 1.70e-06, 1.42e-06, 6.71e-07, 1.41e-07, 1.39e-08, 5.59e-09, 3.93e-07, 2.00e-06, 1.98e-06, 3.57e-07, 1.21e-09, 1.45e-08, 7.07e-09, 6.10e-08, 1.40e-08, 4.15e-09, 8.41e-08, 1.84e-08]    []  
168800    [4.61e-07, 7.83e-07, 2.04e-06, 1.59e-06, 1.65e-06, 1.36e-06, 6.85e-07, 2.74e-07, 3.77e-08, 3.81e-07, 9.84e-06, 7.53e-06, 1.08e-05, 1.37e-06, 0.00e+00, 2.31e-08, 3.25e-07, 1.11e-08, 0.00e+00, 7.81e-09, 3.09e-07, 4.19e-08]    [4.61e-07, 7.83e-07, 2.04e-06, 1.59e-06, 1.65e-06, 1.36e-06, 6.85e-07, 2.74e-07, 3.77e-08, 3.81e-07, 9.84e-06, 7.53e-06, 1.08e-05, 1.37e-06, 0.00e+00, 2.31e-08, 3.25e-07, 1.11e-08, 0.00e+00, 7.81e-09, 3.09e-07, 4.19e-08]    []  
168900    [1.85e-05, 5.36e-06, 3.38e-06, 4.05e-06, 3.57e-06, 2.91e-06, 1.01e-06, 4.04e-06, 3.55e-04, 6.22e-05, 7.81e-05, 2.39e-04, 1.59e-04, 1.26e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.82e-07, 5.24e-05, 3.73e-06, 2.15e-04]    [1.85e-05, 5.36e-06, 3.38e-06, 4.05e-06, 3.57e-06, 2.91e-06, 1.01e-06, 4.04e-06, 3.55e-04, 6.22e-05, 7.81e-05, 2.39e-04, 1.59e-04, 1.26e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.82e-07, 5.24e-05, 3.73e-06, 2.15e-04]    []  
169000    [3.21e-05, 2.97e-05, 6.48e-07, 3.10e-05, 5.88e-06, 2.43e-05, 5.58e-07, 5.67e-06, 9.19e-06, 1.42e-05, 1.49e-04, 7.56e-04, 8.92e-04, 3.07e-04, 1.92e-06, 3.46e-07, 1.25e-05, 2.89e-06, 5.85e-08, 2.18e-06, 4.19e-06, 1.00e-05]    [3.21e-05, 2.97e-05, 6.48e-07, 3.10e-05, 5.88e-06, 2.43e-05, 5.58e-07, 5.67e-06, 9.19e-06, 1.42e-05, 1.49e-04, 7.56e-04, 8.92e-04, 3.07e-04, 1.92e-06, 3.46e-07, 1.25e-05, 2.89e-06, 5.85e-08, 2.18e-06, 4.19e-06, 1.00e-05]    []  
169100    [1.02e-05, 1.36e-05, 6.39e-06, 2.38e-05, 1.35e-05, 1.03e-05, 1.03e-06, 9.00e-10, 2.81e-11, 4.83e-07, 3.98e-05, 4.46e-04, 4.35e-04, 7.23e-07, 1.19e-06, 1.45e-07, 1.89e-07, 3.24e-07, 2.83e-08, 4.80e-10, 2.09e-07, 2.75e-09]    [1.02e-05, 1.36e-05, 6.39e-06, 2.38e-05, 1.35e-05, 1.03e-05, 1.03e-06, 9.00e-10, 2.81e-11, 4.83e-07, 3.98e-05, 4.46e-04, 4.35e-04, 7.23e-07, 1.19e-06, 1.45e-07, 1.89e-07, 3.24e-07, 2.83e-08, 4.80e-10, 2.09e-07, 2.75e-09]    []  
169200    [7.28e-06, 9.32e-06, 5.32e-06, 1.62e-05, 1.19e-05, 6.81e-06, 8.78e-07, 7.90e-10, 2.32e-10, 3.94e-07, 4.38e-05, 3.33e-04, 3.04e-04, 6.46e-07, 1.17e-06, 1.26e-07, 1.28e-07, 3.04e-08, 9.70e-08, 1.38e-09, 3.47e-07, 5.48e-09]    [7.28e-06, 9.32e-06, 5.32e-06, 1.62e-05, 1.19e-05, 6.81e-06, 8.78e-07, 7.90e-10, 2.32e-10, 3.94e-07, 4.38e-05, 3.33e-04, 3.04e-04, 6.46e-07, 1.17e-06, 1.26e-07, 1.28e-07, 3.04e-08, 9.70e-08, 1.38e-09, 3.47e-07, 5.48e-09]    []  
169300    [6.13e-06, 6.80e-06, 4.67e-06, 1.21e-05, 1.07e-05, 5.14e-06, 7.67e-07, 7.67e-08, 3.03e-10, 2.35e-07, 4.44e-05, 2.32e-04, 2.02e-04, 4.50e-07, 5.74e-07, 1.76e-07, 3.97e-07, 8.63e-08, 2.65e-08, 6.03e-10, 2.39e-07, 3.57e-09]    [6.13e-06, 6.80e-06, 4.67e-06, 1.21e-05, 1.07e-05, 5.14e-06, 7.67e-07, 7.67e-08, 3.03e-10, 2.35e-07, 4.44e-05, 2.32e-04, 2.02e-04, 4.50e-07, 5.74e-07, 1.76e-07, 3.97e-07, 8.63e-08, 2.65e-08, 6.03e-10, 2.39e-07, 3.57e-09]    []  
169400    [5.84e-06, 5.72e-06, 4.07e-06, 9.43e-06, 9.23e-06, 4.39e-06, 6.91e-07, 1.28e-08, 3.29e-12, 9.85e-08, 4.10e-05, 1.59e-04, 1.33e-04, 2.53e-07, 2.86e-07, 3.06e-07, 6.51e-07, 1.91e-07, 8.94e-09, 3.02e-10, 1.74e-07, 2.81e-09]    [5.84e-06, 5.72e-06, 4.07e-06, 9.43e-06, 9.23e-06, 4.39e-06, 6.91e-07, 1.28e-08, 3.29e-12, 9.85e-08, 4.10e-05, 1.59e-04, 1.33e-04, 2.53e-07, 2.86e-07, 3.06e-07, 6.51e-07, 1.91e-07, 8.94e-09, 3.02e-10, 1.74e-07, 2.81e-09]    []  
169500    [1.10e-05, 9.42e-06, 3.51e-06, 1.06e-05, 7.29e-06, 2.97e-06, 7.33e-07, 2.80e-06, 9.97e-07, 5.82e-05, 4.61e-04, 4.71e-04, 4.72e-04, 1.54e-04, 1.49e-06, 6.19e-06, 6.70e-08, 0.00e+00, 7.69e-08, 8.49e-08, 8.65e-06, 4.74e-07]    [1.10e-05, 9.42e-06, 3.51e-06, 1.06e-05, 7.29e-06, 2.97e-06, 7.33e-07, 2.80e-06, 9.97e-07, 5.82e-05, 4.61e-04, 4.71e-04, 4.72e-04, 1.54e-04, 1.49e-06, 6.19e-06, 6.70e-08, 0.00e+00, 7.69e-08, 8.49e-08, 8.65e-06, 4.74e-07]    []  
169600    [5.39e-06, 5.99e-06, 3.37e-06, 6.29e-06, 6.39e-06, 3.98e-06, 6.18e-07, 4.93e-11, 3.59e-10, 1.28e-07, 3.40e-05, 1.19e-04, 1.05e-04, 2.40e-07, 1.48e-07, 1.04e-07, 6.73e-07, 1.73e-07, 1.48e-08, 3.62e-10, 9.66e-08, 2.29e-09]    [5.39e-06, 5.99e-06, 3.37e-06, 6.29e-06, 6.39e-06, 3.98e-06, 6.18e-07, 4.93e-11, 3.59e-10, 1.28e-07, 3.40e-05, 1.19e-04, 1.05e-04, 2.40e-07, 1.48e-07, 1.04e-07, 6.73e-07, 1.73e-07, 1.48e-08, 3.62e-10, 9.66e-08, 2.29e-09]    []  
169700    [5.43e-06, 5.84e-06, 3.33e-06, 5.29e-06, 5.86e-06, 4.01e-06, 5.88e-07, 4.23e-11, 5.55e-11, 6.76e-08, 2.97e-05, 9.00e-05, 8.27e-05, 1.58e-07, 1.67e-07, 1.51e-07, 6.52e-07, 2.40e-07, 3.02e-08, 9.79e-10, 1.10e-07, 2.91e-09]    [5.43e-06, 5.84e-06, 3.33e-06, 5.29e-06, 5.86e-06, 4.01e-06, 5.88e-07, 4.23e-11, 5.55e-11, 6.76e-08, 2.97e-05, 9.00e-05, 8.27e-05, 1.58e-07, 1.67e-07, 1.51e-07, 6.52e-07, 2.40e-07, 3.02e-08, 9.79e-10, 1.10e-07, 2.91e-09]    []  
169800    [5.77e-06, 5.78e-06, 3.35e-06, 4.58e-06, 5.55e-06, 4.14e-06, 5.76e-07, 2.28e-07, 8.18e-10, 2.26e-09, 2.92e-05, 6.99e-05, 6.77e-05, 3.93e-07, 2.66e-07, 2.55e-07, 7.27e-07, 3.82e-07, 1.23e-07, 2.25e-09, 6.13e-07, 7.82e-09]    [5.77e-06, 5.78e-06, 3.35e-06, 4.58e-06, 5.55e-06, 4.14e-06, 5.76e-07, 2.28e-07, 8.18e-10, 2.26e-09, 2.92e-05, 6.99e-05, 6.77e-05, 3.93e-07, 2.66e-07, 2.55e-07, 7.27e-07, 3.82e-07, 1.23e-07, 2.25e-09, 6.13e-07, 7.82e-09]    []  
169900    [6.72e-06, 5.98e-06, 3.45e-06, 4.13e-06, 5.48e-06, 4.39e-06, 5.83e-07, 3.23e-07, 4.36e-09, 8.42e-08, 3.21e-05, 5.76e-05, 5.89e-05, 3.46e-07, 7.84e-07, 5.89e-07, 9.36e-07, 5.78e-07, 2.60e-07, 6.60e-09, 1.48e-06, 3.21e-08]    [6.72e-06, 5.98e-06, 3.45e-06, 4.13e-06, 5.48e-06, 4.39e-06, 5.83e-07, 3.23e-07, 4.36e-09, 8.42e-08, 3.21e-05, 5.76e-05, 5.89e-05, 3.46e-07, 7.84e-07, 5.89e-07, 9.36e-07, 5.78e-07, 2.60e-07, 6.60e-09, 1.48e-06, 3.21e-08]    []  
170000    [5.70e-06, 6.23e-06, 3.55e-06, 3.90e-06, 5.43e-06, 4.44e-06, 5.92e-07, 2.61e-06, 2.86e-08, 4.85e-09, 2.68e-05, 5.13e-05, 6.05e-05, 6.80e-06, 4.91e-08, 4.39e-08, 3.75e-07, 1.84e-07, 1.05e-08, 1.61e-09, 3.49e-06, 6.17e-08]    [5.70e-06, 6.23e-06, 3.55e-06, 3.90e-06, 5.43e-06, 4.44e-06, 5.92e-07, 2.61e-06, 2.86e-08, 4.85e-09, 2.68e-05, 5.13e-05, 6.05e-05, 6.80e-06, 4.91e-08, 4.39e-08, 3.75e-07, 1.84e-07, 1.05e-08, 1.61e-09, 3.49e-06, 6.17e-08]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 42.816169 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
170000    [5.70e-06, 6.23e-06, 3.55e-06, 3.90e-06, 5.43e-06, 4.44e-06, 5.92e-07, 2.61e-06, 2.86e-08, 4.85e-09, 2.68e-05, 5.13e-05, 6.05e-05, 6.80e-06, 4.91e-08, 4.39e-08, 3.75e-07, 1.84e-07, 1.05e-08, 1.61e-09, 3.49e-06, 6.17e-08]    [5.70e-06, 6.23e-06, 3.55e-06, 3.90e-06, 5.43e-06, 4.44e-06, 5.92e-07, 2.61e-06, 2.86e-08, 4.85e-09, 2.68e-05, 5.13e-05, 6.05e-05, 6.80e-06, 4.91e-08, 4.39e-08, 3.75e-07, 1.84e-07, 1.05e-08, 1.61e-09, 3.49e-06, 6.17e-08]    []  
170100    [7.11e-06, 6.72e-06, 3.81e-06, 3.72e-06, 5.61e-06, 4.51e-06, 6.23e-07, 5.21e-06, 5.51e-09, 1.82e-07, 4.51e-05, 4.00e-05, 6.82e-05, 1.25e-05, 7.42e-07, 9.76e-07, 1.39e-06, 1.10e-06, 5.31e-07, 3.54e-09, 2.32e-06, 9.75e-08]    [7.11e-06, 6.72e-06, 3.81e-06, 3.72e-06, 5.61e-06, 4.51e-06, 6.23e-07, 5.21e-06, 5.51e-09, 1.82e-07, 4.51e-05, 4.00e-05, 6.82e-05, 1.25e-05, 7.42e-07, 9.76e-07, 1.39e-06, 1.10e-06, 5.31e-07, 3.54e-09, 2.32e-06, 9.75e-08]    []  
170200    [6.76e-06, 7.51e-06, 4.05e-06, 4.02e-06, 6.02e-06, 4.88e-06, 6.61e-07, 1.04e-05, 3.77e-08, 7.32e-07, 6.86e-05, 6.76e-05, 1.46e-04, 7.23e-05, 2.12e-08, 0.00e+00, 1.89e-07, 7.08e-08, 2.14e-09, 2.51e-09, 1.59e-05, 3.80e-07]    [6.76e-06, 7.51e-06, 4.05e-06, 4.02e-06, 6.02e-06, 4.88e-06, 6.61e-07, 1.04e-05, 3.77e-08, 7.32e-07, 6.86e-05, 6.76e-05, 1.46e-04, 7.23e-05, 2.12e-08, 0.00e+00, 1.89e-07, 7.08e-08, 2.14e-09, 2.51e-09, 1.59e-05, 3.80e-07]    []  
170300    [7.83e-06, 7.74e-06, 4.27e-06, 3.75e-06, 6.13e-06, 4.77e-06, 6.88e-07, 9.78e-07, 9.89e-08, 1.48e-08, 3.10e-05, 2.39e-05, 3.85e-05, 5.34e-06, 2.54e-07, 4.09e-07, 1.02e-06, 7.84e-07, 4.35e-07, 5.85e-09, 1.60e-06, 9.23e-08]    [7.83e-06, 7.74e-06, 4.27e-06, 3.75e-06, 6.13e-06, 4.77e-06, 6.88e-07, 9.78e-07, 9.89e-08, 1.48e-08, 3.10e-05, 2.39e-05, 3.85e-05, 5.34e-06, 2.54e-07, 4.09e-07, 1.02e-06, 7.84e-07, 4.35e-07, 5.85e-09, 1.60e-06, 9.23e-08]    []  
170400    [8.51e-06, 8.42e-06, 4.34e-06, 4.30e-06, 6.60e-06, 5.22e-06, 6.76e-07, 1.19e-06, 1.42e-06, 7.82e-06, 4.24e-05, 7.87e-05, 1.61e-04, 2.68e-04, 1.57e-09, 0.00e+00, 6.10e-08, 1.47e-08, 7.15e-08, 0.00e+00, 2.24e-06, 1.77e-06]    [8.51e-06, 8.42e-06, 4.34e-06, 4.30e-06, 6.60e-06, 5.22e-06, 6.76e-07, 1.19e-06, 1.42e-06, 7.82e-06, 4.24e-05, 7.87e-05, 1.61e-04, 2.68e-04, 1.57e-09, 0.00e+00, 6.10e-08, 1.47e-08, 7.15e-08, 0.00e+00, 2.24e-06, 1.77e-06]    []  
170500    [2.17e-05, 8.75e-06, 4.78e-06, 4.12e-06, 6.93e-06, 4.63e-06, 8.09e-07, 3.64e-05, 1.59e-05, 2.80e-05, 1.18e-04, 1.53e-04, 4.01e-04, 9.03e-04, 1.13e-05, 1.24e-05, 9.96e-06, 9.07e-06, 5.81e-06, 2.15e-06, 3.52e-05, 1.16e-05]    [2.17e-05, 8.75e-06, 4.78e-06, 4.12e-06, 6.93e-06, 4.63e-06, 8.09e-07, 3.64e-05, 1.59e-05, 2.80e-05, 1.18e-04, 1.53e-04, 4.01e-04, 9.03e-04, 1.13e-05, 1.24e-05, 9.96e-06, 9.07e-06, 5.81e-06, 2.15e-06, 3.52e-05, 1.16e-05]    []  
170600    [1.06e-05, 8.17e-06, 4.78e-06, 3.36e-06, 6.38e-06, 4.50e-06, 7.53e-07, 1.34e-05, 5.35e-06, 1.75e-06, 5.12e-05, 3.04e-05, 8.13e-05, 1.05e-04, 1.09e-06, 1.97e-06, 1.70e-06, 1.54e-06, 2.44e-06, 1.15e-06, 1.52e-05, 6.45e-06]    [1.06e-05, 8.17e-06, 4.78e-06, 3.36e-06, 6.38e-06, 4.50e-06, 7.53e-07, 1.34e-05, 5.35e-06, 1.75e-06, 5.12e-05, 3.04e-05, 8.13e-05, 1.05e-04, 1.09e-06, 1.97e-06, 1.70e-06, 1.54e-06, 2.44e-06, 1.15e-06, 1.52e-05, 6.45e-06]    []  
170700    [8.19e-06, 7.68e-06, 4.73e-06, 3.31e-06, 6.35e-06, 4.61e-06, 7.51e-07, 5.39e-06, 1.11e-06, 9.86e-07, 2.99e-05, 1.96e-05, 4.70e-05, 2.42e-05, 4.80e-08, 8.47e-09, 2.37e-07, 1.17e-07, 8.31e-10, 0.00e+00, 6.45e-06, 1.89e-06]    [8.19e-06, 7.68e-06, 4.73e-06, 3.31e-06, 6.35e-06, 4.61e-06, 7.51e-07, 5.39e-06, 1.11e-06, 9.86e-07, 2.99e-05, 1.96e-05, 4.70e-05, 2.42e-05, 4.80e-08, 8.47e-09, 2.37e-07, 1.17e-07, 8.31e-10, 0.00e+00, 6.45e-06, 1.89e-06]    []  
170800    [1.40e-05, 7.71e-06, 4.89e-06, 3.19e-06, 6.47e-06, 4.51e-06, 8.77e-07, 1.17e-05, 1.54e-05, 1.17e-05, 4.79e-05, 5.41e-05, 1.07e-04, 3.02e-04, 3.98e-06, 4.97e-06, 2.67e-06, 2.60e-06, 2.21e-06, 3.99e-06, 1.38e-05, 2.02e-05]    [1.40e-05, 7.71e-06, 4.89e-06, 3.19e-06, 6.47e-06, 4.51e-06, 8.77e-07, 1.17e-05, 1.54e-05, 1.17e-05, 4.79e-05, 5.41e-05, 1.07e-04, 3.02e-04, 3.98e-06, 4.97e-06, 2.67e-06, 2.60e-06, 2.21e-06, 3.99e-06, 1.38e-05, 2.02e-05]    []  
170900    [8.20e-06, 7.32e-06, 4.54e-06, 3.72e-06, 6.64e-06, 4.89e-06, 8.06e-07, 1.57e-05, 5.19e-06, 1.02e-05, 3.12e-05, 5.91e-05, 1.09e-04, 2.44e-04, 9.10e-09, 0.00e+00, 1.32e-09, 0.00e+00, 0.00e+00, 2.04e-07, 1.89e-05, 1.14e-06]    [8.20e-06, 7.32e-06, 4.54e-06, 3.72e-06, 6.64e-06, 4.89e-06, 8.06e-07, 1.57e-05, 5.19e-06, 1.02e-05, 3.12e-05, 5.91e-05, 1.09e-04, 2.44e-04, 9.10e-09, 0.00e+00, 1.32e-09, 0.00e+00, 0.00e+00, 2.04e-07, 1.89e-05, 1.14e-06]    []  
171000    [6.57e-06, 7.21e-06, 4.44e-06, 3.51e-06, 6.53e-06, 4.66e-06, 8.49e-07, 7.19e-06, 9.30e-07, 3.31e-06, 2.73e-05, 2.90e-05, 7.68e-05, 1.01e-04, 5.62e-08, 0.00e+00, 3.69e-08, 1.47e-08, 0.00e+00, 0.00e+00, 1.14e-05, 7.11e-07]    [6.57e-06, 7.21e-06, 4.44e-06, 3.51e-06, 6.53e-06, 4.66e-06, 8.49e-07, 7.19e-06, 9.30e-07, 3.31e-06, 2.73e-05, 2.90e-05, 7.68e-05, 1.01e-04, 5.62e-08, 0.00e+00, 3.69e-08, 1.47e-08, 0.00e+00, 0.00e+00, 1.14e-05, 7.11e-07]    []  
171100    [7.93e-06, 6.94e-06, 4.59e-06, 3.44e-06, 6.47e-06, 4.73e-06, 9.10e-07, 3.84e-06, 5.24e-05, 7.43e-08, 2.10e-05, 1.11e-05, 1.93e-05, 3.38e-06, 1.20e-07, 1.37e-08, 3.97e-07, 4.21e-07, 3.88e-09, 9.85e-06, 2.43e-06, 4.81e-05]    [7.93e-06, 6.94e-06, 4.59e-06, 3.44e-06, 6.47e-06, 4.73e-06, 9.10e-07, 3.84e-06, 5.24e-05, 7.43e-08, 2.10e-05, 1.11e-05, 1.93e-05, 3.38e-06, 1.20e-07, 1.37e-08, 3.97e-07, 4.21e-07, 3.88e-09, 9.85e-06, 2.43e-06, 4.81e-05]    []  
171200    [2.25e-05, 8.78e-06, 4.59e-06, 5.56e-06, 8.34e-06, 6.02e-06, 9.63e-07, 4.00e-05, 3.27e-05, 4.78e-05, 8.29e-05, 3.60e-04, 4.64e-04, 1.76e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.84e-05, 4.15e-05]    [2.25e-05, 8.78e-06, 4.59e-06, 5.56e-06, 8.34e-06, 6.02e-06, 9.63e-07, 4.00e-05, 3.27e-05, 4.78e-05, 8.29e-05, 3.60e-04, 4.64e-04, 1.76e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.84e-05, 4.15e-05]    []  
171300    [7.76e-06, 7.38e-06, 4.48e-06, 3.94e-06, 6.95e-06, 4.48e-06, 9.30e-07, 1.69e-05, 3.74e-05, 9.24e-06, 5.31e-05, 6.89e-05, 2.02e-04, 3.12e-04, 6.07e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.35e-06, 2.24e-05, 2.33e-05]    [7.76e-06, 7.38e-06, 4.48e-06, 3.94e-06, 6.95e-06, 4.48e-06, 9.30e-07, 1.69e-05, 3.74e-05, 9.24e-06, 5.31e-05, 6.89e-05, 2.02e-04, 3.12e-04, 6.07e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.35e-06, 2.24e-05, 2.33e-05]    []  
171400    [4.89e-05, 9.73e-06, 5.41e-06, 5.98e-06, 9.36e-06, 5.52e-06, 1.71e-06, 1.40e-05, 1.04e-06, 1.20e-04, 1.19e-04, 5.34e-04, 2.59e-04, 2.35e-03, 6.83e-05, 6.46e-05, 1.31e-05, 1.17e-05, 0.00e+00, 9.34e-08, 1.16e-05, 5.79e-07]    [4.89e-05, 9.73e-06, 5.41e-06, 5.98e-06, 9.36e-06, 5.52e-06, 1.71e-06, 1.40e-05, 1.04e-06, 1.20e-04, 1.19e-04, 5.34e-04, 2.59e-04, 2.35e-03, 6.83e-05, 6.46e-05, 1.31e-05, 1.17e-05, 0.00e+00, 9.34e-08, 1.16e-05, 5.79e-07]    []  
171500    [2.44e-05, 8.07e-06, 4.92e-06, 3.85e-06, 7.23e-06, 4.70e-06, 1.36e-06, 2.69e-05, 1.29e-08, 4.13e-05, 5.44e-05, 1.88e-04, 9.28e-05, 8.19e-04, 2.22e-05, 2.09e-05, 4.59e-06, 3.98e-06, 0.00e+00, 5.59e-11, 1.82e-05, 1.35e-07]    [2.44e-05, 8.07e-06, 4.92e-06, 3.85e-06, 7.23e-06, 4.70e-06, 1.36e-06, 2.69e-05, 1.29e-08, 4.13e-05, 5.44e-05, 1.88e-04, 9.28e-05, 8.19e-04, 2.22e-05, 2.09e-05, 4.59e-06, 3.98e-06, 0.00e+00, 5.59e-11, 1.82e-05, 1.35e-07]    []  
171600    [1.01e-04, 1.86e-05, 7.00e-06, 1.11e-05, 1.41e-05, 9.95e-06, 2.09e-06, 3.31e-05, 2.62e-04, 1.90e-04, 2.13e-04, 1.85e-03, 8.50e-04, 7.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.33e-05, 3.55e-04]    [1.01e-04, 1.86e-05, 7.00e-06, 1.11e-05, 1.41e-05, 9.95e-06, 2.09e-06, 3.31e-05, 2.62e-04, 1.90e-04, 2.13e-04, 1.85e-03, 8.50e-04, 7.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.33e-05, 3.55e-04]    []  
171700    [5.91e-06, 6.98e-06, 4.22e-06, 3.22e-06, 6.21e-06, 4.06e-06, 9.91e-07, 4.36e-08, 3.76e-08, 3.74e-09, 1.11e-05, 5.62e-06, 9.17e-06, 4.34e-08, 1.52e-07, 1.23e-07, 1.24e-07, 1.07e-07, 7.17e-09, 8.62e-09, 3.16e-07, 3.95e-08]    [5.91e-06, 6.98e-06, 4.22e-06, 3.22e-06, 6.21e-06, 4.06e-06, 9.91e-07, 4.36e-08, 3.76e-08, 3.74e-09, 1.11e-05, 5.62e-06, 9.17e-06, 4.34e-08, 1.52e-07, 1.23e-07, 1.24e-07, 1.07e-07, 7.17e-09, 8.62e-09, 3.16e-07, 3.95e-08]    []  
171800    [7.29e-06, 7.06e-06, 4.33e-06, 3.04e-06, 6.05e-06, 4.03e-06, 1.03e-06, 4.70e-06, 1.15e-05, 1.01e-06, 1.31e-05, 1.10e-05, 1.00e-05, 1.69e-05, 7.33e-07, 3.96e-07, 2.07e-07, 1.96e-07, 0.00e+00, 0.00e+00, 1.99e-06, 7.30e-06]    [7.29e-06, 7.06e-06, 4.33e-06, 3.04e-06, 6.05e-06, 4.03e-06, 1.03e-06, 4.70e-06, 1.15e-05, 1.01e-06, 1.31e-05, 1.10e-05, 1.00e-05, 1.69e-05, 7.33e-07, 3.96e-07, 2.07e-07, 1.96e-07, 0.00e+00, 0.00e+00, 1.99e-06, 7.30e-06]    []  
171900    [1.06e-05, 7.17e-06, 4.40e-06, 3.06e-06, 6.27e-06, 4.20e-06, 1.09e-06, 5.37e-06, 2.29e-06, 6.64e-06, 3.46e-05, 3.73e-05, 1.10e-04, 2.23e-04, 2.18e-06, 2.67e-06, 2.70e-06, 2.54e-06, 1.29e-06, 3.75e-07, 6.47e-06, 1.96e-06]    [1.06e-05, 7.17e-06, 4.40e-06, 3.06e-06, 6.27e-06, 4.20e-06, 1.09e-06, 5.37e-06, 2.29e-06, 6.64e-06, 3.46e-05, 3.73e-05, 1.10e-04, 2.23e-04, 2.18e-06, 2.67e-06, 2.70e-06, 2.54e-06, 1.29e-06, 3.75e-07, 6.47e-06, 1.96e-06]    []  
172000    [1.81e-05, 7.82e-06, 4.81e-06, 3.54e-06, 6.91e-06, 4.65e-06, 1.45e-06, 2.10e-06, 3.55e-05, 2.12e-05, 3.80e-05, 9.95e-05, 1.36e-04, 5.98e-04, 8.50e-06, 9.03e-06, 4.79e-06, 4.47e-06, 1.47e-07, 1.76e-06, 9.10e-07, 9.14e-06]    [1.81e-05, 7.82e-06, 4.81e-06, 3.54e-06, 6.91e-06, 4.65e-06, 1.45e-06, 2.10e-06, 3.55e-05, 2.12e-05, 3.80e-05, 9.95e-05, 1.36e-04, 5.98e-04, 8.50e-06, 9.03e-06, 4.79e-06, 4.47e-06, 1.47e-07, 1.76e-06, 9.10e-07, 9.14e-06]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 43.178568 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
172000    [1.81e-05, 7.82e-06, 4.81e-06, 3.54e-06, 6.91e-06, 4.65e-06, 1.45e-06, 2.10e-06, 3.55e-05, 2.12e-05, 3.80e-05, 9.95e-05, 1.36e-04, 5.98e-04, 8.50e-06, 9.03e-06, 4.79e-06, 4.47e-06, 1.47e-07, 1.76e-06, 9.10e-07, 9.14e-06]    [1.81e-05, 7.82e-06, 4.81e-06, 3.54e-06, 6.91e-06, 4.65e-06, 1.45e-06, 2.10e-06, 3.55e-05, 2.12e-05, 3.80e-05, 9.95e-05, 1.36e-04, 5.98e-04, 8.50e-06, 9.03e-06, 4.79e-06, 4.47e-06, 1.47e-07, 1.76e-06, 9.10e-07, 9.14e-06]    []  
172100    [6.04e-06, 6.92e-06, 4.21e-06, 3.64e-06, 6.51e-06, 4.35e-06, 1.04e-06, 4.24e-07, 2.58e-06, 4.70e-06, 1.07e-05, 2.58e-05, 3.17e-05, 1.07e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.89e-11, 2.93e-07, 1.01e-06, 1.49e-06]    [6.04e-06, 6.92e-06, 4.21e-06, 3.64e-06, 6.51e-06, 4.35e-06, 1.04e-06, 4.24e-07, 2.58e-06, 4.70e-06, 1.07e-05, 2.58e-05, 3.17e-05, 1.07e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.89e-11, 2.93e-07, 1.01e-06, 1.49e-06]    []  
172200    [6.89e-06, 7.03e-06, 4.37e-06, 3.02e-06, 5.96e-06, 4.12e-06, 1.02e-06, 2.36e-05, 9.79e-07, 3.15e-08, 3.10e-05, 1.77e-05, 5.18e-05, 1.99e-05, 1.53e-07, 3.69e-07, 9.98e-07, 1.00e-06, 4.51e-06, 1.01e-07, 2.26e-05, 4.84e-07]    [6.89e-06, 7.03e-06, 4.37e-06, 3.02e-06, 5.96e-06, 4.12e-06, 1.02e-06, 2.36e-05, 9.79e-07, 3.15e-08, 3.10e-05, 1.77e-05, 5.18e-05, 1.99e-05, 1.53e-07, 3.69e-07, 9.98e-07, 1.00e-06, 4.51e-06, 1.01e-07, 2.26e-05, 4.84e-07]    []  
172300    [7.17e-06, 7.12e-06, 4.36e-06, 3.63e-06, 6.57e-06, 4.05e-06, 1.11e-06, 1.62e-05, 2.09e-05, 3.34e-06, 8.77e-05, 6.48e-05, 2.17e-04, 1.82e-04, 7.59e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-06, 1.63e-05, 1.52e-05]    [7.17e-06, 7.12e-06, 4.36e-06, 3.63e-06, 6.57e-06, 4.05e-06, 1.11e-06, 1.62e-05, 2.09e-05, 3.34e-06, 8.77e-05, 6.48e-05, 2.17e-04, 1.82e-04, 7.59e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-06, 1.63e-05, 1.52e-05]    []  
172400    [3.12e-05, 8.53e-06, 5.10e-06, 4.61e-06, 7.62e-06, 4.71e-06, 1.63e-06, 1.21e-05, 1.36e-05, 6.82e-05, 6.88e-05, 2.59e-04, 1.91e-04, 1.37e-03, 2.95e-05, 2.64e-05, 7.78e-06, 6.99e-06, 0.00e+00, 0.00e+00, 8.82e-06, 9.84e-06]    [3.12e-05, 8.53e-06, 5.10e-06, 4.61e-06, 7.62e-06, 4.71e-06, 1.63e-06, 1.21e-05, 1.36e-05, 6.82e-05, 6.88e-05, 2.59e-04, 1.91e-04, 1.37e-03, 2.95e-05, 2.64e-05, 7.78e-06, 6.99e-06, 0.00e+00, 0.00e+00, 8.82e-06, 9.84e-06]    []  
172500    [5.84e-06, 6.82e-06, 4.04e-06, 3.74e-06, 6.27e-06, 4.09e-06, 1.08e-06, 1.51e-05, 1.08e-05, 4.83e-06, 2.30e-05, 3.60e-05, 1.00e-04, 1.71e-04, 8.30e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-05, 1.36e-05]    [5.84e-06, 6.82e-06, 4.04e-06, 3.74e-06, 6.27e-06, 4.09e-06, 1.08e-06, 1.51e-05, 1.08e-05, 4.83e-06, 2.30e-05, 3.60e-05, 1.00e-04, 1.71e-04, 8.30e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-05, 1.36e-05]    []  
172600    [5.90e-06, 6.70e-06, 4.08e-06, 3.37e-06, 5.90e-06, 4.00e-06, 1.08e-06, 1.92e-05, 3.93e-05, 3.68e-07, 2.21e-05, 1.71e-05, 5.76e-05, 2.92e-05, 8.93e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-05, 4.82e-05]    [5.90e-06, 6.70e-06, 4.08e-06, 3.37e-06, 5.90e-06, 4.00e-06, 1.08e-06, 1.92e-05, 3.93e-05, 3.68e-07, 2.21e-05, 1.71e-05, 5.76e-05, 2.92e-05, 8.93e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-05, 4.82e-05]    []  
172700    [5.47e-06, 6.71e-06, 4.06e-06, 3.71e-06, 6.19e-06, 4.01e-06, 1.09e-06, 1.28e-05, 1.25e-05, 2.15e-06, 2.20e-05, 2.39e-05, 8.25e-05, 1.00e-04, 6.71e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.74e-05, 1.69e-05]    [5.47e-06, 6.71e-06, 4.06e-06, 3.71e-06, 6.19e-06, 4.01e-06, 1.09e-06, 1.28e-05, 1.25e-05, 2.15e-06, 2.20e-05, 2.39e-05, 8.25e-05, 1.00e-04, 6.71e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.74e-05, 1.69e-05]    []  
172800    [6.50e-06, 6.84e-06, 4.22e-06, 3.75e-06, 6.25e-06, 3.98e-06, 1.09e-06, 1.46e-07, 1.35e-06, 5.28e-06, 2.78e-05, 3.35e-05, 1.09e-04, 1.68e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.23e-09, 3.02e-08, 3.71e-07, 1.16e-07]    [6.50e-06, 6.84e-06, 4.22e-06, 3.75e-06, 6.25e-06, 3.98e-06, 1.09e-06, 1.46e-07, 1.35e-06, 5.28e-06, 2.78e-05, 3.35e-05, 1.09e-04, 1.68e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.23e-09, 3.02e-08, 3.71e-07, 1.16e-07]    []  
172900    [6.62e-06, 6.69e-06, 4.27e-06, 3.46e-06, 5.82e-06, 3.83e-06, 1.11e-06, 2.54e-05, 4.22e-06, 5.01e-07, 1.34e-05, 1.14e-05, 3.61e-05, 2.30e-05, 6.38e-08, 0.00e+00, 6.30e-09, 5.06e-09, 0.00e+00, 5.93e-07, 2.64e-05, 3.00e-06]    [6.62e-06, 6.69e-06, 4.27e-06, 3.46e-06, 5.82e-06, 3.83e-06, 1.11e-06, 2.54e-05, 4.22e-06, 5.01e-07, 1.34e-05, 1.14e-05, 3.61e-05, 2.30e-05, 6.38e-08, 0.00e+00, 6.30e-09, 5.06e-09, 0.00e+00, 5.93e-07, 2.64e-05, 3.00e-06]    []  
173000    [5.70e-06, 6.73e-06, 4.14e-06, 3.65e-06, 5.82e-06, 3.90e-06, 1.11e-06, 1.04e-05, 6.23e-06, 7.16e-07, 2.37e-05, 2.15e-05, 7.75e-05, 6.09e-05, 4.89e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.31e-05, 6.45e-06]    [5.70e-06, 6.73e-06, 4.14e-06, 3.65e-06, 5.82e-06, 3.90e-06, 1.11e-06, 1.04e-05, 6.23e-06, 7.16e-07, 2.37e-05, 2.15e-05, 7.75e-05, 6.09e-05, 4.89e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.31e-05, 6.45e-06]    []  
173100    [5.45e-06, 6.76e-06, 4.16e-06, 3.60e-06, 5.87e-06, 3.86e-06, 1.10e-06, 6.89e-08, 1.07e-07, 3.87e-07, 4.79e-06, 5.73e-06, 6.44e-06, 6.63e-06, 4.28e-08, 1.40e-08, 2.97e-08, 2.00e-08, 8.94e-10, 7.43e-09, 2.69e-07, 3.72e-08]    [5.45e-06, 6.76e-06, 4.16e-06, 3.60e-06, 5.87e-06, 3.86e-06, 1.10e-06, 6.89e-08, 1.07e-07, 3.87e-07, 4.79e-06, 5.73e-06, 6.44e-06, 6.63e-06, 4.28e-08, 1.40e-08, 2.97e-08, 2.00e-08, 8.94e-10, 7.43e-09, 2.69e-07, 3.72e-08]    []  
173200    [6.25e-06, 6.79e-06, 4.19e-06, 3.53e-06, 5.80e-06, 3.85e-06, 1.13e-06, 2.12e-06, 2.45e-06, 6.95e-08, 1.38e-05, 8.71e-06, 1.97e-05, 1.16e-05, 2.05e-07, 2.30e-07, 4.35e-07, 4.03e-07, 4.75e-07, 1.90e-07, 2.18e-06, 9.68e-07]    [6.25e-06, 6.79e-06, 4.19e-06, 3.53e-06, 5.80e-06, 3.85e-06, 1.13e-06, 2.12e-06, 2.45e-06, 6.95e-08, 1.38e-05, 8.71e-06, 1.97e-05, 1.16e-05, 2.05e-07, 2.30e-07, 4.35e-07, 4.03e-07, 4.75e-07, 1.90e-07, 2.18e-06, 9.68e-07]    []  
173300    [5.36e-06, 6.65e-06, 4.14e-06, 3.68e-06, 5.85e-06, 3.98e-06, 1.12e-06, 1.08e-08, 2.18e-07, 2.07e-06, 6.23e-06, 1.42e-05, 1.39e-05, 5.17e-05, 9.10e-10, 0.00e+00, 1.27e-09, 8.28e-10, 7.13e-09, 8.46e-08, 2.64e-07, 3.31e-07]    [5.36e-06, 6.65e-06, 4.14e-06, 3.68e-06, 5.85e-06, 3.98e-06, 1.12e-06, 1.08e-08, 2.18e-07, 2.07e-06, 6.23e-06, 1.42e-05, 1.39e-05, 5.17e-05, 9.10e-10, 0.00e+00, 1.27e-09, 8.28e-10, 7.13e-09, 8.46e-08, 2.64e-07, 3.31e-07]    []  
173400    [9.68e-06, 6.86e-06, 4.32e-06, 3.46e-06, 5.80e-06, 3.98e-06, 1.22e-06, 9.94e-09, 1.01e-07, 5.23e-06, 1.26e-05, 2.37e-05, 3.81e-05, 1.33e-04, 1.66e-06, 1.36e-06, 1.43e-06, 1.26e-06, 3.90e-08, 6.48e-08, 1.32e-07, 2.23e-07]    [9.68e-06, 6.86e-06, 4.32e-06, 3.46e-06, 5.80e-06, 3.98e-06, 1.22e-06, 9.94e-09, 1.01e-07, 5.23e-06, 1.26e-05, 2.37e-05, 3.81e-05, 1.33e-04, 1.66e-06, 1.36e-06, 1.43e-06, 1.26e-06, 3.90e-08, 6.48e-08, 1.32e-07, 2.23e-07]    []  
173500    [6.24e-06, 6.73e-06, 4.14e-06, 3.64e-06, 5.76e-06, 3.97e-06, 1.14e-06, 2.68e-05, 2.98e-06, 2.45e-07, 3.40e-05, 2.12e-05, 7.08e-05, 3.69e-05, 2.47e-07, 4.33e-07, 1.14e-06, 1.10e-06, 4.17e-06, 8.87e-07, 2.09e-05, 4.19e-06]    [6.24e-06, 6.73e-06, 4.14e-06, 3.64e-06, 5.76e-06, 3.97e-06, 1.14e-06, 2.68e-05, 2.98e-06, 2.45e-07, 3.40e-05, 2.12e-05, 7.08e-05, 3.69e-05, 2.47e-07, 4.33e-07, 1.14e-06, 1.10e-06, 4.17e-06, 8.87e-07, 2.09e-05, 4.19e-06]    []  
173600    [8.16e-06, 6.81e-06, 4.36e-06, 3.23e-06, 5.51e-06, 3.91e-06, 1.20e-06, 5.61e-07, 1.79e-06, 2.19e-06, 6.67e-06, 9.68e-06, 9.95e-06, 3.54e-05, 8.04e-07, 5.36e-07, 6.00e-07, 4.68e-07, 0.00e+00, 0.00e+00, 1.07e-06, 2.49e-06]    [8.16e-06, 6.81e-06, 4.36e-06, 3.23e-06, 5.51e-06, 3.91e-06, 1.20e-06, 5.61e-07, 1.79e-06, 2.19e-06, 6.67e-06, 9.68e-06, 9.95e-06, 3.54e-05, 8.04e-07, 5.36e-07, 6.00e-07, 4.68e-07, 0.00e+00, 0.00e+00, 1.07e-06, 2.49e-06]    []  
173700    [5.64e-06, 6.84e-06, 4.25e-06, 3.58e-06, 5.51e-06, 3.78e-06, 1.14e-06, 8.30e-06, 4.13e-08, 5.54e-07, 1.29e-05, 1.14e-05, 9.72e-06, 2.27e-06, 1.20e-08, 1.19e-08, 1.86e-07, 2.07e-07, 2.33e-06, 2.07e-08, 1.15e-05, 5.67e-08]    [5.64e-06, 6.84e-06, 4.25e-06, 3.58e-06, 5.51e-06, 3.78e-06, 1.14e-06, 8.30e-06, 4.13e-08, 5.54e-07, 1.29e-05, 1.14e-05, 9.72e-06, 2.27e-06, 1.20e-08, 1.19e-08, 1.86e-07, 2.07e-07, 2.33e-06, 2.07e-08, 1.15e-05, 5.67e-08]    []  
173800    [6.59e-06, 6.65e-06, 4.22e-06, 3.43e-06, 5.40e-06, 3.89e-06, 1.21e-06, 1.79e-06, 6.04e-06, 1.13e-08, 1.34e-05, 7.68e-06, 1.59e-05, 4.80e-06, 1.37e-07, 1.16e-07, 5.38e-07, 4.74e-07, 8.19e-07, 5.88e-07, 3.73e-06, 3.05e-06]    [6.59e-06, 6.65e-06, 4.22e-06, 3.43e-06, 5.40e-06, 3.89e-06, 1.21e-06, 1.79e-06, 6.04e-06, 1.13e-08, 1.34e-05, 7.68e-06, 1.59e-05, 4.80e-06, 1.37e-07, 1.16e-07, 5.38e-07, 4.74e-07, 8.19e-07, 5.88e-07, 3.73e-06, 3.05e-06]    []  
173900    [1.03e-05, 7.14e-06, 4.14e-06, 4.87e-06, 6.47e-06, 4.05e-06, 1.27e-06, 8.71e-05, 5.97e-05, 1.75e-05, 1.16e-04, 1.49e-04, 4.92e-04, 7.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-04, 7.97e-05]    [1.03e-05, 7.14e-06, 4.14e-06, 4.87e-06, 6.47e-06, 4.05e-06, 1.27e-06, 8.71e-05, 5.97e-05, 1.75e-05, 1.16e-04, 1.49e-04, 4.92e-04, 7.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-04, 7.97e-05]    []  
174000    [6.79e-06, 6.60e-06, 4.14e-06, 3.62e-06, 5.60e-06, 3.97e-06, 1.21e-06, 1.65e-05, 3.41e-06, 8.18e-07, 4.00e-05, 2.57e-05, 9.50e-05, 6.66e-05, 3.82e-07, 7.39e-07, 1.65e-06, 1.57e-06, 3.15e-06, 7.67e-07, 1.56e-05, 3.73e-06]    [6.79e-06, 6.60e-06, 4.14e-06, 3.62e-06, 5.60e-06, 3.97e-06, 1.21e-06, 1.65e-05, 3.41e-06, 8.18e-07, 4.00e-05, 2.57e-05, 9.50e-05, 6.66e-05, 3.82e-07, 7.39e-07, 1.65e-06, 1.57e-06, 3.15e-06, 7.67e-07, 1.56e-05, 3.73e-06]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 42.790004 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
174000    [6.79e-06, 6.60e-06, 4.14e-06, 3.62e-06, 5.60e-06, 3.97e-06, 1.21e-06, 1.65e-05, 3.41e-06, 8.18e-07, 4.00e-05, 2.57e-05, 9.50e-05, 6.66e-05, 3.82e-07, 7.39e-07, 1.65e-06, 1.57e-06, 3.15e-06, 7.67e-07, 1.56e-05, 3.73e-06]    [6.79e-06, 6.60e-06, 4.14e-06, 3.62e-06, 5.60e-06, 3.97e-06, 1.21e-06, 1.65e-05, 3.41e-06, 8.18e-07, 4.00e-05, 2.57e-05, 9.50e-05, 6.66e-05, 3.82e-07, 7.39e-07, 1.65e-06, 1.57e-06, 3.15e-06, 7.67e-07, 1.56e-05, 3.73e-06]    []  
174100    [1.97e-05, 7.46e-06, 4.59e-06, 4.09e-06, 6.33e-06, 4.15e-06, 1.41e-06, 3.92e-05, 1.77e-05, 2.79e-05, 1.06e-04, 1.39e-04, 4.91e-04, 9.09e-04, 8.50e-06, 8.92e-06, 1.04e-05, 9.66e-06, 8.76e-06, 3.56e-06, 4.21e-05, 1.70e-05]    [1.97e-05, 7.46e-06, 4.59e-06, 4.09e-06, 6.33e-06, 4.15e-06, 1.41e-06, 3.92e-05, 1.77e-05, 2.79e-05, 1.06e-04, 1.39e-04, 4.91e-04, 9.09e-04, 8.50e-06, 8.92e-06, 1.04e-05, 9.66e-06, 8.76e-06, 3.56e-06, 4.21e-05, 1.70e-05]    []  
174200    [1.34e-05, 7.09e-06, 4.49e-06, 3.44e-06, 5.54e-06, 4.05e-06, 1.34e-06, 6.85e-07, 2.98e-08, 1.25e-05, 2.92e-05, 5.47e-05, 1.27e-04, 3.61e-04, 3.87e-06, 3.62e-06, 3.23e-06, 3.56e-06, 2.76e-07, 1.84e-08, 1.00e-06, 4.16e-08]    [1.34e-05, 7.09e-06, 4.49e-06, 3.44e-06, 5.54e-06, 4.05e-06, 1.34e-06, 6.85e-07, 2.98e-08, 1.25e-05, 2.92e-05, 5.47e-05, 1.27e-04, 3.61e-04, 3.87e-06, 3.62e-06, 3.23e-06, 3.56e-06, 2.76e-07, 1.84e-08, 1.00e-06, 4.16e-08]    []  
174300    [9.26e-06, 6.73e-06, 4.29e-06, 3.45e-06, 5.45e-06, 4.06e-06, 1.31e-06, 8.61e-08, 1.02e-07, 3.91e-06, 1.06e-05, 1.85e-05, 3.21e-05, 1.04e-04, 1.14e-06, 9.82e-07, 1.13e-06, 9.73e-07, 6.12e-08, 2.96e-09, 1.48e-07, 7.09e-08]    [9.26e-06, 6.73e-06, 4.29e-06, 3.45e-06, 5.45e-06, 4.06e-06, 1.31e-06, 8.61e-08, 1.02e-07, 3.91e-06, 1.06e-05, 1.85e-05, 3.21e-05, 1.04e-04, 1.14e-06, 9.82e-07, 1.13e-06, 9.73e-07, 6.12e-08, 2.96e-09, 1.48e-07, 7.09e-08]    []  
174400    [5.63e-06, 6.40e-06, 4.06e-06, 3.62e-06, 5.34e-06, 3.98e-06, 1.24e-06, 1.37e-05, 7.27e-06, 2.84e-06, 1.07e-05, 1.91e-05, 4.52e-05, 9.32e-05, 3.11e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.06e-05, 9.51e-06]    [5.63e-06, 6.40e-06, 4.06e-06, 3.62e-06, 5.34e-06, 3.98e-06, 1.24e-06, 1.37e-05, 7.27e-06, 2.84e-06, 1.07e-05, 1.91e-05, 4.52e-05, 9.32e-05, 3.11e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.06e-05, 9.51e-06]    []  
174500    [1.38e-05, 7.02e-06, 4.41e-06, 3.87e-06, 5.98e-06, 4.09e-06, 1.39e-06, 2.70e-05, 3.01e-05, 1.55e-05, 4.30e-05, 7.06e-05, 1.97e-04, 4.59e-04, 4.82e-06, 4.86e-06, 4.63e-06, 4.55e-06, 5.39e-06, 5.40e-06, 2.67e-05, 2.60e-05]    [1.38e-05, 7.02e-06, 4.41e-06, 3.87e-06, 5.98e-06, 4.09e-06, 1.39e-06, 2.70e-05, 3.01e-05, 1.55e-05, 4.30e-05, 7.06e-05, 1.97e-04, 4.59e-04, 4.82e-06, 4.86e-06, 4.63e-06, 4.55e-06, 5.39e-06, 5.40e-06, 2.67e-05, 2.60e-05]    []  
174600    [5.88e-06, 6.53e-06, 4.17e-06, 3.65e-06, 5.41e-06, 4.04e-06, 1.27e-06, 6.18e-06, 1.06e-05, 4.73e-06, 8.65e-06, 2.63e-05, 3.28e-05, 1.28e-04, 3.85e-12, 0.00e+00, 0.00e+00, 0.00e+00, 8.12e-07, 1.69e-06, 4.20e-06, 8.66e-06]    [5.88e-06, 6.53e-06, 4.17e-06, 3.65e-06, 5.41e-06, 4.04e-06, 1.27e-06, 6.18e-06, 1.06e-05, 4.73e-06, 8.65e-06, 2.63e-05, 3.28e-05, 1.28e-04, 3.85e-12, 0.00e+00, 0.00e+00, 0.00e+00, 8.12e-07, 1.69e-06, 4.20e-06, 8.66e-06]    []  
174700    [7.11e-06, 6.58e-06, 4.17e-06, 3.66e-06, 5.44e-06, 3.96e-06, 1.26e-06, 9.43e-06, 8.30e-06, 1.16e-06, 2.87e-05, 2.00e-05, 7.42e-05, 7.21e-05, 4.89e-07, 5.73e-07, 1.43e-06, 1.26e-06, 1.75e-06, 1.36e-06, 8.69e-06, 6.78e-06]    [7.11e-06, 6.58e-06, 4.17e-06, 3.66e-06, 5.44e-06, 3.96e-06, 1.26e-06, 9.43e-06, 8.30e-06, 1.16e-06, 2.87e-05, 2.00e-05, 7.42e-05, 7.21e-05, 4.89e-07, 5.73e-07, 1.43e-06, 1.26e-06, 1.75e-06, 1.36e-06, 8.69e-06, 6.78e-06]    []  
174800    [2.14e-05, 7.59e-06, 4.71e-06, 4.32e-06, 6.39e-06, 4.31e-06, 1.55e-06, 6.63e-05, 6.74e-05, 3.68e-05, 6.94e-05, 1.44e-04, 3.78e-04, 9.46e-04, 1.21e-05, 1.17e-05, 9.01e-06, 8.11e-06, 1.16e-05, 1.34e-05, 5.76e-05, 6.19e-05]    [2.14e-05, 7.59e-06, 4.71e-06, 4.32e-06, 6.39e-06, 4.31e-06, 1.55e-06, 6.63e-05, 6.74e-05, 3.68e-05, 6.94e-05, 1.44e-04, 3.78e-04, 9.46e-04, 1.21e-05, 1.17e-05, 9.01e-06, 8.11e-06, 1.16e-05, 1.34e-05, 5.76e-05, 6.19e-05]    []  
174900    [7.20e-06, 6.33e-06, 4.17e-06, 3.43e-06, 5.09e-06, 3.98e-06, 1.28e-06, 2.71e-05, 2.78e-06, 8.19e-07, 1.37e-05, 8.97e-06, 1.11e-05, 6.13e-06, 3.99e-07, 8.97e-08, 8.64e-08, 1.06e-07, 0.00e+00, 0.00e+00, 4.67e-05, 3.08e-06]    [7.20e-06, 6.33e-06, 4.17e-06, 3.43e-06, 5.09e-06, 3.98e-06, 1.28e-06, 2.71e-05, 2.78e-06, 8.19e-07, 1.37e-05, 8.97e-06, 1.11e-05, 6.13e-06, 3.99e-07, 8.97e-08, 8.64e-08, 1.06e-07, 0.00e+00, 0.00e+00, 4.67e-05, 3.08e-06]    []  
175000    [5.53e-06, 6.44e-06, 4.05e-06, 3.65e-06, 5.15e-06, 3.96e-06, 1.26e-06, 1.45e-05, 1.19e-06, 8.54e-07, 1.48e-05, 1.22e-05, 8.14e-06, 5.10e-06, 1.13e-08, 1.59e-09, 1.21e-07, 1.24e-07, 2.56e-06, 0.00e+00, 1.31e-05, 1.76e-06]    [5.53e-06, 6.44e-06, 4.05e-06, 3.65e-06, 5.15e-06, 3.96e-06, 1.26e-06, 1.45e-05, 1.19e-06, 8.54e-07, 1.48e-05, 1.22e-05, 8.14e-06, 5.10e-06, 1.13e-08, 1.59e-09, 1.21e-07, 1.24e-07, 2.56e-06, 0.00e+00, 1.31e-05, 1.76e-06]    []  
175100    [5.69e-06, 6.56e-06, 4.10e-06, 3.79e-06, 5.42e-06, 3.83e-06, 1.31e-06, 1.45e-06, 1.37e-07, 3.66e-07, 3.99e-06, 4.08e-06, 4.12e-06, 5.86e-06, 2.09e-07, 1.34e-07, 2.45e-07, 2.34e-07, 2.98e-08, 2.58e-09, 2.49e-07, 2.99e-08]    [5.69e-06, 6.56e-06, 4.10e-06, 3.79e-06, 5.42e-06, 3.83e-06, 1.31e-06, 1.45e-06, 1.37e-07, 3.66e-07, 3.99e-06, 4.08e-06, 4.12e-06, 5.86e-06, 2.09e-07, 1.34e-07, 2.45e-07, 2.34e-07, 2.98e-08, 2.58e-09, 2.49e-07, 2.99e-08]    []  
175200    [4.61e-06, 6.53e-06, 4.11e-06, 3.92e-06, 5.40e-06, 3.90e-06, 1.30e-06, 1.55e-06, 1.17e-05, 1.60e-06, 4.63e-06, 8.70e-06, 5.33e-06, 2.31e-05, 1.84e-09, 2.18e-10, 5.74e-09, 9.03e-09, 7.16e-07, 9.16e-07, 3.36e-06, 4.89e-06]    [4.61e-06, 6.53e-06, 4.11e-06, 3.92e-06, 5.40e-06, 3.90e-06, 1.30e-06, 1.55e-06, 1.17e-05, 1.60e-06, 4.63e-06, 8.70e-06, 5.33e-06, 2.31e-05, 1.84e-09, 2.18e-10, 5.74e-09, 9.03e-09, 7.16e-07, 9.16e-07, 3.36e-06, 4.89e-06]    []  
175300    [4.63e-06, 6.49e-06, 4.02e-06, 3.98e-06, 5.47e-06, 3.89e-06, 1.32e-06, 1.06e-06, 5.56e-06, 5.98e-08, 4.36e-06, 3.27e-06, 3.10e-06, 3.63e-07, 7.27e-08, 4.29e-08, 9.67e-08, 9.12e-08, 3.89e-07, 2.52e-07, 1.85e-06, 1.29e-06]    [4.63e-06, 6.49e-06, 4.02e-06, 3.98e-06, 5.47e-06, 3.89e-06, 1.32e-06, 1.06e-06, 5.56e-06, 5.98e-08, 4.36e-06, 3.27e-06, 3.10e-06, 3.63e-07, 7.27e-08, 4.29e-08, 9.67e-08, 9.12e-08, 3.89e-07, 2.52e-07, 1.85e-06, 1.29e-06]    []  
175400    [4.89e-06, 6.41e-06, 4.03e-06, 3.88e-06, 5.34e-06, 3.96e-06, 1.28e-06, 1.11e-06, 4.88e-07, 1.84e-07, 3.73e-06, 4.29e-06, 6.75e-06, 6.38e-06, 5.89e-08, 6.65e-10, 1.47e-08, 1.52e-08, 0.00e+00, 0.00e+00, 1.67e-06, 1.99e-07]    [4.89e-06, 6.41e-06, 4.03e-06, 3.88e-06, 5.34e-06, 3.96e-06, 1.28e-06, 1.11e-06, 4.88e-07, 1.84e-07, 3.73e-06, 4.29e-06, 6.75e-06, 6.38e-06, 5.89e-08, 6.65e-10, 1.47e-08, 1.52e-08, 0.00e+00, 0.00e+00, 1.67e-06, 1.99e-07]    []  
175500    [9.63e-06, 6.54e-06, 4.19e-06, 3.73e-06, 5.45e-06, 4.13e-06, 1.36e-06, 2.15e-05, 1.52e-05, 5.58e-06, 5.26e-05, 4.71e-05, 1.82e-04, 2.43e-04, 1.69e-06, 2.20e-06, 3.50e-06, 3.31e-06, 4.15e-06, 3.47e-06, 2.06e-05, 1.65e-05]    [9.63e-06, 6.54e-06, 4.19e-06, 3.73e-06, 5.45e-06, 4.13e-06, 1.36e-06, 2.15e-05, 1.52e-05, 5.58e-06, 5.26e-05, 4.71e-05, 1.82e-04, 2.43e-04, 1.69e-06, 2.20e-06, 3.50e-06, 3.31e-06, 4.15e-06, 3.47e-06, 2.06e-05, 1.65e-05]    []  
175600    [1.45e-05, 6.90e-06, 4.45e-06, 3.70e-06, 5.38e-06, 4.38e-06, 1.57e-06, 1.81e-06, 1.60e-05, 1.59e-05, 2.17e-05, 6.51e-05, 5.34e-05, 3.58e-04, 5.60e-06, 4.92e-06, 2.28e-06, 2.03e-06, 0.00e+00, 0.00e+00, 2.32e-06, 2.18e-05]    [1.45e-05, 6.90e-06, 4.45e-06, 3.70e-06, 5.38e-06, 4.38e-06, 1.57e-06, 1.81e-06, 1.60e-05, 1.59e-05, 2.17e-05, 6.51e-05, 5.34e-05, 3.58e-04, 5.60e-06, 4.92e-06, 2.28e-06, 2.03e-06, 0.00e+00, 0.00e+00, 2.32e-06, 2.18e-05]    []  
175700    [6.25e-06, 6.33e-06, 4.09e-06, 3.63e-06, 5.22e-06, 3.92e-06, 1.34e-06, 1.17e-05, 2.89e-06, 1.22e-06, 1.30e-05, 1.17e-05, 1.23e-05, 6.38e-06, 4.74e-07, 2.14e-07, 1.29e-07, 1.37e-07, 0.00e+00, 0.00e+00, 7.39e-06, 2.83e-06]    [6.25e-06, 6.33e-06, 4.09e-06, 3.63e-06, 5.22e-06, 3.92e-06, 1.34e-06, 1.17e-05, 2.89e-06, 1.22e-06, 1.30e-05, 1.17e-05, 1.23e-05, 6.38e-06, 4.74e-07, 2.14e-07, 1.29e-07, 1.37e-07, 0.00e+00, 0.00e+00, 7.39e-06, 2.83e-06]    []  
175800    [8.35e-06, 6.35e-06, 4.20e-06, 3.30e-06, 4.90e-06, 3.99e-06, 1.34e-06, 9.45e-06, 2.10e-07, 1.50e-06, 1.27e-05, 1.38e-05, 2.91e-05, 6.08e-05, 7.41e-07, 6.19e-07, 7.14e-07, 7.39e-07, 1.26e-06, 0.00e+00, 6.61e-06, 5.72e-07]    [8.35e-06, 6.35e-06, 4.20e-06, 3.30e-06, 4.90e-06, 3.99e-06, 1.34e-06, 9.45e-06, 2.10e-07, 1.50e-06, 1.27e-05, 1.38e-05, 2.91e-05, 6.08e-05, 7.41e-07, 6.19e-07, 7.14e-07, 7.39e-07, 1.26e-06, 0.00e+00, 6.61e-06, 5.72e-07]    []  
175900    [5.11e-06, 6.36e-06, 4.04e-06, 3.78e-06, 5.21e-06, 4.02e-06, 1.34e-06, 4.19e-06, 2.44e-05, 5.03e-08, 1.84e-05, 1.18e-05, 3.84e-05, 1.13e-05, 6.37e-08, 4.07e-09, 0.00e+00, 9.72e-10, 0.00e+00, 0.00e+00, 1.04e-05, 3.48e-05]    [5.11e-06, 6.36e-06, 4.04e-06, 3.78e-06, 5.21e-06, 4.02e-06, 1.34e-06, 4.19e-06, 2.44e-05, 5.03e-08, 1.84e-05, 1.18e-05, 3.84e-05, 1.13e-05, 6.37e-08, 4.07e-09, 0.00e+00, 9.72e-10, 0.00e+00, 0.00e+00, 1.04e-05, 3.48e-05]    []  
176000    [4.82e-06, 6.39e-06, 4.04e-06, 3.99e-06, 5.28e-06, 4.00e-06, 1.35e-06, 2.34e-07, 1.12e-05, 1.41e-10, 3.95e-06, 2.73e-06, 3.55e-06, 8.43e-07, 1.58e-07, 6.62e-08, 1.80e-07, 1.69e-07, 1.97e-07, 9.13e-07, 8.11e-07, 4.91e-06]    [4.82e-06, 6.39e-06, 4.04e-06, 3.99e-06, 5.28e-06, 4.00e-06, 1.35e-06, 2.34e-07, 1.12e-05, 1.41e-10, 3.95e-06, 2.73e-06, 3.55e-06, 8.43e-07, 1.58e-07, 6.62e-08, 1.80e-07, 1.69e-07, 1.97e-07, 9.13e-07, 8.11e-07, 4.91e-06]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 43.672609 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
176000    [4.82e-06, 6.39e-06, 4.04e-06, 3.99e-06, 5.28e-06, 4.00e-06, 1.35e-06, 2.34e-07, 1.12e-05, 1.41e-10, 3.95e-06, 2.73e-06, 3.55e-06, 8.43e-07, 1.58e-07, 6.62e-08, 1.80e-07, 1.69e-07, 1.97e-07, 9.13e-07, 8.11e-07, 4.91e-06]    [4.82e-06, 6.39e-06, 4.04e-06, 3.99e-06, 5.28e-06, 4.00e-06, 1.35e-06, 2.34e-07, 1.12e-05, 1.41e-10, 3.95e-06, 2.73e-06, 3.55e-06, 8.43e-07, 1.58e-07, 6.62e-08, 1.80e-07, 1.69e-07, 1.97e-07, 9.13e-07, 8.11e-07, 4.91e-06]    []  
176100    [5.22e-06, 6.38e-06, 4.03e-06, 3.91e-06, 5.38e-06, 4.00e-06, 1.33e-06, 3.32e-07, 1.16e-07, 3.08e-08, 3.82e-06, 3.14e-06, 3.55e-06, 9.19e-07, 1.72e-07, 6.56e-08, 8.18e-08, 8.58e-08, 0.00e+00, 0.00e+00, 5.89e-07, 2.27e-07]    [5.22e-06, 6.38e-06, 4.03e-06, 3.91e-06, 5.38e-06, 4.00e-06, 1.33e-06, 3.32e-07, 1.16e-07, 3.08e-08, 3.82e-06, 3.14e-06, 3.55e-06, 9.19e-07, 1.72e-07, 6.56e-08, 8.18e-08, 8.58e-08, 0.00e+00, 0.00e+00, 5.89e-07, 2.27e-07]    []  
176200    [4.06e-06, 6.40e-06, 4.01e-06, 4.13e-06, 5.33e-06, 4.03e-06, 1.33e-06, 4.19e-07, 1.93e-06, 1.92e-06, 3.92e-06, 8.93e-06, 9.56e-06, 3.34e-05, 1.28e-08, 0.00e+00, 1.61e-10, 5.29e-10, 1.27e-07, 8.65e-08, 5.51e-07, 4.24e-07]    [4.06e-06, 6.40e-06, 4.01e-06, 4.13e-06, 5.33e-06, 4.03e-06, 1.33e-06, 4.19e-07, 1.93e-06, 1.92e-06, 3.92e-06, 8.93e-06, 9.56e-06, 3.34e-05, 1.28e-08, 0.00e+00, 1.61e-10, 5.29e-10, 1.27e-07, 8.65e-08, 5.51e-07, 4.24e-07]    []  
176300    [2.34e-05, 7.47e-06, 4.60e-06, 4.50e-06, 6.21e-06, 4.53e-06, 1.62e-06, 6.29e-05, 2.15e-05, 3.83e-05, 1.02e-04, 1.71e-04, 5.17e-04, 1.17e-03, 1.27e-05, 1.27e-05, 1.16e-05, 1.08e-05, 1.26e-05, 3.98e-06, 6.12e-05, 1.92e-05]    [2.34e-05, 7.47e-06, 4.60e-06, 4.50e-06, 6.21e-06, 4.53e-06, 1.62e-06, 6.29e-05, 2.15e-05, 3.83e-05, 1.02e-04, 1.71e-04, 5.17e-04, 1.17e-03, 1.27e-05, 1.27e-05, 1.16e-05, 1.08e-05, 1.26e-05, 3.98e-06, 6.12e-05, 1.92e-05]    []  
176400    [6.97e-06, 6.38e-06, 4.21e-06, 3.32e-06, 4.67e-06, 4.02e-06, 1.33e-06, 5.79e-06, 1.03e-05, 2.21e-07, 1.28e-05, 7.60e-06, 2.78e-05, 2.24e-05, 2.38e-07, 2.00e-07, 6.15e-07, 4.12e-07, 1.92e-06, 1.44e-06, 9.35e-06, 7.44e-06]    [6.97e-06, 6.38e-06, 4.21e-06, 3.32e-06, 4.67e-06, 4.02e-06, 1.33e-06, 5.79e-06, 1.03e-05, 2.21e-07, 1.28e-05, 7.60e-06, 2.78e-05, 2.24e-05, 2.38e-07, 2.00e-07, 6.15e-07, 4.12e-07, 1.92e-06, 1.44e-06, 9.35e-06, 7.44e-06]    []  
176500    [4.76e-06, 6.33e-06, 3.96e-06, 3.75e-06, 5.08e-06, 3.99e-06, 1.36e-06, 3.60e-08, 1.05e-05, 2.64e-09, 3.80e-06, 2.98e-06, 2.86e-06, 2.67e-07, 7.85e-08, 3.59e-08, 1.31e-07, 1.05e-07, 2.47e-07, 0.00e+00, 9.17e-07, 2.15e-05]    [4.76e-06, 6.33e-06, 3.96e-06, 3.75e-06, 5.08e-06, 3.99e-06, 1.36e-06, 3.60e-08, 1.05e-05, 2.64e-09, 3.80e-06, 2.98e-06, 2.86e-06, 2.67e-07, 7.85e-08, 3.59e-08, 1.31e-07, 1.05e-07, 2.47e-07, 0.00e+00, 9.17e-07, 2.15e-05]    []  
176600    [7.02e-06, 6.38e-06, 4.08e-06, 3.71e-06, 5.11e-06, 4.11e-06, 1.35e-06, 2.72e-06, 3.63e-07, 2.06e-06, 1.98e-05, 1.63e-05, 5.88e-05, 8.29e-05, 6.94e-07, 6.30e-07, 1.35e-06, 1.26e-06, 5.59e-07, 8.57e-08, 2.78e-06, 4.15e-07]    [7.02e-06, 6.38e-06, 4.08e-06, 3.71e-06, 5.11e-06, 4.11e-06, 1.35e-06, 2.72e-06, 3.63e-07, 2.06e-06, 1.98e-05, 1.63e-05, 5.88e-05, 8.29e-05, 6.94e-07, 6.30e-07, 1.35e-06, 1.26e-06, 5.59e-07, 8.57e-08, 2.78e-06, 4.15e-07]    []  
176700    [8.64e-06, 6.38e-06, 4.10e-06, 3.74e-06, 5.14e-06, 4.23e-06, 1.38e-06, 1.88e-05, 6.06e-06, 3.70e-06, 5.05e-05, 4.05e-05, 1.63e-04, 1.89e-04, 1.20e-06, 1.51e-06, 2.94e-06, 2.80e-06, 3.61e-06, 1.17e-06, 1.80e-05, 5.83e-06]    [8.64e-06, 6.38e-06, 4.10e-06, 3.74e-06, 5.14e-06, 4.23e-06, 1.38e-06, 1.88e-05, 6.06e-06, 3.70e-06, 5.05e-05, 4.05e-05, 1.63e-04, 1.89e-04, 1.20e-06, 1.51e-06, 2.94e-06, 2.80e-06, 3.61e-06, 1.17e-06, 1.80e-05, 5.83e-06]    []  
176800    [2.79e-05, 7.89e-06, 4.81e-06, 4.70e-06, 6.36e-06, 4.81e-06, 1.83e-06, 7.62e-06, 9.32e-06, 5.98e-05, 6.41e-05, 2.19e-04, 3.32e-04, 1.37e-03, 2.23e-05, 2.04e-05, 9.47e-06, 8.67e-06, 1.50e-06, 1.64e-06, 7.52e-06, 8.26e-06]    [2.79e-05, 7.89e-06, 4.81e-06, 4.70e-06, 6.36e-06, 4.81e-06, 1.83e-06, 7.62e-06, 9.32e-06, 5.98e-05, 6.41e-05, 2.19e-04, 3.32e-04, 1.37e-03, 2.23e-05, 2.04e-05, 9.47e-06, 8.67e-06, 1.50e-06, 1.64e-06, 7.52e-06, 8.26e-06]    []  
176900    [4.19e-06, 6.29e-06, 4.00e-06, 4.01e-06, 5.12e-06, 4.15e-06, 1.33e-06, 2.31e-06, 7.07e-06, 1.24e-06, 4.81e-06, 7.52e-06, 3.05e-06, 1.61e-05, 1.18e-08, 2.96e-10, 2.06e-08, 1.96e-08, 4.26e-07, 8.35e-07, 2.15e-06, 4.45e-06]    [4.19e-06, 6.29e-06, 4.00e-06, 4.01e-06, 5.12e-06, 4.15e-06, 1.33e-06, 2.31e-06, 7.07e-06, 1.24e-06, 4.81e-06, 7.52e-06, 3.05e-06, 1.61e-05, 1.18e-08, 2.96e-10, 2.06e-08, 1.96e-08, 4.26e-07, 8.35e-07, 2.15e-06, 4.45e-06]    []  
177000    [4.98e-06, 6.16e-06, 3.94e-06, 3.87e-06, 5.11e-06, 4.07e-06, 1.32e-06, 4.41e-09, 1.25e-06, 5.09e-08, 3.25e-06, 2.67e-06, 2.78e-06, 1.21e-06, 1.61e-07, 1.01e-07, 1.22e-07, 1.41e-07, 8.04e-09, 0.00e+00, 3.76e-08, 1.41e-06]    [4.98e-06, 6.16e-06, 3.94e-06, 3.87e-06, 5.11e-06, 4.07e-06, 1.32e-06, 4.41e-09, 1.25e-06, 5.09e-08, 3.25e-06, 2.67e-06, 2.78e-06, 1.21e-06, 1.61e-07, 1.01e-07, 1.22e-07, 1.41e-07, 8.04e-09, 0.00e+00, 3.76e-08, 1.41e-06]    []  
177100    [6.80e-06, 6.07e-06, 4.02e-06, 3.61e-06, 4.89e-06, 4.14e-06, 1.40e-06, 1.99e-05, 9.25e-07, 5.97e-07, 1.21e-05, 1.00e-05, 1.33e-05, 3.00e-06, 4.15e-07, 5.46e-08, 6.16e-08, 9.83e-08, 0.00e+00, 8.58e-08, 2.31e-05, 4.85e-07]    [6.80e-06, 6.07e-06, 4.02e-06, 3.61e-06, 4.89e-06, 4.14e-06, 1.40e-06, 1.99e-05, 9.25e-07, 5.97e-07, 1.21e-05, 1.00e-05, 1.33e-05, 3.00e-06, 4.15e-07, 5.46e-08, 6.16e-08, 9.83e-08, 0.00e+00, 8.58e-08, 2.31e-05, 4.85e-07]    []  
177200    [6.18e-06, 6.33e-06, 4.26e-06, 3.62e-06, 4.77e-06, 4.25e-06, 1.42e-06, 3.49e-06, 5.63e-07, 4.90e-06, 1.12e-05, 2.53e-05, 5.39e-05, 1.34e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.65e-07, 2.26e-08, 8.12e-07, 1.07e-07]    [6.18e-06, 6.33e-06, 4.26e-06, 3.62e-06, 4.77e-06, 4.25e-06, 1.42e-06, 3.49e-06, 5.63e-07, 4.90e-06, 1.12e-05, 2.53e-05, 5.39e-05, 1.34e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.65e-07, 2.26e-08, 8.12e-07, 1.07e-07]    []  
177300    [2.36e-05, 7.82e-06, 5.06e-06, 4.07e-06, 5.51e-06, 4.92e-06, 1.89e-06, 9.63e-07, 3.48e-06, 4.03e-05, 6.26e-05, 1.48e-04, 2.80e-04, 9.47e-04, 1.13e-05, 1.22e-05, 7.65e-06, 8.27e-06, 3.98e-11, 3.37e-07, 8.21e-07, 1.62e-06]    [2.36e-05, 7.82e-06, 5.06e-06, 4.07e-06, 5.51e-06, 4.92e-06, 1.89e-06, 9.63e-07, 3.48e-06, 4.03e-05, 6.26e-05, 1.48e-04, 2.80e-04, 9.47e-04, 1.13e-05, 1.22e-05, 7.65e-06, 8.27e-06, 3.98e-11, 3.37e-07, 8.21e-07, 1.62e-06]    []  
177400    [8.59e-06, 6.43e-06, 4.30e-06, 3.27e-06, 4.51e-06, 4.19e-06, 1.37e-06, 8.72e-06, 3.02e-06, 2.15e-06, 1.48e-05, 1.65e-05, 4.85e-05, 9.33e-05, 8.55e-07, 6.70e-07, 8.82e-07, 6.98e-07, 1.33e-06, 0.00e+00, 6.80e-06, 5.51e-06]    [8.59e-06, 6.43e-06, 4.30e-06, 3.27e-06, 4.51e-06, 4.19e-06, 1.37e-06, 8.72e-06, 3.02e-06, 2.15e-06, 1.48e-05, 1.65e-05, 4.85e-05, 9.33e-05, 8.55e-07, 6.70e-07, 8.82e-07, 6.98e-07, 1.33e-06, 0.00e+00, 6.80e-06, 5.51e-06]    []  
177500    [4.92e-06, 6.46e-06, 3.97e-06, 4.45e-06, 5.20e-06, 4.25e-06, 1.32e-06, 1.16e-08, 2.31e-09, 6.88e-06, 8.61e-06, 3.26e-05, 5.17e-05, 1.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-08, 3.98e-09, 3.58e-08, 9.87e-09]    [4.92e-06, 6.46e-06, 3.97e-06, 4.45e-06, 5.20e-06, 4.25e-06, 1.32e-06, 1.16e-08, 2.31e-09, 6.88e-06, 8.61e-06, 3.26e-05, 5.17e-05, 1.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-08, 3.98e-09, 3.58e-08, 9.87e-09]    []  
177600    [7.12e-06, 6.17e-06, 4.21e-06, 3.28e-06, 4.48e-06, 4.37e-06, 1.43e-06, 1.81e-07, 5.83e-06, 1.56e-08, 3.59e-06, 3.35e-06, 4.92e-06, 2.14e-06, 1.11e-07, 7.42e-08, 1.59e-07, 1.62e-07, 1.46e-09, 0.00e+00, 1.39e-07, 5.45e-06]    [7.12e-06, 6.17e-06, 4.21e-06, 3.28e-06, 4.48e-06, 4.37e-06, 1.43e-06, 1.81e-07, 5.83e-06, 1.56e-08, 3.59e-06, 3.35e-06, 4.92e-06, 2.14e-06, 1.11e-07, 7.42e-08, 1.59e-07, 1.62e-07, 1.46e-09, 0.00e+00, 1.39e-07, 5.45e-06]    []  
177700    [4.52e-06, 6.23e-06, 4.02e-06, 3.78e-06, 5.10e-06, 4.15e-06, 1.32e-06, 2.99e-06, 3.50e-06, 3.83e-08, 7.27e-06, 4.37e-06, 8.61e-06, 9.86e-07, 5.95e-08, 1.34e-07, 2.29e-07, 2.55e-07, 5.47e-07, 6.68e-07, 2.84e-06, 3.48e-06]    [4.52e-06, 6.23e-06, 4.02e-06, 3.78e-06, 5.10e-06, 4.15e-06, 1.32e-06, 2.99e-06, 3.50e-06, 3.83e-08, 7.27e-06, 4.37e-06, 8.61e-06, 9.86e-07, 5.95e-08, 1.34e-07, 2.29e-07, 2.55e-07, 5.47e-07, 6.68e-07, 2.84e-06, 3.48e-06]    []  
177800    [4.90e-06, 6.16e-06, 3.97e-06, 3.97e-06, 5.11e-06, 4.12e-06, 1.32e-06, 1.07e-06, 2.22e-07, 2.99e-08, 3.84e-06, 3.43e-06, 4.49e-06, 1.99e-07, 1.75e-07, 5.94e-08, 3.84e-08, 8.38e-08, 0.00e+00, 0.00e+00, 1.37e-06, 1.42e-07]    [4.90e-06, 6.16e-06, 3.97e-06, 3.97e-06, 5.11e-06, 4.12e-06, 1.32e-06, 1.07e-06, 2.22e-07, 2.99e-08, 3.84e-06, 3.43e-06, 4.49e-06, 1.99e-07, 1.75e-07, 5.94e-08, 3.84e-08, 8.38e-08, 0.00e+00, 0.00e+00, 1.37e-06, 1.42e-07]    []  
177900    [4.08e-06, 6.28e-06, 3.91e-06, 4.21e-06, 5.14e-06, 4.16e-06, 1.33e-06, 6.84e-09, 2.66e-06, 1.61e-06, 4.92e-06, 1.04e-05, 2.19e-05, 4.51e-05, 1.39e-08, 0.00e+00, 0.00e+00, 3.42e-09, 1.79e-08, 0.00e+00, 3.67e-08, 3.73e-06]    [4.08e-06, 6.28e-06, 3.91e-06, 4.21e-06, 5.14e-06, 4.16e-06, 1.33e-06, 6.84e-09, 2.66e-06, 1.61e-06, 4.92e-06, 1.04e-05, 2.19e-05, 4.51e-05, 1.39e-08, 0.00e+00, 0.00e+00, 3.42e-09, 1.79e-08, 0.00e+00, 3.67e-08, 3.73e-06]    []  
178000    [5.71e-06, 6.06e-06, 4.03e-06, 3.54e-06, 4.88e-06, 4.10e-06, 1.35e-06, 4.77e-06, 1.34e-07, 4.06e-06, 1.91e-05, 2.68e-05, 7.78e-05, 1.22e-04, 2.01e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.53e-09, 5.41e-06, 2.77e-08]    [5.71e-06, 6.06e-06, 4.03e-06, 3.54e-06, 4.88e-06, 4.10e-06, 1.35e-06, 4.77e-06, 1.34e-07, 4.06e-06, 1.91e-05, 2.68e-05, 7.78e-05, 1.22e-04, 2.01e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.53e-09, 5.41e-06, 2.77e-08]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 46.522403 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
178000    [5.71e-06, 6.06e-06, 4.03e-06, 3.54e-06, 4.88e-06, 4.10e-06, 1.35e-06, 4.77e-06, 1.34e-07, 4.06e-06, 1.91e-05, 2.68e-05, 7.78e-05, 1.22e-04, 2.01e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.53e-09, 5.41e-06, 2.77e-08]    [5.71e-06, 6.06e-06, 4.03e-06, 3.54e-06, 4.88e-06, 4.10e-06, 1.35e-06, 4.77e-06, 1.34e-07, 4.06e-06, 1.91e-05, 2.68e-05, 7.78e-05, 1.22e-04, 2.01e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.53e-09, 5.41e-06, 2.77e-08]    []  
178100    [4.12e-06, 6.20e-06, 3.99e-06, 4.12e-06, 5.18e-06, 4.14e-06, 1.30e-06, 4.58e-07, 4.06e-06, 2.36e-06, 4.41e-06, 8.95e-06, 4.01e-06, 2.48e-05, 1.85e-08, 0.00e+00, 8.44e-09, 2.74e-08, 4.34e-08, 9.41e-07, 1.61e-07, 4.71e-06]    [4.12e-06, 6.20e-06, 3.99e-06, 4.12e-06, 5.18e-06, 4.14e-06, 1.30e-06, 4.58e-07, 4.06e-06, 2.36e-06, 4.41e-06, 8.95e-06, 4.01e-06, 2.48e-05, 1.85e-08, 0.00e+00, 8.44e-09, 2.74e-08, 4.34e-08, 9.41e-07, 1.61e-07, 4.71e-06]    []  
178200    [5.12e-06, 6.04e-06, 3.91e-06, 3.72e-06, 5.23e-06, 4.17e-06, 1.36e-06, 1.26e-06, 2.36e-06, 1.63e-07, 4.29e-06, 4.08e-06, 3.11e-06, 2.94e-06, 2.95e-07, 1.71e-07, 5.69e-08, 1.62e-07, 0.00e+00, 0.00e+00, 1.82e-06, 5.73e-06]    [5.12e-06, 6.04e-06, 3.91e-06, 3.72e-06, 5.23e-06, 4.17e-06, 1.36e-06, 1.26e-06, 2.36e-06, 1.63e-07, 4.29e-06, 4.08e-06, 3.11e-06, 2.94e-06, 2.95e-07, 1.71e-07, 5.69e-08, 1.62e-07, 0.00e+00, 0.00e+00, 1.82e-06, 5.73e-06]    []  
178300    [5.42e-06, 6.10e-06, 3.97e-06, 3.77e-06, 5.14e-06, 4.23e-06, 1.33e-06, 4.28e-06, 6.07e-07, 3.76e-07, 1.76e-05, 9.94e-06, 3.89e-05, 2.63e-05, 2.75e-07, 3.15e-07, 8.50e-07, 8.59e-07, 1.30e-06, 2.11e-07, 6.26e-06, 9.95e-07]    [5.42e-06, 6.10e-06, 3.97e-06, 3.77e-06, 5.14e-06, 4.23e-06, 1.33e-06, 4.28e-06, 6.07e-07, 3.76e-07, 1.76e-05, 9.94e-06, 3.89e-05, 2.63e-05, 2.75e-07, 3.15e-07, 8.50e-07, 8.59e-07, 1.30e-06, 2.11e-07, 6.26e-06, 9.95e-07]    []  
178400    [2.61e-05, 7.57e-06, 4.73e-06, 4.63e-06, 6.49e-06, 4.83e-06, 1.65e-06, 1.61e-04, 7.48e-05, 4.24e-05, 1.59e-04, 2.12e-04, 8.04e-04, 1.50e-03, 1.42e-05, 1.48e-05, 1.60e-05, 1.70e-05, 3.18e-05, 1.68e-05, 1.46e-04, 7.44e-05]    [2.61e-05, 7.57e-06, 4.73e-06, 4.63e-06, 6.49e-06, 4.83e-06, 1.65e-06, 1.61e-04, 7.48e-05, 4.24e-05, 1.59e-04, 2.12e-04, 8.04e-04, 1.50e-03, 1.42e-05, 1.48e-05, 1.60e-05, 1.70e-05, 3.18e-05, 1.68e-05, 1.46e-04, 7.44e-05]    []  
178500    [4.80e-06, 5.90e-06, 3.95e-06, 3.75e-06, 5.14e-06, 4.28e-06, 1.34e-06, 1.05e-08, 6.63e-09, 5.08e-09, 2.42e-06, 2.35e-06, 1.85e-06, 6.56e-08, 1.15e-07, 8.60e-08, 1.08e-07, 1.15e-07, 2.19e-09, 5.36e-09, 5.02e-08, 1.19e-08]    [4.80e-06, 5.90e-06, 3.95e-06, 3.75e-06, 5.14e-06, 4.28e-06, 1.34e-06, 1.05e-08, 6.63e-09, 5.08e-09, 2.42e-06, 2.35e-06, 1.85e-06, 6.56e-08, 1.15e-07, 8.60e-08, 1.08e-07, 1.15e-07, 2.19e-09, 5.36e-09, 5.02e-08, 1.19e-08]    []  
178600    [4.45e-06, 6.10e-06, 3.97e-06, 3.82e-06, 5.50e-06, 4.17e-06, 1.35e-06, 8.42e-08, 6.40e-08, 3.62e-07, 3.94e-06, 4.41e-06, 2.08e-06, 5.08e-06, 9.46e-08, 4.60e-08, 9.96e-08, 1.35e-07, 3.83e-09, 1.97e-08, 2.32e-07, 4.16e-08]    [4.45e-06, 6.10e-06, 3.97e-06, 3.82e-06, 5.50e-06, 4.17e-06, 1.35e-06, 8.42e-08, 6.40e-08, 3.62e-07, 3.94e-06, 4.41e-06, 2.08e-06, 5.08e-06, 9.46e-08, 4.60e-08, 9.96e-08, 1.35e-07, 3.83e-09, 1.97e-08, 2.32e-07, 4.16e-08]    []  
178700    [4.69e-05, 9.18e-06, 5.74e-06, 5.45e-06, 8.56e-06, 5.80e-06, 2.50e-06, 7.20e-05, 2.95e-05, 1.32e-04, 1.40e-04, 4.79e-04, 3.10e-04, 2.57e-03, 5.35e-05, 5.42e-05, 4.80e-06, 2.39e-05, 0.00e+00, 0.00e+00, 6.60e-05, 2.78e-05]    [4.69e-05, 9.18e-06, 5.74e-06, 5.45e-06, 8.56e-06, 5.80e-06, 2.50e-06, 7.20e-05, 2.95e-05, 1.32e-04, 1.40e-04, 4.79e-04, 3.10e-04, 2.57e-03, 5.35e-05, 5.42e-05, 4.80e-06, 2.39e-05, 0.00e+00, 0.00e+00, 6.60e-05, 2.78e-05]    []  
178800    [6.71e-06, 5.99e-06, 4.03e-06, 3.53e-06, 5.12e-06, 4.43e-06, 1.38e-06, 1.19e-05, 5.04e-06, 1.06e-06, 5.74e-05, 3.48e-05, 1.46e-04, 1.01e-04, 6.04e-07, 9.01e-07, 2.45e-06, 2.15e-06, 2.40e-06, 9.98e-07, 1.16e-05, 4.78e-06]    [6.71e-06, 5.99e-06, 4.03e-06, 3.53e-06, 5.12e-06, 4.43e-06, 1.38e-06, 1.19e-05, 5.04e-06, 1.06e-06, 5.74e-05, 3.48e-05, 1.46e-04, 1.01e-04, 6.04e-07, 9.01e-07, 2.45e-06, 2.15e-06, 2.40e-06, 9.98e-07, 1.16e-05, 4.78e-06]    []  
178900    [2.61e-05, 7.40e-06, 4.81e-06, 4.17e-06, 6.75e-06, 4.95e-06, 1.87e-06, 2.25e-05, 2.02e-05, 5.49e-05, 7.38e-05, 2.01e-04, 4.19e-04, 1.36e-03, 1.85e-05, 1.92e-05, 6.51e-06, 1.30e-05, 3.96e-06, 3.50e-06, 1.95e-05, 1.69e-05]    [2.61e-05, 7.40e-06, 4.81e-06, 4.17e-06, 6.75e-06, 4.95e-06, 1.87e-06, 2.25e-05, 2.02e-05, 5.49e-05, 7.38e-05, 2.01e-04, 4.19e-04, 1.36e-03, 1.85e-05, 1.92e-05, 6.51e-06, 1.30e-05, 3.96e-06, 3.50e-06, 1.95e-05, 1.69e-05]    []  
179000    [4.76e-06, 5.91e-06, 3.93e-06, 3.56e-06, 5.45e-06, 4.39e-06, 1.48e-06, 1.46e-05, 1.12e-05, 1.26e-07, 1.90e-05, 1.50e-05, 5.20e-05, 2.96e-05, 1.06e-07, 1.23e-08, 0.00e+00, 2.29e-09, 0.00e+00, 0.00e+00, 2.03e-05, 1.39e-05]    [4.76e-06, 5.91e-06, 3.93e-06, 3.56e-06, 5.45e-06, 4.39e-06, 1.48e-06, 1.46e-05, 1.12e-05, 1.26e-07, 1.90e-05, 1.50e-05, 5.20e-05, 2.96e-05, 1.06e-07, 1.23e-08, 0.00e+00, 2.29e-09, 0.00e+00, 0.00e+00, 2.03e-05, 1.39e-05]    []  
179100    [7.04e-06, 6.13e-06, 4.14e-06, 4.06e-06, 6.04e-06, 4.46e-06, 1.53e-06, 7.29e-07, 9.28e-06, 1.62e-05, 1.17e-05, 6.98e-05, 6.96e-05, 3.49e-04, 0.00e+00, 0.00e+00, 2.01e-09, 0.00e+00, 1.46e-07, 1.05e-06, 5.18e-07, 5.39e-06]    [7.04e-06, 6.13e-06, 4.14e-06, 4.06e-06, 6.04e-06, 4.46e-06, 1.53e-06, 7.29e-07, 9.28e-06, 1.62e-05, 1.17e-05, 6.98e-05, 6.96e-05, 3.49e-04, 0.00e+00, 0.00e+00, 2.01e-09, 0.00e+00, 1.46e-07, 1.05e-06, 5.18e-07, 5.39e-06]    []  
179200    [5.56e-06, 6.17e-06, 4.06e-06, 4.13e-06, 6.39e-06, 4.39e-06, 1.59e-06, 2.76e-05, 1.38e-05, 6.62e-06, 6.05e-05, 6.16e-05, 2.38e-04, 3.07e-04, 1.51e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.72e-05, 1.38e-05]    [5.56e-06, 6.17e-06, 4.06e-06, 4.13e-06, 6.39e-06, 4.39e-06, 1.59e-06, 2.76e-05, 1.38e-05, 6.62e-06, 6.05e-05, 6.16e-05, 2.38e-04, 3.07e-04, 1.51e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.72e-05, 1.38e-05]    []  
179300    [5.04e-06, 6.12e-06, 4.11e-06, 3.80e-06, 6.75e-06, 4.38e-06, 1.67e-06, 2.38e-06, 5.18e-06, 2.83e-06, 6.40e-06, 1.34e-05, 3.29e-05, 6.82e-05, 2.05e-08, 0.00e+00, 0.00e+00, 1.29e-09, 0.00e+00, 9.19e-07, 3.33e-06, 4.76e-06]    [5.04e-06, 6.12e-06, 4.11e-06, 3.80e-06, 6.75e-06, 4.38e-06, 1.67e-06, 2.38e-06, 5.18e-06, 2.83e-06, 6.40e-06, 1.34e-05, 3.29e-05, 6.82e-05, 2.05e-08, 0.00e+00, 0.00e+00, 1.29e-09, 0.00e+00, 9.19e-07, 3.33e-06, 4.76e-06]    []  
179400    [1.18e-05, 6.76e-06, 5.02e-06, 4.24e-06, 6.44e-06, 4.62e-06, 1.89e-06, 3.47e-05, 2.51e-05, 5.01e-06, 8.01e-05, 5.82e-05, 6.64e-05, 2.91e-05, 2.36e-06, 1.19e-06, 1.89e-07, 2.05e-07, 0.00e+00, 1.99e-06, 3.17e-05, 1.07e-05]    [1.18e-05, 6.76e-06, 5.02e-06, 4.24e-06, 6.44e-06, 4.62e-06, 1.89e-06, 3.47e-05, 2.51e-05, 5.01e-06, 8.01e-05, 5.82e-05, 6.64e-05, 2.91e-05, 2.36e-06, 1.19e-06, 1.89e-07, 2.05e-07, 0.00e+00, 1.99e-06, 3.17e-05, 1.07e-05]    []  
179500    [1.20e-05, 6.41e-06, 4.49e-06, 3.05e-06, 6.32e-06, 4.66e-06, 1.77e-06, 6.82e-06, 5.16e-06, 1.14e-05, 1.49e-05, 3.70e-05, 3.47e-05, 2.19e-04, 2.65e-06, 2.79e-06, 1.33e-06, 1.37e-06, 0.00e+00, 0.00e+00, 8.38e-06, 7.13e-06]    [1.20e-05, 6.41e-06, 4.49e-06, 3.05e-06, 6.32e-06, 4.66e-06, 1.77e-06, 6.82e-06, 5.16e-06, 1.14e-05, 1.49e-05, 3.70e-05, 3.47e-05, 2.19e-04, 2.65e-06, 2.79e-06, 1.33e-06, 1.37e-06, 0.00e+00, 0.00e+00, 8.38e-06, 7.13e-06]    []  
179600    [4.59e-06, 5.96e-06, 4.15e-06, 3.87e-06, 6.41e-06, 4.49e-06, 1.63e-06, 7.82e-08, 2.69e-06, 3.30e-07, 5.34e-06, 5.34e-06, 1.58e-05, 1.43e-05, 5.32e-09, 4.90e-10, 4.37e-10, 6.36e-09, 2.62e-10, 2.25e-07, 2.16e-07, 1.19e-06]    [4.59e-06, 5.96e-06, 4.15e-06, 3.87e-06, 6.41e-06, 4.49e-06, 1.63e-06, 7.82e-08, 2.69e-06, 3.30e-07, 5.34e-06, 5.34e-06, 1.58e-05, 1.43e-05, 5.32e-09, 4.90e-10, 4.37e-10, 6.36e-09, 2.62e-10, 2.25e-07, 2.16e-07, 1.19e-06]    []  
179700    [7.51e-06, 6.06e-06, 4.54e-06, 2.82e-06, 5.65e-06, 4.77e-06, 1.78e-06, 1.34e-05, 9.63e-06, 3.82e-06, 7.08e-06, 2.37e-05, 1.86e-05, 1.04e-04, 0.00e+00, 0.00e+00, 6.16e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.72e-05, 9.59e-06]    [7.51e-06, 6.06e-06, 4.54e-06, 2.82e-06, 5.65e-06, 4.77e-06, 1.78e-06, 1.34e-05, 9.63e-06, 3.82e-06, 7.08e-06, 2.37e-05, 1.86e-05, 1.04e-04, 0.00e+00, 0.00e+00, 6.16e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.72e-05, 9.59e-06]    []  
179800    [6.39e-06, 5.87e-06, 4.16e-06, 3.57e-06, 5.89e-06, 4.34e-06, 1.60e-06, 2.42e-05, 5.99e-05, 1.56e-06, 5.41e-05, 3.98e-05, 1.50e-04, 1.06e-04, 6.85e-09, 0.00e+00, 1.60e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.75e-05, 4.18e-05]    [6.39e-06, 5.87e-06, 4.16e-06, 3.57e-06, 5.89e-06, 4.34e-06, 1.60e-06, 2.42e-05, 5.99e-05, 1.56e-06, 5.41e-05, 3.98e-05, 1.50e-04, 1.06e-04, 6.85e-09, 0.00e+00, 1.60e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.75e-05, 4.18e-05]    []  
179900    [6.11e-06, 5.86e-06, 4.26e-06, 3.43e-06, 5.97e-06, 4.55e-06, 1.75e-06, 1.11e-06, 6.92e-06, 4.28e-06, 9.60e-06, 2.92e-05, 1.19e-05, 1.06e-04, 0.00e+00, 0.00e+00, 1.04e-09, 1.85e-09, 1.19e-08, 3.29e-07, 1.59e-06, 1.62e-06]    [6.11e-06, 5.86e-06, 4.26e-06, 3.43e-06, 5.97e-06, 4.55e-06, 1.75e-06, 1.11e-06, 6.92e-06, 4.28e-06, 9.60e-06, 2.92e-05, 1.19e-05, 1.06e-04, 0.00e+00, 0.00e+00, 1.04e-09, 1.85e-09, 1.19e-08, 3.29e-07, 1.59e-06, 1.62e-06]    []  
180000    [7.32e-06, 6.75e-06, 4.88e-06, 5.34e-06, 6.55e-06, 4.68e-06, 1.71e-06, 6.95e-05, 1.28e-04, 3.08e-05, 6.50e-05, 1.56e-04, 2.31e-05, 4.18e-04, 0.00e+00, 0.00e+00, 1.84e-08, 0.00e+00, 9.37e-06, 2.56e-05, 4.74e-05, 1.17e-04]    [7.32e-06, 6.75e-06, 4.88e-06, 5.34e-06, 6.55e-06, 4.68e-06, 1.71e-06, 6.95e-05, 1.28e-04, 3.08e-05, 6.50e-05, 1.56e-04, 2.31e-05, 4.18e-04, 0.00e+00, 0.00e+00, 1.84e-08, 0.00e+00, 9.37e-06, 2.56e-05, 4.74e-05, 1.17e-04]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 44.069385 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
180000    [7.32e-06, 6.75e-06, 4.88e-06, 5.34e-06, 6.55e-06, 4.68e-06, 1.71e-06, 6.95e-05, 1.28e-04, 3.08e-05, 6.50e-05, 1.56e-04, 2.31e-05, 4.18e-04, 0.00e+00, 0.00e+00, 1.84e-08, 0.00e+00, 9.37e-06, 2.56e-05, 4.74e-05, 1.17e-04]    [7.32e-06, 6.75e-06, 4.88e-06, 5.34e-06, 6.55e-06, 4.68e-06, 1.71e-06, 6.95e-05, 1.28e-04, 3.08e-05, 6.50e-05, 1.56e-04, 2.31e-05, 4.18e-04, 0.00e+00, 0.00e+00, 1.84e-08, 0.00e+00, 9.37e-06, 2.56e-05, 4.74e-05, 1.17e-04]    []  
180100    [4.25e-06, 5.92e-06, 4.08e-06, 3.52e-06, 5.89e-06, 4.34e-06, 1.59e-06, 2.99e-06, 4.35e-06, 1.60e-06, 1.25e-05, 1.49e-05, 6.15e-06, 1.53e-05, 0.00e+00, 1.25e-10, 2.99e-08, 1.04e-07, 6.95e-08, 2.01e-07, 3.33e-07, 1.03e-06]    [4.25e-06, 5.92e-06, 4.08e-06, 3.52e-06, 5.89e-06, 4.34e-06, 1.59e-06, 2.99e-06, 4.35e-06, 1.60e-06, 1.25e-05, 1.49e-05, 6.15e-06, 1.53e-05, 0.00e+00, 1.25e-10, 2.99e-08, 1.04e-07, 6.95e-08, 2.01e-07, 3.33e-07, 1.03e-06]    []  
180200    [6.83e-06, 5.93e-06, 4.23e-06, 3.30e-06, 5.42e-06, 4.20e-06, 1.63e-06, 2.81e-05, 4.65e-06, 1.05e-06, 2.60e-05, 1.91e-05, 7.10e-05, 5.04e-05, 2.58e-09, 0.00e+00, 1.71e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-05, 1.43e-05]    [6.83e-06, 5.93e-06, 4.23e-06, 3.30e-06, 5.42e-06, 4.20e-06, 1.63e-06, 2.81e-05, 4.65e-06, 1.05e-06, 2.60e-05, 1.91e-05, 7.10e-05, 5.04e-05, 2.58e-09, 0.00e+00, 1.71e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-05, 1.43e-05]    []  
180300    [1.36e-05, 7.97e-06, 5.17e-06, 3.12e-06, 5.21e-06, 4.62e-06, 1.94e-06, 2.39e-05, 6.07e-07, 2.86e-06, 8.98e-05, 6.10e-05, 2.96e-04, 2.21e-04, 5.78e-07, 7.08e-07, 4.93e-06, 3.41e-06, 0.00e+00, 1.86e-07, 1.68e-05, 7.77e-07]    [1.36e-05, 7.97e-06, 5.17e-06, 3.12e-06, 5.21e-06, 4.62e-06, 1.94e-06, 2.39e-05, 6.07e-07, 2.86e-06, 8.98e-05, 6.10e-05, 2.96e-04, 2.21e-04, 5.78e-07, 7.08e-07, 4.93e-06, 3.41e-06, 0.00e+00, 1.86e-07, 1.68e-05, 7.77e-07]    []  
180400    [4.44e-06, 5.60e-06, 3.82e-06, 3.53e-06, 5.76e-06, 4.34e-06, 1.51e-06, 6.11e-06, 1.79e-06, 5.38e-12, 1.36e-05, 9.09e-06, 2.82e-05, 7.25e-06, 4.47e-08, 1.42e-09, 0.00e+00, 1.37e-09, 0.00e+00, 0.00e+00, 6.24e-06, 2.84e-06]    [4.44e-06, 5.60e-06, 3.82e-06, 3.53e-06, 5.76e-06, 4.34e-06, 1.51e-06, 6.11e-06, 1.79e-06, 5.38e-12, 1.36e-05, 9.09e-06, 2.82e-05, 7.25e-06, 4.47e-08, 1.42e-09, 0.00e+00, 1.37e-09, 0.00e+00, 0.00e+00, 6.24e-06, 2.84e-06]    []  
180500    [1.78e-05, 6.71e-06, 4.30e-06, 3.70e-06, 6.50e-06, 4.59e-06, 1.77e-06, 7.75e-06, 3.14e-06, 2.55e-05, 6.46e-05, 1.16e-04, 3.20e-04, 7.70e-04, 8.55e-06, 8.02e-06, 7.17e-06, 6.77e-06, 1.71e-06, 5.54e-07, 8.39e-06, 2.81e-06]    [1.78e-05, 6.71e-06, 4.30e-06, 3.70e-06, 6.50e-06, 4.59e-06, 1.77e-06, 7.75e-06, 3.14e-06, 2.55e-05, 6.46e-05, 1.16e-04, 3.20e-04, 7.70e-04, 8.55e-06, 8.02e-06, 7.17e-06, 6.77e-06, 1.71e-06, 5.54e-07, 8.39e-06, 2.81e-06]    []  
180600    [4.31e-06, 5.68e-06, 3.80e-06, 3.44e-06, 5.65e-06, 4.29e-06, 1.46e-06, 3.82e-06, 2.98e-07, 4.33e-08, 4.00e-06, 2.99e-06, 3.81e-06, 1.00e-07, 8.36e-09, 1.28e-08, 1.40e-07, 1.06e-07, 5.62e-07, 5.40e-09, 3.05e-06, 6.94e-08]    [4.31e-06, 5.68e-06, 3.80e-06, 3.44e-06, 5.65e-06, 4.29e-06, 1.46e-06, 3.82e-06, 2.98e-07, 4.33e-08, 4.00e-06, 2.99e-06, 3.81e-06, 1.00e-07, 8.36e-09, 1.28e-08, 1.40e-07, 1.06e-07, 5.62e-07, 5.40e-09, 3.05e-06, 6.94e-08]    []  
180700    [8.42e-06, 5.92e-06, 4.01e-06, 3.56e-06, 5.44e-06, 4.38e-06, 1.56e-06, 4.87e-07, 5.01e-06, 1.48e-05, 1.66e-05, 9.29e-05, 6.19e-05, 4.16e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.46e-07, 3.15e-06]    [8.42e-06, 5.92e-06, 4.01e-06, 3.56e-06, 5.44e-06, 4.38e-06, 1.56e-06, 4.87e-07, 5.01e-06, 1.48e-05, 1.66e-05, 9.29e-05, 6.19e-05, 4.16e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.46e-07, 3.15e-06]    []  
180800    [6.95e-06, 6.06e-06, 4.09e-06, 2.97e-06, 4.99e-06, 4.21e-06, 1.43e-06, 1.03e-05, 3.56e-07, 7.59e-07, 4.42e-06, 4.65e-06, 7.34e-06, 1.47e-05, 2.69e-07, 6.73e-08, 1.45e-07, 2.19e-07, 0.00e+00, 0.00e+00, 1.54e-05, 3.91e-07]    [6.95e-06, 6.06e-06, 4.09e-06, 2.97e-06, 4.99e-06, 4.21e-06, 1.43e-06, 1.03e-05, 3.56e-07, 7.59e-07, 4.42e-06, 4.65e-06, 7.34e-06, 1.47e-05, 2.69e-07, 6.73e-08, 1.45e-07, 2.19e-07, 0.00e+00, 0.00e+00, 1.54e-05, 3.91e-07]    []  
180900    [9.31e-06, 6.30e-06, 4.41e-06, 2.72e-06, 5.32e-06, 4.18e-06, 1.58e-06, 8.03e-07, 1.70e-06, 2.99e-07, 6.45e-06, 1.03e-05, 9.32e-06, 1.74e-05, 3.88e-07, 5.71e-07, 1.17e-06, 4.18e-07, 1.86e-07, 0.00e+00, 1.14e-06, 4.92e-06]    [9.31e-06, 6.30e-06, 4.41e-06, 2.72e-06, 5.32e-06, 4.18e-06, 1.58e-06, 8.03e-07, 1.70e-06, 2.99e-07, 6.45e-06, 1.03e-05, 9.32e-06, 1.74e-05, 3.88e-07, 5.71e-07, 1.17e-06, 4.18e-07, 1.86e-07, 0.00e+00, 1.14e-06, 4.92e-06]    []  
181000    [4.37e-06, 5.78e-06, 3.80e-06, 3.62e-06, 5.48e-06, 4.09e-06, 1.41e-06, 1.83e-09, 6.87e-09, 1.99e-08, 2.31e-06, 2.25e-06, 2.09e-06, 4.31e-07, 7.17e-09, 9.37e-09, 3.08e-08, 4.80e-08, 6.85e-10, 0.00e+00, 9.34e-09, 1.34e-08]    [4.37e-06, 5.78e-06, 3.80e-06, 3.62e-06, 5.48e-06, 4.09e-06, 1.41e-06, 1.83e-09, 6.87e-09, 1.99e-08, 2.31e-06, 2.25e-06, 2.09e-06, 4.31e-07, 7.17e-09, 9.37e-09, 3.08e-08, 4.80e-08, 6.85e-10, 0.00e+00, 9.34e-09, 1.34e-08]    []  
181100    [4.24e-06, 5.70e-06, 3.63e-06, 3.47e-06, 5.53e-06, 4.01e-06, 1.33e-06, 3.74e-08, 7.33e-07, 1.68e-08, 4.42e-06, 2.85e-06, 3.27e-06, 2.70e-07, 1.01e-08, 7.00e-09, 1.08e-07, 1.18e-07, 4.56e-11, 0.00e+00, 2.64e-07, 6.50e-07]    [4.24e-06, 5.70e-06, 3.63e-06, 3.47e-06, 5.53e-06, 4.01e-06, 1.33e-06, 3.74e-08, 7.33e-07, 1.68e-08, 4.42e-06, 2.85e-06, 3.27e-06, 2.70e-07, 1.01e-08, 7.00e-09, 1.08e-07, 1.18e-07, 4.56e-11, 0.00e+00, 2.64e-07, 6.50e-07]    []  
181200    [4.30e-06, 5.76e-06, 3.68e-06, 3.63e-06, 5.26e-06, 4.13e-06, 1.35e-06, 1.36e-05, 3.28e-06, 2.48e-08, 8.62e-06, 5.11e-06, 1.18e-05, 2.79e-06, 3.06e-08, 5.36e-08, 3.45e-07, 1.66e-07, 3.20e-06, 0.00e+00, 1.59e-05, 2.44e-06]    [4.30e-06, 5.76e-06, 3.68e-06, 3.63e-06, 5.26e-06, 4.13e-06, 1.35e-06, 1.36e-05, 3.28e-06, 2.48e-08, 8.62e-06, 5.11e-06, 1.18e-05, 2.79e-06, 3.06e-08, 5.36e-08, 3.45e-07, 1.66e-07, 3.20e-06, 0.00e+00, 1.59e-05, 2.44e-06]    []  
181300    [3.65e-06, 5.66e-06, 3.61e-06, 3.69e-06, 5.28e-06, 4.10e-06, 1.34e-06, 4.08e-08, 5.35e-06, 2.24e-07, 2.44e-06, 3.32e-06, 2.12e-06, 3.19e-06, 2.60e-10, 6.24e-10, 2.25e-08, 3.41e-08, 3.45e-08, 3.13e-07, 1.31e-07, 1.75e-06]    [3.65e-06, 5.66e-06, 3.61e-06, 3.69e-06, 5.28e-06, 4.10e-06, 1.34e-06, 4.08e-08, 5.35e-06, 2.24e-07, 2.44e-06, 3.32e-06, 2.12e-06, 3.19e-06, 2.60e-10, 6.24e-10, 2.25e-08, 3.41e-08, 3.45e-08, 3.13e-07, 1.31e-07, 1.75e-06]    []  
181400    [4.89e-06, 5.73e-06, 3.58e-06, 3.60e-06, 5.33e-06, 4.13e-06, 1.30e-06, 1.16e-07, 1.17e-06, 7.81e-07, 3.32e-06, 4.79e-06, 4.20e-06, 1.65e-05, 2.00e-07, 1.35e-07, 1.67e-07, 2.04e-07, 0.00e+00, 0.00e+00, 7.26e-07, 5.82e-07]    [4.89e-06, 5.73e-06, 3.58e-06, 3.60e-06, 5.33e-06, 4.13e-06, 1.30e-06, 1.16e-07, 1.17e-06, 7.81e-07, 3.32e-06, 4.79e-06, 4.20e-06, 1.65e-05, 2.00e-07, 1.35e-07, 1.67e-07, 2.04e-07, 0.00e+00, 0.00e+00, 7.26e-07, 5.82e-07]    []  
181500    [4.74e-06, 5.69e-06, 3.55e-06, 3.56e-06, 5.24e-06, 4.10e-06, 1.27e-06, 7.12e-09, 8.65e-07, 6.39e-07, 7.09e-06, 6.06e-06, 1.82e-05, 2.51e-05, 1.55e-07, 2.06e-07, 3.80e-07, 4.29e-07, 4.86e-10, 2.85e-07, 5.78e-08, 1.36e-06]    [4.74e-06, 5.69e-06, 3.55e-06, 3.56e-06, 5.24e-06, 4.10e-06, 1.27e-06, 7.12e-09, 8.65e-07, 6.39e-07, 7.09e-06, 6.06e-06, 1.82e-05, 2.51e-05, 1.55e-07, 2.06e-07, 3.80e-07, 4.29e-07, 4.86e-10, 2.85e-07, 5.78e-08, 1.36e-06]    []  
181600    [6.86e-06, 6.07e-06, 3.87e-06, 3.26e-06, 4.66e-06, 4.35e-06, 1.48e-06, 2.74e-05, 2.27e-06, 5.46e-08, 3.07e-06, 5.41e-06, 5.66e-06, 1.05e-06, 1.01e-07, 6.29e-08, 1.85e-07, 0.00e+00, 2.45e-06, 3.27e-07, 1.37e-05, 1.77e-06]    [6.86e-06, 6.07e-06, 3.87e-06, 3.26e-06, 4.66e-06, 4.35e-06, 1.48e-06, 2.74e-05, 2.27e-06, 5.46e-08, 3.07e-06, 5.41e-06, 5.66e-06, 1.05e-06, 1.01e-07, 6.29e-08, 1.85e-07, 0.00e+00, 2.45e-06, 3.27e-07, 1.37e-05, 1.77e-06]    []  
181700    [2.16e-05, 7.74e-06, 4.43e-06, 4.02e-06, 6.06e-06, 4.90e-06, 2.12e-06, 1.16e-05, 3.51e-05, 3.63e-05, 4.42e-05, 1.40e-04, 1.98e-04, 8.32e-04, 1.11e-05, 1.34e-05, 6.93e-06, 5.21e-06, 1.06e-06, 6.15e-06, 5.69e-06, 3.05e-05]    [2.16e-05, 7.74e-06, 4.43e-06, 4.02e-06, 6.06e-06, 4.90e-06, 2.12e-06, 1.16e-05, 3.51e-05, 3.63e-05, 4.42e-05, 1.40e-04, 1.98e-04, 8.32e-04, 1.11e-05, 1.34e-05, 6.93e-06, 5.21e-06, 1.06e-06, 6.15e-06, 5.69e-06, 3.05e-05]    []  
181800    [2.69e-05, 8.18e-06, 4.43e-06, 4.56e-06, 6.30e-06, 5.30e-06, 2.08e-06, 1.22e-05, 4.92e-05, 5.31e-05, 7.43e-05, 1.99e-04, 2.83e-04, 1.32e-03, 1.74e-05, 1.59e-05, 1.30e-05, 5.30e-06, 0.00e+00, 0.00e+00, 2.85e-05, 9.47e-05]    [2.69e-05, 8.18e-06, 4.43e-06, 4.56e-06, 6.30e-06, 5.30e-06, 2.08e-06, 1.22e-05, 4.92e-05, 5.31e-05, 7.43e-05, 1.99e-04, 2.83e-04, 1.32e-03, 1.74e-05, 1.59e-05, 1.30e-05, 5.30e-06, 0.00e+00, 0.00e+00, 2.85e-05, 9.47e-05]    []  
181900    [2.44e-05, 7.28e-06, 4.03e-06, 4.58e-06, 6.36e-06, 4.43e-06, 1.61e-06, 9.79e-06, 5.58e-06, 4.28e-05, 9.75e-05, 1.89e-04, 4.91e-04, 1.24e-03, 1.59e-05, 1.50e-05, 9.24e-06, 9.55e-06, 1.68e-06, 1.02e-06, 8.27e-06, 5.03e-06]    [2.44e-05, 7.28e-06, 4.03e-06, 4.58e-06, 6.36e-06, 4.43e-06, 1.61e-06, 9.79e-06, 5.58e-06, 4.28e-05, 9.75e-05, 1.89e-04, 4.91e-04, 1.24e-03, 1.59e-05, 1.50e-05, 9.24e-06, 9.55e-06, 1.68e-06, 1.02e-06, 8.27e-06, 5.03e-06]    []  
182000    [1.37e-05, 6.44e-06, 3.71e-06, 3.73e-06, 5.61e-06, 4.29e-06, 1.41e-06, 1.90e-05, 2.78e-05, 2.69e-05, 2.38e-05, 8.08e-05, 7.64e-05, 4.79e-04, 7.49e-06, 6.69e-06, 2.39e-06, 2.26e-06, 0.00e+00, 0.00e+00, 1.73e-05, 2.40e-05]    [1.37e-05, 6.44e-06, 3.71e-06, 3.73e-06, 5.61e-06, 4.29e-06, 1.41e-06, 1.90e-05, 2.78e-05, 2.69e-05, 2.38e-05, 8.08e-05, 7.64e-05, 4.79e-04, 7.49e-06, 6.69e-06, 2.39e-06, 2.26e-06, 0.00e+00, 0.00e+00, 1.73e-05, 2.40e-05]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 43.427854 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
182000    [1.37e-05, 6.44e-06, 3.71e-06, 3.73e-06, 5.61e-06, 4.29e-06, 1.41e-06, 1.90e-05, 2.78e-05, 2.69e-05, 2.38e-05, 8.08e-05, 7.64e-05, 4.79e-04, 7.49e-06, 6.69e-06, 2.39e-06, 2.26e-06, 0.00e+00, 0.00e+00, 1.73e-05, 2.40e-05]    [1.37e-05, 6.44e-06, 3.71e-06, 3.73e-06, 5.61e-06, 4.29e-06, 1.41e-06, 1.90e-05, 2.78e-05, 2.69e-05, 2.38e-05, 8.08e-05, 7.64e-05, 4.79e-04, 7.49e-06, 6.69e-06, 2.39e-06, 2.26e-06, 0.00e+00, 0.00e+00, 1.73e-05, 2.40e-05]    []  
182100    [3.51e-05, 8.45e-06, 4.26e-06, 6.09e-06, 7.36e-06, 5.01e-06, 2.07e-06, 3.28e-05, 2.53e-05, 6.99e-05, 9.90e-05, 3.06e-04, 4.61e-04, 1.90e-03, 3.90e-05, 2.26e-05, 1.43e-05, 9.66e-06, 5.64e-06, 4.46e-06, 2.86e-05, 2.17e-05]    [3.51e-05, 8.45e-06, 4.26e-06, 6.09e-06, 7.36e-06, 5.01e-06, 2.07e-06, 3.28e-05, 2.53e-05, 6.99e-05, 9.90e-05, 3.06e-04, 4.61e-04, 1.90e-03, 3.90e-05, 2.26e-05, 1.43e-05, 9.66e-06, 5.64e-06, 4.46e-06, 2.86e-05, 2.17e-05]    []  
182200    [4.59e-06, 5.91e-06, 3.30e-06, 3.77e-06, 4.84e-06, 3.88e-06, 1.13e-06, 9.01e-08, 1.64e-07, 7.29e-07, 7.07e-06, 5.48e-06, 1.79e-05, 2.19e-05, 2.03e-07, 1.52e-07, 3.53e-07, 3.86e-07, 9.10e-10, 0.00e+00, 7.72e-08, 1.44e-07]    [4.59e-06, 5.91e-06, 3.30e-06, 3.77e-06, 4.84e-06, 3.88e-06, 1.13e-06, 9.01e-08, 1.64e-07, 7.29e-07, 7.07e-06, 5.48e-06, 1.79e-05, 2.19e-05, 2.03e-07, 1.52e-07, 3.53e-07, 3.86e-07, 9.10e-10, 0.00e+00, 7.72e-08, 1.44e-07]    []  
182300    [3.54e-06, 5.91e-06, 3.25e-06, 4.12e-06, 4.74e-06, 3.71e-06, 1.18e-06, 1.47e-08, 4.44e-08, 4.37e-07, 2.32e-06, 4.55e-06, 4.77e-06, 9.94e-06, 1.34e-09, 1.24e-10, 1.14e-09, 1.96e-09, 3.32e-09, 0.00e+00, 5.63e-08, 1.63e-07]    [3.54e-06, 5.91e-06, 3.25e-06, 4.12e-06, 4.74e-06, 3.71e-06, 1.18e-06, 1.47e-08, 4.44e-08, 4.37e-07, 2.32e-06, 4.55e-06, 4.77e-06, 9.94e-06, 1.34e-09, 1.24e-10, 1.14e-09, 1.96e-09, 3.32e-09, 0.00e+00, 5.63e-08, 1.63e-07]    []  
182400    [3.96e-06, 6.11e-06, 3.15e-06, 4.03e-06, 4.82e-06, 3.51e-06, 1.11e-06, 1.84e-05, 1.48e-06, 1.96e-10, 1.42e-05, 8.02e-06, 2.64e-05, 9.52e-06, 1.05e-07, 1.51e-07, 3.92e-07, 4.05e-07, 2.96e-06, 2.76e-07, 1.54e-05, 1.36e-06]    [3.96e-06, 6.11e-06, 3.15e-06, 4.03e-06, 4.82e-06, 3.51e-06, 1.11e-06, 1.84e-05, 1.48e-06, 1.96e-10, 1.42e-05, 8.02e-06, 2.64e-05, 9.52e-06, 1.05e-07, 1.51e-07, 3.92e-07, 4.05e-07, 2.96e-06, 2.76e-07, 1.54e-05, 1.36e-06]    []  
182500    [2.04e-05, 8.30e-06, 4.01e-06, 1.36e-05, 9.55e-06, 5.13e-06, 2.00e-06, 1.54e-07, 1.68e-08, 2.89e-05, 6.09e-05, 1.19e-04, 2.44e-04, 8.16e-04, 1.27e-05, 5.72e-06, 5.72e-06, 4.82e-06, 2.60e-08, 4.27e-09, 1.26e-07, 2.05e-08]    [2.04e-05, 8.30e-06, 4.01e-06, 1.36e-05, 9.55e-06, 5.13e-06, 2.00e-06, 1.54e-07, 1.68e-08, 2.89e-05, 6.09e-05, 1.19e-04, 2.44e-04, 8.16e-04, 1.27e-05, 5.72e-06, 5.72e-06, 4.82e-06, 2.60e-08, 4.27e-09, 1.26e-07, 2.05e-08]    []  
182600    [4.70e-06, 6.35e-06, 2.83e-06, 5.16e-06, 5.10e-06, 3.74e-06, 9.14e-07, 5.88e-07, 4.41e-06, 6.84e-06, 7.28e-06, 3.58e-05, 3.68e-05, 1.68e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.68e-11, 6.22e-09, 0.00e+00, 1.29e-07, 7.06e-06]    [4.70e-06, 6.35e-06, 2.83e-06, 5.16e-06, 5.10e-06, 3.74e-06, 9.14e-07, 5.88e-07, 4.41e-06, 6.84e-06, 7.28e-06, 3.58e-05, 3.68e-05, 1.68e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.68e-11, 6.22e-09, 0.00e+00, 1.29e-07, 7.06e-06]    []  
182700    [5.28e-06, 6.64e-06, 2.83e-06, 8.15e-06, 6.62e-06, 3.92e-06, 6.84e-07, 3.45e-05, 1.80e-06, 1.02e-06, 9.27e-06, 1.12e-05, 3.32e-05, 2.05e-05, 3.19e-08, 2.56e-08, 0.00e+00, 3.81e-08, 4.65e-06, 3.15e-07, 2.65e-05, 1.86e-06]    [5.28e-06, 6.64e-06, 2.83e-06, 8.15e-06, 6.62e-06, 3.92e-06, 6.84e-07, 3.45e-05, 1.80e-06, 1.02e-06, 9.27e-06, 1.12e-05, 3.32e-05, 2.05e-05, 3.19e-08, 2.56e-08, 0.00e+00, 3.81e-08, 4.65e-06, 3.15e-07, 2.65e-05, 1.86e-06]    []  
182800    [5.87e-06, 6.60e-06, 2.90e-06, 4.61e-06, 4.95e-06, 3.51e-06, 1.06e-06, 9.22e-07, 1.07e-08, 4.36e-06, 6.62e-06, 1.34e-05, 1.02e-05, 6.65e-05, 1.37e-06, 7.08e-07, 6.30e-07, 7.31e-07, 0.00e+00, 0.00e+00, 1.33e-06, 1.32e-07]    [5.87e-06, 6.60e-06, 2.90e-06, 4.61e-06, 4.95e-06, 3.51e-06, 1.06e-06, 9.22e-07, 1.07e-08, 4.36e-06, 6.62e-06, 1.34e-05, 1.02e-05, 6.65e-05, 1.37e-06, 7.08e-07, 6.30e-07, 7.31e-07, 0.00e+00, 0.00e+00, 1.33e-06, 1.32e-07]    []  
182900    [1.24e-05, 9.37e-06, 5.20e-06, 1.14e-05, 6.99e-06, 3.43e-06, 9.27e-07, 1.43e-05, 9.72e-05, 3.15e-05, 8.68e-05, 6.06e-05, 3.33e-04, 3.98e-04, 4.85e-06, 1.20e-06, 1.12e-06, 7.56e-06, 0.00e+00, 0.00e+00, 2.63e-05, 1.09e-04]    [1.24e-05, 9.37e-06, 5.20e-06, 1.14e-05, 6.99e-06, 3.43e-06, 9.27e-07, 1.43e-05, 9.72e-05, 3.15e-05, 8.68e-05, 6.06e-05, 3.33e-04, 3.98e-04, 4.85e-06, 1.20e-06, 1.12e-06, 7.56e-06, 0.00e+00, 0.00e+00, 2.63e-05, 1.09e-04]    []  
183000    [1.35e-05, 7.84e-06, 2.97e-06, 4.90e-06, 6.34e-06, 3.58e-06, 1.05e-06, 1.31e-04, 5.09e-05, 3.22e-05, 2.36e-05, 8.28e-05, 9.23e-05, 5.19e-04, 1.02e-05, 4.60e-06, 6.37e-06, 4.23e-06, 0.00e+00, 0.00e+00, 9.27e-05, 4.76e-05]    [1.35e-05, 7.84e-06, 2.97e-06, 4.90e-06, 6.34e-06, 3.58e-06, 1.05e-06, 1.31e-04, 5.09e-05, 3.22e-05, 2.36e-05, 8.28e-05, 9.23e-05, 5.19e-04, 1.02e-05, 4.60e-06, 6.37e-06, 4.23e-06, 0.00e+00, 0.00e+00, 9.27e-05, 4.76e-05]    []  
183100    [3.17e-06, 7.15e-06, 2.53e-06, 5.59e-06, 4.42e-06, 2.95e-06, 7.18e-07, 2.82e-06, 6.33e-07, 1.05e-07, 5.10e-06, 5.73e-06, 1.26e-05, 9.57e-06, 2.49e-08, 3.90e-09, 1.40e-09, 2.28e-09, 0.00e+00, 0.00e+00, 2.32e-06, 5.21e-07]    [3.17e-06, 7.15e-06, 2.53e-06, 5.59e-06, 4.42e-06, 2.95e-06, 7.18e-07, 2.82e-06, 6.33e-07, 1.05e-07, 5.10e-06, 5.73e-06, 1.26e-05, 9.57e-06, 2.49e-08, 3.90e-09, 1.40e-09, 2.28e-09, 0.00e+00, 0.00e+00, 2.32e-06, 5.21e-07]    []  
183200    [6.24e-06, 7.26e-06, 2.59e-06, 4.58e-06, 4.89e-06, 2.95e-06, 7.64e-07, 6.05e-06, 2.19e-07, 3.08e-06, 2.57e-05, 2.49e-05, 9.86e-05, 1.38e-04, 1.12e-06, 1.18e-06, 1.84e-06, 1.50e-06, 9.24e-07, 1.75e-08, 4.93e-06, 1.03e-07]    [6.24e-06, 7.26e-06, 2.59e-06, 4.58e-06, 4.89e-06, 2.95e-06, 7.64e-07, 6.05e-06, 2.19e-07, 3.08e-06, 2.57e-05, 2.49e-05, 9.86e-05, 1.38e-04, 1.12e-06, 1.18e-06, 1.84e-06, 1.50e-06, 9.24e-07, 1.75e-08, 4.93e-06, 1.03e-07]    []  
183300    [4.12e-06, 7.24e-06, 2.35e-06, 4.34e-06, 4.91e-06, 2.75e-06, 6.74e-07, 5.12e-07, 1.43e-06, 1.69e-07, 1.43e-05, 8.02e-06, 2.98e-05, 1.23e-05, 3.97e-08, 1.55e-07, 8.84e-07, 1.42e-07, 1.23e-07, 0.00e+00, 6.87e-07, 1.04e-06]    [4.12e-06, 7.24e-06, 2.35e-06, 4.34e-06, 4.91e-06, 2.75e-06, 6.74e-07, 5.12e-07, 1.43e-06, 1.69e-07, 1.43e-05, 8.02e-06, 2.98e-05, 1.23e-05, 3.97e-08, 1.55e-07, 8.84e-07, 1.42e-07, 1.23e-07, 0.00e+00, 6.87e-07, 1.04e-06]    []  
183400    [2.95e-06, 7.50e-06, 2.34e-06, 4.99e-06, 4.99e-06, 2.56e-06, 6.23e-07, 2.22e-06, 6.98e-06, 4.59e-07, 1.07e-05, 9.81e-06, 3.05e-05, 2.25e-05, 1.92e-08, 0.00e+00, 0.00e+00, 2.97e-11, 0.00e+00, 0.00e+00, 2.54e-06, 4.84e-06]    [2.95e-06, 7.50e-06, 2.34e-06, 4.99e-06, 4.99e-06, 2.56e-06, 6.23e-07, 2.22e-06, 6.98e-06, 4.59e-07, 1.07e-05, 9.81e-06, 3.05e-05, 2.25e-05, 1.92e-08, 0.00e+00, 0.00e+00, 2.97e-11, 0.00e+00, 0.00e+00, 2.54e-06, 4.84e-06]    []  
183500    [3.57e-06, 7.60e-06, 2.42e-06, 5.37e-06, 4.75e-06, 2.57e-06, 6.20e-07, 5.99e-06, 2.43e-05, 3.55e-06, 4.22e-06, 9.53e-06, 6.16e-06, 2.62e-05, 0.00e+00, 0.00e+00, 0.00e+00, 5.30e-09, 8.47e-07, 3.45e-06, 4.91e-06, 2.11e-05]    [3.57e-06, 7.60e-06, 2.42e-06, 5.37e-06, 4.75e-06, 2.57e-06, 6.20e-07, 5.99e-06, 2.43e-05, 3.55e-06, 4.22e-06, 9.53e-06, 6.16e-06, 2.62e-05, 0.00e+00, 0.00e+00, 0.00e+00, 5.30e-09, 8.47e-07, 3.45e-06, 4.91e-06, 2.11e-05]    []  
183600    [5.34e-06, 8.24e-06, 3.20e-06, 4.64e-06, 6.38e-06, 2.41e-06, 7.52e-07, 7.94e-05, 2.43e-07, 1.25e-05, 5.03e-05, 9.07e-05, 2.06e-05, 2.16e-04, 0.00e+00, 0.00e+00, 1.39e-08, 1.09e-08, 1.59e-05, 1.19e-07, 8.32e-05, 7.59e-07]    [5.34e-06, 8.24e-06, 3.20e-06, 4.64e-06, 6.38e-06, 2.41e-06, 7.52e-07, 7.94e-05, 2.43e-07, 1.25e-05, 5.03e-05, 9.07e-05, 2.06e-05, 2.16e-04, 0.00e+00, 0.00e+00, 1.39e-08, 1.09e-08, 1.59e-05, 1.19e-07, 8.32e-05, 7.59e-07]    []  
183700    [3.40e-05, 9.51e-06, 3.96e-06, 5.08e-06, 9.33e-06, 4.51e-06, 2.11e-06, 3.56e-05, 9.11e-05, 8.43e-05, 1.29e-04, 3.33e-04, 1.82e-04, 1.81e-03, 2.92e-05, 3.03e-05, 5.40e-06, 1.18e-05, 0.00e+00, 0.00e+00, 2.89e-05, 8.01e-05]    [3.40e-05, 9.51e-06, 3.96e-06, 5.08e-06, 9.33e-06, 4.51e-06, 2.11e-06, 3.56e-05, 9.11e-05, 8.43e-05, 1.29e-04, 3.33e-04, 1.82e-04, 1.81e-03, 2.92e-05, 3.03e-05, 5.40e-06, 1.18e-05, 0.00e+00, 0.00e+00, 2.89e-05, 8.01e-05]    []  
183800    [5.65e-06, 7.76e-06, 2.35e-06, 4.15e-06, 5.84e-06, 2.47e-06, 5.95e-07, 1.48e-06, 3.60e-08, 7.59e-06, 3.48e-05, 5.13e-05, 1.60e-04, 2.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.92e-09, 2.84e-06, 1.89e-07]    [5.65e-06, 7.76e-06, 2.35e-06, 4.15e-06, 5.84e-06, 2.47e-06, 5.95e-07, 1.48e-06, 3.60e-08, 7.59e-06, 3.48e-05, 5.13e-05, 1.60e-04, 2.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.92e-09, 2.84e-06, 1.89e-07]    []  
183900    [4.79e-06, 7.51e-06, 2.38e-06, 4.30e-06, 5.59e-06, 2.83e-06, 6.95e-07, 1.90e-05, 1.51e-06, 7.33e-06, 2.41e-05, 5.14e-05, 1.10e-05, 1.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.19e-09, 0.00e+00, 4.63e-07, 2.48e-05, 2.75e-06]    [4.79e-06, 7.51e-06, 2.38e-06, 4.30e-06, 5.59e-06, 2.83e-06, 6.95e-07, 1.90e-05, 1.51e-06, 7.33e-06, 2.41e-05, 5.14e-05, 1.10e-05, 1.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.19e-09, 0.00e+00, 4.63e-07, 2.48e-05, 2.75e-06]    []  
184000    [5.30e-06, 7.67e-06, 2.66e-06, 3.81e-06, 5.35e-06, 2.65e-06, 7.83e-07, 2.78e-05, 3.95e-06, 1.29e-06, 1.76e-05, 1.76e-05, 1.48e-05, 1.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-06, 0.00e+00, 3.40e-07, 3.22e-05, 1.85e-06]    [5.30e-06, 7.67e-06, 2.66e-06, 3.81e-06, 5.35e-06, 2.65e-06, 7.83e-07, 2.78e-05, 3.95e-06, 1.29e-06, 1.76e-05, 1.76e-05, 1.48e-05, 1.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-06, 0.00e+00, 3.40e-07, 3.22e-05, 1.85e-06]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 51.156598 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
184000    [5.30e-06, 7.67e-06, 2.66e-06, 3.81e-06, 5.35e-06, 2.65e-06, 7.83e-07, 2.78e-05, 3.95e-06, 1.29e-06, 1.76e-05, 1.76e-05, 1.48e-05, 1.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-06, 0.00e+00, 3.40e-07, 3.22e-05, 1.85e-06]    [5.30e-06, 7.67e-06, 2.66e-06, 3.81e-06, 5.35e-06, 2.65e-06, 7.83e-07, 2.78e-05, 3.95e-06, 1.29e-06, 1.76e-05, 1.76e-05, 1.48e-05, 1.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-06, 0.00e+00, 3.40e-07, 3.22e-05, 1.85e-06]    []  
184100    [8.48e-06, 8.02e-06, 2.58e-06, 5.24e-06, 5.25e-06, 2.84e-06, 5.94e-07, 1.57e-04, 8.46e-05, 1.15e-05, 1.31e-04, 1.42e-04, 4.56e-04, 6.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.18e-04, 1.06e-04]    [8.48e-06, 8.02e-06, 2.58e-06, 5.24e-06, 5.25e-06, 2.84e-06, 5.94e-07, 1.57e-04, 8.46e-05, 1.15e-05, 1.31e-04, 1.42e-04, 4.56e-04, 6.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.18e-04, 1.06e-04]    []  
184200    [3.23e-06, 6.96e-06, 2.44e-06, 4.60e-06, 4.42e-06, 2.85e-06, 5.48e-07, 2.80e-07, 6.52e-10, 3.92e-08, 1.84e-06, 2.33e-06, 1.65e-06, 8.97e-07, 6.39e-08, 6.70e-08, 9.65e-08, 7.85e-08, 4.10e-08, 3.99e-09, 1.87e-07, 2.94e-08]    [3.23e-06, 6.96e-06, 2.44e-06, 4.60e-06, 4.42e-06, 2.85e-06, 5.48e-07, 2.80e-07, 6.52e-10, 3.92e-08, 1.84e-06, 2.33e-06, 1.65e-06, 8.97e-07, 6.39e-08, 6.70e-08, 9.65e-08, 7.85e-08, 4.10e-08, 3.99e-09, 1.87e-07, 2.94e-08]    []  
184300    [4.67e-06, 7.39e-06, 2.36e-06, 4.90e-06, 4.07e-06, 2.56e-06, 5.14e-07, 4.04e-05, 5.85e-05, 2.33e-06, 1.78e-05, 8.58e-06, 1.01e-05, 1.05e-05, 3.72e-07, 9.88e-08, 9.72e-08, 2.21e-07, 0.00e+00, 0.00e+00, 4.19e-05, 5.23e-05]    [4.67e-06, 7.39e-06, 2.36e-06, 4.90e-06, 4.07e-06, 2.56e-06, 5.14e-07, 4.04e-05, 5.85e-05, 2.33e-06, 1.78e-05, 8.58e-06, 1.01e-05, 1.05e-05, 3.72e-07, 9.88e-08, 9.72e-08, 2.21e-07, 0.00e+00, 0.00e+00, 4.19e-05, 5.23e-05]    []  
184400    [2.89e-06, 6.87e-06, 2.41e-06, 4.68e-06, 4.24e-06, 2.70e-06, 5.09e-07, 1.59e-08, 1.35e-09, 1.58e-09, 1.45e-06, 2.12e-06, 1.42e-06, 1.21e-07, 4.59e-08, 4.46e-08, 3.68e-08, 2.30e-08, 0.00e+00, 1.47e-09, 3.23e-08, 2.00e-08]    [2.89e-06, 6.87e-06, 2.41e-06, 4.68e-06, 4.24e-06, 2.70e-06, 5.09e-07, 1.59e-08, 1.35e-09, 1.58e-09, 1.45e-06, 2.12e-06, 1.42e-06, 1.21e-07, 4.59e-08, 4.46e-08, 3.68e-08, 2.30e-08, 0.00e+00, 1.47e-09, 3.23e-08, 2.00e-08]    []  
184500    [7.46e-06, 7.80e-06, 2.58e-06, 3.58e-06, 5.64e-06, 2.35e-06, 7.35e-07, 2.93e-05, 2.13e-06, 4.41e-06, 2.67e-05, 3.18e-05, 9.80e-05, 1.83e-04, 2.00e-06, 1.29e-06, 1.55e-06, 1.43e-06, 4.23e-06, 3.42e-07, 2.53e-05, 2.04e-06]    [7.46e-06, 7.80e-06, 2.58e-06, 3.58e-06, 5.64e-06, 2.35e-06, 7.35e-07, 2.93e-05, 2.13e-06, 4.41e-06, 2.67e-05, 3.18e-05, 9.80e-05, 1.83e-04, 2.00e-06, 1.29e-06, 1.55e-06, 1.43e-06, 4.23e-06, 3.42e-07, 2.53e-05, 2.04e-06]    []  
184600    [4.36e-06, 7.43e-06, 2.34e-06, 4.28e-06, 4.67e-06, 2.25e-06, 6.17e-07, 1.25e-06, 5.50e-06, 1.13e-06, 4.31e-06, 6.75e-06, 8.70e-06, 2.91e-05, 2.57e-07, 4.27e-07, 3.29e-07, 1.18e-07, 0.00e+00, 0.00e+00, 1.46e-06, 6.82e-06]    [4.36e-06, 7.43e-06, 2.34e-06, 4.28e-06, 4.67e-06, 2.25e-06, 6.17e-07, 1.25e-06, 5.50e-06, 1.13e-06, 4.31e-06, 6.75e-06, 8.70e-06, 2.91e-05, 2.57e-07, 4.27e-07, 3.29e-07, 1.18e-07, 0.00e+00, 0.00e+00, 1.46e-06, 6.82e-06]    []  
184700    [1.36e-05, 8.84e-06, 2.60e-06, 5.73e-06, 5.75e-06, 2.75e-06, 6.03e-07, 3.46e-05, 5.68e-07, 2.67e-05, 3.89e-05, 1.75e-04, 2.08e-04, 8.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-05, 7.56e-07]    [1.36e-05, 8.84e-06, 2.60e-06, 5.73e-06, 5.75e-06, 2.75e-06, 6.03e-07, 3.46e-05, 5.68e-07, 2.67e-05, 3.89e-05, 1.75e-04, 2.08e-04, 8.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-05, 7.56e-07]    []  
184800    [4.28e-06, 7.24e-06, 2.29e-06, 4.19e-06, 4.54e-06, 2.32e-06, 5.04e-07, 1.30e-05, 1.96e-06, 5.97e-08, 7.30e-06, 8.48e-06, 9.48e-06, 1.68e-06, 6.28e-08, 3.78e-07, 5.83e-08, 1.32e-07, 1.25e-06, 1.25e-07, 7.95e-06, 8.36e-07]    [4.28e-06, 7.24e-06, 2.29e-06, 4.19e-06, 4.54e-06, 2.32e-06, 5.04e-07, 1.30e-05, 1.96e-06, 5.97e-08, 7.30e-06, 8.48e-06, 9.48e-06, 1.68e-06, 6.28e-08, 3.78e-07, 5.83e-08, 1.32e-07, 1.25e-06, 1.25e-07, 7.95e-06, 8.36e-07]    []  
184900    [3.40e-06, 7.23e-06, 2.43e-06, 4.96e-06, 4.45e-06, 2.50e-06, 4.01e-07, 4.44e-07, 3.83e-07, 4.50e-06, 8.53e-06, 2.45e-05, 4.40e-05, 1.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.09e-09, 1.13e-07, 2.79e-08, 7.01e-07]    [3.40e-06, 7.23e-06, 2.43e-06, 4.96e-06, 4.45e-06, 2.50e-06, 4.01e-07, 4.44e-07, 3.83e-07, 4.50e-06, 8.53e-06, 2.45e-05, 4.40e-05, 1.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.09e-09, 1.13e-07, 2.79e-08, 7.01e-07]    []  
185000    [5.95e-06, 7.58e-06, 2.58e-06, 3.96e-06, 6.12e-06, 2.81e-06, 8.59e-07, 2.43e-05, 2.12e-05, 2.91e-06, 7.13e-05, 5.52e-05, 1.88e-04, 1.44e-04, 0.00e+00, 2.07e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.66e-05, 2.34e-05]    [5.95e-06, 7.58e-06, 2.58e-06, 3.96e-06, 6.12e-06, 2.81e-06, 8.59e-07, 2.43e-05, 2.12e-05, 2.91e-06, 7.13e-05, 5.52e-05, 1.88e-04, 1.44e-04, 0.00e+00, 2.07e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.66e-05, 2.34e-05]    []  
185100    [2.51e-06, 6.87e-06, 2.39e-06, 4.38e-06, 4.14e-06, 2.50e-06, 4.18e-07, 2.86e-07, 1.11e-07, 4.90e-09, 1.97e-06, 2.30e-06, 2.42e-06, 1.09e-07, 1.29e-08, 3.51e-08, 6.45e-08, 6.17e-08, 3.77e-08, 2.54e-08, 2.48e-07, 1.52e-07]    [2.51e-06, 6.87e-06, 2.39e-06, 4.38e-06, 4.14e-06, 2.50e-06, 4.18e-07, 2.86e-07, 1.11e-07, 4.90e-09, 1.97e-06, 2.30e-06, 2.42e-06, 1.09e-07, 1.29e-08, 3.51e-08, 6.45e-08, 6.17e-08, 3.77e-08, 2.54e-08, 2.48e-07, 1.52e-07]    []  
185200    [2.56e-06, 6.96e-06, 2.37e-06, 4.47e-06, 4.24e-06, 2.48e-06, 3.95e-07, 7.95e-08, 2.40e-08, 1.39e-07, 1.98e-06, 3.00e-06, 3.64e-06, 3.26e-06, 4.58e-09, 9.08e-09, 7.54e-09, 6.75e-09, 1.22e-08, 7.20e-09, 5.37e-08, 5.20e-08]    [2.56e-06, 6.96e-06, 2.37e-06, 4.47e-06, 4.24e-06, 2.48e-06, 3.95e-07, 7.95e-08, 2.40e-08, 1.39e-07, 1.98e-06, 3.00e-06, 3.64e-06, 3.26e-06, 4.58e-09, 9.08e-09, 7.54e-09, 6.75e-09, 1.22e-08, 7.20e-09, 5.37e-08, 5.20e-08]    []  
185300    [2.45e-06, 7.00e-06, 2.34e-06, 4.41e-06, 4.17e-06, 2.34e-06, 3.96e-07, 2.29e-06, 1.88e-06, 7.82e-10, 2.42e-06, 2.54e-06, 3.65e-06, 5.30e-07, 1.15e-08, 3.56e-08, 8.72e-08, 8.67e-08, 3.45e-07, 2.40e-07, 2.08e-06, 1.63e-06]    [2.45e-06, 7.00e-06, 2.34e-06, 4.41e-06, 4.17e-06, 2.34e-06, 3.96e-07, 2.29e-06, 1.88e-06, 7.82e-10, 2.42e-06, 2.54e-06, 3.65e-06, 5.30e-07, 1.15e-08, 3.56e-08, 8.72e-08, 8.67e-08, 3.45e-07, 2.40e-07, 2.08e-06, 1.63e-06]    []  
185400    [1.05e-05, 7.99e-06, 2.65e-06, 4.05e-06, 5.15e-06, 2.65e-06, 7.14e-07, 7.29e-05, 1.16e-06, 1.09e-05, 3.67e-05, 8.61e-05, 1.45e-05, 2.27e-04, 6.79e-06, 4.68e-06, 6.81e-08, 1.03e-06, 1.12e-05, 1.78e-07, 6.48e-05, 1.06e-06]    [1.05e-05, 7.99e-06, 2.65e-06, 4.05e-06, 5.15e-06, 2.65e-06, 7.14e-07, 7.29e-05, 1.16e-06, 1.09e-05, 3.67e-05, 8.61e-05, 1.45e-05, 2.27e-04, 6.79e-06, 4.68e-06, 6.81e-08, 1.03e-06, 1.12e-05, 1.78e-07, 6.48e-05, 1.06e-06]    []  
185500    [2.82e-06, 7.28e-06, 2.27e-06, 4.51e-06, 4.21e-06, 2.18e-06, 4.07e-07, 7.26e-08, 6.35e-06, 2.65e-08, 3.21e-06, 3.12e-06, 4.81e-06, 3.07e-06, 4.50e-08, 6.75e-08, 1.90e-07, 2.17e-07, 4.46e-09, 0.00e+00, 5.57e-08, 5.51e-06]    [2.82e-06, 7.28e-06, 2.27e-06, 4.51e-06, 4.21e-06, 2.18e-06, 4.07e-07, 7.26e-08, 6.35e-06, 2.65e-08, 3.21e-06, 3.12e-06, 4.81e-06, 3.07e-06, 4.50e-08, 6.75e-08, 1.90e-07, 2.17e-07, 4.46e-09, 0.00e+00, 5.57e-08, 5.51e-06]    []  
185600    [2.42e-06, 7.09e-06, 2.23e-06, 5.20e-06, 3.87e-06, 2.39e-06, 4.03e-07, 6.46e-07, 1.69e-08, 6.24e-07, 4.82e-06, 7.02e-06, 1.43e-05, 5.75e-06, 1.08e-07, 2.31e-11, 0.00e+00, 4.06e-09, 6.55e-08, 0.00e+00, 4.48e-07, 5.30e-08]    [2.42e-06, 7.09e-06, 2.23e-06, 5.20e-06, 3.87e-06, 2.39e-06, 4.03e-07, 6.46e-07, 1.69e-08, 6.24e-07, 4.82e-06, 7.02e-06, 1.43e-05, 5.75e-06, 1.08e-07, 2.31e-11, 0.00e+00, 4.06e-09, 6.55e-08, 0.00e+00, 4.48e-07, 5.30e-08]    []  
185700    [3.18e-06, 7.20e-06, 2.35e-06, 4.90e-06, 3.84e-06, 2.18e-06, 4.16e-07, 3.32e-06, 1.69e-05, 1.96e-06, 8.17e-06, 1.65e-05, 3.99e-05, 6.98e-05, 0.00e+00, 0.00e+00, 1.78e-09, 0.00e+00, 0.00e+00, 2.26e-06, 3.90e-06, 1.48e-05]    [3.18e-06, 7.20e-06, 2.35e-06, 4.90e-06, 3.84e-06, 2.18e-06, 4.16e-07, 3.32e-06, 1.69e-05, 1.96e-06, 8.17e-06, 1.65e-05, 3.99e-05, 6.98e-05, 0.00e+00, 0.00e+00, 1.78e-09, 0.00e+00, 0.00e+00, 2.26e-06, 3.90e-06, 1.48e-05]    []  
185800    [3.39e-06, 7.51e-06, 2.42e-06, 5.33e-06, 3.59e-06, 2.52e-06, 3.45e-07, 9.03e-06, 9.11e-08, 6.22e-06, 6.40e-06, 3.61e-05, 2.86e-05, 1.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.32e-16, 8.18e-06, 3.32e-07]    [3.39e-06, 7.51e-06, 2.42e-06, 5.33e-06, 3.59e-06, 2.52e-06, 3.45e-07, 9.03e-06, 9.11e-08, 6.22e-06, 6.40e-06, 3.61e-05, 2.86e-05, 1.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.32e-16, 8.18e-06, 3.32e-07]    []  
185900    [4.35e-06, 6.97e-06, 2.36e-06, 3.54e-06, 4.52e-06, 2.39e-06, 4.37e-07, 1.91e-06, 6.40e-08, 2.47e-06, 7.54e-05, 4.65e-05, 2.23e-04, 1.46e-04, 5.54e-07, 9.48e-07, 3.21e-06, 2.72e-06, 2.70e-07, 4.57e-09, 1.71e-06, 8.88e-08]    [4.35e-06, 6.97e-06, 2.36e-06, 3.54e-06, 4.52e-06, 2.39e-06, 4.37e-07, 1.91e-06, 6.40e-08, 2.47e-06, 7.54e-05, 4.65e-05, 2.23e-04, 1.46e-04, 5.54e-07, 9.48e-07, 3.21e-06, 2.72e-06, 2.70e-07, 4.57e-09, 1.71e-06, 8.88e-08]    []  
186000    [2.54e-06, 7.26e-06, 2.31e-06, 4.36e-06, 4.46e-06, 2.29e-06, 4.53e-07, 3.31e-09, 1.39e-05, 6.20e-07, 1.22e-05, 1.15e-05, 4.13e-05, 3.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.91e-09, 0.00e+00, 1.05e-07, 1.67e-05]    [2.54e-06, 7.26e-06, 2.31e-06, 4.36e-06, 4.46e-06, 2.29e-06, 4.53e-07, 3.31e-09, 1.39e-05, 6.20e-07, 1.22e-05, 1.15e-05, 4.13e-05, 3.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.91e-09, 0.00e+00, 1.05e-07, 1.67e-05]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 44.141408 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
186000    [2.54e-06, 7.26e-06, 2.31e-06, 4.36e-06, 4.46e-06, 2.29e-06, 4.53e-07, 3.31e-09, 1.39e-05, 6.20e-07, 1.22e-05, 1.15e-05, 4.13e-05, 3.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.91e-09, 0.00e+00, 1.05e-07, 1.67e-05]    [2.54e-06, 7.26e-06, 2.31e-06, 4.36e-06, 4.46e-06, 2.29e-06, 4.53e-07, 3.31e-09, 1.39e-05, 6.20e-07, 1.22e-05, 1.15e-05, 4.13e-05, 3.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.91e-09, 0.00e+00, 1.05e-07, 1.67e-05]    []  
186100    [2.09e-05, 1.09e-05, 2.53e-06, 7.49e-06, 5.89e-06, 3.72e-06, 6.48e-07, 9.49e-06, 1.06e-08, 7.14e-05, 6.45e-05, 3.71e-04, 1.84e-04, 1.62e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.94e-08, 1.08e-05, 4.87e-07]    [2.09e-05, 1.09e-05, 2.53e-06, 7.49e-06, 5.89e-06, 3.72e-06, 6.48e-07, 9.49e-06, 1.06e-08, 7.14e-05, 6.45e-05, 3.71e-04, 1.84e-04, 1.62e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.94e-08, 1.08e-05, 4.87e-07]    []  
186200    [1.23e-05, 8.81e-06, 2.31e-06, 5.11e-06, 4.90e-06, 2.72e-06, 4.54e-07, 1.37e-04, 4.77e-06, 2.77e-05, 3.95e-05, 1.61e-04, 2.19e-04, 8.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.38e-07, 1.38e-04, 3.99e-06]    [1.23e-05, 8.81e-06, 2.31e-06, 5.11e-06, 4.90e-06, 2.72e-06, 4.54e-07, 1.37e-04, 4.77e-06, 2.77e-05, 3.95e-05, 1.61e-04, 2.19e-04, 8.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.38e-07, 1.38e-04, 3.99e-06]    []  
186300    [5.87e-06, 7.45e-06, 2.27e-06, 3.33e-06, 5.00e-06, 2.31e-06, 5.02e-07, 9.62e-05, 6.50e-09, 4.36e-06, 4.57e-05, 4.98e-05, 3.36e-05, 4.88e-05, 2.24e-06, 1.05e-06, 3.63e-07, 0.00e+00, 0.00e+00, 2.59e-09, 1.02e-04, 1.78e-07]    [5.87e-06, 7.45e-06, 2.27e-06, 3.33e-06, 5.00e-06, 2.31e-06, 5.02e-07, 9.62e-05, 6.50e-09, 4.36e-06, 4.57e-05, 4.98e-05, 3.36e-05, 4.88e-05, 2.24e-06, 1.05e-06, 3.63e-07, 0.00e+00, 0.00e+00, 2.59e-09, 1.02e-04, 1.78e-07]    []  
186400    [4.15e-06, 6.87e-06, 2.22e-06, 4.15e-06, 3.95e-06, 2.47e-06, 4.61e-07, 5.44e-07, 3.52e-06, 3.37e-06, 4.49e-06, 1.30e-05, 7.06e-06, 5.28e-05, 5.93e-07, 8.71e-07, 4.11e-07, 3.07e-07, 0.00e+00, 0.00e+00, 7.43e-07, 3.49e-06]    [4.15e-06, 6.87e-06, 2.22e-06, 4.15e-06, 3.95e-06, 2.47e-06, 4.61e-07, 5.44e-07, 3.52e-06, 3.37e-06, 4.49e-06, 1.30e-05, 7.06e-06, 5.28e-05, 5.93e-07, 8.71e-07, 4.11e-07, 3.07e-07, 0.00e+00, 0.00e+00, 7.43e-07, 3.49e-06]    []  
186500    [1.38e-05, 9.68e-06, 2.65e-06, 5.69e-06, 5.14e-06, 3.33e-06, 5.46e-07, 6.07e-07, 1.47e-05, 4.31e-05, 3.88e-05, 2.19e-04, 9.51e-05, 9.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.91e-07, 1.74e-06, 1.24e-06, 1.15e-05]    [1.38e-05, 9.68e-06, 2.65e-06, 5.69e-06, 5.14e-06, 3.33e-06, 5.46e-07, 6.07e-07, 1.47e-05, 4.31e-05, 3.88e-05, 2.19e-04, 9.51e-05, 9.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.91e-07, 1.74e-06, 1.24e-06, 1.15e-05]    []  
186600    [2.88e-06, 7.06e-06, 2.14e-06, 3.73e-06, 4.11e-06, 2.21e-06, 3.90e-07, 2.50e-05, 1.04e-06, 1.88e-07, 1.35e-05, 9.38e-06, 3.25e-05, 2.11e-05, 1.16e-07, 2.94e-07, 7.04e-07, 4.58e-07, 3.53e-06, 1.94e-07, 2.24e-05, 1.26e-06]    [2.88e-06, 7.06e-06, 2.14e-06, 3.73e-06, 4.11e-06, 2.21e-06, 3.90e-07, 2.50e-05, 1.04e-06, 1.88e-07, 1.35e-05, 9.38e-06, 3.25e-05, 2.11e-05, 1.16e-07, 2.94e-07, 7.04e-07, 4.58e-07, 3.53e-06, 1.94e-07, 2.24e-05, 1.26e-06]    []  
186700    [2.26e-06, 6.67e-06, 2.22e-06, 4.20e-06, 3.67e-06, 2.50e-06, 3.27e-07, 7.04e-08, 1.77e-06, 3.64e-09, 1.76e-06, 2.64e-06, 1.81e-06, 2.37e-07, 1.18e-08, 1.39e-08, 4.85e-08, 1.38e-07, 8.35e-09, 0.00e+00, 7.91e-08, 1.13e-06]    [2.26e-06, 6.67e-06, 2.22e-06, 4.20e-06, 3.67e-06, 2.50e-06, 3.27e-07, 7.04e-08, 1.77e-06, 3.64e-09, 1.76e-06, 2.64e-06, 1.81e-06, 2.37e-07, 1.18e-08, 1.39e-08, 4.85e-08, 1.38e-07, 8.35e-09, 0.00e+00, 7.91e-08, 1.13e-06]    []  
186800    [2.58e-06, 7.11e-06, 2.15e-06, 3.50e-06, 4.20e-06, 2.14e-06, 3.90e-07, 7.59e-09, 1.89e-07, 4.84e-08, 4.38e-06, 3.54e-06, 8.59e-06, 4.14e-06, 1.53e-08, 6.66e-08, 1.97e-07, 1.75e-07, 8.60e-09, 0.00e+00, 6.87e-08, 1.95e-07]    [2.58e-06, 7.11e-06, 2.15e-06, 3.50e-06, 4.20e-06, 2.14e-06, 3.90e-07, 7.59e-09, 1.89e-07, 4.84e-08, 4.38e-06, 3.54e-06, 8.59e-06, 4.14e-06, 1.53e-08, 6.66e-08, 1.97e-07, 1.75e-07, 8.60e-09, 0.00e+00, 6.87e-08, 1.95e-07]    []  
186900    [2.25e-06, 6.68e-06, 2.21e-06, 3.86e-06, 3.63e-06, 2.46e-06, 3.25e-07, 3.16e-08, 4.88e-08, 3.60e-08, 1.84e-06, 2.13e-06, 2.75e-06, 1.39e-06, 3.00e-08, 4.02e-08, 9.11e-08, 9.91e-08, 6.61e-09, 2.88e-11, 6.36e-08, 8.22e-08]    [2.25e-06, 6.68e-06, 2.21e-06, 3.86e-06, 3.63e-06, 2.46e-06, 3.25e-07, 3.16e-08, 4.88e-08, 3.60e-08, 1.84e-06, 2.13e-06, 2.75e-06, 1.39e-06, 3.00e-08, 4.02e-08, 9.11e-08, 9.91e-08, 6.61e-09, 2.88e-11, 6.36e-08, 8.22e-08]    []  
187000    [2.34e-06, 6.62e-06, 2.21e-06, 3.82e-06, 3.64e-06, 2.56e-06, 3.17e-07, 2.33e-07, 1.54e-07, 6.03e-08, 1.46e-06, 2.15e-06, 1.57e-06, 1.81e-06, 4.24e-08, 5.83e-08, 5.54e-08, 8.61e-08, 0.00e+00, 0.00e+00, 2.06e-07, 1.63e-07]    [2.34e-06, 6.62e-06, 2.21e-06, 3.82e-06, 3.64e-06, 2.56e-06, 3.17e-07, 2.33e-07, 1.54e-07, 6.03e-08, 1.46e-06, 2.15e-06, 1.57e-06, 1.81e-06, 4.24e-08, 5.83e-08, 5.54e-08, 8.61e-08, 0.00e+00, 0.00e+00, 2.06e-07, 1.63e-07]    []  
187100    [2.03e-06, 6.61e-06, 2.20e-06, 3.87e-06, 3.51e-06, 2.46e-06, 3.81e-07, 8.55e-08, 7.61e-07, 4.89e-09, 2.79e-06, 2.63e-06, 4.16e-06, 9.45e-07, 2.20e-08, 3.03e-08, 8.15e-08, 1.32e-07, 1.62e-08, 3.38e-08, 9.46e-08, 1.95e-07]    [2.03e-06, 6.61e-06, 2.20e-06, 3.87e-06, 3.51e-06, 2.46e-06, 3.81e-07, 8.55e-08, 7.61e-07, 4.89e-09, 2.79e-06, 2.63e-06, 4.16e-06, 9.45e-07, 2.20e-08, 3.03e-08, 8.15e-08, 1.32e-07, 1.62e-08, 3.38e-08, 9.46e-08, 1.95e-07]    []  
187200    [4.26e-05, 1.39e-05, 3.76e-06, 7.52e-06, 6.92e-06, 3.85e-06, 7.33e-07, 2.41e-06, 4.00e-09, 8.66e-05, 1.06e-04, 4.95e-04, 7.03e-04, 2.68e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.09e-09, 3.57e-06, 5.84e-08]    [4.26e-05, 1.39e-05, 3.76e-06, 7.52e-06, 6.92e-06, 3.85e-06, 7.33e-07, 2.41e-06, 4.00e-09, 8.66e-05, 1.06e-04, 4.95e-04, 7.03e-04, 2.68e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.09e-09, 3.57e-06, 5.84e-08]    []  
187300    [2.37e-06, 8.09e-06, 2.07e-06, 2.95e-06, 4.90e-06, 2.27e-06, 5.06e-07, 5.07e-05, 5.87e-09, 3.70e-06, 5.95e-05, 5.71e-05, 5.96e-05, 2.74e-05, 7.19e-08, 1.45e-09, 4.99e-07, 5.31e-07, 7.81e-06, 1.06e-08, 4.77e-05, 1.14e-07]    [2.37e-06, 8.09e-06, 2.07e-06, 2.95e-06, 4.90e-06, 2.27e-06, 5.06e-07, 5.07e-05, 5.87e-09, 3.70e-06, 5.95e-05, 5.71e-05, 5.96e-05, 2.74e-05, 7.19e-08, 1.45e-09, 4.99e-07, 5.31e-07, 7.81e-06, 1.06e-08, 4.77e-05, 1.14e-07]    []  
187400    [2.30e-06, 6.72e-06, 2.24e-06, 3.50e-06, 3.53e-06, 2.22e-06, 3.60e-07, 1.30e-05, 2.20e-07, 1.06e-08, 6.67e-06, 6.13e-06, 1.28e-05, 1.39e-06, 3.41e-08, 1.91e-08, 7.28e-09, 1.90e-09, 0.00e+00, 5.19e-08, 2.00e-05, 3.29e-07]    [2.30e-06, 6.72e-06, 2.24e-06, 3.50e-06, 3.53e-06, 2.22e-06, 3.60e-07, 1.30e-05, 2.20e-07, 1.06e-08, 6.67e-06, 6.13e-06, 1.28e-05, 1.39e-06, 3.41e-08, 1.91e-08, 7.28e-09, 1.90e-09, 0.00e+00, 5.19e-08, 2.00e-05, 3.29e-07]    []  
187500    [1.01e-05, 7.43e-06, 2.72e-06, 3.37e-06, 5.17e-06, 2.75e-06, 1.14e-06, 1.26e-04, 2.25e-06, 1.95e-05, 9.18e-05, 1.52e-04, 3.84e-05, 2.54e-04, 3.55e-06, 1.84e-05, 1.87e-07, 5.95e-07, 1.59e-05, 2.43e-07, 9.62e-05, 1.61e-06]    [1.01e-05, 7.43e-06, 2.72e-06, 3.37e-06, 5.17e-06, 2.75e-06, 1.14e-06, 1.26e-04, 2.25e-06, 1.95e-05, 9.18e-05, 1.52e-04, 3.84e-05, 2.54e-04, 3.55e-06, 1.84e-05, 1.87e-07, 5.95e-07, 1.59e-05, 2.43e-07, 9.62e-05, 1.61e-06]    []  
187600    [3.08e-06, 6.46e-06, 2.29e-06, 3.60e-06, 3.46e-06, 2.40e-06, 4.29e-07, 5.65e-06, 1.30e-05, 1.37e-06, 9.57e-06, 1.04e-05, 5.72e-06, 1.35e-05, 2.21e-07, 4.00e-07, 4.54e-08, 1.43e-07, 0.00e+00, 0.00e+00, 6.79e-06, 1.77e-05]    [3.08e-06, 6.46e-06, 2.29e-06, 3.60e-06, 3.46e-06, 2.40e-06, 4.29e-07, 5.65e-06, 1.30e-05, 1.37e-06, 9.57e-06, 1.04e-05, 5.72e-06, 1.35e-05, 2.21e-07, 4.00e-07, 4.54e-08, 1.43e-07, 0.00e+00, 0.00e+00, 6.79e-06, 1.77e-05]    []  
187700    [2.12e-06, 6.58e-06, 2.18e-06, 3.51e-06, 3.33e-06, 2.33e-06, 3.74e-07, 7.93e-06, 1.05e-06, 2.15e-07, 2.89e-05, 1.75e-05, 7.02e-05, 2.71e-05, 7.94e-08, 2.43e-07, 8.68e-07, 8.67e-07, 9.99e-07, 0.00e+00, 6.68e-06, 1.60e-06]    [2.12e-06, 6.58e-06, 2.18e-06, 3.51e-06, 3.33e-06, 2.33e-06, 3.74e-07, 7.93e-06, 1.05e-06, 2.15e-07, 2.89e-05, 1.75e-05, 7.02e-05, 2.71e-05, 7.94e-08, 2.43e-07, 8.68e-07, 8.67e-07, 9.99e-07, 0.00e+00, 6.68e-06, 1.60e-06]    []  
187800    [1.82e-05, 1.18e-05, 2.45e-06, 8.93e-06, 3.31e-06, 7.27e-06, 3.96e-07, 6.16e-06, 1.95e-07, 8.22e-05, 9.90e-05, 3.43e-04, 5.51e-05, 1.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-08, 0.00e+00, 0.00e+00, 1.12e-05, 4.15e-07]    [1.82e-05, 1.18e-05, 2.45e-06, 8.93e-06, 3.31e-06, 7.27e-06, 3.96e-07, 6.16e-06, 1.95e-07, 8.22e-05, 9.90e-05, 3.43e-04, 5.51e-05, 1.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-08, 0.00e+00, 0.00e+00, 1.12e-05, 4.15e-07]    []  
187900    [2.81e-05, 9.23e-06, 3.73e-06, 4.52e-06, 6.54e-06, 4.59e-06, 1.46e-06, 1.62e-05, 1.00e-07, 7.01e-05, 1.18e-04, 2.79e-04, 6.18e-04, 2.01e-03, 2.04e-05, 3.38e-05, 1.14e-05, 1.32e-05, 2.42e-06, 1.54e-09, 1.52e-05, 3.11e-08]    [2.81e-05, 9.23e-06, 3.73e-06, 4.52e-06, 6.54e-06, 4.59e-06, 1.46e-06, 1.62e-05, 1.00e-07, 7.01e-05, 1.18e-04, 2.79e-04, 6.18e-04, 2.01e-03, 2.04e-05, 3.38e-05, 1.14e-05, 1.32e-05, 2.42e-06, 1.54e-09, 1.52e-05, 3.11e-08]    []  
188000    [2.49e-05, 1.25e-05, 3.12e-06, 6.73e-06, 4.50e-06, 4.67e-06, 6.45e-07, 5.83e-07, 6.26e-07, 5.87e-05, 5.41e-05, 3.57e-04, 1.49e-04, 1.44e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.79e-08, 0.00e+00, 6.12e-07, 7.00e-07]    [2.49e-05, 1.25e-05, 3.12e-06, 6.73e-06, 4.50e-06, 4.67e-06, 6.45e-07, 5.83e-07, 6.26e-07, 5.87e-05, 5.41e-05, 3.57e-04, 1.49e-04, 1.44e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.79e-08, 0.00e+00, 6.12e-07, 7.00e-07]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 44.478346 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Best train step: 86489
lambda_a: 1.4958091974
lambda_b: 2.1003484726
kappa_a: 0.231401667
kappa_b: 0.72070938349
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
188000    [2.49e-05, 1.25e-05, 3.12e-06, 6.73e-06, 4.50e-06, 4.67e-06, 6.45e-07, 5.83e-07, 6.26e-07, 5.87e-05, 5.41e-05, 3.57e-04, 1.49e-04, 1.44e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.79e-08, 0.00e+00, 6.12e-07, 7.00e-07]    [2.49e-05, 1.25e-05, 3.12e-06, 6.73e-06, 4.50e-06, 4.67e-06, 6.45e-07, 5.83e-07, 6.26e-07, 5.87e-05, 5.41e-05, 3.57e-04, 1.49e-04, 1.44e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.79e-08, 0.00e+00, 6.12e-07, 7.00e-07]    []  
188100    [1.88e-06, 6.57e-06, 2.22e-06, 3.13e-06, 3.05e-06, 2.16e-06, 3.80e-07, 1.83e-07, 9.15e-08, 2.09e-07, 5.97e-06, 6.43e-06, 4.24e-06, 4.47e-06, 9.89e-11, 2.54e-09, 3.36e-08, 8.44e-08, 5.55e-08, 0.00e+00, 3.56e-07, 9.09e-08]    [1.88e-06, 6.57e-06, 2.22e-06, 3.13e-06, 3.05e-06, 2.16e-06, 3.80e-07, 1.83e-07, 9.15e-08, 2.09e-07, 5.97e-06, 6.43e-06, 4.24e-06, 4.47e-06, 9.89e-11, 2.54e-09, 3.36e-08, 8.44e-08, 5.55e-08, 0.00e+00, 3.56e-07, 9.09e-08]    []  
188200    [4.30e-05, 4.78e-05, 5.24e-05, 8.12e-05, 4.17e-05, 1.47e-05, 2.05e-06, 2.14e-05, 1.02e-06, 2.99e-04, 3.92e-03, 1.15e-03, 1.27e-02, 2.33e-02, 6.86e-07, 7.29e-08, 1.46e-04, 1.67e-04, 0.00e+00, 1.20e-07, 1.17e-05, 4.30e-06]    [4.30e-05, 4.78e-05, 5.24e-05, 8.12e-05, 4.17e-05, 1.47e-05, 2.05e-06, 2.14e-05, 1.02e-06, 2.99e-04, 3.92e-03, 1.15e-03, 1.27e-02, 2.33e-02, 6.86e-07, 7.29e-08, 1.46e-04, 1.67e-04, 0.00e+00, 1.20e-07, 1.17e-05, 4.30e-06]    []  
188300    [1.09e-05, 3.71e-06, 2.01e-06, 5.27e-06, 4.50e-07, 4.18e-06, 1.18e-06, 9.55e-08, 3.33e-05, 6.89e-06, 3.94e-05, 1.36e-04, 1.27e-04, 8.74e-06, 8.09e-08, 2.34e-07, 4.12e-07, 2.13e-07, 3.87e-08, 0.00e+00, 3.98e-06, 3.33e-05]    [1.09e-05, 3.71e-06, 2.01e-06, 5.27e-06, 4.50e-07, 4.18e-06, 1.18e-06, 9.55e-08, 3.33e-05, 6.89e-06, 3.94e-05, 1.36e-04, 1.27e-04, 8.74e-06, 8.09e-08, 2.34e-07, 4.12e-07, 2.13e-07, 3.87e-08, 0.00e+00, 3.98e-06, 3.33e-05]    []  
188400    [8.60e-06, 6.39e-06, 2.66e-06, 6.19e-06, 2.77e-06, 3.27e-06, 6.35e-07, 1.62e-06, 1.26e-07, 5.28e-06, 3.46e-05, 4.64e-05, 2.34e-05, 1.87e-06, 1.17e-06, 4.67e-07, 6.54e-09, 2.42e-08, 1.73e-07, 2.69e-09, 1.14e-06, 2.05e-07]    [8.60e-06, 6.39e-06, 2.66e-06, 6.19e-06, 2.77e-06, 3.27e-06, 6.35e-07, 1.62e-06, 1.26e-07, 5.28e-06, 3.46e-05, 4.64e-05, 2.34e-05, 1.87e-06, 1.17e-06, 4.67e-07, 6.54e-09, 2.42e-08, 1.73e-07, 2.69e-09, 1.14e-06, 2.05e-07]    []  
188500    [7.26e-06, 7.21e-06, 3.05e-06, 6.53e-06, 2.43e-06, 2.93e-06, 4.65e-07, 1.28e-07, 1.83e-09, 1.97e-06, 1.74e-05, 1.71e-05, 8.59e-06, 1.01e-06, 4.95e-07, 2.78e-07, 3.95e-08, 3.60e-08, 3.14e-07, 4.61e-10, 1.89e-06, 1.42e-08]    [7.26e-06, 7.21e-06, 3.05e-06, 6.53e-06, 2.43e-06, 2.93e-06, 4.65e-07, 1.28e-07, 1.83e-09, 1.97e-06, 1.74e-05, 1.71e-05, 8.59e-06, 1.01e-06, 4.95e-07, 2.78e-07, 3.95e-08, 3.60e-08, 3.14e-07, 4.61e-10, 1.89e-06, 1.42e-08]    []  
188600    [4.37e-06, 6.23e-06, 2.99e-06, 6.47e-06, 2.33e-06, 2.92e-06, 4.11e-07, 4.73e-07, 9.06e-09, 3.94e-08, 9.14e-06, 6.09e-06, 4.68e-06, 3.50e-07, 1.13e-07, 1.47e-07, 1.76e-07, 1.50e-07, 6.52e-08, 5.38e-09, 4.16e-07, 2.74e-08]    [4.37e-06, 6.23e-06, 2.99e-06, 6.47e-06, 2.33e-06, 2.92e-06, 4.11e-07, 4.73e-07, 9.06e-09, 3.94e-08, 9.14e-06, 6.09e-06, 4.68e-06, 3.50e-07, 1.13e-07, 1.47e-07, 1.76e-07, 1.50e-07, 6.52e-08, 5.38e-09, 4.16e-07, 2.74e-08]    []  
188700    [3.25e-06, 6.12e-06, 2.86e-06, 6.06e-06, 2.36e-06, 2.91e-06, 3.79e-07, 2.02e-08, 1.24e-08, 4.64e-09, 7.44e-06, 4.26e-06, 3.91e-06, 2.43e-07, 7.97e-08, 1.02e-07, 1.45e-07, 1.63e-07, 2.42e-08, 3.71e-09, 1.96e-07, 2.15e-08]    [3.25e-06, 6.12e-06, 2.86e-06, 6.06e-06, 2.36e-06, 2.91e-06, 3.79e-07, 2.02e-08, 1.24e-08, 4.64e-09, 7.44e-06, 4.26e-06, 3.91e-06, 2.43e-07, 7.97e-08, 1.02e-07, 1.45e-07, 1.63e-07, 2.42e-08, 3.71e-09, 1.96e-07, 2.15e-08]    []  
188800    [4.02e-06, 5.47e-06, 2.30e-06, 5.81e-06, 1.98e-06, 3.29e-06, 3.55e-07, 6.12e-06, 6.27e-09, 4.05e-07, 4.16e-05, 2.98e-05, 6.74e-05, 3.43e-06, 3.03e-08, 1.16e-08, 3.38e-08, 2.64e-08, 4.12e-07, 7.24e-09, 1.93e-06, 3.49e-08]    [4.02e-06, 5.47e-06, 2.30e-06, 5.81e-06, 1.98e-06, 3.29e-06, 3.55e-07, 6.12e-06, 6.27e-09, 4.05e-07, 4.16e-05, 2.98e-05, 6.74e-05, 3.43e-06, 3.03e-08, 1.16e-08, 3.38e-08, 2.64e-08, 4.12e-07, 7.24e-09, 1.93e-06, 3.49e-08]    []  
188900    [2.86e-06, 6.20e-06, 2.66e-06, 5.73e-06, 2.35e-06, 2.83e-06, 3.19e-07, 5.80e-08, 2.17e-08, 8.21e-09, 6.04e-06, 3.47e-06, 4.35e-06, 2.57e-07, 1.90e-08, 3.74e-08, 1.91e-07, 1.89e-07, 2.47e-08, 6.02e-09, 2.18e-07, 3.44e-08]    [2.86e-06, 6.20e-06, 2.66e-06, 5.73e-06, 2.35e-06, 2.83e-06, 3.19e-07, 5.80e-08, 2.17e-08, 8.21e-09, 6.04e-06, 3.47e-06, 4.35e-06, 2.57e-07, 1.90e-08, 3.74e-08, 1.91e-07, 1.89e-07, 2.47e-08, 6.02e-09, 2.18e-07, 3.44e-08]    []  
189000    [1.50e-05, 7.08e-06, 3.07e-06, 5.95e-06, 3.61e-06, 3.65e-06, 6.88e-07, 3.17e-08, 1.19e-08, 2.83e-05, 3.08e-05, 1.06e-04, 1.22e-04, 6.72e-04, 9.54e-06, 9.34e-06, 5.46e-06, 5.33e-06, 1.90e-08, 8.04e-09, 9.44e-08, 5.11e-08]    [1.50e-05, 7.08e-06, 3.07e-06, 5.95e-06, 3.61e-06, 3.65e-06, 6.88e-07, 3.17e-08, 1.19e-08, 2.83e-05, 3.08e-05, 1.06e-04, 1.22e-04, 6.72e-04, 9.54e-06, 9.34e-06, 5.46e-06, 5.33e-06, 1.90e-08, 8.04e-09, 9.44e-08, 5.11e-08]    []  
189100    [3.03e-06, 6.25e-06, 2.72e-06, 5.36e-06, 2.45e-06, 2.74e-06, 3.75e-07, 1.36e-08, 9.27e-07, 6.56e-08, 3.52e-06, 2.25e-06, 3.61e-06, 1.23e-06, 5.19e-09, 1.18e-08, 9.51e-08, 1.24e-07, 7.56e-09, 0.00e+00, 4.92e-08, 4.26e-07]    [3.03e-06, 6.25e-06, 2.72e-06, 5.36e-06, 2.45e-06, 2.74e-06, 3.75e-07, 1.36e-08, 9.27e-07, 6.56e-08, 3.52e-06, 2.25e-06, 3.61e-06, 1.23e-06, 5.19e-09, 1.18e-08, 9.51e-08, 1.24e-07, 7.56e-09, 0.00e+00, 4.92e-08, 4.26e-07]    []  
189200    [2.82e-06, 6.29e-06, 2.64e-06, 4.83e-06, 2.62e-06, 2.73e-06, 3.59e-07, 7.70e-09, 2.41e-09, 5.83e-09, 2.48e-06, 1.64e-06, 2.72e-06, 2.28e-07, 2.32e-09, 2.45e-08, 1.14e-07, 1.19e-07, 1.73e-08, 7.55e-09, 1.03e-07, 4.40e-08]    [2.82e-06, 6.29e-06, 2.64e-06, 4.83e-06, 2.62e-06, 2.73e-06, 3.59e-07, 7.70e-09, 2.41e-09, 5.83e-09, 2.48e-06, 1.64e-06, 2.72e-06, 2.28e-07, 2.32e-09, 2.45e-08, 1.14e-07, 1.19e-07, 1.73e-08, 7.55e-09, 1.03e-07, 4.40e-08]    []  
189300    [2.48e-06, 6.19e-06, 2.55e-06, 4.32e-06, 2.82e-06, 2.73e-06, 3.54e-07, 2.47e-08, 8.69e-08, 1.06e-08, 2.05e-06, 1.52e-06, 2.21e-06, 2.95e-07, 1.87e-09, 1.79e-08, 7.47e-08, 7.43e-08, 1.75e-08, 4.80e-10, 1.14e-07, 1.52e-08]    [2.48e-06, 6.19e-06, 2.55e-06, 4.32e-06, 2.82e-06, 2.73e-06, 3.54e-07, 2.47e-08, 8.69e-08, 1.06e-08, 2.05e-06, 1.52e-06, 2.21e-06, 2.95e-07, 1.87e-09, 1.79e-08, 7.47e-08, 7.43e-08, 1.75e-08, 4.80e-10, 1.14e-07, 1.52e-08]    []  
189400    [2.39e-06, 5.94e-06, 2.63e-06, 4.02e-06, 2.71e-06, 3.07e-06, 4.59e-07, 9.98e-09, 4.35e-07, 3.89e-09, 2.64e-06, 1.31e-06, 2.36e-06, 1.83e-07, 3.47e-09, 1.78e-08, 1.17e-07, 1.24e-07, 7.12e-09, 0.00e+00, 4.74e-08, 2.43e-07]    [2.39e-06, 5.94e-06, 2.63e-06, 4.02e-06, 2.71e-06, 3.07e-06, 4.59e-07, 9.98e-09, 4.35e-07, 3.89e-09, 2.64e-06, 1.31e-06, 2.36e-06, 1.83e-07, 3.47e-09, 1.78e-08, 1.17e-07, 1.24e-07, 7.12e-09, 0.00e+00, 4.74e-08, 2.43e-07]    []  
189500    [2.47e-06, 5.79e-06, 2.66e-06, 3.71e-06, 2.39e-06, 3.52e-06, 6.38e-07, 4.36e-08, 2.48e-08, 1.97e-07, 3.36e-06, 2.11e-06, 5.14e-06, 5.61e-06, 6.56e-10, 1.59e-09, 1.17e-08, 2.19e-08, 1.46e-08, 2.19e-08, 7.26e-08, 4.59e-08]    [2.47e-06, 5.79e-06, 2.66e-06, 3.71e-06, 2.39e-06, 3.52e-06, 6.38e-07, 4.36e-08, 2.48e-08, 1.97e-07, 3.36e-06, 2.11e-06, 5.14e-06, 5.61e-06, 6.56e-10, 1.59e-09, 1.17e-08, 2.19e-08, 1.46e-08, 2.19e-08, 7.26e-08, 4.59e-08]    []  
189600    [1.59e-05, 7.83e-06, 2.74e-06, 4.55e-06, 3.95e-06, 4.64e-06, 5.63e-07, 6.09e-07, 5.59e-06, 6.36e-05, 8.85e-05, 2.96e-04, 1.05e-04, 1.29e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-07, 1.14e-06, 8.87e-07, 6.35e-06]    [1.59e-05, 7.83e-06, 2.74e-06, 4.55e-06, 3.95e-06, 4.64e-06, 5.63e-07, 6.09e-07, 5.59e-06, 6.36e-05, 8.85e-05, 2.96e-04, 1.05e-04, 1.29e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-07, 1.14e-06, 8.87e-07, 6.35e-06]    []  
189700    [2.17e-06, 5.77e-06, 2.58e-06, 3.41e-06, 2.78e-06, 3.07e-06, 5.23e-07, 9.48e-09, 1.68e-07, 4.72e-09, 2.33e-06, 1.34e-06, 1.94e-06, 1.16e-07, 1.70e-09, 1.86e-08, 7.31e-08, 8.26e-08, 3.03e-08, 9.10e-08, 1.03e-07, 4.87e-07]    [2.17e-06, 5.77e-06, 2.58e-06, 3.41e-06, 2.78e-06, 3.07e-06, 5.23e-07, 9.48e-09, 1.68e-07, 4.72e-09, 2.33e-06, 1.34e-06, 1.94e-06, 1.16e-07, 1.70e-09, 1.86e-08, 7.31e-08, 8.26e-08, 3.03e-08, 9.10e-08, 1.03e-07, 4.87e-07]    []  
189800    [4.04e-06, 6.59e-06, 2.66e-06, 3.67e-06, 2.81e-06, 3.19e-06, 4.84e-07, 9.15e-07, 1.27e-08, 4.99e-06, 2.98e-05, 4.50e-05, 1.28e-04, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.57e-11, 1.56e-08, 9.49e-07, 5.50e-08]    [4.04e-06, 6.59e-06, 2.66e-06, 3.67e-06, 2.81e-06, 3.19e-06, 4.84e-07, 9.15e-07, 1.27e-08, 4.99e-06, 2.98e-05, 4.50e-05, 1.28e-04, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.57e-11, 1.56e-08, 9.49e-07, 5.50e-08]    []  
189900    [2.04e-06, 5.62e-06, 2.43e-06, 3.01e-06, 2.91e-06, 2.85e-06, 4.85e-07, 1.52e-08, 4.35e-09, 3.17e-08, 3.64e-06, 2.32e-06, 5.61e-06, 4.53e-06, 1.86e-08, 6.49e-08, 2.19e-07, 2.03e-07, 3.40e-08, 2.55e-08, 1.21e-07, 7.43e-08]    [2.04e-06, 5.62e-06, 2.43e-06, 3.01e-06, 2.91e-06, 2.85e-06, 4.85e-07, 1.52e-08, 4.35e-09, 3.17e-08, 3.64e-06, 2.32e-06, 5.61e-06, 4.53e-06, 1.86e-08, 6.49e-08, 2.19e-07, 2.03e-07, 3.40e-08, 2.55e-08, 1.21e-07, 7.43e-08]    []  
190000    [1.71e-06, 5.77e-06, 2.45e-06, 2.97e-06, 2.86e-06, 2.72e-06, 4.33e-07, 1.22e-08, 5.45e-10, 1.18e-07, 4.09e-06, 3.27e-06, 9.08e-06, 8.41e-06, 0.00e+00, 7.66e-11, 1.67e-09, 6.55e-09, 1.09e-08, 1.97e-08, 8.58e-08, 5.09e-08]    [1.71e-06, 5.77e-06, 2.45e-06, 2.97e-06, 2.86e-06, 2.72e-06, 4.33e-07, 1.22e-08, 5.45e-10, 1.18e-07, 4.09e-06, 3.27e-06, 9.08e-06, 8.41e-06, 0.00e+00, 7.66e-11, 1.67e-09, 6.55e-09, 1.09e-08, 1.97e-08, 8.58e-08, 5.09e-08]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 46.361134 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
190000    [1.71e-06, 5.77e-06, 2.45e-06, 2.97e-06, 2.86e-06, 2.72e-06, 4.33e-07, 1.22e-08, 5.45e-10, 1.18e-07, 4.09e-06, 3.27e-06, 9.08e-06, 8.41e-06, 0.00e+00, 7.66e-11, 1.67e-09, 6.55e-09, 1.09e-08, 1.97e-08, 8.58e-08, 5.09e-08]    [1.71e-06, 5.77e-06, 2.45e-06, 2.97e-06, 2.86e-06, 2.72e-06, 4.33e-07, 1.22e-08, 5.45e-10, 1.18e-07, 4.09e-06, 3.27e-06, 9.08e-06, 8.41e-06, 0.00e+00, 7.66e-11, 1.67e-09, 6.55e-09, 1.09e-08, 1.97e-08, 8.58e-08, 5.09e-08]    []  
190100    [1.65e-06, 5.67e-06, 2.39e-06, 2.78e-06, 2.90e-06, 2.60e-06, 4.03e-07, 3.01e-08, 4.56e-08, 3.70e-08, 2.28e-06, 1.55e-06, 1.59e-06, 4.64e-07, 1.18e-09, 6.99e-09, 5.11e-08, 5.68e-08, 7.94e-09, 8.36e-09, 1.01e-07, 5.31e-08]    [1.65e-06, 5.67e-06, 2.39e-06, 2.78e-06, 2.90e-06, 2.60e-06, 4.03e-07, 3.01e-08, 4.56e-08, 3.70e-08, 2.28e-06, 1.55e-06, 1.59e-06, 4.64e-07, 1.18e-09, 6.99e-09, 5.11e-08, 5.68e-08, 7.94e-09, 8.36e-09, 1.01e-07, 5.31e-08]    []  
190200    [1.64e-06, 5.67e-06, 2.37e-06, 2.73e-06, 2.87e-06, 2.43e-06, 3.63e-07, 2.27e-08, 1.22e-06, 2.33e-07, 2.69e-06, 2.39e-06, 2.43e-06, 4.47e-06, 1.97e-09, 9.44e-11, 1.80e-08, 2.37e-08, 1.34e-08, 0.00e+00, 6.03e-08, 8.71e-07]    [1.64e-06, 5.67e-06, 2.37e-06, 2.73e-06, 2.87e-06, 2.43e-06, 3.63e-07, 2.27e-08, 1.22e-06, 2.33e-07, 2.69e-06, 2.39e-06, 2.43e-06, 4.47e-06, 1.97e-09, 9.44e-11, 1.80e-08, 2.37e-08, 1.34e-08, 0.00e+00, 6.03e-08, 8.71e-07]    []  
190300    [2.17e-06, 5.54e-06, 2.33e-06, 2.59e-06, 2.99e-06, 2.40e-06, 3.73e-07, 4.00e-07, 1.85e-06, 2.93e-07, 3.35e-06, 3.26e-06, 3.99e-06, 1.10e-05, 9.62e-08, 8.39e-08, 2.22e-07, 1.81e-07, 5.17e-08, 3.53e-07, 2.77e-07, 2.14e-06]    [2.17e-06, 5.54e-06, 2.33e-06, 2.59e-06, 2.99e-06, 2.40e-06, 3.73e-07, 4.00e-07, 1.85e-06, 2.93e-07, 3.35e-06, 3.26e-06, 3.99e-06, 1.10e-05, 9.62e-08, 8.39e-08, 2.22e-07, 1.81e-07, 5.17e-08, 3.53e-07, 2.77e-07, 2.14e-06]    []  
190400    [7.08e-06, 7.15e-06, 2.59e-06, 3.03e-06, 2.92e-06, 2.96e-06, 3.24e-07, 5.52e-05, 5.26e-05, 8.85e-06, 5.86e-05, 9.20e-05, 2.51e-04, 4.94e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.84e-05, 5.13e-05]    [7.08e-06, 7.15e-06, 2.59e-06, 3.03e-06, 2.92e-06, 2.96e-06, 3.24e-07, 5.52e-05, 5.26e-05, 8.85e-06, 5.86e-05, 9.20e-05, 2.51e-04, 4.94e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.84e-05, 5.13e-05]    []  
190500    [1.79e-06, 5.34e-06, 2.22e-06, 2.24e-06, 2.93e-06, 2.24e-06, 3.08e-07, 2.31e-06, 1.32e-06, 9.79e-09, 5.21e-06, 3.92e-06, 9.65e-06, 3.49e-06, 1.48e-10, 1.14e-09, 1.25e-09, 1.63e-08, 0.00e+00, 0.00e+00, 2.67e-06, 1.19e-06]    [1.79e-06, 5.34e-06, 2.22e-06, 2.24e-06, 2.93e-06, 2.24e-06, 3.08e-07, 2.31e-06, 1.32e-06, 9.79e-09, 5.21e-06, 3.92e-06, 9.65e-06, 3.49e-06, 1.48e-10, 1.14e-09, 1.25e-09, 1.63e-08, 0.00e+00, 0.00e+00, 2.67e-06, 1.19e-06]    []  
190600    [2.04e-05, 1.07e-05, 2.77e-06, 4.30e-06, 4.13e-06, 4.85e-06, 4.47e-07, 1.15e-05, 1.97e-04, 4.78e-05, 4.66e-05, 3.06e-04, 2.61e-04, 1.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-05, 1.95e-04]    [2.04e-05, 1.07e-05, 2.77e-06, 4.30e-06, 4.13e-06, 4.85e-06, 4.47e-07, 1.15e-05, 1.97e-04, 4.78e-05, 4.66e-05, 3.06e-04, 2.61e-04, 1.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-05, 1.95e-04]    []  
190700    [5.05e-06, 6.35e-06, 2.05e-06, 2.50e-06, 3.61e-06, 2.27e-06, 2.94e-07, 1.17e-06, 3.97e-07, 1.14e-05, 1.57e-05, 4.74e-05, 1.44e-04, 3.15e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.57e-08, 4.28e-06, 2.58e-07]    [5.05e-06, 6.35e-06, 2.05e-06, 2.50e-06, 3.61e-06, 2.27e-06, 2.94e-07, 1.17e-06, 3.97e-07, 1.14e-05, 1.57e-05, 4.74e-05, 1.44e-04, 3.15e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.57e-08, 4.28e-06, 2.58e-07]    []  
190800    [1.86e-05, 6.29e-06, 2.70e-06, 3.42e-06, 4.45e-06, 3.71e-06, 6.77e-07, 1.40e-05, 1.91e-05, 3.97e-05, 5.55e-05, 1.58e-04, 3.26e-04, 1.10e-03, 1.48e-05, 1.36e-05, 7.56e-06, 6.55e-06, 2.78e-06, 4.09e-06, 1.73e-05, 1.99e-05]    [1.86e-05, 6.29e-06, 2.70e-06, 3.42e-06, 4.45e-06, 3.71e-06, 6.77e-07, 1.40e-05, 1.91e-05, 3.97e-05, 5.55e-05, 1.58e-04, 3.26e-04, 1.10e-03, 1.48e-05, 1.36e-05, 7.56e-06, 6.55e-06, 2.78e-06, 4.09e-06, 1.73e-05, 1.99e-05]    []  
190900    [1.79e-06, 5.30e-06, 2.09e-06, 2.08e-06, 2.90e-06, 2.05e-06, 2.92e-07, 1.45e-05, 2.67e-08, 2.78e-09, 2.17e-05, 1.12e-05, 4.07e-05, 1.82e-05, 5.71e-08, 1.78e-07, 4.15e-07, 5.65e-07, 2.13e-06, 1.24e-08, 1.36e-05, 4.14e-08]    [1.79e-06, 5.30e-06, 2.09e-06, 2.08e-06, 2.90e-06, 2.05e-06, 2.92e-07, 1.45e-05, 2.67e-08, 2.78e-09, 2.17e-05, 1.12e-05, 4.07e-05, 1.82e-05, 5.71e-08, 1.78e-07, 4.15e-07, 5.65e-07, 2.13e-06, 1.24e-08, 1.36e-05, 4.14e-08]    []  
191000    [2.39e-06, 5.06e-06, 2.12e-06, 2.07e-06, 2.77e-06, 2.11e-06, 3.07e-07, 2.49e-06, 2.47e-08, 7.43e-07, 1.66e-05, 1.23e-05, 4.90e-05, 5.92e-05, 3.42e-07, 4.14e-07, 8.61e-07, 7.91e-07, 3.20e-07, 1.20e-08, 2.11e-06, 4.14e-08]    [2.39e-06, 5.06e-06, 2.12e-06, 2.07e-06, 2.77e-06, 2.11e-06, 3.07e-07, 2.49e-06, 2.47e-08, 7.43e-07, 1.66e-05, 1.23e-05, 4.90e-05, 5.92e-05, 3.42e-07, 4.14e-07, 8.61e-07, 7.91e-07, 3.20e-07, 1.20e-08, 2.11e-06, 4.14e-08]    []  
191100    [5.08e-06, 7.03e-06, 2.18e-06, 2.51e-06, 2.84e-06, 2.61e-06, 2.53e-07, 2.44e-06, 1.51e-06, 1.30e-05, 1.18e-05, 6.82e-05, 5.66e-05, 3.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-07, 0.00e+00, 1.57e-06, 1.55e-06]    [5.08e-06, 7.03e-06, 2.18e-06, 2.51e-06, 2.84e-06, 2.61e-06, 2.53e-07, 2.44e-06, 1.51e-06, 1.30e-05, 1.18e-05, 6.82e-05, 5.66e-05, 3.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-07, 0.00e+00, 1.57e-06, 1.55e-06]    []  
191200    [2.01e-06, 4.88e-06, 2.14e-06, 2.05e-06, 2.59e-06, 1.98e-06, 3.08e-07, 8.72e-07, 1.82e-07, 1.01e-06, 3.43e-06, 5.27e-06, 4.46e-06, 2.32e-05, 2.32e-07, 2.51e-07, 2.70e-07, 2.79e-07, 8.68e-08, 1.77e-10, 4.83e-07, 1.97e-07]    [2.01e-06, 4.88e-06, 2.14e-06, 2.05e-06, 2.59e-06, 1.98e-06, 3.08e-07, 8.72e-07, 1.82e-07, 1.01e-06, 3.43e-06, 5.27e-06, 4.46e-06, 2.32e-05, 2.32e-07, 2.51e-07, 2.70e-07, 2.79e-07, 8.68e-08, 1.77e-10, 4.83e-07, 1.97e-07]    []  
191300    [2.22e-06, 5.35e-06, 2.35e-06, 2.24e-06, 2.24e-06, 1.93e-06, 2.60e-07, 1.61e-05, 6.01e-08, 3.72e-07, 4.72e-05, 3.24e-05, 1.26e-04, 9.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.91e-10, 1.86e-05, 8.90e-08]    [2.22e-06, 5.35e-06, 2.35e-06, 2.24e-06, 2.24e-06, 1.93e-06, 2.60e-07, 1.61e-05, 6.01e-08, 3.72e-07, 4.72e-05, 3.24e-05, 1.26e-04, 9.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.91e-10, 1.86e-05, 8.90e-08]    []  
191400    [1.52e-05, 6.29e-06, 2.64e-06, 3.17e-06, 3.85e-06, 4.04e-06, 7.60e-07, 1.50e-05, 2.61e-06, 4.56e-05, 4.31e-05, 1.60e-04, 1.29e-04, 8.98e-04, 1.45e-05, 1.33e-05, 4.90e-06, 3.97e-06, 0.00e+00, 0.00e+00, 1.50e-05, 2.61e-06]    [1.52e-05, 6.29e-06, 2.64e-06, 3.17e-06, 3.85e-06, 4.04e-06, 7.60e-07, 1.50e-05, 2.61e-06, 4.56e-05, 4.31e-05, 1.60e-04, 1.29e-04, 8.98e-04, 1.45e-05, 1.33e-05, 4.90e-06, 3.97e-06, 0.00e+00, 0.00e+00, 1.50e-05, 2.61e-06]    []  
191500    [1.63e-06, 5.22e-06, 2.14e-06, 1.96e-06, 2.25e-06, 1.87e-06, 2.55e-07, 2.17e-06, 1.91e-08, 1.55e-06, 3.81e-06, 9.00e-06, 1.86e-05, 4.71e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.38e-07, 6.02e-09, 1.57e-06, 1.82e-08]    [1.63e-06, 5.22e-06, 2.14e-06, 1.96e-06, 2.25e-06, 1.87e-06, 2.55e-07, 2.17e-06, 1.91e-08, 1.55e-06, 3.81e-06, 9.00e-06, 1.86e-05, 4.71e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.38e-07, 6.02e-09, 1.57e-06, 1.82e-08]    []  
191600    [1.25e-06, 4.71e-06, 2.15e-06, 1.97e-06, 2.11e-06, 1.80e-06, 2.70e-07, 3.89e-06, 2.30e-08, 2.14e-08, 9.56e-06, 5.97e-06, 1.72e-05, 4.58e-06, 1.01e-09, 1.01e-11, 1.83e-11, 1.79e-09, 0.00e+00, 9.03e-10, 5.11e-06, 5.14e-08]    [1.25e-06, 4.71e-06, 2.15e-06, 1.97e-06, 2.11e-06, 1.80e-06, 2.70e-07, 3.89e-06, 2.30e-08, 2.14e-08, 9.56e-06, 5.97e-06, 1.72e-05, 4.58e-06, 1.01e-09, 1.01e-11, 1.83e-11, 1.79e-09, 0.00e+00, 9.03e-10, 5.11e-06, 5.14e-08]    []  
191700    [4.99e-06, 4.76e-06, 2.20e-06, 1.97e-06, 2.77e-06, 2.17e-06, 3.86e-07, 2.18e-08, 6.94e-08, 7.07e-06, 1.31e-05, 3.02e-05, 5.62e-05, 2.03e-04, 2.22e-06, 1.95e-06, 1.35e-06, 1.65e-06, 1.02e-08, 1.18e-08, 9.04e-08, 5.30e-08]    [4.99e-06, 4.76e-06, 2.20e-06, 1.97e-06, 2.77e-06, 2.17e-06, 3.86e-07, 2.18e-08, 6.94e-08, 7.07e-06, 1.31e-05, 3.02e-05, 5.62e-05, 2.03e-04, 2.22e-06, 1.95e-06, 1.35e-06, 1.65e-06, 1.02e-08, 1.18e-08, 9.04e-08, 5.30e-08]    []  
191800    [1.77e-06, 4.41e-06, 2.17e-06, 1.90e-06, 2.14e-06, 1.80e-06, 3.03e-07, 8.83e-07, 2.07e-09, 9.85e-07, 3.71e-06, 5.04e-06, 4.80e-06, 2.26e-05, 1.78e-07, 2.30e-07, 2.31e-07, 2.87e-07, 8.70e-08, 2.58e-09, 5.12e-07, 1.21e-08]    [1.77e-06, 4.41e-06, 2.17e-06, 1.90e-06, 2.14e-06, 1.80e-06, 3.03e-07, 8.83e-07, 2.07e-09, 9.85e-07, 3.71e-06, 5.04e-06, 4.80e-06, 2.26e-05, 1.78e-07, 2.30e-07, 2.31e-07, 2.87e-07, 8.70e-08, 2.58e-09, 5.12e-07, 1.21e-08]    []  
191900    [1.73e-06, 4.35e-06, 2.02e-06, 1.90e-06, 2.04e-06, 1.78e-06, 2.86e-07, 1.28e-06, 6.41e-08, 5.62e-07, 5.86e-06, 5.54e-06, 1.57e-05, 2.88e-05, 2.17e-07, 1.93e-07, 4.11e-07, 3.78e-07, 1.40e-07, 6.14e-11, 9.05e-07, 9.31e-08]    [1.73e-06, 4.35e-06, 2.02e-06, 1.90e-06, 2.04e-06, 1.78e-06, 2.86e-07, 1.28e-06, 6.41e-08, 5.62e-07, 5.86e-06, 5.54e-06, 1.57e-05, 2.88e-05, 2.17e-07, 1.93e-07, 4.11e-07, 3.78e-07, 1.40e-07, 6.14e-11, 9.05e-07, 9.31e-08]    []  
192000    [3.78e-06, 6.00e-06, 1.80e-06, 2.17e-06, 2.74e-06, 2.61e-06, 3.59e-07, 3.92e-05, 2.74e-09, 1.67e-05, 2.69e-05, 6.16e-05, 1.80e-05, 2.30e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.83e-06, 4.71e-10, 3.50e-05, 3.18e-08]    [3.78e-06, 6.00e-06, 1.80e-06, 2.17e-06, 2.74e-06, 2.61e-06, 3.59e-07, 3.92e-05, 2.74e-09, 1.67e-05, 2.69e-05, 6.16e-05, 1.80e-05, 2.30e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.83e-06, 4.71e-10, 3.50e-05, 3.18e-08]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 46.466559 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
192000    [3.78e-06, 6.00e-06, 1.80e-06, 2.17e-06, 2.74e-06, 2.61e-06, 3.59e-07, 3.92e-05, 2.74e-09, 1.67e-05, 2.69e-05, 6.16e-05, 1.80e-05, 2.30e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.83e-06, 4.71e-10, 3.50e-05, 3.18e-08]    [3.78e-06, 6.00e-06, 1.80e-06, 2.17e-06, 2.74e-06, 2.61e-06, 3.59e-07, 3.92e-05, 2.74e-09, 1.67e-05, 2.69e-05, 6.16e-05, 1.80e-05, 2.30e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.83e-06, 4.71e-10, 3.50e-05, 3.18e-08]    []  
192100    [1.07e-06, 4.41e-06, 2.04e-06, 1.95e-06, 1.66e-06, 1.72e-06, 2.62e-07, 2.61e-08, 7.40e-11, 1.36e-07, 4.21e-06, 3.85e-06, 1.13e-05, 1.23e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.89e-10, 1.48e-09, 1.44e-09, 1.70e-07, 1.11e-08]    [1.07e-06, 4.41e-06, 2.04e-06, 1.95e-06, 1.66e-06, 1.72e-06, 2.62e-07, 2.61e-08, 7.40e-11, 1.36e-07, 4.21e-06, 3.85e-06, 1.13e-05, 1.23e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.89e-10, 1.48e-09, 1.44e-09, 1.70e-07, 1.11e-08]    []  
192200    [1.03e-06, 4.19e-06, 1.97e-06, 1.97e-06, 1.66e-06, 1.67e-06, 3.64e-07, 3.97e-08, 2.73e-06, 2.78e-09, 2.14e-06, 1.59e-06, 2.18e-06, 5.20e-07, 8.47e-10, 7.28e-09, 1.85e-08, 1.87e-08, 1.20e-08, 4.38e-07, 7.48e-08, 2.54e-06]    [1.03e-06, 4.19e-06, 1.97e-06, 1.97e-06, 1.66e-06, 1.67e-06, 3.64e-07, 3.97e-08, 2.73e-06, 2.78e-09, 2.14e-06, 1.59e-06, 2.18e-06, 5.20e-07, 8.47e-10, 7.28e-09, 1.85e-08, 1.87e-08, 1.20e-08, 4.38e-07, 7.48e-08, 2.54e-06]    []  
192300    [1.39e-05, 8.63e-06, 2.79e-06, 3.29e-06, 2.38e-06, 3.63e-06, 4.13e-07, 1.27e-05, 1.51e-09, 2.58e-05, 3.96e-05, 1.71e-04, 2.58e-04, 9.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.21e-10, 1.49e-05, 2.74e-08]    [1.39e-05, 8.63e-06, 2.79e-06, 3.29e-06, 2.38e-06, 3.63e-06, 4.13e-07, 1.27e-05, 1.51e-09, 2.58e-05, 3.96e-05, 1.71e-04, 2.58e-04, 9.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.21e-10, 1.49e-05, 2.74e-08]    []  
192400    [2.44e-06, 3.91e-06, 2.17e-06, 1.47e-06, 2.20e-06, 1.88e-06, 3.17e-07, 8.93e-05, 2.48e-09, 5.42e-07, 5.46e-05, 3.49e-05, 7.49e-05, 2.12e-06, 1.02e-11, 1.18e-08, 0.00e+00, 3.63e-13, 0.00e+00, 3.75e-10, 9.78e-05, 3.25e-08]    [2.44e-06, 3.91e-06, 2.17e-06, 1.47e-06, 2.20e-06, 1.88e-06, 3.17e-07, 8.93e-05, 2.48e-09, 5.42e-07, 5.46e-05, 3.49e-05, 7.49e-05, 2.12e-06, 1.02e-11, 1.18e-08, 0.00e+00, 3.63e-13, 0.00e+00, 3.75e-10, 9.78e-05, 3.25e-08]    []  
192500    [1.91e-06, 3.74e-06, 1.86e-06, 1.82e-06, 1.66e-06, 1.82e-06, 3.38e-07, 5.85e-06, 9.77e-09, 4.79e-08, 3.27e-05, 2.04e-05, 7.37e-05, 4.69e-05, 3.98e-07, 4.42e-07, 9.93e-07, 9.24e-07, 9.05e-07, 2.45e-09, 5.76e-06, 5.92e-09]    [1.91e-06, 3.74e-06, 1.86e-06, 1.82e-06, 1.66e-06, 1.82e-06, 3.38e-07, 5.85e-06, 9.77e-09, 4.79e-08, 3.27e-05, 2.04e-05, 7.37e-05, 4.69e-05, 3.98e-07, 4.42e-07, 9.93e-07, 9.24e-07, 9.05e-07, 2.45e-09, 5.76e-06, 5.92e-09]    []  
192600    [2.75e-06, 3.83e-06, 2.07e-06, 1.89e-06, 2.02e-06, 2.05e-06, 3.80e-07, 4.31e-07, 2.90e-09, 3.93e-06, 7.07e-06, 1.65e-05, 1.10e-05, 8.35e-05, 1.37e-06, 8.45e-07, 4.03e-07, 5.77e-07, 0.00e+00, 1.02e-09, 1.18e-06, 1.02e-08]    [2.75e-06, 3.83e-06, 2.07e-06, 1.89e-06, 2.02e-06, 2.05e-06, 3.80e-07, 4.31e-07, 2.90e-09, 3.93e-06, 7.07e-06, 1.65e-05, 1.10e-05, 8.35e-05, 1.37e-06, 8.45e-07, 4.03e-07, 5.77e-07, 0.00e+00, 1.02e-09, 1.18e-06, 1.02e-08]    []  
192700    [1.32e-06, 3.62e-06, 2.10e-06, 1.72e-06, 1.57e-06, 1.68e-06, 3.15e-07, 3.17e-07, 3.18e-09, 6.86e-07, 3.18e-06, 3.76e-06, 3.35e-06, 1.41e-05, 8.46e-08, 1.80e-07, 1.53e-07, 1.83e-07, 3.55e-08, 1.03e-09, 1.69e-07, 5.12e-09]    [1.32e-06, 3.62e-06, 2.10e-06, 1.72e-06, 1.57e-06, 1.68e-06, 3.15e-07, 3.17e-07, 3.18e-09, 6.86e-07, 3.18e-06, 3.76e-06, 3.35e-06, 1.41e-05, 8.46e-08, 1.80e-07, 1.53e-07, 1.83e-07, 3.55e-08, 1.03e-09, 1.69e-07, 5.12e-09]    []  
192800    [1.18e-05, 4.81e-06, 2.46e-06, 2.79e-06, 2.78e-06, 3.40e-06, 6.04e-07, 9.33e-06, 1.52e-07, 2.56e-05, 3.52e-05, 1.11e-04, 1.78e-04, 7.19e-04, 1.03e-05, 8.75e-06, 4.61e-06, 3.98e-06, 1.39e-06, 1.84e-08, 8.93e-06, 1.19e-07]    [1.18e-05, 4.81e-06, 2.46e-06, 2.79e-06, 2.78e-06, 3.40e-06, 6.04e-07, 9.33e-06, 1.52e-07, 2.56e-05, 3.52e-05, 1.11e-04, 1.78e-04, 7.19e-04, 1.03e-05, 8.75e-06, 4.61e-06, 3.98e-06, 1.39e-06, 1.84e-08, 8.93e-06, 1.19e-07]    []  
192900    [1.31e-06, 3.53e-06, 1.89e-06, 1.47e-06, 2.00e-06, 1.75e-06, 2.76e-07, 2.83e-05, 1.70e-04, 9.42e-08, 1.85e-05, 9.74e-06, 3.12e-05, 8.59e-06, 7.35e-08, 4.32e-08, 3.66e-07, 2.57e-07, 4.09e-06, 0.00e+00, 2.50e-05, 1.71e-04]    [1.31e-06, 3.53e-06, 1.89e-06, 1.47e-06, 2.00e-06, 1.75e-06, 2.76e-07, 2.83e-05, 1.70e-04, 9.42e-08, 1.85e-05, 9.74e-06, 3.12e-05, 8.59e-06, 7.35e-08, 4.32e-08, 3.66e-07, 2.57e-07, 4.09e-06, 0.00e+00, 2.50e-05, 1.71e-04]    []  
193000    [7.86e-07, 3.56e-06, 2.14e-06, 1.56e-06, 1.36e-06, 1.58e-06, 2.86e-07, 1.78e-06, 3.21e-10, 1.34e-06, 1.40e-05, 9.61e-06, 1.05e-05, 1.99e-06, 1.12e-09, 4.41e-09, 8.51e-08, 9.34e-08, 1.71e-07, 3.94e-10, 1.10e-06, 1.26e-08]    [7.86e-07, 3.56e-06, 2.14e-06, 1.56e-06, 1.36e-06, 1.58e-06, 2.86e-07, 1.78e-06, 3.21e-10, 1.34e-06, 1.40e-05, 9.61e-06, 1.05e-05, 1.99e-06, 1.12e-09, 4.41e-09, 8.51e-08, 9.34e-08, 1.71e-07, 3.94e-10, 1.10e-06, 1.26e-08]    []  
193100    [4.58e-06, 5.37e-06, 2.14e-06, 2.27e-06, 1.44e-06, 2.16e-06, 2.90e-07, 1.22e-06, 8.76e-06, 9.07e-06, 1.12e-05, 4.64e-05, 7.41e-05, 2.69e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.55e-08, 0.00e+00, 6.02e-07, 9.34e-06]    [4.58e-06, 5.37e-06, 2.14e-06, 2.27e-06, 1.44e-06, 2.16e-06, 2.90e-07, 1.22e-06, 8.76e-06, 9.07e-06, 1.12e-05, 4.64e-05, 7.41e-05, 2.69e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.55e-08, 0.00e+00, 6.02e-07, 9.34e-06]    []  
193200    [7.77e-07, 3.26e-06, 1.90e-06, 1.65e-06, 1.29e-06, 1.58e-06, 2.93e-07, 2.58e-06, 1.01e-06, 1.02e-07, 5.35e-06, 3.35e-06, 5.12e-06, 1.82e-07, 3.81e-09, 3.45e-08, 1.13e-07, 1.03e-07, 3.15e-07, 1.41e-07, 2.10e-06, 8.51e-07]    [7.77e-07, 3.26e-06, 1.90e-06, 1.65e-06, 1.29e-06, 1.58e-06, 2.93e-07, 2.58e-06, 1.01e-06, 1.02e-07, 5.35e-06, 3.35e-06, 5.12e-06, 1.82e-07, 3.81e-09, 3.45e-08, 1.13e-07, 1.03e-07, 3.15e-07, 1.41e-07, 2.10e-06, 8.51e-07]    []  
193300    [3.25e-06, 3.43e-06, 2.26e-06, 1.79e-06, 1.98e-06, 2.60e-06, 4.81e-07, 1.10e-06, 2.12e-07, 2.64e-06, 9.33e-06, 1.40e-05, 3.80e-05, 8.90e-05, 9.14e-07, 2.21e-07, 1.05e-06, 3.07e-07, 1.39e-07, 2.13e-08, 8.98e-07, 1.38e-07]    [3.25e-06, 3.43e-06, 2.26e-06, 1.79e-06, 1.98e-06, 2.60e-06, 4.81e-07, 1.10e-06, 2.12e-07, 2.64e-06, 9.33e-06, 1.40e-05, 3.80e-05, 8.90e-05, 9.14e-07, 2.21e-07, 1.05e-06, 3.07e-07, 1.39e-07, 2.13e-08, 8.98e-07, 1.38e-07]    []  
193400    [3.60e-06, 4.14e-06, 1.99e-06, 2.01e-06, 1.22e-06, 1.73e-06, 3.00e-07, 2.05e-06, 1.04e-08, 4.25e-06, 2.02e-05, 3.28e-05, 9.17e-05, 1.64e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.06e-10, 3.86e-06, 7.35e-09]    [3.60e-06, 4.14e-06, 1.99e-06, 2.01e-06, 1.22e-06, 1.73e-06, 3.00e-07, 2.05e-06, 1.04e-08, 4.25e-06, 2.02e-05, 3.28e-05, 9.17e-05, 1.64e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.06e-10, 3.86e-06, 7.35e-09]    []  
193500    [2.82e-06, 2.97e-06, 1.89e-06, 1.73e-06, 1.55e-06, 1.84e-06, 3.37e-07, 1.20e-05, 1.80e-05, 6.06e-07, 4.28e-05, 3.01e-05, 1.21e-04, 1.14e-04, 9.10e-07, 9.94e-07, 1.70e-06, 1.36e-06, 1.80e-06, 3.72e-06, 1.14e-05, 1.72e-05]    [2.82e-06, 2.97e-06, 1.89e-06, 1.73e-06, 1.55e-06, 1.84e-06, 3.37e-07, 1.20e-05, 1.80e-05, 6.06e-07, 4.28e-05, 3.01e-05, 1.21e-04, 1.14e-04, 9.10e-07, 9.94e-07, 1.70e-06, 1.36e-06, 1.80e-06, 3.72e-06, 1.14e-05, 1.72e-05]    []  
193600    [1.09e-06, 2.87e-06, 1.89e-06, 1.48e-06, 1.35e-06, 1.61e-06, 3.18e-07, 4.84e-06, 1.70e-10, 4.63e-07, 5.72e-06, 5.37e-06, 5.71e-06, 1.34e-06, 4.44e-08, 1.28e-08, 3.63e-09, 4.19e-08, 0.00e+00, 8.78e-11, 5.71e-06, 2.96e-08]    [1.09e-06, 2.87e-06, 1.89e-06, 1.48e-06, 1.35e-06, 1.61e-06, 3.18e-07, 4.84e-06, 1.70e-10, 4.63e-07, 5.72e-06, 5.37e-06, 5.71e-06, 1.34e-06, 4.44e-08, 1.28e-08, 3.63e-09, 4.19e-08, 0.00e+00, 8.78e-11, 5.71e-06, 2.96e-08]    []  
193700    [4.80e-06, 3.73e-06, 2.22e-06, 2.00e-06, 1.06e-06, 1.76e-06, 3.23e-07, 5.80e-05, 9.53e-06, 8.77e-07, 1.07e-04, 8.08e-05, 2.84e-04, 2.37e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.33e-05, 1.05e-05]    [4.80e-06, 3.73e-06, 2.22e-06, 2.00e-06, 1.06e-06, 1.76e-06, 3.23e-07, 5.80e-05, 9.53e-06, 8.77e-07, 1.07e-04, 8.08e-05, 2.84e-04, 2.37e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.33e-05, 1.05e-05]    []  
193800    [1.50e-06, 2.69e-06, 1.98e-06, 1.47e-06, 1.20e-06, 1.67e-06, 3.46e-07, 5.03e-05, 3.98e-08, 7.85e-07, 4.31e-05, 2.97e-05, 6.27e-05, 3.19e-06, 3.70e-08, 2.79e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.65e-05, 1.30e-07]    [1.50e-06, 2.69e-06, 1.98e-06, 1.47e-06, 1.20e-06, 1.67e-06, 3.46e-07, 5.03e-05, 3.98e-08, 7.85e-07, 4.31e-05, 2.97e-05, 6.27e-05, 3.19e-06, 3.70e-08, 2.79e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.65e-05, 1.30e-07]    []  
193900    [9.30e-07, 2.88e-06, 1.88e-06, 1.66e-06, 9.14e-07, 1.46e-06, 3.13e-07, 3.42e-06, 2.46e-10, 1.11e-07, 5.92e-06, 5.44e-06, 1.65e-05, 1.57e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.25e-10, 0.00e+00, 1.98e-10, 4.26e-06, 1.44e-08]    [9.30e-07, 2.88e-06, 1.88e-06, 1.66e-06, 9.14e-07, 1.46e-06, 3.13e-07, 3.42e-06, 2.46e-10, 1.11e-07, 5.92e-06, 5.44e-06, 1.65e-05, 1.57e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.25e-10, 0.00e+00, 1.98e-10, 4.26e-06, 1.44e-08]    []  
194000    [6.98e-06, 2.88e-06, 1.99e-06, 2.23e-06, 1.64e-06, 2.30e-06, 4.02e-07, 6.40e-05, 2.45e-07, 2.77e-06, 8.71e-05, 7.26e-05, 2.86e-04, 3.15e-04, 3.85e-06, 2.73e-06, 4.59e-06, 3.74e-06, 1.19e-05, 2.25e-08, 6.68e-05, 1.40e-07]    [6.98e-06, 2.88e-06, 1.99e-06, 2.23e-06, 1.64e-06, 2.30e-06, 4.02e-07, 6.40e-05, 2.45e-07, 2.77e-06, 8.71e-05, 7.26e-05, 2.86e-04, 3.15e-04, 3.85e-06, 2.73e-06, 4.59e-06, 3.74e-06, 1.19e-05, 2.25e-08, 6.68e-05, 1.40e-07]    []  

Best model at step 86489:
  train loss: 1.14e-05
  test loss: 1.14e-05
  test metric: []

'train' took 46.860692 s

Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
194000    [6.98e-06, 2.88e-06, 1.99e-06, 2.23e-06, 1.64e-06, 2.30e-06, 4.02e-07, 6.40e-05, 2.45e-07, 2.77e-06, 8.71e-05, 7.26e-05, 2.86e-04, 3.15e-04, 3.85e-06, 2.73e-06, 4.59e-06, 3.74e-06, 1.19e-05, 2.25e-08, 6.68e-05, 1.40e-07]    [6.98e-06, 2.88e-06, 1.99e-06, 2.23e-06, 1.64e-06, 2.30e-06, 4.02e-07, 6.40e-05, 2.45e-07, 2.77e-06, 8.71e-05, 7.26e-05, 2.86e-04, 3.15e-04, 3.85e-06, 2.73e-06, 4.59e-06, 3.74e-06, 1.19e-05, 2.25e-08, 6.68e-05, 1.40e-07]    []  
194100    [9.49e-07, 2.47e-06, 2.05e-06, 1.60e-06, 9.21e-07, 1.60e-06, 3.36e-07, 1.53e-05, 1.00e-07, 4.95e-07, 2.71e-05, 1.67e-05, 3.75e-05, 1.35e-06, 1.05e-07, 1.11e-08, 0.00e+00, 1.51e-10, 0.00e+00, 0.00e+00, 1.82e-05, 2.15e-07]    [9.49e-07, 2.47e-06, 2.05e-06, 1.60e-06, 9.21e-07, 1.60e-06, 3.36e-07, 1.53e-05, 1.00e-07, 4.95e-07, 2.71e-05, 1.67e-05, 3.75e-05, 1.35e-06, 1.05e-07, 1.11e-08, 0.00e+00, 1.51e-10, 0.00e+00, 0.00e+00, 1.82e-05, 2.15e-07]    []  
194200    [7.22e-07, 2.48e-06, 1.72e-06, 1.63e-06, 9.69e-07, 1.50e-06, 3.10e-07, 3.80e-07, 2.37e-07, 1.45e-08, 5.82e-06, 3.32e-06, 7.08e-06, 1.81e-06, 1.18e-08, 4.86e-08, 1.81e-07, 1.41e-07, 4.64e-08, 0.00e+00, 2.82e-07, 3.34e-07]    [7.22e-07, 2.48e-06, 1.72e-06, 1.63e-06, 9.69e-07, 1.50e-06, 3.10e-07, 3.80e-07, 2.37e-07, 1.45e-08, 5.82e-06, 3.32e-06, 7.08e-06, 1.81e-06, 1.18e-08, 4.86e-08, 1.81e-07, 1.41e-07, 4.64e-08, 0.00e+00, 2.82e-07, 3.34e-07]    []  
194300    [8.49e-07, 2.35e-06, 1.69e-06, 1.59e-06, 9.80e-07, 1.53e-06, 3.81e-07, 6.32e-07, 3.83e-09, 2.49e-08, 5.15e-06, 3.55e-06, 9.47e-06, 9.62e-06, 5.38e-08, 8.59e-08, 3.06e-07, 1.73e-07, 8.83e-08, 3.19e-10, 5.75e-07, 1.23e-08]    [8.49e-07, 2.35e-06, 1.69e-06, 1.59e-06, 9.80e-07, 1.53e-06, 3.81e-07, 6.32e-07, 3.83e-09, 2.49e-08, 5.15e-06, 3.55e-06, 9.47e-06, 9.62e-06, 5.38e-08, 8.59e-08, 3.06e-07, 1.73e-07, 8.83e-08, 3.19e-10, 5.75e-07, 1.23e-08]    []  
194400    [2.03e-06, 2.45e-06, 1.69e-06, 1.47e-06, 1.23e-06, 1.65e-06, 3.79e-07, 1.81e-05, 1.50e-08, 1.21e-07, 3.65e-05, 2.44e-05, 9.33e-05, 7.84e-05, 5.80e-07, 6.38e-07, 1.45e-06, 9.33e-07, 2.65e-06, 4.79e-10, 1.67e-05, 5.84e-09]    [2.03e-06, 2.45e-06, 1.69e-06, 1.47e-06, 1.23e-06, 1.65e-06, 3.79e-07, 1.81e-05, 1.50e-08, 1.21e-07, 3.65e-05, 2.44e-05, 9.33e-05, 7.84e-05, 5.80e-07, 6.38e-07, 1.45e-06, 9.33e-07, 2.65e-06, 4.79e-10, 1.67e-05, 5.84e-09]    []  
194500    [1.16e-06, 2.41e-06, 1.84e-06, 1.31e-06, 9.62e-07, 1.51e-06, 3.54e-07, 1.14e-05, 1.77e-09, 5.04e-07, 1.85e-05, 1.18e-05, 2.37e-05, 3.10e-07, 5.44e-09, 6.02e-08, 2.50e-08, 3.89e-09, 0.00e+00, 8.32e-11, 1.49e-05, 2.26e-08]    [1.16e-06, 2.41e-06, 1.84e-06, 1.31e-06, 9.62e-07, 1.51e-06, 3.54e-07, 1.14e-05, 1.77e-09, 5.04e-07, 1.85e-05, 1.18e-05, 2.37e-05, 3.10e-07, 5.44e-09, 6.02e-08, 2.50e-08, 3.89e-09, 0.00e+00, 8.32e-11, 1.49e-05, 2.26e-08]    []  
194600    [8.27e-07, 2.21e-06, 1.78e-06, 1.85e-06, 6.91e-07, 1.63e-06, 3.18e-07, 7.54e-06, 5.60e-08, 4.92e-09, 7.40e-06, 8.22e-06, 1.09e-05, 1.95e-06, 9.59e-08, 0.00e+00, 0.00e+00, 1.07e-08, 0.00e+00, 0.00e+00, 9.55e-06, 1.24e-07]    [8.27e-07, 2.21e-06, 1.78e-06, 1.85e-06, 6.91e-07, 1.63e-06, 3.18e-07, 7.54e-06, 5.60e-08, 4.92e-09, 7.40e-06, 8.22e-06, 1.09e-05, 1.95e-06, 9.59e-08, 0.00e+00, 0.00e+00, 1.07e-08, 0.00e+00, 0.00e+00, 9.55e-06, 1.24e-07]    []  
194700    [7.45e-07, 2.12e-06, 1.62e-06, 1.48e-06, 1.02e-06, 1.47e-06, 3.43e-07, 3.02e-06, 2.61e-04, 4.87e-07, 1.12e-05, 7.15e-06, 1.19e-05, 3.53e-07, 5.64e-08, 3.52e-08, 1.63e-09, 1.64e-08, 0.00e+00, 0.00e+00, 3.99e-06, 2.65e-04]    [7.45e-07, 2.12e-06, 1.62e-06, 1.48e-06, 1.02e-06, 1.47e-06, 3.43e-07, 3.02e-06, 2.61e-04, 4.87e-07, 1.12e-05, 7.15e-06, 1.19e-05, 3.53e-07, 5.64e-08, 3.52e-08, 1.63e-09, 1.64e-08, 0.00e+00, 0.00e+00, 3.99e-06, 2.65e-04]    []  
194800    [7.62e-07, 2.00e-06, 1.65e-06, 1.56e-06, 7.52e-07, 1.52e-06, 3.36e-07, 1.02e-08, 7.66e-09, 6.01e-08, 4.01e-06, 2.97e-06, 6.74e-06, 6.17e-06, 3.77e-08, 1.16e-07, 2.08e-07, 2.28e-07, 5.57e-10, 4.64e-10, 3.07e-08, 7.23e-09]    [7.62e-07, 2.00e-06, 1.65e-06, 1.56e-06, 7.52e-07, 1.52e-06, 3.36e-07, 1.02e-08, 7.66e-09, 6.01e-08, 4.01e-06, 2.97e-06, 6.74e-06, 6.17e-06, 3.77e-08, 1.16e-07, 2.08e-07, 2.28e-07, 5.57e-10, 4.64e-10, 3.07e-08, 7.23e-09]    []  
194900    [3.12e-06, 2.41e-06, 1.80e-06, 1.66e-06, 1.15e-06, 1.93e-06, 4.23e-07, 1.21e-06, 5.67e-09, 4.57e-06, 1.18e-05, 2.42e-05, 5.02e-05, 1.59e-04, 1.58e-06, 1.52e-06, 1.23e-06, 1.14e-06, 1.62e-07, 2.25e-10, 1.10e-06, 8.83e-09]    [3.12e-06, 2.41e-06, 1.80e-06, 1.66e-06, 1.15e-06, 1.93e-06, 4.23e-07, 1.21e-06, 5.67e-09, 4.57e-06, 1.18e-05, 2.42e-05, 5.02e-05, 1.59e-04, 1.58e-06, 1.52e-06, 1.23e-06, 1.14e-06, 1.62e-07, 2.25e-10, 1.10e-06, 8.83e-09]    []  
195000    [2.34e-06, 2.39e-06, 1.68e-06, 1.78e-06, 1.10e-06, 1.88e-06, 3.60e-07, 3.96e-05, 2.63e-07, 5.25e-06, 1.12e-05, 1.22e-05, 4.86e-06, 5.58e-05, 9.88e-07, 2.72e-07, 5.48e-07, 2.65e-07, 0.00e+00, 0.00e+00, 4.52e-05, 4.18e-07]    [2.34e-06, 2.39e-06, 1.68e-06, 1.78e-06, 1.10e-06, 1.88e-06, 3.60e-07, 3.96e-05, 2.63e-07, 5.25e-06, 1.12e-05, 1.22e-05, 4.86e-06, 5.58e-05, 9.88e-07, 2.72e-07, 5.48e-07, 2.65e-07, 0.00e+00, 0.00e+00, 4.52e-05, 4.18e-07]    []  
195100    [8.48e-07, 2.54e-06, 1.57e-06, 1.28e-06, 8.60e-07, 1.44e-06, 3.29e-07, 3.05e-05, 3.88e-07, 9.17e-07, 4.27e-05, 2.52e-05, 6.29e-05, 7.33e-06, 1.18e-07, 6.51e-08, 3.79e-07, 6.50e-07, 4.65e-06, 3.74e-08, 2.86e-05, 2.36e-07]    [8.48e-07, 2.54e-06, 1.57e-06, 1.28e-06, 8.60e-07, 1.44e-06, 3.29e-07, 3.05e-05, 3.88e-07, 9.17e-07, 4.27e-05, 2.52e-05, 6.29e-05, 7.33e-06, 1.18e-07, 6.51e-08, 3.79e-07, 6.50e-07, 4.65e-06, 3.74e-08, 2.86e-05, 2.36e-07]    []  
195200    [1.02e-06, 2.00e-06, 1.70e-06, 1.52e-06, 7.09e-07, 1.40e-06, 3.47e-07, 1.05e-05, 2.21e-06, 1.36e-08, 2.88e-05, 1.86e-05, 5.68e-05, 1.90e-05, 4.51e-10, 1.04e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-05, 2.69e-06]    [1.02e-06, 2.00e-06, 1.70e-06, 1.52e-06, 7.09e-07, 1.40e-06, 3.47e-07, 1.05e-05, 2.21e-06, 1.36e-08, 2.88e-05, 1.86e-05, 5.68e-05, 1.90e-05, 4.51e-10, 1.04e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-05, 2.69e-06]    []  
195300    [1.32e-06, 1.97e-06, 1.76e-06, 1.73e-06, 9.42e-07, 1.73e-06, 4.72e-07, 1.12e-05, 7.02e-06, 2.45e-06, 2.15e-05, 2.02e-05, 1.33e-05, 1.75e-05, 2.56e-07, 4.44e-07, 1.29e-08, 5.99e-08, 0.00e+00, 0.00e+00, 1.45e-05, 8.05e-06]    [1.32e-06, 1.97e-06, 1.76e-06, 1.73e-06, 9.42e-07, 1.73e-06, 4.72e-07, 1.12e-05, 7.02e-06, 2.45e-06, 2.15e-05, 2.02e-05, 1.33e-05, 1.75e-05, 2.56e-07, 4.44e-07, 1.29e-08, 5.99e-08, 0.00e+00, 0.00e+00, 1.45e-05, 8.05e-06]    []  
195400    [1.82e-06, 1.92e-06, 1.69e-06, 1.51e-06, 8.81e-07, 1.61e-06, 4.27e-07, 9.92e-10, 1.86e-09, 3.62e-06, 5.20e-06, 1.31e-05, 1.37e-05, 7.29e-05, 5.04e-07, 9.39e-07, 6.22e-07, 7.07e-07, 1.00e-10, 8.36e-11, 4.57e-08, 1.43e-08]    [1.82e-06, 1.92e-06, 1.69e-06, 1.51e-06, 8.81e-07, 1.61e-06, 4.27e-07, 9.92e-10, 1.86e-09, 3.62e-06, 5.20e-06, 1.31e-05, 1.37e-05, 7.29e-05, 5.04e-07, 9.39e-07, 6.22e-07, 7.07e-07, 1.00e-10, 8.36e-11, 4.57e-08, 1.43e-08]    []  
195500    [1.21e-05, 3.13e-06, 2.18e-06, 2.54e-06, 1.95e-06, 2.75e-06, 5.06e-07, 8.70e-05, 2.07e-07, 7.40e-06, 1.27e-04, 1.23e-04, 4.99e-04, 7.18e-04, 8.08e-06, 5.67e-06, 7.75e-06, 6.41e-06, 1.67e-05, 1.90e-08, 9.24e-05, 1.20e-07]    [1.21e-05, 3.13e-06, 2.18e-06, 2.54e-06, 1.95e-06, 2.75e-06, 5.06e-07, 8.70e-05, 2.07e-07, 7.40e-06, 1.27e-04, 1.23e-04, 4.99e-04, 7.18e-04, 8.08e-06, 5.67e-06, 7.75e-06, 6.41e-06, 1.67e-05, 1.90e-08, 9.24e-05, 1.20e-07]    []  
195600    [5.88e-07, 1.73e-06, 1.52e-06, 1.33e-06, 6.32e-07, 1.43e-06, 3.32e-07, 1.50e-09, 3.43e-08, 1.61e-10, 1.60e-06, 1.21e-06, 1.10e-06, 2.24e-07, 8.06e-09, 1.23e-08, 4.11e-08, 4.45e-08, 7.68e-10, 0.00e+00, 1.62e-08, 1.01e-07]    [5.88e-07, 1.73e-06, 1.52e-06, 1.33e-06, 6.32e-07, 1.43e-06, 3.32e-07, 1.50e-09, 3.43e-08, 1.61e-10, 1.60e-06, 1.21e-06, 1.10e-06, 2.24e-07, 8.06e-09, 1.23e-08, 4.11e-08, 4.45e-08, 7.68e-10, 0.00e+00, 1.62e-08, 1.01e-07]    []  
195700    [8.58e-07, 1.76e-06, 1.66e-06, 1.78e-06, 5.68e-07, 1.56e-06, 3.48e-07, 3.76e-07, 1.72e-08, 3.93e-08, 7.71e-06, 8.56e-06, 8.32e-06, 3.24e-06, 1.12e-07, 3.34e-08, 9.44e-08, 3.98e-08, 0.00e+00, 6.66e-10, 7.70e-07, 2.79e-09]    [8.58e-07, 1.76e-06, 1.66e-06, 1.78e-06, 5.68e-07, 1.56e-06, 3.48e-07, 3.76e-07, 1.72e-08, 3.93e-08, 7.71e-06, 8.56e-06, 8.32e-06, 3.24e-06, 1.12e-07, 3.34e-08, 9.44e-08, 3.98e-08, 0.00e+00, 6.66e-10, 7.70e-07, 2.79e-09]    []  
195800    [2.18e-06, 2.22e-06, 1.77e-06, 3.36e-06, 1.39e-06, 2.26e-06, 5.07e-07, 7.04e-08, 9.44e-05, 6.96e-07, 3.60e-05, 3.33e-05, 1.01e-04, 7.59e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.81e-07, 9.98e-05]    [2.18e-06, 2.22e-06, 1.77e-06, 3.36e-06, 1.39e-06, 2.26e-06, 5.07e-07, 7.04e-08, 9.44e-05, 6.96e-07, 3.60e-05, 3.33e-05, 1.01e-04, 7.59e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.81e-07, 9.98e-05]    []  
195900    [2.10e-06, 2.43e-06, 1.55e-06, 1.34e-06, 7.12e-07, 1.26e-06, 3.89e-07, 1.88e-06, 5.37e-09, 3.05e-06, 4.30e-06, 1.84e-05, 2.77e-05, 9.52e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.47e-07, 0.00e+00, 9.73e-07, 5.36e-08]    [2.10e-06, 2.43e-06, 1.55e-06, 1.34e-06, 7.12e-07, 1.26e-06, 3.89e-07, 1.88e-06, 5.37e-09, 3.05e-06, 4.30e-06, 1.84e-05, 2.77e-05, 9.52e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.47e-07, 0.00e+00, 9.73e-07, 5.36e-08]    []  
196000    [7.84e-07, 1.76e-06, 1.57e-06, 1.33e-06, 5.81e-07, 1.29e-06, 3.50e-07, 5.14e-06, 1.14e-09, 2.64e-08, 8.99e-06, 5.97e-06, 1.63e-05, 3.68e-06, 0.00e+00, 0.00e+00, 4.38e-10, 3.44e-09, 0.00e+00, 2.62e-11, 6.19e-06, 1.31e-08]    [7.84e-07, 1.76e-06, 1.57e-06, 1.33e-06, 5.81e-07, 1.29e-06, 3.50e-07, 5.14e-06, 1.14e-09, 2.64e-08, 8.99e-06, 5.97e-06, 1.63e-05, 3.68e-06, 0.00e+00, 0.00e+00, 4.38e-10, 3.44e-09, 0.00e+00, 2.62e-11, 6.19e-06, 1.31e-08]    []  

Best model at step 195613:
  train loss: 1.11e-05
  test loss: 1.11e-05
  test metric: []

'train' took 51.995654 s

Best train step: 195613
lambda_a: 8.931942052248868
lambda_b: 5.279414808751322
kappa_a: 2.195336917468056
kappa_b: 1.3589774005492705
Best train step: 195613
lambda_a: 2.1896338463
lambda_b: 1.6638152599
kappa_a: 0.7863355279
kappa_b: 0.30673250556
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
196000    [7.84e-07, 1.76e-06, 1.57e-06, 1.33e-06, 5.81e-07, 1.29e-06, 3.50e-07, 5.14e-06, 1.14e-09, 2.64e-08, 8.99e-06, 5.97e-06, 1.63e-05, 3.68e-06, 0.00e+00, 0.00e+00, 4.38e-10, 3.44e-09, 0.00e+00, 2.62e-11, 6.19e-06, 1.31e-08]    [7.84e-07, 1.76e-06, 1.57e-06, 1.33e-06, 5.81e-07, 1.29e-06, 3.50e-07, 5.14e-06, 1.14e-09, 2.64e-08, 8.99e-06, 5.97e-06, 1.63e-05, 3.68e-06, 0.00e+00, 0.00e+00, 4.38e-10, 3.44e-09, 0.00e+00, 2.62e-11, 6.19e-06, 1.31e-08]    []  
196100    [5.96e-07, 1.81e-06, 1.43e-06, 1.25e-06, 5.76e-07, 1.24e-06, 3.30e-07, 2.64e-07, 2.40e-09, 2.77e-07, 1.87e-06, 2.31e-06, 1.44e-06, 4.45e-06, 5.18e-12, 0.00e+00, 2.34e-08, 1.50e-08, 2.68e-08, 7.80e-11, 1.68e-07, 7.67e-09]    [5.96e-07, 1.81e-06, 1.43e-06, 1.25e-06, 5.76e-07, 1.24e-06, 3.30e-07, 2.64e-07, 2.40e-09, 2.77e-07, 1.87e-06, 2.31e-06, 1.44e-06, 4.45e-06, 5.18e-12, 0.00e+00, 2.34e-08, 1.50e-08, 2.68e-08, 7.80e-11, 1.68e-07, 7.67e-09]    []  
196200    [5.50e-07, 1.65e-06, 1.44e-06, 1.28e-06, 5.67e-07, 1.32e-06, 3.15e-07, 1.85e-09, 2.23e-09, 1.36e-08, 1.71e-06, 1.28e-06, 1.03e-06, 1.69e-07, 1.81e-09, 9.19e-09, 3.70e-08, 5.30e-08, 1.79e-09, 9.12e-11, 1.64e-08, 7.33e-09]    [5.50e-07, 1.65e-06, 1.44e-06, 1.28e-06, 5.67e-07, 1.32e-06, 3.15e-07, 1.85e-09, 2.23e-09, 1.36e-08, 1.71e-06, 1.28e-06, 1.03e-06, 1.69e-07, 1.81e-09, 9.19e-09, 3.70e-08, 5.30e-08, 1.79e-09, 9.12e-11, 1.64e-08, 7.33e-09]    []  
196300    [1.40e-06, 2.09e-06, 1.52e-06, 1.32e-06, 5.08e-07, 1.26e-06, 3.03e-07, 1.63e-06, 4.06e-07, 1.03e-06, 7.76e-06, 1.11e-05, 3.35e-05, 5.63e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.11e-06, 5.55e-07]    [1.40e-06, 2.09e-06, 1.52e-06, 1.32e-06, 5.08e-07, 1.26e-06, 3.03e-07, 1.63e-06, 4.06e-07, 1.03e-06, 7.76e-06, 1.11e-05, 3.35e-05, 5.63e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.11e-06, 5.55e-07]    []  
196400    [5.57e-06, 2.84e-06, 1.99e-06, 1.50e-06, 6.33e-07, 1.59e-06, 3.39e-07, 1.12e-04, 4.07e-09, 8.43e-07, 1.36e-04, 9.72e-05, 3.52e-04, 3.05e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-04, 4.72e-08]    [5.57e-06, 2.84e-06, 1.99e-06, 1.50e-06, 6.33e-07, 1.59e-06, 3.39e-07, 1.12e-04, 4.07e-09, 8.43e-07, 1.36e-04, 9.72e-05, 3.52e-04, 3.05e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-04, 4.72e-08]    []  
196500    [1.10e-06, 1.93e-06, 2.44e-06, 1.88e-06, 1.88e-06, 1.63e-06, 3.95e-07, 9.54e-08, 9.89e-05, 1.29e-05, 5.72e-05, 2.19e-05, 8.70e-05, 4.54e-05, 1.42e-08, 9.52e-09, 5.66e-11, 1.67e-09, 8.47e-10, 0.00e+00, 8.13e-08, 1.03e-04]    [1.10e-06, 1.93e-06, 2.44e-06, 1.88e-06, 1.88e-06, 1.63e-06, 3.95e-07, 9.54e-08, 9.89e-05, 1.29e-05, 5.72e-05, 2.19e-05, 8.70e-05, 4.54e-05, 1.42e-08, 9.52e-09, 5.66e-11, 1.67e-09, 8.47e-10, 0.00e+00, 8.13e-08, 1.03e-04]    []  
196600    [1.27e-06, 1.46e-06, 1.62e-06, 2.11e-06, 7.46e-07, 1.76e-06, 4.56e-07, 1.03e-05, 8.94e-06, 3.55e-06, 2.60e-05, 2.33e-05, 1.35e-05, 3.07e-05, 1.30e-06, 4.05e-07, 1.23e-08, 2.01e-07, 0.00e+00, 0.00e+00, 1.51e-05, 1.01e-05]    [1.27e-06, 1.46e-06, 1.62e-06, 2.11e-06, 7.46e-07, 1.76e-06, 4.56e-07, 1.03e-05, 8.94e-06, 3.55e-06, 2.60e-05, 2.33e-05, 1.35e-05, 3.07e-05, 1.30e-06, 4.05e-07, 1.23e-08, 2.01e-07, 0.00e+00, 0.00e+00, 1.51e-05, 1.01e-05]    []  
196700    [8.27e-06, 3.27e-06, 3.18e-06, 2.90e-06, 2.24e-06, 2.57e-06, 7.26e-07, 7.99e-07, 2.19e-07, 8.36e-06, 6.53e-05, 6.49e-05, 2.75e-04, 4.81e-04, 3.02e-06, 4.44e-06, 3.22e-06, 3.94e-06, 4.41e-08, 1.36e-08, 2.73e-07, 8.53e-08]    [8.27e-06, 3.27e-06, 3.18e-06, 2.90e-06, 2.24e-06, 2.57e-06, 7.26e-07, 7.99e-07, 2.19e-07, 8.36e-06, 6.53e-05, 6.49e-05, 2.75e-04, 4.81e-04, 3.02e-06, 4.44e-06, 3.22e-06, 3.94e-06, 4.41e-08, 1.36e-08, 2.73e-07, 8.53e-08]    []  
196800    [1.32e-06, 1.42e-06, 1.58e-06, 2.11e-06, 6.93e-07, 1.73e-06, 4.55e-07, 5.52e-06, 4.64e-07, 3.19e-06, 1.63e-05, 1.71e-05, 6.96e-06, 3.27e-05, 1.23e-06, 2.72e-07, 4.24e-08, 2.17e-07, 0.00e+00, 0.00e+00, 8.55e-06, 7.26e-07]    [1.32e-06, 1.42e-06, 1.58e-06, 2.11e-06, 6.93e-07, 1.73e-06, 4.55e-07, 5.52e-06, 4.64e-07, 3.19e-06, 1.63e-05, 1.71e-05, 6.96e-06, 3.27e-05, 1.23e-06, 2.72e-07, 4.24e-08, 2.17e-07, 0.00e+00, 0.00e+00, 8.55e-06, 7.26e-07]    []  
196900    [5.40e-05, 1.22e-05, 4.91e-06, 9.45e-06, 7.10e-06, 9.25e-06, 2.40e-06, 2.60e-04, 2.53e-05, 1.16e-04, 1.79e-04, 5.78e-04, 1.06e-03, 3.86e-03, 6.86e-05, 6.48e-05, 2.62e-05, 2.00e-05, 5.33e-05, 5.68e-06, 2.72e-04, 2.45e-05]    [5.40e-05, 1.22e-05, 4.91e-06, 9.45e-06, 7.10e-06, 9.25e-06, 2.40e-06, 2.60e-04, 2.53e-05, 1.16e-04, 1.79e-04, 5.78e-04, 1.06e-03, 3.86e-03, 6.86e-05, 6.48e-05, 2.62e-05, 2.00e-05, 5.33e-05, 5.68e-06, 2.72e-04, 2.45e-05]    []  
197000    [5.86e-07, 1.48e-06, 1.42e-06, 1.28e-06, 5.29e-07, 1.30e-06, 3.44e-07, 1.30e-07, 6.21e-09, 9.67e-11, 1.83e-06, 1.45e-06, 1.24e-06, 5.61e-08, 8.81e-10, 5.69e-09, 4.04e-08, 3.37e-08, 2.13e-08, 2.23e-10, 1.36e-07, 3.58e-09]    [5.86e-07, 1.48e-06, 1.42e-06, 1.28e-06, 5.29e-07, 1.30e-06, 3.44e-07, 1.30e-07, 6.21e-09, 9.67e-11, 1.83e-06, 1.45e-06, 1.24e-06, 5.61e-08, 8.81e-10, 5.69e-09, 4.04e-08, 3.37e-08, 2.13e-08, 2.23e-10, 1.36e-07, 3.58e-09]    []  
197100    [1.30e-05, 6.40e-06, 2.11e-06, 2.80e-06, 1.27e-06, 4.01e-06, 4.25e-07, 1.52e-04, 3.48e-06, 1.43e-05, 5.30e-05, 1.60e-04, 2.71e-04, 8.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.48e-04, 3.63e-06]    [1.30e-05, 6.40e-06, 2.11e-06, 2.80e-06, 1.27e-06, 4.01e-06, 4.25e-07, 1.52e-04, 3.48e-06, 1.43e-05, 5.30e-05, 1.60e-04, 2.71e-04, 8.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.48e-04, 3.63e-06]    []  
197200    [5.92e-07, 1.43e-06, 1.43e-06, 1.15e-06, 4.82e-07, 1.18e-06, 3.17e-07, 5.73e-10, 3.28e-05, 2.97e-08, 1.71e-06, 1.42e-06, 1.21e-06, 1.13e-06, 5.54e-09, 1.69e-08, 4.57e-08, 1.47e-07, 2.33e-10, 7.22e-06, 2.04e-08, 3.16e-05]    [5.92e-07, 1.43e-06, 1.43e-06, 1.15e-06, 4.82e-07, 1.18e-06, 3.17e-07, 5.73e-10, 3.28e-05, 2.97e-08, 1.71e-06, 1.42e-06, 1.21e-06, 1.13e-06, 5.54e-09, 1.69e-08, 4.57e-08, 1.47e-07, 2.33e-10, 7.22e-06, 2.04e-08, 3.16e-05]    []  
197300    [6.57e-07, 1.47e-06, 1.36e-06, 1.33e-06, 4.67e-07, 1.23e-06, 3.37e-07, 7.94e-07, 1.05e-07, 9.17e-08, 2.08e-06, 2.03e-06, 1.80e-06, 3.83e-06, 1.80e-08, 4.55e-08, 1.22e-07, 1.07e-07, 9.08e-08, 7.25e-09, 5.92e-07, 4.72e-08]    [6.57e-07, 1.47e-06, 1.36e-06, 1.33e-06, 4.67e-07, 1.23e-06, 3.37e-07, 7.94e-07, 1.05e-07, 9.17e-08, 2.08e-06, 2.03e-06, 1.80e-06, 3.83e-06, 1.80e-08, 4.55e-08, 1.22e-07, 1.07e-07, 9.08e-08, 7.25e-09, 5.92e-07, 4.72e-08]    []  
197400    [7.26e-06, 3.64e-06, 1.61e-06, 6.04e-06, 1.14e-06, 2.39e-06, 6.19e-07, 4.30e-05, 8.21e-05, 7.31e-06, 7.87e-05, 9.13e-05, 3.10e-04, 3.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.86e-05, 8.60e-05]    [7.26e-06, 3.64e-06, 1.61e-06, 6.04e-06, 1.14e-06, 2.39e-06, 6.19e-07, 4.30e-05, 8.21e-05, 7.31e-06, 7.87e-05, 9.13e-05, 3.10e-04, 3.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.86e-05, 8.60e-05]    []  
197500    [5.65e-05, 1.31e-05, 5.67e-06, 1.03e-05, 7.76e-06, 9.26e-06, 2.79e-06, 1.54e-05, 2.99e-07, 1.51e-04, 1.67e-04, 5.95e-04, 9.21e-04, 3.96e-03, 6.91e-05, 7.24e-05, 2.60e-05, 1.99e-05, 3.13e-06, 4.47e-08, 1.95e-05, 2.70e-07]    [5.65e-05, 1.31e-05, 5.67e-06, 1.03e-05, 7.76e-06, 9.26e-06, 2.79e-06, 1.54e-05, 2.99e-07, 1.51e-04, 1.67e-04, 5.95e-04, 9.21e-04, 3.96e-03, 6.91e-05, 7.24e-05, 2.60e-05, 1.99e-05, 3.13e-06, 4.47e-08, 1.95e-05, 2.70e-07]    []  
197600    [5.40e-07, 1.22e-06, 1.24e-06, 9.71e-07, 5.06e-07, 1.20e-06, 2.86e-07, 4.12e-07, 1.71e-09, 2.49e-10, 3.57e-06, 2.13e-06, 5.19e-06, 3.24e-06, 3.40e-08, 4.72e-08, 1.63e-07, 1.62e-07, 7.56e-08, 3.23e-11, 5.08e-07, 4.06e-09]    [5.40e-07, 1.22e-06, 1.24e-06, 9.71e-07, 5.06e-07, 1.20e-06, 2.86e-07, 4.12e-07, 1.71e-09, 2.49e-10, 3.57e-06, 2.13e-06, 5.19e-06, 3.24e-06, 3.40e-08, 4.72e-08, 1.63e-07, 1.62e-07, 7.56e-08, 3.23e-11, 5.08e-07, 4.06e-09]    []  
197700    [9.15e-06, 2.51e-06, 1.86e-06, 2.13e-06, 1.39e-06, 2.33e-06, 5.58e-07, 2.80e-05, 5.57e-08, 1.02e-05, 6.56e-05, 8.82e-05, 2.90e-04, 5.68e-04, 7.08e-06, 4.87e-06, 5.46e-06, 4.01e-06, 5.02e-06, 3.55e-09, 3.02e-05, 2.22e-08]    [9.15e-06, 2.51e-06, 1.86e-06, 2.13e-06, 1.39e-06, 2.33e-06, 5.58e-07, 2.80e-05, 5.57e-08, 1.02e-05, 6.56e-05, 8.82e-05, 2.90e-04, 5.68e-04, 7.08e-06, 4.87e-06, 5.46e-06, 4.01e-06, 5.02e-06, 3.55e-09, 3.02e-05, 2.22e-08]    []  
197800    [8.83e-07, 1.69e-06, 1.18e-06, 1.12e-06, 5.45e-07, 1.16e-06, 3.19e-07, 2.64e-05, 8.71e-08, 4.78e-07, 2.79e-05, 1.63e-05, 4.47e-05, 7.11e-06, 2.36e-07, 2.41e-09, 9.45e-07, 3.56e-08, 3.60e-06, 4.95e-09, 2.26e-05, 3.18e-08]    [8.83e-07, 1.69e-06, 1.18e-06, 1.12e-06, 5.45e-07, 1.16e-06, 3.19e-07, 2.64e-05, 8.71e-08, 4.78e-07, 2.79e-05, 1.63e-05, 4.47e-05, 7.11e-06, 2.36e-07, 2.41e-09, 9.45e-07, 3.56e-08, 3.60e-06, 4.95e-09, 2.26e-05, 3.18e-08]    []  
197900    [6.77e-07, 1.31e-06, 1.32e-06, 1.20e-06, 4.77e-07, 1.11e-06, 3.30e-07, 3.70e-06, 2.52e-07, 1.03e-07, 6.86e-06, 5.56e-06, 1.23e-05, 1.26e-06, 5.18e-13, 5.98e-09, 0.00e+00, 1.45e-08, 0.00e+00, 0.00e+00, 4.55e-06, 3.59e-07]    [6.77e-07, 1.31e-06, 1.32e-06, 1.20e-06, 4.77e-07, 1.11e-06, 3.30e-07, 3.70e-06, 2.52e-07, 1.03e-07, 6.86e-06, 5.56e-06, 1.23e-05, 1.26e-06, 5.18e-13, 5.98e-09, 0.00e+00, 1.45e-08, 0.00e+00, 0.00e+00, 4.55e-06, 3.59e-07]    []  
198000    [5.79e-06, 1.86e-06, 1.75e-06, 1.68e-06, 1.31e-06, 1.79e-06, 3.63e-07, 1.16e-04, 1.98e-04, 1.19e-06, 9.49e-05, 7.27e-05, 3.04e-04, 3.20e-04, 3.82e-06, 2.44e-06, 4.36e-06, 3.22e-06, 2.17e-05, 0.00e+00, 1.19e-04, 2.01e-04]    [5.79e-06, 1.86e-06, 1.75e-06, 1.68e-06, 1.31e-06, 1.79e-06, 3.63e-07, 1.16e-04, 1.98e-04, 1.19e-06, 9.49e-05, 7.27e-05, 3.04e-04, 3.20e-04, 3.82e-06, 2.44e-06, 4.36e-06, 3.22e-06, 2.17e-05, 0.00e+00, 1.19e-04, 2.01e-04]    []  

Best model at step 197355:
  train loss: 9.34e-06
  test loss: 9.34e-06
  test metric: []

'train' took 44.591095 s

Best train step: 197355
lambda_a: 8.939694814301516
lambda_b: 5.4106695697314064
kappa_a: 2.203964035067329
kappa_b: 1.38811005075638
Best train step: 197355
lambda_a: 2.1905014515
lambda_b: 1.6883728504
kappa_a: 0.79025757313
kappa_b: 0.32794314623
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
198000    [5.79e-06, 1.86e-06, 1.75e-06, 1.68e-06, 1.31e-06, 1.79e-06, 3.63e-07, 1.16e-04, 1.98e-04, 1.19e-06, 9.49e-05, 7.27e-05, 3.04e-04, 3.20e-04, 3.82e-06, 2.44e-06, 4.36e-06, 3.22e-06, 2.17e-05, 0.00e+00, 1.19e-04, 2.01e-04]    [5.79e-06, 1.86e-06, 1.75e-06, 1.68e-06, 1.31e-06, 1.79e-06, 3.63e-07, 1.16e-04, 1.98e-04, 1.19e-06, 9.49e-05, 7.27e-05, 3.04e-04, 3.20e-04, 3.82e-06, 2.44e-06, 4.36e-06, 3.22e-06, 2.17e-05, 0.00e+00, 1.19e-04, 2.01e-04]    []  
198100    [9.42e-06, 3.30e-06, 2.47e-06, 4.22e-06, 1.85e-06, 3.29e-06, 1.01e-06, 4.03e-06, 1.03e-08, 2.65e-05, 2.74e-05, 9.17e-05, 9.69e-05, 5.64e-04, 1.05e-05, 5.71e-06, 4.29e-06, 1.99e-06, 0.00e+00, 0.00e+00, 4.73e-06, 6.18e-08]    [9.42e-06, 3.30e-06, 2.47e-06, 4.22e-06, 1.85e-06, 3.29e-06, 1.01e-06, 4.03e-06, 1.03e-08, 2.65e-05, 2.74e-05, 9.17e-05, 9.69e-05, 5.64e-04, 1.05e-05, 5.71e-06, 4.29e-06, 1.99e-06, 0.00e+00, 0.00e+00, 4.73e-06, 6.18e-08]    []  
198200    [2.26e-06, 2.16e-06, 1.43e-06, 1.43e-06, 5.58e-07, 1.19e-06, 3.52e-07, 2.12e-06, 1.20e-08, 3.18e-06, 9.03e-06, 2.32e-05, 6.88e-05, 1.33e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.33e-07, 2.45e-10, 8.45e-07, 1.26e-09]    [2.26e-06, 2.16e-06, 1.43e-06, 1.43e-06, 5.58e-07, 1.19e-06, 3.52e-07, 2.12e-06, 1.20e-08, 3.18e-06, 9.03e-06, 2.32e-05, 6.88e-05, 1.33e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.33e-07, 2.45e-10, 8.45e-07, 1.26e-09]    []  
198300    [2.65e-06, 2.00e-06, 1.96e-06, 1.53e-06, 4.51e-07, 1.15e-06, 3.64e-07, 8.10e-06, 5.77e-05, 1.35e-06, 4.13e-05, 3.47e-05, 1.23e-04, 1.19e-04, 0.00e+00, 4.11e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-05, 1.21e-05, 5.58e-05]    [2.65e-06, 2.00e-06, 1.96e-06, 1.53e-06, 4.51e-07, 1.15e-06, 3.64e-07, 8.10e-06, 5.77e-05, 1.35e-06, 4.13e-05, 3.47e-05, 1.23e-04, 1.19e-04, 0.00e+00, 4.11e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-05, 1.21e-05, 5.58e-05]    []  
198400    [6.24e-07, 1.23e-06, 1.26e-06, 1.20e-06, 3.99e-07, 1.07e-06, 3.14e-07, 2.44e-06, 5.34e-09, 2.10e-09, 6.89e-06, 5.29e-06, 1.40e-05, 5.61e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.88e-09, 0.00e+00, 7.90e-11, 3.11e-06, 3.07e-09]    [6.24e-07, 1.23e-06, 1.26e-06, 1.20e-06, 3.99e-07, 1.07e-06, 3.14e-07, 2.44e-06, 5.34e-09, 2.10e-09, 6.89e-06, 5.29e-06, 1.40e-05, 5.61e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.88e-09, 0.00e+00, 7.90e-11, 3.11e-06, 3.07e-09]    []  
198500    [2.45e-05, 1.07e-05, 2.46e-06, 6.14e-06, 2.60e-06, 5.61e-06, 8.75e-07, 3.60e-06, 6.12e-09, 5.36e-05, 4.63e-05, 2.92e-04, 2.99e-04, 1.53e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.99e-06, 4.44e-08]    [2.45e-05, 1.07e-05, 2.46e-06, 6.14e-06, 2.60e-06, 5.61e-06, 8.75e-07, 3.60e-06, 6.12e-09, 5.36e-05, 4.63e-05, 2.92e-04, 2.99e-04, 1.53e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.99e-06, 4.44e-08]    []  
198600    [8.34e-07, 1.25e-06, 1.41e-06, 1.24e-06, 4.00e-07, 1.05e-06, 3.86e-07, 1.26e-05, 2.26e-07, 3.14e-07, 2.88e-05, 1.90e-05, 4.99e-05, 7.37e-06, 0.00e+00, 2.22e-07, 0.00e+00, 7.57e-10, 0.00e+00, 2.28e-08, 1.53e-05, 1.46e-07]    [8.34e-07, 1.25e-06, 1.41e-06, 1.24e-06, 4.00e-07, 1.05e-06, 3.86e-07, 1.26e-05, 2.26e-07, 3.14e-07, 2.88e-05, 1.90e-05, 4.99e-05, 7.37e-06, 0.00e+00, 2.22e-07, 0.00e+00, 7.57e-10, 0.00e+00, 2.28e-08, 1.53e-05, 1.46e-07]    []  
198700    [6.54e-07, 1.12e-06, 1.15e-06, 1.15e-06, 4.23e-07, 1.04e-06, 3.07e-07, 7.63e-07, 1.17e-06, 2.06e-07, 3.04e-06, 3.55e-06, 8.71e-06, 1.05e-05, 0.00e+00, 0.00e+00, 1.04e-12, 2.34e-09, 0.00e+00, 0.00e+00, 1.10e-06, 1.41e-06]    [6.54e-07, 1.12e-06, 1.15e-06, 1.15e-06, 4.23e-07, 1.04e-06, 3.07e-07, 7.63e-07, 1.17e-06, 2.06e-07, 3.04e-06, 3.55e-06, 8.71e-06, 1.05e-05, 0.00e+00, 0.00e+00, 1.04e-12, 2.34e-09, 0.00e+00, 0.00e+00, 1.10e-06, 1.41e-06]    []  
198800    [8.34e-06, 4.25e-06, 1.48e-06, 3.71e-06, 1.75e-06, 2.44e-06, 6.28e-07, 3.73e-06, 6.29e-08, 2.30e-05, 1.83e-05, 1.15e-04, 1.06e-04, 5.92e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.74e-07, 2.14e-09, 2.56e-06, 1.14e-08]    [8.34e-06, 4.25e-06, 1.48e-06, 3.71e-06, 1.75e-06, 2.44e-06, 6.28e-07, 3.73e-06, 6.29e-08, 2.30e-05, 1.83e-05, 1.15e-04, 1.06e-04, 5.92e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.74e-07, 2.14e-09, 2.56e-06, 1.14e-08]    []  
198900    [8.90e-07, 1.09e-06, 1.30e-06, 1.40e-06, 3.73e-07, 1.17e-06, 3.59e-07, 5.08e-05, 4.29e-06, 2.43e-06, 4.08e-05, 2.65e-05, 4.27e-05, 1.16e-06, 3.73e-07, 3.11e-08, 3.66e-09, 7.61e-09, 0.00e+00, 0.00e+00, 5.66e-05, 4.76e-06]    [8.90e-07, 1.09e-06, 1.30e-06, 1.40e-06, 3.73e-07, 1.17e-06, 3.59e-07, 5.08e-05, 4.29e-06, 2.43e-06, 4.08e-05, 2.65e-05, 4.27e-05, 1.16e-06, 3.73e-07, 3.11e-08, 3.66e-09, 7.61e-09, 0.00e+00, 0.00e+00, 5.66e-05, 4.76e-06]    []  
199000    [7.90e-07, 1.47e-06, 1.22e-06, 1.05e-06, 4.04e-07, 1.10e-06, 2.94e-07, 4.08e-08, 1.27e-05, 1.14e-06, 2.27e-06, 6.94e-06, 5.81e-06, 2.89e-05, 0.00e+00, 0.00e+00, 7.62e-11, 8.53e-14, 1.97e-09, 2.63e-06, 2.37e-08, 1.22e-05]    [7.90e-07, 1.47e-06, 1.22e-06, 1.05e-06, 4.04e-07, 1.10e-06, 2.94e-07, 4.08e-08, 1.27e-05, 1.14e-06, 2.27e-06, 6.94e-06, 5.81e-06, 2.89e-05, 0.00e+00, 0.00e+00, 7.62e-11, 8.53e-14, 1.97e-09, 2.63e-06, 2.37e-08, 1.22e-05]    []  
199100    [1.48e-06, 1.01e-06, 1.17e-06, 9.96e-07, 6.18e-07, 1.17e-06, 3.27e-07, 6.07e-06, 1.15e-07, 3.10e-07, 2.20e-05, 1.57e-05, 5.83e-05, 5.77e-05, 4.69e-07, 5.40e-07, 9.61e-07, 7.71e-07, 9.57e-07, 1.06e-08, 6.34e-06, 6.73e-08]    [1.48e-06, 1.01e-06, 1.17e-06, 9.96e-07, 6.18e-07, 1.17e-06, 3.27e-07, 6.07e-06, 1.15e-07, 3.10e-07, 2.20e-05, 1.57e-05, 5.83e-05, 5.77e-05, 4.69e-07, 5.40e-07, 9.61e-07, 7.71e-07, 9.57e-07, 1.06e-08, 6.34e-06, 6.73e-08]    []  
199200    [1.95e-06, 1.40e-06, 1.34e-06, 9.42e-07, 4.39e-07, 1.09e-06, 3.03e-07, 1.50e-05, 1.78e-07, 3.67e-07, 3.93e-05, 2.92e-05, 1.07e-04, 8.94e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-05, 2.61e-07]    [1.95e-06, 1.40e-06, 1.34e-06, 9.42e-07, 4.39e-07, 1.09e-06, 3.03e-07, 1.50e-05, 1.78e-07, 3.67e-07, 3.93e-05, 2.92e-05, 1.07e-04, 8.94e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-05, 2.61e-07]    []  
199300    [9.89e-06, 3.08e-06, 2.74e-06, 2.08e-06, 1.94e-06, 2.38e-06, 8.63e-07, 1.07e-07, 1.74e-07, 1.69e-05, 5.38e-05, 8.74e-05, 2.49e-04, 6.63e-04, 4.54e-06, 8.72e-06, 3.19e-06, 5.14e-06, 1.46e-09, 1.38e-08, 1.71e-08, 8.64e-08]    [9.89e-06, 3.08e-06, 2.74e-06, 2.08e-06, 1.94e-06, 2.38e-06, 8.63e-07, 1.07e-07, 1.74e-07, 1.69e-05, 5.38e-05, 8.74e-05, 2.49e-04, 6.63e-04, 4.54e-06, 8.72e-06, 3.19e-06, 5.14e-06, 1.46e-09, 1.38e-08, 1.71e-08, 8.64e-08]    []  
199400    [2.59e-06, 1.69e-06, 1.24e-06, 1.04e-06, 6.04e-07, 1.35e-06, 3.52e-07, 2.00e-05, 1.89e-10, 1.01e-06, 3.19e-05, 2.55e-05, 1.02e-04, 1.28e-04, 9.47e-07, 5.29e-07, 1.65e-06, 8.15e-07, 2.13e-06, 2.06e-12, 1.39e-05, 8.27e-09]    [2.59e-06, 1.69e-06, 1.24e-06, 1.04e-06, 6.04e-07, 1.35e-06, 3.52e-07, 2.00e-05, 1.89e-10, 1.01e-06, 3.19e-05, 2.55e-05, 1.02e-04, 1.28e-04, 9.47e-07, 5.29e-07, 1.65e-06, 8.15e-07, 2.13e-06, 2.06e-12, 1.39e-05, 8.27e-09]    []  
199500    [1.93e-06, 2.79e-06, 1.68e-06, 2.22e-06, 1.02e-06, 1.27e-06, 6.76e-07, 3.75e-05, 3.81e-06, 7.80e-06, 3.22e-05, 2.74e-05, 1.94e-05, 1.98e-05, 1.47e-08, 4.79e-06, 3.93e-07, 1.25e-07, 0.00e+00, 6.75e-07, 4.67e-05, 3.46e-06]    [1.93e-06, 2.79e-06, 1.68e-06, 2.22e-06, 1.02e-06, 1.27e-06, 6.76e-07, 3.75e-05, 3.81e-06, 7.80e-06, 3.22e-05, 2.74e-05, 1.94e-05, 1.98e-05, 1.47e-08, 4.79e-06, 3.93e-07, 1.25e-07, 0.00e+00, 6.75e-07, 4.67e-05, 3.46e-06]    []  
199600    [2.18e-05, 5.88e-06, 3.33e-06, 5.88e-06, 4.09e-06, 4.48e-06, 1.98e-06, 7.45e-05, 1.87e-12, 8.56e-05, 8.49e-05, 2.78e-04, 1.71e-04, 1.49e-03, 2.50e-05, 3.08e-05, 8.68e-06, 4.66e-06, 0.00e+00, 0.00e+00, 7.48e-05, 1.38e-08]    [2.18e-05, 5.88e-06, 3.33e-06, 5.88e-06, 4.09e-06, 4.48e-06, 1.98e-06, 7.45e-05, 1.87e-12, 8.56e-05, 8.49e-05, 2.78e-04, 1.71e-04, 1.49e-03, 2.50e-05, 3.08e-05, 8.68e-06, 4.66e-06, 0.00e+00, 0.00e+00, 7.48e-05, 1.38e-08]    []  
199700    [1.56e-06, 1.47e-06, 1.34e-06, 1.27e-06, 3.87e-07, 1.04e-06, 3.74e-07, 2.28e-05, 3.51e-08, 6.19e-09, 4.29e-05, 2.91e-05, 9.82e-05, 4.94e-05, 0.00e+00, 9.44e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.66e-05, 7.52e-08]    [1.56e-06, 1.47e-06, 1.34e-06, 1.27e-06, 3.87e-07, 1.04e-06, 3.74e-07, 2.28e-05, 3.51e-08, 6.19e-09, 4.29e-05, 2.91e-05, 9.82e-05, 4.94e-05, 0.00e+00, 9.44e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.66e-05, 7.52e-08]    []  
199800    [4.93e-07, 1.12e-06, 1.05e-06, 9.75e-07, 4.33e-07, 9.80e-07, 3.15e-07, 1.09e-05, 3.54e-08, 4.03e-07, 1.56e-05, 8.35e-06, 1.81e-05, 9.14e-07, 9.11e-09, 6.93e-08, 1.29e-07, 2.76e-07, 1.66e-06, 1.99e-09, 1.09e-05, 1.21e-08]    [4.93e-07, 1.12e-06, 1.05e-06, 9.75e-07, 4.33e-07, 9.80e-07, 3.15e-07, 1.09e-05, 3.54e-08, 4.03e-07, 1.56e-05, 8.35e-06, 1.81e-05, 9.14e-07, 9.11e-09, 6.93e-08, 1.29e-07, 2.76e-07, 1.66e-06, 1.99e-09, 1.09e-05, 1.21e-08]    []  
199900    [7.56e-07, 9.08e-07, 1.13e-06, 9.42e-07, 4.79e-07, 1.03e-06, 3.32e-07, 6.48e-09, 1.85e-09, 5.22e-07, 2.62e-06, 3.39e-06, 5.36e-06, 1.79e-05, 8.48e-08, 2.27e-07, 1.98e-07, 2.24e-07, 6.33e-10, 5.65e-11, 1.93e-08, 1.40e-09]    [7.56e-07, 9.08e-07, 1.13e-06, 9.42e-07, 4.79e-07, 1.03e-06, 3.32e-07, 6.48e-09, 1.85e-09, 5.22e-07, 2.62e-06, 3.39e-06, 5.36e-06, 1.79e-05, 8.48e-08, 2.27e-07, 1.98e-07, 2.24e-07, 6.33e-10, 5.65e-11, 1.93e-08, 1.40e-09]    []  
200000    [2.47e-05, 1.08e-05, 2.27e-06, 6.54e-06, 2.69e-06, 5.96e-06, 9.61e-07, 5.53e-05, 1.63e-05, 4.59e-05, 5.29e-05, 3.03e-04, 3.34e-04, 1.58e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.88e-05, 1.70e-05]    [2.47e-05, 1.08e-05, 2.27e-06, 6.54e-06, 2.69e-06, 5.96e-06, 9.61e-07, 5.53e-05, 1.63e-05, 4.59e-05, 5.29e-05, 3.03e-04, 3.34e-04, 1.58e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.88e-05, 1.70e-05]    []  

Best model at step 197355:
  train loss: 9.34e-06
  test loss: 9.34e-06
  test metric: []

'train' took 40.604372 s

Best train step: 197355
lambda_a: 8.939694814301516
lambda_b: 5.4106695697314064
kappa_a: 2.203964035067329
kappa_b: 1.38811005075638
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
200000    [2.47e-05, 1.08e-05, 2.27e-06, 6.54e-06, 2.69e-06, 5.96e-06, 9.61e-07, 5.53e-05, 1.63e-05, 4.59e-05, 5.29e-05, 3.03e-04, 3.34e-04, 1.58e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.88e-05, 1.70e-05]    [2.47e-05, 1.08e-05, 2.27e-06, 6.54e-06, 2.69e-06, 5.96e-06, 9.61e-07, 5.53e-05, 1.63e-05, 4.59e-05, 5.29e-05, 3.03e-04, 3.34e-04, 1.58e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.88e-05, 1.70e-05]    []  
200100    [2.03e-06, 1.78e-06, 1.22e-06, 1.48e-06, 3.89e-07, 1.24e-06, 3.36e-07, 1.91e-09, 2.68e-08, 2.06e-06, 8.15e-06, 1.58e-05, 4.22e-05, 7.96e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-09, 1.64e-07, 5.70e-09]    [2.03e-06, 1.78e-06, 1.22e-06, 1.48e-06, 3.89e-07, 1.24e-06, 3.36e-07, 1.91e-09, 2.68e-08, 2.06e-06, 8.15e-06, 1.58e-05, 4.22e-05, 7.96e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-09, 1.64e-07, 5.70e-09]    []  
200200    [1.05e-06, 1.10e-06, 1.21e-06, 1.10e-06, 3.43e-07, 1.16e-06, 3.87e-07, 1.53e-05, 4.45e-07, 1.69e-06, 6.79e-06, 5.62e-06, 7.33e-06, 6.71e-06, 1.81e-07, 1.01e-07, 1.51e-07, 5.78e-08, 0.00e+00, 0.00e+00, 1.89e-05, 5.81e-07]    [1.05e-06, 1.10e-06, 1.21e-06, 1.10e-06, 3.43e-07, 1.16e-06, 3.87e-07, 1.53e-05, 4.45e-07, 1.69e-06, 6.79e-06, 5.62e-06, 7.33e-06, 6.71e-06, 1.81e-07, 1.01e-07, 1.51e-07, 5.78e-08, 0.00e+00, 0.00e+00, 1.89e-05, 5.81e-07]    []  
200300    [2.70e-06, 1.63e-06, 1.64e-06, 4.30e-06, 1.75e-06, 2.14e-06, 7.20e-07, 3.83e-05, 5.21e-08, 7.84e-06, 6.97e-06, 3.19e-05, 3.78e-05, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.64e-06, 1.44e-09, 3.41e-05, 6.38e-09]    [2.70e-06, 1.63e-06, 1.64e-06, 4.30e-06, 1.75e-06, 2.14e-06, 7.20e-07, 3.83e-05, 5.21e-08, 7.84e-06, 6.97e-06, 3.19e-05, 3.78e-05, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.64e-06, 1.44e-09, 3.41e-05, 6.38e-09]    []  
200400    [2.66e-05, 1.10e-05, 2.50e-06, 7.18e-06, 2.95e-06, 6.09e-06, 1.06e-06, 5.08e-07, 2.45e-09, 5.84e-05, 5.15e-05, 3.29e-04, 3.05e-04, 1.69e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.81e-07, 2.04e-08]    [2.66e-05, 1.10e-05, 2.50e-06, 7.18e-06, 2.95e-06, 6.09e-06, 1.06e-06, 5.08e-07, 2.45e-09, 5.84e-05, 5.15e-05, 3.29e-04, 3.05e-04, 1.69e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.81e-07, 2.04e-08]    []  
200500    [1.29e-06, 1.07e-06, 1.19e-06, 1.04e-06, 5.68e-07, 9.64e-07, 3.45e-07, 1.13e-05, 2.72e-07, 2.02e-07, 2.38e-05, 1.47e-05, 5.17e-05, 4.22e-05, 1.31e-07, 5.20e-07, 4.61e-07, 1.18e-06, 1.44e-06, 0.00e+00, 9.54e-06, 3.34e-07]    [1.29e-06, 1.07e-06, 1.19e-06, 1.04e-06, 5.68e-07, 9.64e-07, 3.45e-07, 1.13e-05, 2.72e-07, 2.02e-07, 2.38e-05, 1.47e-05, 5.17e-05, 4.22e-05, 1.31e-07, 5.20e-07, 4.61e-07, 1.18e-06, 1.44e-06, 0.00e+00, 9.54e-06, 3.34e-07]    []  
200600    [7.75e-07, 1.19e-06, 1.10e-06, 1.03e-06, 3.50e-07, 9.24e-07, 3.03e-07, 2.33e-06, 1.65e-07, 6.52e-07, 3.41e-06, 4.71e-06, 1.22e-05, 1.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.36e-11, 2.35e-07, 1.85e-08, 1.58e-06, 1.19e-07]    [7.75e-07, 1.19e-06, 1.10e-06, 1.03e-06, 3.50e-07, 9.24e-07, 3.03e-07, 2.33e-06, 1.65e-07, 6.52e-07, 3.41e-06, 4.71e-06, 1.22e-05, 1.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.36e-11, 2.35e-07, 1.85e-08, 1.58e-06, 1.19e-07]    []  
200700    [4.68e-07, 8.93e-07, 9.67e-07, 8.09e-07, 4.49e-07, 9.17e-07, 2.91e-07, 2.44e-06, 2.84e-07, 4.04e-08, 5.78e-06, 3.09e-06, 8.26e-06, 2.78e-06, 2.38e-08, 4.87e-08, 1.44e-07, 1.74e-07, 3.03e-07, 0.00e+00, 2.08e-06, 3.41e-07]    [4.68e-07, 8.93e-07, 9.67e-07, 8.09e-07, 4.49e-07, 9.17e-07, 2.91e-07, 2.44e-06, 2.84e-07, 4.04e-08, 5.78e-06, 3.09e-06, 8.26e-06, 2.78e-06, 2.38e-08, 4.87e-08, 1.44e-07, 1.74e-07, 3.03e-07, 0.00e+00, 2.08e-06, 3.41e-07]    []  
200800    [5.08e-07, 8.50e-07, 1.00e-06, 7.70e-07, 3.84e-07, 9.18e-07, 2.92e-07, 8.92e-07, 2.23e-07, 3.41e-08, 3.25e-06, 2.66e-06, 7.37e-06, 4.46e-06, 1.42e-12, 0.00e+00, 1.83e-09, 6.45e-09, 0.00e+00, 2.76e-08, 9.38e-07, 1.69e-07]    [5.08e-07, 8.50e-07, 1.00e-06, 7.70e-07, 3.84e-07, 9.18e-07, 2.92e-07, 8.92e-07, 2.23e-07, 3.41e-08, 3.25e-06, 2.66e-06, 7.37e-06, 4.46e-06, 1.42e-12, 0.00e+00, 1.83e-09, 6.45e-09, 0.00e+00, 2.76e-08, 9.38e-07, 1.69e-07]    []  
200900    [4.51e-05, 1.82e-05, 3.75e-06, 1.15e-05, 4.48e-06, 1.01e-05, 1.58e-06, 9.88e-05, 1.89e-06, 8.54e-05, 9.23e-05, 5.48e-04, 5.77e-04, 2.84e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-04, 2.08e-06]    [4.51e-05, 1.82e-05, 3.75e-06, 1.15e-05, 4.48e-06, 1.01e-05, 1.58e-06, 9.88e-05, 1.89e-06, 8.54e-05, 9.23e-05, 5.48e-04, 5.77e-04, 2.84e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-04, 2.08e-06]    []  
201000    [3.43e-05, 9.13e-06, 3.74e-06, 9.15e-06, 5.54e-06, 6.40e-06, 2.90e-06, 3.07e-05, 2.31e-04, 1.31e-04, 1.23e-04, 3.89e-04, 2.50e-04, 2.15e-03, 4.47e-05, 3.87e-05, 1.47e-05, 7.92e-06, 0.00e+00, 6.08e-05, 3.25e-05, 2.28e-04]    [3.43e-05, 9.13e-06, 3.74e-06, 9.15e-06, 5.54e-06, 6.40e-06, 2.90e-06, 3.07e-05, 2.31e-04, 1.31e-04, 1.23e-04, 3.89e-04, 2.50e-04, 2.15e-03, 4.47e-05, 3.87e-05, 1.47e-05, 7.92e-06, 0.00e+00, 6.08e-05, 3.25e-05, 2.28e-04]    []  
201100    [6.52e-06, 3.94e-06, 1.22e-06, 2.45e-06, 7.77e-07, 1.94e-06, 3.65e-07, 4.56e-07, 6.27e-08, 1.20e-05, 2.58e-05, 6.92e-05, 1.52e-04, 4.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.27e-09, 0.00e+00, 3.64e-08, 1.17e-07]    [6.52e-06, 3.94e-06, 1.22e-06, 2.45e-06, 7.77e-07, 1.94e-06, 3.65e-07, 4.56e-07, 6.27e-08, 1.20e-05, 2.58e-05, 6.92e-05, 1.52e-04, 4.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.27e-09, 0.00e+00, 3.64e-08, 1.17e-07]    []  
201200    [7.89e-07, 1.12e-06, 1.06e-06, 1.43e-06, 3.73e-07, 1.02e-06, 3.30e-07, 2.54e-05, 2.40e-08, 1.80e-06, 3.37e-05, 2.18e-05, 3.38e-05, 1.68e-06, 7.40e-07, 5.17e-10, 2.38e-09, 2.59e-09, 0.00e+00, 0.00e+00, 2.91e-05, 4.94e-08]    [7.89e-07, 1.12e-06, 1.06e-06, 1.43e-06, 3.73e-07, 1.02e-06, 3.30e-07, 2.54e-05, 2.40e-08, 1.80e-06, 3.37e-05, 2.18e-05, 3.38e-05, 1.68e-06, 7.40e-07, 5.17e-10, 2.38e-09, 2.59e-09, 0.00e+00, 0.00e+00, 2.91e-05, 4.94e-08]    []  
201300    [7.18e-07, 1.08e-06, 9.34e-07, 9.70e-07, 3.80e-07, 1.09e-06, 3.11e-07, 4.35e-06, 7.35e-09, 7.65e-08, 6.97e-06, 6.80e-06, 1.06e-05, 2.71e-06, 1.58e-07, 7.98e-09, 2.43e-07, 1.16e-07, 5.12e-07, 4.71e-10, 3.50e-06, 2.68e-09]    [7.18e-07, 1.08e-06, 9.34e-07, 9.70e-07, 3.80e-07, 1.09e-06, 3.11e-07, 4.35e-06, 7.35e-09, 7.65e-08, 6.97e-06, 6.80e-06, 1.06e-05, 2.71e-06, 1.58e-07, 7.98e-09, 2.43e-07, 1.16e-07, 5.12e-07, 4.71e-10, 3.50e-06, 2.68e-09]    []  
201400    [8.71e-07, 1.04e-06, 8.81e-07, 1.22e-06, 5.13e-07, 9.30e-07, 4.18e-07, 3.58e-06, 7.77e-07, 1.40e-06, 2.50e-06, 8.07e-06, 4.85e-06, 2.13e-05, 2.99e-09, 0.00e+00, 0.00e+00, 8.38e-10, 2.99e-07, 1.23e-07, 2.00e-06, 7.02e-07]    [8.71e-07, 1.04e-06, 8.81e-07, 1.22e-06, 5.13e-07, 9.30e-07, 4.18e-07, 3.58e-06, 7.77e-07, 1.40e-06, 2.50e-06, 8.07e-06, 4.85e-06, 2.13e-05, 2.99e-09, 0.00e+00, 0.00e+00, 8.38e-10, 2.99e-07, 1.23e-07, 2.00e-06, 7.02e-07]    []  
201500    [5.01e-06, 3.13e-06, 1.36e-06, 2.16e-06, 8.68e-07, 2.04e-06, 4.00e-07, 3.77e-05, 3.57e-05, 1.32e-05, 2.24e-05, 4.54e-05, 2.86e-05, 2.64e-04, 7.61e-06, 1.55e-06, 1.95e-06, 5.62e-07, 0.00e+00, 0.00e+00, 4.72e-05, 3.65e-05]    [5.01e-06, 3.13e-06, 1.36e-06, 2.16e-06, 8.68e-07, 2.04e-06, 4.00e-07, 3.77e-05, 3.57e-05, 1.32e-05, 2.24e-05, 4.54e-05, 2.86e-05, 2.64e-04, 7.61e-06, 1.55e-06, 1.95e-06, 5.62e-07, 0.00e+00, 0.00e+00, 4.72e-05, 3.65e-05]    []  
201600    [3.95e-06, 2.10e-06, 9.83e-07, 1.32e-06, 9.23e-07, 1.15e-06, 4.77e-07, 1.63e-05, 1.30e-06, 1.15e-05, 7.94e-06, 5.01e-05, 3.68e-05, 2.36e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.68e-06, 2.10e-07, 1.11e-05, 1.15e-06]    [3.95e-06, 2.10e-06, 9.83e-07, 1.32e-06, 9.23e-07, 1.15e-06, 4.77e-07, 1.63e-05, 1.30e-06, 1.15e-05, 7.94e-06, 5.01e-05, 3.68e-05, 2.36e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.68e-06, 2.10e-07, 1.11e-05, 1.15e-06]    []  
201700    [1.03e-06, 9.36e-07, 1.16e-06, 9.16e-07, 3.34e-07, 8.57e-07, 3.49e-07, 1.64e-05, 8.31e-06, 1.16e-07, 3.70e-05, 2.39e-05, 7.42e-05, 2.14e-05, 0.00e+00, 4.61e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-06, 1.93e-05, 7.93e-06]    [1.03e-06, 9.36e-07, 1.16e-06, 9.16e-07, 3.34e-07, 8.57e-07, 3.49e-07, 1.64e-05, 8.31e-06, 1.16e-07, 3.70e-05, 2.39e-05, 7.42e-05, 2.14e-05, 0.00e+00, 4.61e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-06, 1.93e-05, 7.93e-06]    []  
201800    [1.18e-06, 1.15e-06, 9.68e-07, 8.18e-07, 4.21e-07, 9.11e-07, 2.97e-07, 7.04e-07, 4.13e-10, 1.35e-06, 3.55e-06, 9.33e-06, 1.94e-05, 5.04e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.94e-07, 4.82e-09]    [1.18e-06, 1.15e-06, 9.68e-07, 8.18e-07, 4.21e-07, 9.11e-07, 2.97e-07, 7.04e-07, 4.13e-10, 1.35e-06, 3.55e-06, 9.33e-06, 1.94e-05, 5.04e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.94e-07, 4.82e-09]    []  
201900    [4.69e-06, 2.50e-06, 1.07e-06, 2.17e-06, 1.09e-06, 1.64e-06, 4.75e-07, 5.02e-06, 1.39e-07, 1.35e-05, 1.05e-05, 6.16e-05, 5.22e-05, 3.12e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.08e-07, 1.21e-08, 3.46e-06, 7.42e-08]    [4.69e-06, 2.50e-06, 1.07e-06, 2.17e-06, 1.09e-06, 1.64e-06, 4.75e-07, 5.02e-06, 1.39e-07, 1.35e-05, 1.05e-05, 6.16e-05, 5.22e-05, 3.12e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.08e-07, 1.21e-08, 3.46e-06, 7.42e-08]    []  
202000    [6.12e-07, 8.00e-07, 9.55e-07, 7.32e-07, 4.12e-07, 8.54e-07, 3.33e-07, 1.26e-05, 3.17e-06, 8.63e-07, 4.42e-06, 4.40e-06, 2.49e-06, 5.63e-06, 2.35e-08, 8.27e-08, 1.33e-07, 2.97e-08, 0.00e+00, 0.00e+00, 1.40e-05, 3.47e-06]    [6.12e-07, 8.00e-07, 9.55e-07, 7.32e-07, 4.12e-07, 8.54e-07, 3.33e-07, 1.26e-05, 3.17e-06, 8.63e-07, 4.42e-06, 4.40e-06, 2.49e-06, 5.63e-06, 2.35e-08, 8.27e-08, 1.33e-07, 2.97e-08, 0.00e+00, 0.00e+00, 1.40e-05, 3.47e-06]    []  

Best model at step 201334:
  train loss: 8.14e-06
  test loss: 8.14e-06
  test metric: []

'train' took 39.299743 s

Best train step: 201334
lambda_a: 8.81938275549819
lambda_b: 5.6836175851891415
kappa_a: 2.1598746077426556
kappa_b: 1.449150454294842
Best train step: 201334
lambda_a: 2.1769518852
lambda_b: 1.7375879288
kappa_a: 0.77005016804
kappa_b: 0.37097749114
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
202000    [6.12e-07, 8.00e-07, 9.55e-07, 7.32e-07, 4.12e-07, 8.54e-07, 3.33e-07, 1.26e-05, 3.17e-06, 8.63e-07, 4.42e-06, 4.40e-06, 2.49e-06, 5.63e-06, 2.35e-08, 8.27e-08, 1.33e-07, 2.97e-08, 0.00e+00, 0.00e+00, 1.40e-05, 3.47e-06]    [6.12e-07, 8.00e-07, 9.55e-07, 7.32e-07, 4.12e-07, 8.54e-07, 3.33e-07, 1.26e-05, 3.17e-06, 8.63e-07, 4.42e-06, 4.40e-06, 2.49e-06, 5.63e-06, 2.35e-08, 8.27e-08, 1.33e-07, 2.97e-08, 0.00e+00, 0.00e+00, 1.40e-05, 3.47e-06]    []  
202100    [4.86e-07, 7.03e-07, 9.23e-07, 7.01e-07, 4.32e-07, 8.96e-07, 2.98e-07, 4.94e-07, 1.15e-11, 4.30e-08, 2.67e-06, 1.91e-06, 4.01e-06, 4.14e-06, 2.85e-08, 5.61e-08, 2.05e-07, 1.52e-07, 7.74e-08, 5.73e-12, 4.97e-07, 1.61e-09]    [4.86e-07, 7.03e-07, 9.23e-07, 7.01e-07, 4.32e-07, 8.96e-07, 2.98e-07, 4.94e-07, 1.15e-11, 4.30e-08, 2.67e-06, 1.91e-06, 4.01e-06, 4.14e-06, 2.85e-08, 5.61e-08, 2.05e-07, 1.52e-07, 7.74e-08, 5.73e-12, 4.97e-07, 1.61e-09]    []  
202200    [1.38e-05, 5.18e-06, 1.23e-06, 3.20e-06, 1.46e-06, 2.77e-06, 5.80e-07, 3.91e-05, 6.23e-04, 1.40e-05, 7.86e-05, 1.48e-04, 3.65e-04, 8.11e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.26e-05, 6.27e-04]    [1.38e-05, 5.18e-06, 1.23e-06, 3.20e-06, 1.46e-06, 2.77e-06, 5.80e-07, 3.91e-05, 6.23e-04, 1.40e-05, 7.86e-05, 1.48e-04, 3.65e-04, 8.11e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.26e-05, 6.27e-04]    []  
202300    [1.31e-06, 1.01e-06, 8.62e-07, 9.07e-07, 6.08e-07, 8.79e-07, 3.65e-07, 3.23e-05, 6.46e-09, 1.51e-07, 4.46e-05, 2.61e-05, 8.68e-05, 3.64e-05, 4.09e-07, 3.03e-07, 1.45e-06, 4.36e-07, 4.96e-06, 2.28e-10, 3.04e-05, 9.26e-10]    [1.31e-06, 1.01e-06, 8.62e-07, 9.07e-07, 6.08e-07, 8.79e-07, 3.65e-07, 3.23e-05, 6.46e-09, 1.51e-07, 4.46e-05, 2.61e-05, 8.68e-05, 3.64e-05, 4.09e-07, 3.03e-07, 1.45e-06, 4.36e-07, 4.96e-06, 2.28e-10, 3.04e-05, 9.26e-10]    []  
202400    [4.97e-07, 8.77e-07, 9.31e-07, 7.31e-07, 4.92e-07, 9.35e-07, 3.10e-07, 3.96e-06, 5.65e-09, 1.69e-09, 3.37e-06, 2.78e-06, 4.05e-06, 1.82e-06, 3.60e-09, 1.60e-07, 1.67e-07, 1.57e-07, 5.35e-07, 1.98e-10, 3.66e-06, 9.15e-10]    [4.97e-07, 8.77e-07, 9.31e-07, 7.31e-07, 4.92e-07, 9.35e-07, 3.10e-07, 3.96e-06, 5.65e-09, 1.69e-09, 3.37e-06, 2.78e-06, 4.05e-06, 1.82e-06, 3.60e-09, 1.60e-07, 1.67e-07, 1.57e-07, 5.35e-07, 1.98e-10, 3.66e-06, 9.15e-10]    []  
202500    [9.19e-07, 7.06e-07, 1.02e-06, 8.70e-07, 5.06e-07, 9.08e-07, 3.93e-07, 4.27e-07, 1.26e-09, 8.92e-07, 3.19e-06, 6.24e-06, 8.31e-06, 3.34e-05, 1.46e-07, 4.87e-07, 1.99e-07, 4.58e-07, 0.00e+00, 5.68e-11, 7.07e-07, 6.26e-10]    [9.19e-07, 7.06e-07, 1.02e-06, 8.70e-07, 5.06e-07, 9.08e-07, 3.93e-07, 4.27e-07, 1.26e-09, 8.92e-07, 3.19e-06, 6.24e-06, 8.31e-06, 3.34e-05, 1.46e-07, 4.87e-07, 1.99e-07, 4.58e-07, 0.00e+00, 5.68e-11, 7.07e-07, 6.26e-10]    []  
202600    [8.54e-07, 1.04e-06, 9.48e-07, 6.79e-07, 5.42e-07, 9.42e-07, 2.89e-07, 8.25e-07, 1.18e-07, 6.45e-08, 6.28e-06, 3.77e-06, 1.38e-05, 1.12e-05, 7.56e-08, 4.95e-08, 2.77e-07, 1.66e-07, 6.85e-08, 1.21e-08, 4.47e-07, 7.49e-08]    [8.54e-07, 1.04e-06, 9.48e-07, 6.79e-07, 5.42e-07, 9.42e-07, 2.89e-07, 8.25e-07, 1.18e-07, 6.45e-08, 6.28e-06, 3.77e-06, 1.38e-05, 1.12e-05, 7.56e-08, 4.95e-08, 2.77e-07, 1.66e-07, 6.85e-08, 1.21e-08, 4.47e-07, 7.49e-08]    []  
202700    [4.68e-07, 9.75e-07, 8.17e-07, 9.22e-07, 4.12e-07, 8.95e-07, 3.21e-07, 1.37e-05, 3.19e-09, 1.56e-06, 2.19e-05, 1.27e-05, 2.12e-05, 1.08e-07, 1.28e-09, 1.51e-08, 2.30e-07, 1.62e-07, 1.86e-06, 8.44e-11, 1.22e-05, 1.38e-09]    [4.68e-07, 9.75e-07, 8.17e-07, 9.22e-07, 4.12e-07, 8.95e-07, 3.21e-07, 1.37e-05, 3.19e-09, 1.56e-06, 2.19e-05, 1.27e-05, 2.12e-05, 1.08e-07, 1.28e-09, 1.51e-08, 2.30e-07, 1.62e-07, 1.86e-06, 8.44e-11, 1.22e-05, 1.38e-09]    []  
202800    [1.68e-06, 1.08e-06, 9.28e-07, 1.04e-06, 4.73e-07, 9.99e-07, 3.28e-07, 1.26e-06, 2.09e-06, 2.60e-06, 5.05e-06, 1.12e-05, 1.81e-05, 6.93e-05, 9.30e-07, 3.03e-07, 5.78e-07, 4.59e-07, 1.17e-07, 0.00e+00, 7.59e-07, 2.23e-06]    [1.68e-06, 1.08e-06, 9.28e-07, 1.04e-06, 4.73e-07, 9.99e-07, 3.28e-07, 1.26e-06, 2.09e-06, 2.60e-06, 5.05e-06, 1.12e-05, 1.81e-05, 6.93e-05, 9.30e-07, 3.03e-07, 5.78e-07, 4.59e-07, 1.17e-07, 0.00e+00, 7.59e-07, 2.23e-06]    []  
202900    [9.18e-07, 7.18e-07, 8.64e-07, 6.97e-07, 4.54e-07, 8.72e-07, 3.39e-07, 5.99e-07, 1.08e-07, 3.78e-07, 9.53e-06, 7.32e-06, 2.51e-05, 3.20e-05, 2.82e-07, 1.68e-07, 5.94e-07, 4.58e-07, 8.56e-08, 0.00e+00, 5.58e-07, 1.61e-07]    [9.18e-07, 7.18e-07, 8.64e-07, 6.97e-07, 4.54e-07, 8.72e-07, 3.39e-07, 5.99e-07, 1.08e-07, 3.78e-07, 9.53e-06, 7.32e-06, 2.51e-05, 3.20e-05, 2.82e-07, 1.68e-07, 5.94e-07, 4.58e-07, 8.56e-08, 0.00e+00, 5.58e-07, 1.61e-07]    []  
203000    [1.23e-06, 7.38e-07, 8.50e-07, 7.02e-07, 5.14e-07, 9.08e-07, 3.10e-07, 4.11e-06, 1.04e-08, 1.65e-07, 2.17e-05, 1.46e-05, 5.35e-05, 4.43e-05, 4.75e-07, 3.40e-07, 8.70e-07, 7.59e-07, 6.71e-07, 7.32e-10, 4.48e-06, 4.07e-09]    [1.23e-06, 7.38e-07, 8.50e-07, 7.02e-07, 5.14e-07, 9.08e-07, 3.10e-07, 4.11e-06, 1.04e-08, 1.65e-07, 2.17e-05, 1.46e-05, 5.35e-05, 4.43e-05, 4.75e-07, 3.40e-07, 8.70e-07, 7.59e-07, 6.71e-07, 7.32e-10, 4.48e-06, 4.07e-09]    []  
203100    [4.80e-07, 7.47e-07, 8.79e-07, 6.31e-07, 4.35e-07, 8.48e-07, 2.71e-07, 1.09e-08, 3.19e-11, 1.18e-07, 1.48e-06, 1.10e-06, 1.32e-06, 1.61e-06, 8.65e-09, 4.99e-08, 1.01e-07, 1.00e-07, 1.00e-09, 1.11e-12, 3.06e-08, 1.93e-09]    [4.80e-07, 7.47e-07, 8.79e-07, 6.31e-07, 4.35e-07, 8.48e-07, 2.71e-07, 1.09e-08, 3.19e-11, 1.18e-07, 1.48e-06, 1.10e-06, 1.32e-06, 1.61e-06, 8.65e-09, 4.99e-08, 1.01e-07, 1.00e-07, 1.00e-09, 1.11e-12, 3.06e-08, 1.93e-09]    []  
203200    [4.31e-07, 7.94e-07, 8.21e-07, 7.62e-07, 3.63e-07, 8.04e-07, 2.99e-07, 7.03e-08, 1.08e-06, 1.58e-08, 1.84e-06, 1.26e-06, 1.23e-06, 8.62e-08, 2.62e-08, 0.00e+00, 1.19e-07, 4.99e-08, 8.07e-09, 1.58e-07, 6.90e-08, 8.95e-07]    [4.31e-07, 7.94e-07, 8.21e-07, 7.62e-07, 3.63e-07, 8.04e-07, 2.99e-07, 7.03e-08, 1.08e-06, 1.58e-08, 1.84e-06, 1.26e-06, 1.23e-06, 8.62e-08, 2.62e-08, 0.00e+00, 1.19e-07, 4.99e-08, 8.07e-09, 1.58e-07, 6.90e-08, 8.95e-07]    []  
203300    [1.41e-06, 8.06e-07, 9.10e-07, 7.13e-07, 4.99e-07, 8.99e-07, 3.33e-07, 1.41e-06, 2.50e-09, 1.47e-06, 7.50e-06, 1.06e-05, 2.68e-05, 6.33e-05, 6.47e-07, 4.34e-07, 9.57e-07, 4.89e-07, 1.87e-07, 8.67e-11, 1.27e-06, 6.60e-10]    [1.41e-06, 8.06e-07, 9.10e-07, 7.13e-07, 4.99e-07, 8.99e-07, 3.33e-07, 1.41e-06, 2.50e-09, 1.47e-06, 7.50e-06, 1.06e-05, 2.68e-05, 6.33e-05, 6.47e-07, 4.34e-07, 9.57e-07, 4.89e-07, 1.87e-07, 8.67e-11, 1.27e-06, 6.60e-10]    []  
203400    [4.98e-05, 1.79e-05, 4.48e-06, 9.96e-06, 3.80e-06, 9.67e-06, 1.48e-06, 3.18e-04, 9.32e-06, 6.80e-05, 1.64e-04, 5.42e-04, 9.11e-04, 3.03e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.27e-04, 9.65e-06]    [4.98e-05, 1.79e-05, 4.48e-06, 9.96e-06, 3.80e-06, 9.67e-06, 1.48e-06, 3.18e-04, 9.32e-06, 6.80e-05, 1.64e-04, 5.42e-04, 9.11e-04, 3.03e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.27e-04, 9.65e-06]    []  
203500    [4.15e-07, 6.95e-07, 8.28e-07, 5.98e-07, 4.08e-07, 8.11e-07, 2.74e-07, 7.79e-09, 1.18e-09, 3.75e-09, 1.89e-06, 1.19e-06, 1.76e-06, 4.12e-07, 9.61e-09, 1.43e-08, 8.70e-08, 8.88e-08, 2.48e-09, 4.05e-11, 3.28e-08, 1.27e-09]    [4.15e-07, 6.95e-07, 8.28e-07, 5.98e-07, 4.08e-07, 8.11e-07, 2.74e-07, 7.79e-09, 1.18e-09, 3.75e-09, 1.89e-06, 1.19e-06, 1.76e-06, 4.12e-07, 9.61e-09, 1.43e-08, 8.70e-08, 8.88e-08, 2.48e-09, 4.05e-11, 3.28e-08, 1.27e-09]    []  
203600    [1.74e-05, 4.07e-06, 2.61e-06, 3.36e-06, 2.34e-06, 2.87e-06, 1.33e-06, 1.50e-05, 3.21e-07, 3.90e-05, 5.49e-05, 1.72e-04, 2.92e-04, 1.14e-03, 1.81e-05, 1.57e-05, 8.54e-06, 5.13e-06, 2.44e-06, 0.00e+00, 1.53e-05, 4.34e-07]    [1.74e-05, 4.07e-06, 2.61e-06, 3.36e-06, 2.34e-06, 2.87e-06, 1.33e-06, 1.50e-05, 3.21e-07, 3.90e-05, 5.49e-05, 1.72e-04, 2.92e-04, 1.14e-03, 1.81e-05, 1.57e-05, 8.54e-06, 5.13e-06, 2.44e-06, 0.00e+00, 1.53e-05, 4.34e-07]    []  
203700    [9.74e-07, 9.24e-07, 7.17e-07, 7.39e-07, 4.59e-07, 8.30e-07, 3.09e-07, 1.57e-05, 1.59e-08, 2.77e-08, 2.70e-05, 1.58e-05, 5.54e-05, 2.72e-05, 3.34e-07, 1.21e-07, 1.12e-06, 2.33e-07, 2.37e-06, 4.24e-10, 1.52e-05, 1.52e-09]    [9.74e-07, 9.24e-07, 7.17e-07, 7.39e-07, 4.59e-07, 8.30e-07, 3.09e-07, 1.57e-05, 1.59e-08, 2.77e-08, 2.70e-05, 1.58e-05, 5.54e-05, 2.72e-05, 3.34e-07, 1.21e-07, 1.12e-06, 2.33e-07, 2.37e-06, 4.24e-10, 1.52e-05, 1.52e-09]    []  
203800    [4.62e-07, 7.53e-07, 8.36e-07, 6.84e-07, 3.63e-07, 8.25e-07, 3.10e-07, 4.61e-07, 1.86e-10, 3.30e-08, 2.21e-06, 1.87e-06, 2.49e-06, 5.84e-08, 1.68e-09, 9.29e-09, 3.40e-08, 2.97e-08, 0.00e+00, 6.53e-12, 7.21e-07, 6.17e-09]    [4.62e-07, 7.53e-07, 8.36e-07, 6.84e-07, 3.63e-07, 8.25e-07, 3.10e-07, 4.61e-07, 1.86e-10, 3.30e-08, 2.21e-06, 1.87e-06, 2.49e-06, 5.84e-08, 1.68e-09, 9.29e-09, 3.40e-08, 2.97e-08, 0.00e+00, 6.53e-12, 7.21e-07, 6.17e-09]    []  
203900    [1.73e-06, 8.23e-07, 9.25e-07, 7.17e-07, 5.67e-07, 8.94e-07, 3.56e-07, 3.29e-06, 3.47e-09, 1.47e-06, 1.36e-05, 1.47e-05, 4.74e-05, 8.66e-05, 6.70e-07, 7.19e-07, 1.01e-06, 8.06e-07, 4.30e-07, 8.59e-11, 2.94e-06, 1.38e-09]    [1.73e-06, 8.23e-07, 9.25e-07, 7.17e-07, 5.67e-07, 8.94e-07, 3.56e-07, 3.29e-06, 3.47e-09, 1.47e-06, 1.36e-05, 1.47e-05, 4.74e-05, 8.66e-05, 6.70e-07, 7.19e-07, 1.01e-06, 8.06e-07, 4.30e-07, 8.59e-11, 2.94e-06, 1.38e-09]    []  
204000    [2.50e-06, 1.65e-06, 7.09e-07, 9.48e-07, 7.81e-07, 9.71e-07, 3.33e-07, 2.18e-06, 6.46e-07, 7.67e-06, 7.90e-06, 3.20e-05, 1.93e-05, 1.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-07, 0.00e+00, 1.01e-06, 8.40e-07]    [2.50e-06, 1.65e-06, 7.09e-07, 9.48e-07, 7.81e-07, 9.71e-07, 3.33e-07, 2.18e-06, 6.46e-07, 7.67e-06, 7.90e-06, 3.20e-05, 1.93e-05, 1.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-07, 0.00e+00, 1.01e-06, 8.40e-07]    []  

Best model at step 201334:
  train loss: 8.14e-06
  test loss: 8.14e-06
  test metric: []

'train' took 39.974730 s

Best train step: 201334
lambda_a: 8.81938275549819
lambda_b: 5.6836175851891415
kappa_a: 2.1598746077426556
kappa_b: 1.449150454294842
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
204000    [2.50e-06, 1.65e-06, 7.09e-07, 9.48e-07, 7.81e-07, 9.71e-07, 3.33e-07, 2.18e-06, 6.46e-07, 7.67e-06, 7.90e-06, 3.20e-05, 1.93e-05, 1.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-07, 0.00e+00, 1.01e-06, 8.40e-07]    [2.50e-06, 1.65e-06, 7.09e-07, 9.48e-07, 7.81e-07, 9.71e-07, 3.33e-07, 2.18e-06, 6.46e-07, 7.67e-06, 7.90e-06, 3.20e-05, 1.93e-05, 1.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-07, 0.00e+00, 1.01e-06, 8.40e-07]    []  
204100    [8.77e-07, 6.72e-07, 8.31e-07, 6.89e-07, 4.97e-07, 8.07e-07, 3.39e-07, 4.96e-07, 1.27e-06, 6.41e-07, 4.55e-06, 5.59e-06, 1.32e-05, 3.16e-05, 2.35e-07, 4.18e-07, 3.45e-07, 4.48e-07, 0.00e+00, 0.00e+00, 8.14e-07, 1.65e-06]    [8.77e-07, 6.72e-07, 8.31e-07, 6.89e-07, 4.97e-07, 8.07e-07, 3.39e-07, 4.96e-07, 1.27e-06, 6.41e-07, 4.55e-06, 5.59e-06, 1.32e-05, 3.16e-05, 2.35e-07, 4.18e-07, 3.45e-07, 4.48e-07, 0.00e+00, 0.00e+00, 8.14e-07, 1.65e-06]    []  
204200    [2.12e-05, 8.24e-06, 2.21e-06, 4.82e-06, 1.85e-06, 4.60e-06, 8.37e-07, 4.88e-05, 1.82e-07, 3.23e-05, 6.12e-05, 2.33e-04, 3.73e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.31e-05, 3.02e-07]    [2.12e-05, 8.24e-06, 2.21e-06, 4.82e-06, 1.85e-06, 4.60e-06, 8.37e-07, 4.88e-05, 1.82e-07, 3.23e-05, 6.12e-05, 2.33e-04, 3.73e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.31e-05, 3.02e-07]    []  
204300    [1.16e-06, 1.05e-06, 1.17e-06, 8.01e-07, 6.24e-07, 8.82e-07, 6.52e-07, 2.61e-05, 5.78e-05, 6.18e-07, 4.96e-05, 4.52e-05, 5.97e-05, 1.25e-05, 5.12e-10, 3.26e-06, 1.90e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.57e-05, 6.12e-05]    [1.16e-06, 1.05e-06, 1.17e-06, 8.01e-07, 6.24e-07, 8.82e-07, 6.52e-07, 2.61e-05, 5.78e-05, 6.18e-07, 4.96e-05, 4.52e-05, 5.97e-05, 1.25e-05, 5.12e-10, 3.26e-06, 1.90e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.57e-05, 6.12e-05]    []  
204400    [8.11e-07, 8.27e-07, 7.20e-07, 7.48e-07, 4.43e-07, 7.83e-07, 2.86e-07, 6.13e-06, 4.98e-07, 8.60e-09, 2.09e-05, 1.12e-05, 3.57e-05, 1.57e-05, 1.89e-07, 7.02e-08, 1.22e-07, 1.01e-06, 7.75e-07, 0.00e+00, 5.25e-06, 6.94e-07]    [8.11e-07, 8.27e-07, 7.20e-07, 7.48e-07, 4.43e-07, 7.83e-07, 2.86e-07, 6.13e-06, 4.98e-07, 8.60e-09, 2.09e-05, 1.12e-05, 3.57e-05, 1.57e-05, 1.89e-07, 7.02e-08, 1.22e-07, 1.01e-06, 7.75e-07, 0.00e+00, 5.25e-06, 6.94e-07]    []  
204500    [6.14e-07, 7.91e-07, 7.43e-07, 8.43e-07, 5.01e-07, 8.29e-07, 3.20e-07, 4.09e-06, 6.31e-08, 1.71e-08, 5.53e-06, 3.46e-06, 1.20e-05, 1.21e-05, 3.20e-07, 4.79e-08, 2.59e-07, 7.88e-08, 5.31e-07, 0.00e+00, 3.63e-06, 1.85e-07]    [6.14e-07, 7.91e-07, 7.43e-07, 8.43e-07, 5.01e-07, 8.29e-07, 3.20e-07, 4.09e-06, 6.31e-08, 1.71e-08, 5.53e-06, 3.46e-06, 1.20e-05, 1.21e-05, 3.20e-07, 4.79e-08, 2.59e-07, 7.88e-08, 5.31e-07, 0.00e+00, 3.63e-06, 1.85e-07]    []  
204600    [4.55e-06, 1.28e-06, 1.12e-06, 1.01e-06, 8.30e-07, 1.09e-06, 4.34e-07, 1.14e-05, 3.48e-07, 4.63e-06, 3.64e-05, 4.29e-05, 1.45e-04, 2.59e-04, 2.74e-06, 2.18e-06, 2.89e-06, 2.02e-06, 1.71e-06, 3.68e-08, 1.12e-05, 2.25e-07]    [4.55e-06, 1.28e-06, 1.12e-06, 1.01e-06, 8.30e-07, 1.09e-06, 4.34e-07, 1.14e-05, 3.48e-07, 4.63e-06, 3.64e-05, 4.29e-05, 1.45e-04, 2.59e-04, 2.74e-06, 2.18e-06, 2.89e-06, 2.02e-06, 1.71e-06, 3.68e-08, 1.12e-05, 2.25e-07]    []  
204700    [1.78e-05, 6.86e-06, 1.95e-06, 5.78e-06, 3.35e-06, 3.95e-06, 1.43e-06, 1.52e-05, 1.56e-08, 5.65e-05, 4.86e-05, 2.85e-04, 1.57e-04, 1.30e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.99e-06, 0.00e+00, 1.29e-05, 1.37e-07]    [1.78e-05, 6.86e-06, 1.95e-06, 5.78e-06, 3.35e-06, 3.95e-06, 1.43e-06, 1.52e-05, 1.56e-08, 5.65e-05, 4.86e-05, 2.85e-04, 1.57e-04, 1.30e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.99e-06, 0.00e+00, 1.29e-05, 1.37e-07]    []  
204800    [6.96e-06, 1.80e-06, 1.99e-06, 9.37e-07, 1.57e-06, 1.32e-06, 1.02e-06, 7.80e-06, 1.11e-04, 2.11e-05, 2.52e-05, 7.20e-05, 6.17e-05, 4.37e-04, 2.65e-06, 1.07e-05, 1.54e-06, 3.04e-06, 0.00e+00, 0.00e+00, 1.24e-05, 1.20e-04]    [6.96e-06, 1.80e-06, 1.99e-06, 9.37e-07, 1.57e-06, 1.32e-06, 1.02e-06, 7.80e-06, 1.11e-04, 2.11e-05, 2.52e-05, 7.20e-05, 6.17e-05, 4.37e-04, 2.65e-06, 1.07e-05, 1.54e-06, 3.04e-06, 0.00e+00, 0.00e+00, 1.24e-05, 1.20e-04]    []  
204900    [1.77e-05, 7.77e-06, 1.53e-06, 4.90e-06, 1.07e-06, 5.15e-06, 1.03e-06, 5.37e-05, 9.99e-10, 8.18e-05, 4.32e-05, 1.90e-04, 9.00e-05, 5.83e-04, 3.17e-05, 1.72e-06, 9.09e-06, 1.53e-05, 0.00e+00, 3.73e-11, 7.76e-05, 5.00e-08]    [1.77e-05, 7.77e-06, 1.53e-06, 4.90e-06, 1.07e-06, 5.15e-06, 1.03e-06, 5.37e-05, 9.99e-10, 8.18e-05, 4.32e-05, 1.90e-04, 9.00e-05, 5.83e-04, 3.17e-05, 1.72e-06, 9.09e-06, 1.53e-05, 0.00e+00, 3.73e-11, 7.76e-05, 5.00e-08]    []  
205000    [3.77e-07, 6.85e-07, 7.64e-07, 5.38e-07, 4.02e-07, 7.14e-07, 3.11e-07, 3.24e-08, 1.04e-08, 1.03e-09, 1.16e-06, 8.93e-07, 9.42e-07, 1.20e-07, 6.20e-09, 8.57e-09, 5.92e-08, 5.47e-08, 4.07e-09, 2.00e-10, 4.13e-08, 2.55e-09]    [3.77e-07, 6.85e-07, 7.64e-07, 5.38e-07, 4.02e-07, 7.14e-07, 3.11e-07, 3.24e-08, 1.04e-08, 1.03e-09, 1.16e-06, 8.93e-07, 9.42e-07, 1.20e-07, 6.20e-09, 8.57e-09, 5.92e-08, 5.47e-08, 4.07e-09, 2.00e-10, 4.13e-08, 2.55e-09]    []  
205100    [1.46e-05, 3.43e-06, 2.29e-06, 2.74e-06, 1.92e-06, 2.35e-06, 1.04e-06, 8.84e-06, 4.74e-06, 2.91e-05, 5.77e-05, 1.41e-04, 3.08e-04, 9.57e-04, 1.37e-05, 1.15e-05, 8.15e-06, 4.70e-06, 1.38e-06, 8.68e-07, 9.05e-06, 4.21e-06]    [1.46e-05, 3.43e-06, 2.29e-06, 2.74e-06, 1.92e-06, 2.35e-06, 1.04e-06, 8.84e-06, 4.74e-06, 2.91e-05, 5.77e-05, 1.41e-04, 3.08e-04, 9.57e-04, 1.37e-05, 1.15e-05, 8.15e-06, 4.70e-06, 1.38e-06, 8.68e-07, 9.05e-06, 4.21e-06]    []  
205200    [8.21e-07, 1.16e-06, 8.04e-07, 7.59e-07, 4.17e-07, 8.84e-07, 2.97e-07, 4.29e-05, 1.22e-08, 5.75e-07, 2.58e-05, 1.28e-05, 3.91e-05, 1.18e-05, 2.88e-08, 1.39e-07, 4.60e-07, 4.30e-07, 6.27e-06, 2.50e-10, 3.86e-05, 3.42e-08]    [8.21e-07, 1.16e-06, 8.04e-07, 7.59e-07, 4.17e-07, 8.84e-07, 2.97e-07, 4.29e-05, 1.22e-08, 5.75e-07, 2.58e-05, 1.28e-05, 3.91e-05, 1.18e-05, 2.88e-08, 1.39e-07, 4.60e-07, 4.30e-07, 6.27e-06, 2.50e-10, 3.86e-05, 3.42e-08]    []  
205300    [1.73e-06, 1.16e-06, 9.03e-07, 1.58e-06, 7.51e-07, 1.14e-06, 3.94e-07, 1.11e-06, 2.28e-05, 3.15e-06, 3.26e-06, 1.43e-05, 2.16e-05, 7.09e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.62e-08, 0.00e+00, 2.88e-07, 2.53e-05]    [1.73e-06, 1.16e-06, 9.03e-07, 1.58e-06, 7.51e-07, 1.14e-06, 3.94e-07, 1.11e-06, 2.28e-05, 3.15e-06, 3.26e-06, 1.43e-05, 2.16e-05, 7.09e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.62e-08, 0.00e+00, 2.88e-07, 2.53e-05]    []  
205400    [6.36e-07, 1.15e-06, 6.75e-07, 1.08e-06, 7.12e-07, 8.18e-07, 4.88e-07, 8.01e-05, 2.06e-06, 2.33e-06, 4.03e-05, 2.11e-05, 3.96e-05, 6.29e-07, 1.23e-07, 0.00e+00, 2.01e-07, 3.17e-07, 1.24e-05, 1.61e-07, 7.27e-05, 9.90e-07]    [6.36e-07, 1.15e-06, 6.75e-07, 1.08e-06, 7.12e-07, 8.18e-07, 4.88e-07, 8.01e-05, 2.06e-06, 2.33e-06, 4.03e-05, 2.11e-05, 3.96e-05, 6.29e-07, 1.23e-07, 0.00e+00, 2.01e-07, 3.17e-07, 1.24e-05, 1.61e-07, 7.27e-05, 9.90e-07]    []  
205500    [1.30e-06, 1.08e-06, 1.01e-06, 1.15e-06, 5.09e-07, 1.35e-06, 4.21e-07, 1.08e-06, 1.18e-06, 1.93e-06, 7.75e-06, 1.27e-05, 3.65e-06, 3.30e-05, 1.39e-06, 3.26e-08, 7.05e-08, 2.71e-07, 0.00e+00, 1.05e-07, 2.30e-06, 6.46e-07]    [1.30e-06, 1.08e-06, 1.01e-06, 1.15e-06, 5.09e-07, 1.35e-06, 4.21e-07, 1.08e-06, 1.18e-06, 1.93e-06, 7.75e-06, 1.27e-05, 3.65e-06, 3.30e-05, 1.39e-06, 3.26e-08, 7.05e-08, 2.71e-07, 0.00e+00, 1.05e-07, 2.30e-06, 6.46e-07]    []  
205600    [4.64e-07, 8.05e-07, 6.15e-07, 6.49e-07, 4.18e-07, 6.96e-07, 2.96e-07, 1.13e-05, 2.06e-06, 6.33e-07, 3.80e-06, 3.43e-06, 2.22e-06, 2.63e-06, 2.01e-09, 1.63e-12, 9.37e-08, 1.39e-08, 1.57e-06, 0.00e+00, 1.04e-05, 3.62e-06]    [4.64e-07, 8.05e-07, 6.15e-07, 6.49e-07, 4.18e-07, 6.96e-07, 2.96e-07, 1.13e-05, 2.06e-06, 6.33e-07, 3.80e-06, 3.43e-06, 2.22e-06, 2.63e-06, 2.01e-09, 1.63e-12, 9.37e-08, 1.39e-08, 1.57e-06, 0.00e+00, 1.04e-05, 3.62e-06]    []  
205700    [1.42e-05, 4.72e-06, 1.84e-06, 2.62e-06, 1.06e-06, 2.58e-06, 5.39e-07, 4.22e-05, 1.35e-09, 1.45e-05, 9.14e-05, 1.49e-04, 3.99e-04, 7.96e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-11, 4.64e-05, 6.12e-08]    [1.42e-05, 4.72e-06, 1.84e-06, 2.62e-06, 1.06e-06, 2.58e-06, 5.39e-07, 4.22e-05, 1.35e-09, 1.45e-05, 9.14e-05, 1.49e-04, 3.99e-04, 7.96e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-11, 4.64e-05, 6.12e-08]    []  
205800    [2.12e-06, 1.41e-06, 1.03e-06, 1.13e-06, 4.93e-07, 1.49e-06, 4.63e-07, 2.15e-06, 6.99e-08, 4.06e-06, 8.23e-06, 1.92e-05, 7.42e-06, 7.69e-05, 2.72e-06, 2.85e-07, 1.11e-07, 7.61e-07, 0.00e+00, 0.00e+00, 4.37e-06, 4.54e-07]    [2.12e-06, 1.41e-06, 1.03e-06, 1.13e-06, 4.93e-07, 1.49e-06, 4.63e-07, 2.15e-06, 6.99e-08, 4.06e-06, 8.23e-06, 1.92e-05, 7.42e-06, 7.69e-05, 2.72e-06, 2.85e-07, 1.11e-07, 7.61e-07, 0.00e+00, 0.00e+00, 4.37e-06, 4.54e-07]    []  
205900    [7.30e-07, 8.66e-07, 6.16e-07, 7.18e-07, 4.31e-07, 7.67e-07, 2.81e-07, 2.77e-05, 1.34e-07, 1.42e-07, 2.09e-05, 1.09e-05, 3.55e-05, 1.39e-05, 2.64e-07, 2.71e-08, 5.03e-07, 3.33e-07, 4.18e-06, 5.09e-09, 2.62e-05, 4.02e-08]    [7.30e-07, 8.66e-07, 6.16e-07, 7.18e-07, 4.31e-07, 7.67e-07, 2.81e-07, 2.77e-05, 1.34e-07, 1.42e-07, 2.09e-05, 1.09e-05, 3.55e-05, 1.39e-05, 2.64e-07, 2.71e-08, 5.03e-07, 3.33e-07, 4.18e-06, 5.09e-09, 2.62e-05, 4.02e-08]    []  
206000    [8.00e-06, 1.82e-06, 1.35e-06, 1.48e-06, 1.08e-06, 1.39e-06, 7.11e-07, 3.07e-05, 2.57e-06, 9.24e-06, 4.69e-05, 7.15e-05, 2.12e-04, 4.56e-04, 5.90e-06, 4.29e-06, 4.71e-06, 2.77e-06, 5.26e-06, 0.00e+00, 3.20e-05, 4.15e-06]    [8.00e-06, 1.82e-06, 1.35e-06, 1.48e-06, 1.08e-06, 1.39e-06, 7.11e-07, 3.07e-05, 2.57e-06, 9.24e-06, 4.69e-05, 7.15e-05, 2.12e-04, 4.56e-04, 5.90e-06, 4.29e-06, 4.71e-06, 2.77e-06, 5.26e-06, 0.00e+00, 3.20e-05, 4.15e-06]    []  

Best model at step 205005:
  train loss: 7.05e-06
  test loss: 7.05e-06
  test metric: []

'train' took 38.616122 s

Best train step: 205005
lambda_a: 8.717188733553506
lambda_b: 5.773191736182363
kappa_a: 2.090903134919581
kappa_b: 1.5002702390828841
Best train step: 205005
lambda_a: 2.165296793
lambda_b: 1.7532250881
kappa_a: 0.73759609461
kappa_b: 0.40564525127
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
206000    [8.00e-06, 1.82e-06, 1.35e-06, 1.48e-06, 1.08e-06, 1.39e-06, 7.11e-07, 3.07e-05, 2.57e-06, 9.24e-06, 4.69e-05, 7.15e-05, 2.12e-04, 4.56e-04, 5.90e-06, 4.29e-06, 4.71e-06, 2.77e-06, 5.26e-06, 0.00e+00, 3.20e-05, 4.15e-06]    [8.00e-06, 1.82e-06, 1.35e-06, 1.48e-06, 1.08e-06, 1.39e-06, 7.11e-07, 3.07e-05, 2.57e-06, 9.24e-06, 4.69e-05, 7.15e-05, 2.12e-04, 4.56e-04, 5.90e-06, 4.29e-06, 4.71e-06, 2.77e-06, 5.26e-06, 0.00e+00, 3.20e-05, 4.15e-06]    []  
206100    [1.98e-06, 1.76e-06, 8.00e-07, 1.13e-06, 5.78e-07, 1.12e-06, 4.65e-07, 3.45e-05, 2.22e-08, 5.47e-06, 3.02e-05, 3.31e-05, 1.47e-05, 4.43e-05, 1.79e-06, 6.27e-07, 6.30e-07, 0.00e+00, 0.00e+00, 4.64e-10, 4.23e-05, 5.66e-07]    [1.98e-06, 1.76e-06, 8.00e-07, 1.13e-06, 5.78e-07, 1.12e-06, 4.65e-07, 3.45e-05, 2.22e-08, 5.47e-06, 3.02e-05, 3.31e-05, 1.47e-05, 4.43e-05, 1.79e-06, 6.27e-07, 6.30e-07, 0.00e+00, 0.00e+00, 4.64e-10, 4.23e-05, 5.66e-07]    []  
206200    [5.22e-07, 7.39e-07, 6.13e-07, 8.37e-07, 4.35e-07, 7.48e-07, 3.09e-07, 2.60e-06, 4.21e-09, 5.02e-09, 1.28e-06, 2.33e-06, 1.69e-06, 1.00e-06, 1.06e-08, 1.85e-12, 3.57e-10, 2.22e-08, 0.00e+00, 1.05e-10, 3.23e-06, 1.19e-07]    [5.22e-07, 7.39e-07, 6.13e-07, 8.37e-07, 4.35e-07, 7.48e-07, 3.09e-07, 2.60e-06, 4.21e-09, 5.02e-09, 1.28e-06, 2.33e-06, 1.69e-06, 1.00e-06, 1.06e-08, 1.85e-12, 3.57e-10, 2.22e-08, 0.00e+00, 1.05e-10, 3.23e-06, 1.19e-07]    []  
206300    [4.90e-07, 7.91e-07, 6.27e-07, 9.80e-07, 4.23e-07, 7.82e-07, 3.31e-07, 2.03e-06, 2.30e-09, 7.99e-07, 8.23e-06, 3.30e-06, 9.31e-06, 2.79e-06, 6.15e-10, 3.93e-10, 1.17e-07, 1.02e-08, 2.20e-07, 1.12e-10, 1.44e-06, 1.07e-07]    [4.90e-07, 7.91e-07, 6.27e-07, 9.80e-07, 4.23e-07, 7.82e-07, 3.31e-07, 2.03e-06, 2.30e-09, 7.99e-07, 8.23e-06, 3.30e-06, 9.31e-06, 2.79e-06, 6.15e-10, 3.93e-10, 1.17e-07, 1.02e-08, 2.20e-07, 1.12e-10, 1.44e-06, 1.07e-07]    []  
206400    [1.49e-06, 7.72e-07, 7.55e-07, 5.96e-07, 5.37e-07, 7.49e-07, 3.34e-07, 8.09e-06, 1.71e-06, 5.88e-07, 1.35e-05, 1.22e-05, 4.07e-05, 5.68e-05, 5.31e-07, 7.99e-07, 6.48e-07, 6.44e-07, 1.04e-06, 1.23e-07, 7.07e-06, 7.24e-07]    [1.49e-06, 7.72e-07, 7.55e-07, 5.96e-07, 5.37e-07, 7.49e-07, 3.34e-07, 8.09e-06, 1.71e-06, 5.88e-07, 1.35e-05, 1.22e-05, 4.07e-05, 5.68e-05, 5.31e-07, 7.99e-07, 6.48e-07, 6.44e-07, 1.04e-06, 1.23e-07, 7.07e-06, 7.24e-07]    []  
206500    [4.20e-07, 5.92e-07, 6.64e-07, 5.60e-07, 3.64e-07, 7.62e-07, 3.03e-07, 2.87e-07, 9.17e-07, 7.55e-08, 2.27e-06, 1.94e-06, 2.39e-06, 4.47e-08, 1.82e-09, 1.31e-08, 2.07e-08, 3.55e-08, 7.30e-08, 7.56e-08, 4.33e-07, 4.71e-07]    [4.20e-07, 5.92e-07, 6.64e-07, 5.60e-07, 3.64e-07, 7.62e-07, 3.03e-07, 2.87e-07, 9.17e-07, 7.55e-08, 2.27e-06, 1.94e-06, 2.39e-06, 4.47e-08, 1.82e-09, 1.31e-08, 2.07e-08, 3.55e-08, 7.30e-08, 7.56e-08, 4.33e-07, 4.71e-07]    []  
206600    [2.58e-06, 1.28e-06, 8.12e-07, 8.14e-07, 4.90e-07, 7.32e-07, 3.41e-07, 4.69e-06, 1.71e-07, 6.40e-07, 3.01e-05, 3.18e-05, 1.01e-04, 9.10e-05, 0.00e+00, 3.79e-08, 0.00e+00, 0.00e+00, 0.00e+00, 5.33e-09, 6.27e-06, 3.56e-07]    [2.58e-06, 1.28e-06, 8.12e-07, 8.14e-07, 4.90e-07, 7.32e-07, 3.41e-07, 4.69e-06, 1.71e-07, 6.40e-07, 3.01e-05, 3.18e-05, 1.01e-04, 9.10e-05, 0.00e+00, 3.79e-08, 0.00e+00, 0.00e+00, 0.00e+00, 5.33e-09, 6.27e-06, 3.56e-07]    []  
206700    [8.40e-07, 8.38e-07, 4.77e-07, 7.59e-07, 4.52e-07, 7.13e-07, 3.22e-07, 3.98e-05, 2.51e-07, 2.05e-07, 1.57e-05, 8.75e-06, 2.60e-05, 1.33e-05, 2.92e-07, 1.47e-07, 4.15e-07, 3.43e-07, 6.06e-06, 1.14e-08, 3.82e-05, 1.77e-07]    [8.40e-07, 8.38e-07, 4.77e-07, 7.59e-07, 4.52e-07, 7.13e-07, 3.22e-07, 3.98e-05, 2.51e-07, 2.05e-07, 1.57e-05, 8.75e-06, 2.60e-05, 1.33e-05, 2.92e-07, 1.47e-07, 4.15e-07, 3.43e-07, 6.06e-06, 1.14e-08, 3.82e-05, 1.77e-07]    []  
206800    [4.10e-07, 5.90e-07, 5.23e-07, 5.60e-07, 3.95e-07, 6.99e-07, 2.80e-07, 2.15e-06, 3.89e-08, 2.09e-07, 1.09e-06, 1.44e-06, 1.25e-06, 1.80e-06, 9.53e-10, 4.55e-10, 4.20e-09, 3.18e-09, 2.86e-07, 1.95e-09, 1.96e-06, 4.84e-08]    [4.10e-07, 5.90e-07, 5.23e-07, 5.60e-07, 3.95e-07, 6.99e-07, 2.80e-07, 2.15e-06, 3.89e-08, 2.09e-07, 1.09e-06, 1.44e-06, 1.25e-06, 1.80e-06, 9.53e-10, 4.55e-10, 4.20e-09, 3.18e-09, 2.86e-07, 1.95e-09, 1.96e-06, 4.84e-08]    []  
206900    [5.28e-07, 5.56e-07, 5.23e-07, 4.78e-07, 4.45e-07, 7.36e-07, 2.83e-07, 2.05e-08, 6.43e-06, 8.00e-10, 6.83e-06, 4.12e-06, 1.24e-05, 7.01e-06, 7.00e-08, 1.04e-07, 1.88e-07, 1.94e-07, 6.62e-09, 0.00e+00, 4.46e-08, 7.62e-06]    [5.28e-07, 5.56e-07, 5.23e-07, 4.78e-07, 4.45e-07, 7.36e-07, 2.83e-07, 2.05e-08, 6.43e-06, 8.00e-10, 6.83e-06, 4.12e-06, 1.24e-05, 7.01e-06, 7.00e-08, 1.04e-07, 1.88e-07, 1.94e-07, 6.62e-09, 0.00e+00, 4.46e-08, 7.62e-06]    []  
207000    [4.38e-06, 1.09e-06, 8.33e-07, 8.47e-07, 7.69e-07, 9.92e-07, 4.32e-07, 5.74e-05, 1.49e-07, 8.70e-07, 5.83e-05, 4.69e-05, 1.73e-04, 1.92e-04, 2.37e-06, 1.68e-06, 2.72e-06, 2.11e-06, 9.93e-06, 8.35e-09, 5.95e-05, 7.19e-08]    [4.38e-06, 1.09e-06, 8.33e-07, 8.47e-07, 7.69e-07, 9.92e-07, 4.32e-07, 5.74e-05, 1.49e-07, 8.70e-07, 5.83e-05, 4.69e-05, 1.73e-04, 1.92e-04, 2.37e-06, 1.68e-06, 2.72e-06, 2.11e-06, 9.93e-06, 8.35e-09, 5.95e-05, 7.19e-08]    []  
207100    [5.84e-07, 6.45e-07, 6.24e-07, 5.22e-07, 3.69e-07, 6.41e-07, 3.05e-07, 3.59e-05, 6.57e-10, 1.00e-06, 1.53e-05, 9.59e-06, 1.69e-05, 2.20e-07, 6.26e-08, 7.34e-08, 1.11e-09, 7.67e-10, 0.00e+00, 0.00e+00, 3.92e-05, 1.50e-07]    [5.84e-07, 6.45e-07, 6.24e-07, 5.22e-07, 3.69e-07, 6.41e-07, 3.05e-07, 3.59e-05, 6.57e-10, 1.00e-06, 1.53e-05, 9.59e-06, 1.69e-05, 2.20e-07, 6.26e-08, 7.34e-08, 1.11e-09, 7.67e-10, 0.00e+00, 0.00e+00, 3.92e-05, 1.50e-07]    []  
207200    [7.86e-06, 2.68e-06, 7.70e-07, 1.74e-06, 9.78e-07, 1.47e-06, 4.98e-07, 7.56e-05, 6.61e-04, 3.28e-06, 7.66e-05, 8.87e-05, 2.56e-04, 3.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.20e-05, 6.76e-04]    [7.86e-06, 2.68e-06, 7.70e-07, 1.74e-06, 9.78e-07, 1.47e-06, 4.98e-07, 7.56e-05, 6.61e-04, 3.28e-06, 7.66e-05, 8.87e-05, 2.56e-04, 3.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.20e-05, 6.76e-04]    []  
207300    [7.40e-07, 1.06e-06, 4.95e-07, 9.01e-07, 6.95e-07, 6.92e-07, 5.11e-07, 5.40e-05, 2.07e-09, 8.27e-09, 5.34e-06, 6.34e-06, 9.00e-06, 7.69e-06, 1.51e-07, 0.00e+00, 2.29e-12, 1.63e-09, 0.00e+00, 0.00e+00, 6.13e-05, 3.20e-07]    [7.40e-07, 1.06e-06, 4.95e-07, 9.01e-07, 6.95e-07, 6.92e-07, 5.11e-07, 5.40e-05, 2.07e-09, 8.27e-09, 5.34e-06, 6.34e-06, 9.00e-06, 7.69e-06, 1.51e-07, 0.00e+00, 2.29e-12, 1.63e-09, 0.00e+00, 0.00e+00, 6.13e-05, 3.20e-07]    []  
207400    [1.78e-06, 1.01e-06, 6.00e-07, 8.59e-07, 4.51e-07, 8.62e-07, 3.23e-07, 3.81e-06, 5.52e-09, 2.96e-06, 5.83e-06, 1.08e-05, 2.08e-05, 6.96e-05, 1.21e-06, 2.69e-07, 3.05e-07, 1.12e-06, 4.33e-07, 1.63e-10, 2.81e-06, 8.37e-08]    [1.78e-06, 1.01e-06, 6.00e-07, 8.59e-07, 4.51e-07, 8.62e-07, 3.23e-07, 3.81e-06, 5.52e-09, 2.96e-06, 5.83e-06, 1.08e-05, 2.08e-05, 6.96e-05, 1.21e-06, 2.69e-07, 3.05e-07, 1.12e-06, 4.33e-07, 1.63e-10, 2.81e-06, 8.37e-08]    []  
207500    [4.62e-07, 6.32e-07, 6.94e-07, 5.30e-07, 3.88e-07, 6.85e-07, 3.47e-07, 4.69e-08, 9.18e-09, 2.68e-07, 7.88e-06, 7.81e-06, 9.27e-06, 1.89e-06, 1.58e-08, 1.40e-07, 3.77e-09, 4.83e-09, 2.10e-11, 0.00e+00, 1.77e-07, 1.30e-07]    [4.62e-07, 6.32e-07, 6.94e-07, 5.30e-07, 3.88e-07, 6.85e-07, 3.47e-07, 4.69e-08, 9.18e-09, 2.68e-07, 7.88e-06, 7.81e-06, 9.27e-06, 1.89e-06, 1.58e-08, 1.40e-07, 3.77e-09, 4.83e-09, 2.10e-11, 0.00e+00, 1.77e-07, 1.30e-07]    []  
207600    [4.61e-07, 5.91e-07, 5.88e-07, 4.48e-07, 4.04e-07, 6.97e-07, 2.89e-07, 2.38e-07, 6.67e-07, 2.87e-09, 6.86e-06, 3.93e-06, 1.06e-05, 4.07e-06, 2.92e-08, 1.20e-07, 3.00e-07, 1.20e-07, 4.00e-08, 6.19e-08, 2.54e-07, 4.00e-07]    [4.61e-07, 5.91e-07, 5.88e-07, 4.48e-07, 4.04e-07, 6.97e-07, 2.89e-07, 2.38e-07, 6.67e-07, 2.87e-09, 6.86e-06, 3.93e-06, 1.06e-05, 4.07e-06, 2.92e-08, 1.20e-07, 3.00e-07, 1.20e-07, 4.00e-08, 6.19e-08, 2.54e-07, 4.00e-07]    []  
207700    [1.19e-06, 7.08e-07, 7.29e-07, 5.36e-07, 3.72e-07, 6.53e-07, 3.20e-07, 1.46e-05, 2.27e-07, 1.22e-07, 3.97e-05, 2.49e-05, 7.93e-05, 3.74e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-08, 1.54e-05, 6.50e-08]    [1.19e-06, 7.08e-07, 7.29e-07, 5.36e-07, 3.72e-07, 6.53e-07, 3.20e-07, 1.46e-05, 2.27e-07, 1.22e-07, 3.97e-05, 2.49e-05, 7.93e-05, 3.74e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-08, 1.54e-05, 6.50e-08]    []  
207800    [1.06e-05, 2.73e-06, 1.86e-06, 1.02e-06, 1.48e-06, 1.54e-06, 8.73e-07, 2.74e-06, 4.14e-09, 2.35e-05, 3.97e-05, 7.47e-05, 1.96e-04, 5.55e-04, 3.43e-06, 7.63e-06, 3.37e-06, 6.55e-06, 0.00e+00, 1.46e-10, 4.22e-06, 1.08e-07]    [1.06e-05, 2.73e-06, 1.86e-06, 1.02e-06, 1.48e-06, 1.54e-06, 8.73e-07, 2.74e-06, 4.14e-09, 2.35e-05, 3.97e-05, 7.47e-05, 1.96e-04, 5.55e-04, 3.43e-06, 7.63e-06, 3.37e-06, 6.55e-06, 0.00e+00, 1.46e-10, 4.22e-06, 1.08e-07]    []  
207900    [1.31e-06, 9.55e-07, 6.10e-07, 8.99e-07, 3.56e-07, 9.25e-07, 3.04e-07, 3.38e-07, 1.36e-08, 1.32e-06, 4.07e-06, 8.61e-06, 1.82e-05, 3.64e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.17e-08, 6.64e-10, 2.45e-07, 4.65e-08]    [1.31e-06, 9.55e-07, 6.10e-07, 8.99e-07, 3.56e-07, 9.25e-07, 3.04e-07, 3.38e-07, 1.36e-08, 1.32e-06, 4.07e-06, 8.61e-06, 1.82e-05, 3.64e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.17e-08, 6.64e-10, 2.45e-07, 4.65e-08]    []  
208000    [5.13e-07, 5.05e-07, 7.92e-07, 5.20e-07, 3.33e-07, 7.07e-07, 3.55e-07, 1.54e-05, 1.51e-04, 9.83e-07, 1.09e-05, 8.19e-06, 1.14e-05, 6.81e-07, 1.07e-07, 5.69e-08, 3.31e-09, 5.30e-08, 0.00e+00, 3.14e-05, 1.86e-05, 1.39e-04]    [5.13e-07, 5.05e-07, 7.92e-07, 5.20e-07, 3.33e-07, 7.07e-07, 3.55e-07, 1.54e-05, 1.51e-04, 9.83e-07, 1.09e-05, 8.19e-06, 1.14e-05, 6.81e-07, 1.07e-07, 5.69e-08, 3.31e-09, 5.30e-08, 0.00e+00, 3.14e-05, 1.86e-05, 1.39e-04]    []  

Best model at step 206804:
  train loss: 6.91e-06
  test loss: 6.91e-06
  test metric: []

'train' took 38.828375 s

Best train step: 206804
lambda_a: 8.705856683616133
lambda_b: 6.267695151363327
kappa_a: 2.103272595759329
kappa_b: 1.5519135361569194
Best train step: 206804
lambda_a: 2.1639959812
lambda_b: 1.8354086876
kappa_a: 0.74349451065
kappa_b: 0.43948870897
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
208000    [5.13e-07, 5.05e-07, 7.92e-07, 5.20e-07, 3.33e-07, 7.07e-07, 3.55e-07, 1.54e-05, 1.51e-04, 9.83e-07, 1.09e-05, 8.19e-06, 1.14e-05, 6.81e-07, 1.07e-07, 5.69e-08, 3.31e-09, 5.30e-08, 0.00e+00, 3.14e-05, 1.86e-05, 1.39e-04]    [5.13e-07, 5.05e-07, 7.92e-07, 5.20e-07, 3.33e-07, 7.07e-07, 3.55e-07, 1.54e-05, 1.51e-04, 9.83e-07, 1.09e-05, 8.19e-06, 1.14e-05, 6.81e-07, 1.07e-07, 5.69e-08, 3.31e-09, 5.30e-08, 0.00e+00, 3.14e-05, 1.86e-05, 1.39e-04]    []  
208100    [1.09e-05, 3.33e-06, 1.51e-06, 1.87e-06, 9.16e-07, 1.77e-06, 4.98e-07, 5.28e-05, 4.53e-08, 6.22e-06, 9.91e-05, 1.20e-04, 3.60e-04, 5.76e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.69e-05, 2.34e-07]    [1.09e-05, 3.33e-06, 1.51e-06, 1.87e-06, 9.16e-07, 1.77e-06, 4.98e-07, 5.28e-05, 4.53e-08, 6.22e-06, 9.91e-05, 1.20e-04, 3.60e-04, 5.76e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.69e-05, 2.34e-07]    []  
208200    [5.41e-06, 1.52e-06, 1.09e-06, 9.30e-07, 5.41e-07, 9.35e-07, 4.03e-07, 3.55e-05, 1.55e-06, 3.83e-07, 1.12e-04, 8.33e-05, 2.80e-04, 2.28e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.83e-05, 2.09e-06]    [5.41e-06, 1.52e-06, 1.09e-06, 9.30e-07, 5.41e-07, 9.35e-07, 4.03e-07, 3.55e-05, 1.55e-06, 3.83e-07, 1.12e-04, 8.33e-05, 2.80e-04, 2.28e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.83e-05, 2.09e-06]    []  
208300    [3.90e-07, 6.50e-07, 5.69e-07, 4.53e-07, 3.81e-07, 6.48e-07, 3.00e-07, 1.50e-08, 1.57e-08, 1.09e-09, 1.27e-06, 1.15e-06, 1.14e-06, 1.66e-07, 1.35e-08, 1.21e-08, 3.77e-08, 4.32e-08, 1.13e-08, 0.00e+00, 6.54e-08, 1.13e-07]    [3.90e-07, 6.50e-07, 5.69e-07, 4.53e-07, 3.81e-07, 6.48e-07, 3.00e-07, 1.50e-08, 1.57e-08, 1.09e-09, 1.27e-06, 1.15e-06, 1.14e-06, 1.66e-07, 1.35e-08, 1.21e-08, 3.77e-08, 4.32e-08, 1.13e-08, 0.00e+00, 6.54e-08, 1.13e-07]    []  
208400    [4.02e-07, 6.11e-07, 5.92e-07, 4.83e-07, 3.51e-07, 6.52e-07, 3.01e-07, 3.43e-07, 6.51e-08, 8.17e-08, 2.20e-06, 1.91e-06, 2.36e-06, 6.16e-08, 2.63e-08, 6.21e-09, 8.36e-09, 1.98e-08, 0.00e+00, 0.00e+00, 4.25e-07, 2.31e-07]    [4.02e-07, 6.11e-07, 5.92e-07, 4.83e-07, 3.51e-07, 6.52e-07, 3.01e-07, 3.43e-07, 6.51e-08, 8.17e-08, 2.20e-06, 1.91e-06, 2.36e-06, 6.16e-08, 2.63e-08, 6.21e-09, 8.36e-09, 1.98e-08, 0.00e+00, 0.00e+00, 4.25e-07, 2.31e-07]    []  
208500    [3.93e-07, 6.15e-07, 5.67e-07, 4.87e-07, 3.57e-07, 6.68e-07, 3.11e-07, 1.78e-07, 1.71e-07, 1.43e-09, 1.26e-06, 1.40e-06, 1.75e-06, 5.00e-07, 3.64e-10, 1.53e-08, 6.25e-09, 7.23e-09, 9.01e-12, 0.00e+00, 2.21e-07, 5.34e-07]    [3.93e-07, 6.15e-07, 5.67e-07, 4.87e-07, 3.57e-07, 6.68e-07, 3.11e-07, 1.78e-07, 1.71e-07, 1.43e-09, 1.26e-06, 1.40e-06, 1.75e-06, 5.00e-07, 3.64e-10, 1.53e-08, 6.25e-09, 7.23e-09, 9.01e-12, 0.00e+00, 2.21e-07, 5.34e-07]    []  
208600    [6.47e-06, 1.65e-06, 1.14e-06, 1.17e-06, 8.82e-07, 1.27e-06, 5.47e-07, 5.00e-06, 8.17e-08, 9.08e-06, 3.56e-05, 5.82e-05, 1.64e-04, 3.82e-04, 5.04e-06, 3.24e-06, 3.22e-06, 2.65e-06, 7.42e-07, 4.18e-09, 5.05e-06, 4.23e-08]    [6.47e-06, 1.65e-06, 1.14e-06, 1.17e-06, 8.82e-07, 1.27e-06, 5.47e-07, 5.00e-06, 8.17e-08, 9.08e-06, 3.56e-05, 5.82e-05, 1.64e-04, 3.82e-04, 5.04e-06, 3.24e-06, 3.22e-06, 2.65e-06, 7.42e-07, 4.18e-09, 5.05e-06, 4.23e-08]    []  
208700    [2.89e-06, 2.31e-06, 7.95e-07, 1.94e-06, 7.00e-07, 1.47e-06, 5.94e-07, 2.81e-05, 2.14e-04, 8.37e-06, 3.86e-05, 4.86e-05, 1.66e-05, 8.67e-05, 4.79e-06, 9.60e-07, 6.52e-07, 7.30e-09, 0.00e+00, 4.34e-05, 3.83e-05, 1.92e-04]    [2.89e-06, 2.31e-06, 7.95e-07, 1.94e-06, 7.00e-07, 1.47e-06, 5.94e-07, 2.81e-05, 2.14e-04, 8.37e-06, 3.86e-05, 4.86e-05, 1.66e-05, 8.67e-05, 4.79e-06, 9.60e-07, 6.52e-07, 7.30e-09, 0.00e+00, 4.34e-05, 3.83e-05, 1.92e-04]    []  
208800    [7.93e-07, 9.16e-07, 4.76e-07, 6.98e-07, 6.93e-07, 7.23e-07, 4.08e-07, 2.05e-05, 6.16e-07, 1.39e-06, 5.48e-05, 3.10e-05, 8.60e-05, 1.29e-05, 4.23e-07, 2.80e-08, 1.57e-06, 2.16e-08, 2.62e-06, 3.95e-08, 1.75e-05, 2.17e-07]    [7.93e-07, 9.16e-07, 4.76e-07, 6.98e-07, 6.93e-07, 7.23e-07, 4.08e-07, 2.05e-05, 6.16e-07, 1.39e-06, 5.48e-05, 3.10e-05, 8.60e-05, 1.29e-05, 4.23e-07, 2.80e-08, 1.57e-06, 2.16e-08, 2.62e-06, 3.95e-08, 1.75e-05, 2.17e-07]    []  
208900    [1.81e-06, 2.35e-06, 4.02e-06, 9.16e-06, 1.89e-06, 2.06e-06, 8.30e-07, 4.09e-05, 1.28e-09, 2.19e-05, 1.74e-04, 7.44e-05, 2.40e-04, 2.95e-05, 0.00e+00, 1.30e-06, 8.87e-07, 7.02e-08, 4.90e-06, 7.20e-11, 3.13e-05, 1.40e-07]    [1.81e-06, 2.35e-06, 4.02e-06, 9.16e-06, 1.89e-06, 2.06e-06, 8.30e-07, 4.09e-05, 1.28e-09, 2.19e-05, 1.74e-04, 7.44e-05, 2.40e-04, 2.95e-05, 0.00e+00, 1.30e-06, 8.87e-07, 7.02e-08, 4.90e-06, 7.20e-11, 3.13e-05, 1.40e-07]    []  
209000    [4.19e-07, 6.97e-07, 7.00e-07, 4.77e-07, 3.31e-07, 7.14e-07, 3.00e-07, 3.27e-09, 1.01e-07, 6.90e-09, 1.08e-06, 9.54e-07, 8.95e-07, 1.07e-07, 4.22e-09, 6.82e-09, 1.32e-08, 1.20e-08, 1.15e-08, 7.15e-09, 6.15e-08, 3.91e-08]    [4.19e-07, 6.97e-07, 7.00e-07, 4.77e-07, 3.31e-07, 7.14e-07, 3.00e-07, 3.27e-09, 1.01e-07, 6.90e-09, 1.08e-06, 9.54e-07, 8.95e-07, 1.07e-07, 4.22e-09, 6.82e-09, 1.32e-08, 1.20e-08, 1.15e-08, 7.15e-09, 6.15e-08, 3.91e-08]    []  
209100    [1.08e-05, 3.91e-06, 1.25e-06, 2.45e-06, 1.06e-06, 2.22e-06, 5.82e-07, 3.90e-06, 2.00e-08, 1.61e-05, 3.44e-05, 1.13e-04, 2.09e-04, 6.37e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.00e-06, 1.82e-07]    [1.08e-05, 3.91e-06, 1.25e-06, 2.45e-06, 1.06e-06, 2.22e-06, 5.82e-07, 3.90e-06, 2.00e-08, 1.61e-05, 3.44e-05, 1.13e-04, 2.09e-04, 6.37e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.00e-06, 1.82e-07]    []  
209200    [1.97e-06, 1.25e-06, 1.25e-06, 9.98e-07, 8.96e-07, 6.54e-07, 6.13e-07, 1.03e-04, 2.96e-06, 8.12e-06, 1.09e-05, 2.20e-05, 1.09e-05, 9.42e-05, 1.28e-07, 3.21e-06, 1.68e-07, 8.46e-07, 0.00e+00, 2.90e-07, 1.12e-04, 1.89e-06]    [1.97e-06, 1.25e-06, 1.25e-06, 9.98e-07, 8.96e-07, 6.54e-07, 6.13e-07, 1.03e-04, 2.96e-06, 8.12e-06, 1.09e-05, 2.20e-05, 1.09e-05, 9.42e-05, 1.28e-07, 3.21e-06, 1.68e-07, 8.46e-07, 0.00e+00, 2.90e-07, 1.12e-04, 1.89e-06]    []  
209300    [1.01e-06, 9.65e-07, 7.57e-07, 1.20e-06, 8.10e-07, 1.10e-06, 5.01e-07, 1.44e-05, 5.58e-08, 4.00e-06, 1.38e-05, 1.16e-05, 6.29e-06, 2.29e-05, 1.47e-09, 0.00e+00, 2.16e-08, 0.00e+00, 1.46e-06, 1.35e-09, 9.85e-06, 7.66e-08]    [1.01e-06, 9.65e-07, 7.57e-07, 1.20e-06, 8.10e-07, 1.10e-06, 5.01e-07, 1.44e-05, 5.58e-08, 4.00e-06, 1.38e-05, 1.16e-05, 6.29e-06, 2.29e-05, 1.47e-09, 0.00e+00, 2.16e-08, 0.00e+00, 1.46e-06, 1.35e-09, 9.85e-06, 7.66e-08]    []  
209400    [1.20e-06, 1.20e-06, 6.01e-07, 7.38e-07, 4.07e-07, 7.84e-07, 2.89e-07, 1.26e-05, 7.62e-10, 2.16e-06, 4.55e-06, 6.41e-06, 4.77e-06, 3.41e-05, 1.12e-06, 4.11e-08, 4.81e-07, 3.82e-08, 0.00e+00, 4.31e-13, 1.44e-05, 1.05e-07]    [1.20e-06, 1.20e-06, 6.01e-07, 7.38e-07, 4.07e-07, 7.84e-07, 2.89e-07, 1.26e-05, 7.62e-10, 2.16e-06, 4.55e-06, 6.41e-06, 4.77e-06, 3.41e-05, 1.12e-06, 4.11e-08, 4.81e-07, 3.82e-08, 0.00e+00, 4.31e-13, 1.44e-05, 1.05e-07]    []  
209500    [9.67e-07, 1.12e-06, 6.03e-07, 6.83e-07, 4.19e-07, 8.33e-07, 3.24e-07, 3.26e-06, 3.25e-07, 5.29e-07, 1.09e-05, 6.55e-06, 2.42e-05, 1.44e-05, 2.16e-07, 5.44e-08, 3.01e-08, 1.21e-07, 2.82e-07, 0.00e+00, 1.61e-06, 8.52e-07]    [9.67e-07, 1.12e-06, 6.03e-07, 6.83e-07, 4.19e-07, 8.33e-07, 3.24e-07, 3.26e-06, 3.25e-07, 5.29e-07, 1.09e-05, 6.55e-06, 2.42e-05, 1.44e-05, 2.16e-07, 5.44e-08, 3.01e-08, 1.21e-07, 2.82e-07, 0.00e+00, 1.61e-06, 8.52e-07]    []  
209600    [1.11e-05, 2.35e-06, 1.48e-06, 1.89e-06, 1.22e-06, 1.62e-06, 5.38e-07, 7.74e-05, 3.26e-06, 4.87e-06, 1.28e-04, 1.19e-04, 5.15e-04, 6.79e-04, 9.99e-06, 5.10e-06, 7.08e-06, 4.81e-06, 1.25e-05, 0.00e+00, 7.73e-05, 5.06e-06]    [1.11e-05, 2.35e-06, 1.48e-06, 1.89e-06, 1.22e-06, 1.62e-06, 5.38e-07, 7.74e-05, 3.26e-06, 4.87e-06, 1.28e-04, 1.19e-04, 5.15e-04, 6.79e-04, 9.99e-06, 5.10e-06, 7.08e-06, 4.81e-06, 1.25e-05, 0.00e+00, 7.73e-05, 5.06e-06]    []  
209700    [4.03e-06, 1.04e-06, 8.06e-07, 7.44e-07, 6.43e-07, 9.47e-07, 3.97e-07, 1.10e-05, 9.56e-10, 1.82e-06, 5.13e-05, 4.39e-05, 1.65e-04, 1.99e-04, 2.38e-06, 1.59e-06, 2.41e-06, 1.92e-06, 1.88e-06, 5.98e-11, 1.24e-05, 6.26e-08]    [4.03e-06, 1.04e-06, 8.06e-07, 7.44e-07, 6.43e-07, 9.47e-07, 3.97e-07, 1.10e-05, 9.56e-10, 1.82e-06, 5.13e-05, 4.39e-05, 1.65e-04, 1.99e-04, 2.38e-06, 1.59e-06, 2.41e-06, 1.92e-06, 1.88e-06, 5.98e-11, 1.24e-05, 6.26e-08]    []  
209800    [1.81e-05, 3.51e-06, 2.05e-06, 2.64e-06, 1.86e-06, 2.24e-06, 9.31e-07, 1.43e-04, 8.25e-08, 1.66e-05, 1.16e-04, 1.66e-04, 5.50e-04, 1.06e-03, 1.64e-05, 1.03e-05, 9.88e-06, 7.48e-06, 2.64e-05, 5.76e-09, 1.49e-04, 7.60e-08]    [1.81e-05, 3.51e-06, 2.05e-06, 2.64e-06, 1.86e-06, 2.24e-06, 9.31e-07, 1.43e-04, 8.25e-08, 1.66e-05, 1.16e-04, 1.66e-04, 5.50e-04, 1.06e-03, 1.64e-05, 1.03e-05, 9.88e-06, 7.48e-06, 2.64e-05, 5.76e-09, 1.49e-04, 7.60e-08]    []  
209900    [1.65e-06, 6.82e-07, 6.28e-07, 5.03e-07, 4.71e-07, 7.64e-07, 3.27e-07, 7.60e-06, 3.65e-08, 1.97e-07, 3.18e-05, 2.15e-05, 8.13e-05, 6.95e-05, 7.73e-07, 5.71e-07, 1.00e-06, 8.18e-07, 1.22e-06, 0.00e+00, 8.20e-06, 1.38e-07]    [1.65e-06, 6.82e-07, 6.28e-07, 5.03e-07, 4.71e-07, 7.64e-07, 3.27e-07, 7.60e-06, 3.65e-08, 1.97e-07, 3.18e-05, 2.15e-05, 8.13e-05, 6.95e-05, 7.73e-07, 5.71e-07, 1.00e-06, 8.18e-07, 1.22e-06, 0.00e+00, 8.20e-06, 1.38e-07]    []  
210000    [3.53e-06, 5.64e-06, 1.63e-06, 8.51e-06, 2.48e-06, 3.74e-06, 1.50e-06, 3.12e-05, 1.51e-05, 3.50e-06, 2.42e-05, 1.83e-04, 7.88e-05, 6.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-05, 1.72e-05]    [3.53e-06, 5.64e-06, 1.63e-06, 8.51e-06, 2.48e-06, 3.74e-06, 1.50e-06, 3.12e-05, 1.51e-05, 3.50e-06, 2.42e-05, 1.83e-04, 7.88e-05, 6.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-05, 1.72e-05]    []  

Best model at step 209566:
  train loss: 6.10e-06
  test loss: 6.10e-06
  test metric: []

'train' took 35.246608 s

Best train step: 209566
lambda_a: 8.65456782312164
lambda_b: 6.011183550147883
kappa_a: 2.0537189983451185
kappa_b: 1.5549549011581896
Best train step: 209566
lambda_a: 2.1580872536
lambda_b: 1.7936216593
kappa_a: 0.71965229511
kappa_b: 0.44144654274
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
210000    [3.53e-06, 5.64e-06, 1.63e-06, 8.51e-06, 2.48e-06, 3.74e-06, 1.50e-06, 3.12e-05, 1.51e-05, 3.50e-06, 2.42e-05, 1.83e-04, 7.88e-05, 6.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-05, 1.72e-05]    [3.53e-06, 5.64e-06, 1.63e-06, 8.51e-06, 2.48e-06, 3.74e-06, 1.50e-06, 3.12e-05, 1.51e-05, 3.50e-06, 2.42e-05, 1.83e-04, 7.88e-05, 6.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-05, 1.72e-05]    []  
210100    [4.13e-07, 6.86e-07, 6.22e-07, 5.02e-07, 4.15e-07, 7.22e-07, 3.93e-07, 1.98e-07, 7.11e-08, 2.63e-08, 1.66e-06, 1.42e-06, 1.36e-06, 4.97e-07, 1.40e-08, 8.72e-09, 2.77e-08, 3.07e-08, 5.17e-08, 5.13e-09, 2.92e-07, 2.88e-08]    [4.13e-07, 6.86e-07, 6.22e-07, 5.02e-07, 4.15e-07, 7.22e-07, 3.93e-07, 1.98e-07, 7.11e-08, 2.63e-08, 1.66e-06, 1.42e-06, 1.36e-06, 4.97e-07, 1.40e-08, 8.72e-09, 2.77e-08, 3.07e-08, 5.17e-08, 5.13e-09, 2.92e-07, 2.88e-08]    []  
210200    [4.04e-07, 6.63e-07, 5.33e-07, 4.53e-07, 3.68e-07, 6.43e-07, 3.11e-07, 1.29e-06, 2.28e-06, 1.51e-07, 5.03e-06, 2.85e-06, 4.22e-06, 2.07e-08, 1.95e-08, 2.13e-08, 4.38e-08, 3.01e-08, 1.48e-07, 2.13e-07, 9.02e-07, 1.37e-06]    [4.04e-07, 6.63e-07, 5.33e-07, 4.53e-07, 3.68e-07, 6.43e-07, 3.11e-07, 1.29e-06, 2.28e-06, 1.51e-07, 5.03e-06, 2.85e-06, 4.22e-06, 2.07e-08, 1.95e-08, 2.13e-08, 4.38e-08, 3.01e-08, 1.48e-07, 2.13e-07, 9.02e-07, 1.37e-06]    []  
210300    [4.80e-07, 6.81e-07, 5.38e-07, 4.75e-07, 3.45e-07, 7.27e-07, 3.19e-07, 1.20e-07, 6.99e-08, 6.14e-07, 2.06e-06, 3.30e-06, 1.82e-06, 7.44e-06, 1.81e-11, 0.00e+00, 1.36e-09, 8.14e-16, 2.51e-08, 4.17e-09, 2.00e-07, 4.11e-08]    [4.80e-07, 6.81e-07, 5.38e-07, 4.75e-07, 3.45e-07, 7.27e-07, 3.19e-07, 1.20e-07, 6.99e-08, 6.14e-07, 2.06e-06, 3.30e-06, 1.82e-06, 7.44e-06, 1.81e-11, 0.00e+00, 1.36e-09, 8.14e-16, 2.51e-08, 4.17e-09, 2.00e-07, 4.11e-08]    []  
210400    [4.06e-07, 6.48e-07, 4.67e-07, 5.78e-07, 3.26e-07, 7.36e-07, 3.26e-07, 1.62e-06, 4.85e-08, 7.41e-07, 4.22e-06, 2.65e-06, 2.55e-06, 1.08e-06, 1.68e-08, 1.64e-12, 4.02e-09, 1.96e-09, 2.00e-07, 0.00e+00, 1.19e-06, 3.18e-07]    [4.06e-07, 6.48e-07, 4.67e-07, 5.78e-07, 3.26e-07, 7.36e-07, 3.26e-07, 1.62e-06, 4.85e-08, 7.41e-07, 4.22e-06, 2.65e-06, 2.55e-06, 1.08e-06, 1.68e-08, 1.64e-12, 4.02e-09, 1.96e-09, 2.00e-07, 0.00e+00, 1.19e-06, 3.18e-07]    []  
210500    [1.08e-06, 2.01e-06, 4.37e-07, 1.15e-06, 1.09e-06, 1.24e-06, 3.65e-07, 8.18e-05, 5.07e-08, 1.97e-05, 1.06e-04, 8.20e-05, 8.66e-05, 3.46e-05, 0.00e+00, 0.00e+00, 1.13e-08, 2.11e-08, 1.14e-05, 2.03e-09, 6.99e-05, 8.55e-08]    [1.08e-06, 2.01e-06, 4.37e-07, 1.15e-06, 1.09e-06, 1.24e-06, 3.65e-07, 8.18e-05, 5.07e-08, 1.97e-05, 1.06e-04, 8.20e-05, 8.66e-05, 3.46e-05, 0.00e+00, 0.00e+00, 1.13e-08, 2.11e-08, 1.14e-05, 2.03e-09, 6.99e-05, 8.55e-08]    []  
210600    [4.24e-05, 8.84e-06, 5.04e-06, 7.10e-06, 5.82e-06, 4.92e-06, 3.34e-06, 3.89e-05, 1.88e-07, 9.92e-05, 1.26e-04, 4.37e-04, 7.44e-04, 2.90e-03, 4.95e-05, 5.19e-05, 1.79e-05, 1.40e-05, 7.35e-06, 1.60e-08, 4.45e-05, 9.35e-08]    [4.24e-05, 8.84e-06, 5.04e-06, 7.10e-06, 5.82e-06, 4.92e-06, 3.34e-06, 3.89e-05, 1.88e-07, 9.92e-05, 1.26e-04, 4.37e-04, 7.44e-04, 2.90e-03, 4.95e-05, 5.19e-05, 1.79e-05, 1.40e-05, 7.35e-06, 1.60e-08, 4.45e-05, 9.35e-08]    []  
210700    [3.41e-07, 5.43e-07, 5.34e-07, 3.87e-07, 3.29e-07, 6.38e-07, 3.06e-07, 5.17e-08, 1.55e-08, 4.16e-09, 1.14e-06, 1.22e-06, 1.76e-06, 5.68e-07, 4.95e-11, 1.83e-09, 2.13e-09, 7.10e-09, 2.48e-09, 0.00e+00, 9.75e-08, 9.11e-08]    [3.41e-07, 5.43e-07, 5.34e-07, 3.87e-07, 3.29e-07, 6.38e-07, 3.06e-07, 5.17e-08, 1.55e-08, 4.16e-09, 1.14e-06, 1.22e-06, 1.76e-06, 5.68e-07, 4.95e-11, 1.83e-09, 2.13e-09, 7.10e-09, 2.48e-09, 0.00e+00, 9.75e-08, 9.11e-08]    []  
210800    [4.04e-07, 5.93e-07, 5.15e-07, 4.02e-07, 3.23e-07, 6.82e-07, 2.95e-07, 6.10e-12, 1.06e-06, 2.61e-07, 1.26e-06, 1.67e-06, 1.13e-06, 2.40e-06, 4.53e-13, 1.22e-12, 4.99e-09, 1.79e-09, 5.74e-09, 9.32e-08, 1.14e-07, 5.86e-07]    [4.04e-07, 5.93e-07, 5.15e-07, 4.02e-07, 3.23e-07, 6.82e-07, 2.95e-07, 6.10e-12, 1.06e-06, 2.61e-07, 1.26e-06, 1.67e-06, 1.13e-06, 2.40e-06, 4.53e-13, 1.22e-12, 4.99e-09, 1.79e-09, 5.74e-09, 9.32e-08, 1.14e-07, 5.86e-07]    []  
210900    [5.92e-07, 6.94e-07, 5.54e-07, 4.66e-07, 3.56e-07, 7.48e-07, 3.07e-07, 2.23e-06, 5.60e-09, 2.09e-07, 2.21e-06, 4.78e-06, 3.33e-06, 1.61e-05, 1.22e-13, 0.00e+00, 8.64e-09, 1.56e-09, 0.00e+00, 0.00e+00, 3.23e-06, 1.16e-07]    [5.92e-07, 6.94e-07, 5.54e-07, 4.66e-07, 3.56e-07, 7.48e-07, 3.07e-07, 2.23e-06, 5.60e-09, 2.09e-07, 2.21e-06, 4.78e-06, 3.33e-06, 1.61e-05, 1.22e-13, 0.00e+00, 8.64e-09, 1.56e-09, 0.00e+00, 0.00e+00, 3.23e-06, 1.16e-07]    []  
211000    [1.12e-06, 8.06e-07, 5.38e-07, 7.58e-07, 3.46e-07, 7.21e-07, 3.60e-07, 1.32e-05, 3.14e-05, 2.65e-07, 3.73e-05, 2.50e-05, 7.65e-05, 3.16e-05, 0.00e+00, 1.91e-10, 0.00e+00, 9.50e-11, 0.00e+00, 3.47e-06, 1.81e-05, 2.18e-05]    [1.12e-06, 8.06e-07, 5.38e-07, 7.58e-07, 3.46e-07, 7.21e-07, 3.60e-07, 1.32e-05, 3.14e-05, 2.65e-07, 3.73e-05, 2.50e-05, 7.65e-05, 3.16e-05, 0.00e+00, 1.91e-10, 0.00e+00, 9.50e-11, 0.00e+00, 3.47e-06, 1.81e-05, 2.18e-05]    []  
211100    [4.60e-07, 6.00e-07, 4.88e-07, 6.01e-07, 3.36e-07, 6.45e-07, 3.11e-07, 9.84e-08, 2.39e-08, 1.26e-08, 2.50e-06, 2.75e-06, 5.81e-06, 3.00e-06, 6.32e-08, 0.00e+00, 1.17e-10, 8.76e-09, 2.33e-08, 9.09e-10, 2.38e-07, 1.26e-07]    [4.60e-07, 6.00e-07, 4.88e-07, 6.01e-07, 3.36e-07, 6.45e-07, 3.11e-07, 9.84e-08, 2.39e-08, 1.26e-08, 2.50e-06, 2.75e-06, 5.81e-06, 3.00e-06, 6.32e-08, 0.00e+00, 1.17e-10, 8.76e-09, 2.33e-08, 9.09e-10, 2.38e-07, 1.26e-07]    []  
211200    [4.45e-07, 6.05e-07, 5.32e-07, 4.68e-07, 3.05e-07, 6.57e-07, 3.14e-07, 1.51e-08, 3.70e-08, 7.31e-09, 2.55e-06, 2.64e-06, 5.79e-06, 2.26e-06, 3.36e-10, 0.00e+00, 2.66e-09, 3.22e-09, 1.83e-09, 1.63e-09, 2.14e-07, 8.31e-08]    [4.45e-07, 6.05e-07, 5.32e-07, 4.68e-07, 3.05e-07, 6.57e-07, 3.14e-07, 1.51e-08, 3.70e-08, 7.31e-09, 2.55e-06, 2.64e-06, 5.79e-06, 2.26e-06, 3.36e-10, 0.00e+00, 2.66e-09, 3.22e-09, 1.83e-09, 1.63e-09, 2.14e-07, 8.31e-08]    []  
211300    [5.50e-07, 6.96e-07, 5.76e-07, 5.75e-07, 3.22e-07, 7.86e-07, 3.38e-07, 6.13e-08, 6.52e-08, 1.47e-07, 2.08e-06, 2.09e-06, 1.69e-06, 1.18e-06, 4.03e-08, 2.86e-08, 2.03e-09, 4.50e-08, 0.00e+00, 0.00e+00, 5.91e-07, 3.23e-07]    [5.50e-07, 6.96e-07, 5.76e-07, 5.75e-07, 3.22e-07, 7.86e-07, 3.38e-07, 6.13e-08, 6.52e-08, 1.47e-07, 2.08e-06, 2.09e-06, 1.69e-06, 1.18e-06, 4.03e-08, 2.86e-08, 2.03e-09, 4.50e-08, 0.00e+00, 0.00e+00, 5.91e-07, 3.23e-07]    []  
211400    [5.65e-07, 8.96e-07, 5.41e-07, 7.24e-07, 4.11e-07, 7.43e-07, 4.10e-07, 1.86e-05, 7.33e-07, 1.36e-07, 2.45e-06, 4.53e-06, 2.57e-06, 7.85e-06, 1.96e-08, 1.75e-10, 2.89e-08, 9.55e-08, 2.41e-06, 5.55e-08, 1.61e-05, 3.21e-07]    [5.65e-07, 8.96e-07, 5.41e-07, 7.24e-07, 4.11e-07, 7.43e-07, 4.10e-07, 1.86e-05, 7.33e-07, 1.36e-07, 2.45e-06, 4.53e-06, 2.57e-06, 7.85e-06, 1.96e-08, 1.75e-10, 2.89e-08, 9.55e-08, 2.41e-06, 5.55e-08, 1.61e-05, 3.21e-07]    []  
211500    [5.38e-06, 2.89e-06, 1.04e-06, 1.76e-06, 9.83e-07, 1.48e-06, 4.52e-07, 4.98e-05, 6.78e-05, 1.21e-05, 5.01e-05, 5.61e-05, 1.69e-04, 4.18e-04, 7.11e-06, 2.17e-06, 3.07e-06, 1.22e-06, 0.00e+00, 1.10e-05, 5.58e-05, 5.74e-05]    [5.38e-06, 2.89e-06, 1.04e-06, 1.76e-06, 9.83e-07, 1.48e-06, 4.52e-07, 4.98e-05, 6.78e-05, 1.21e-05, 5.01e-05, 5.61e-05, 1.69e-04, 4.18e-04, 7.11e-06, 2.17e-06, 3.07e-06, 1.22e-06, 0.00e+00, 1.10e-05, 5.58e-05, 5.74e-05]    []  
211600    [2.30e-05, 8.25e-06, 2.41e-06, 5.06e-06, 1.71e-06, 4.93e-06, 9.69e-07, 2.24e-04, 5.52e-08, 2.17e-05, 9.98e-05, 2.65e-04, 4.98e-04, 1.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.27e-04, 4.33e-07]    [2.30e-05, 8.25e-06, 2.41e-06, 5.06e-06, 1.71e-06, 4.93e-06, 9.69e-07, 2.24e-04, 5.52e-08, 2.17e-05, 9.98e-05, 2.65e-04, 4.98e-04, 1.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.27e-04, 4.33e-07]    []  
211700    [3.70e-05, 7.85e-06, 4.75e-06, 7.01e-06, 5.56e-06, 4.51e-06, 3.43e-06, 1.13e-05, 4.33e-06, 1.10e-04, 9.92e-05, 3.79e-04, 4.70e-04, 2.40e-03, 3.99e-05, 4.58e-05, 1.46e-05, 1.14e-05, 1.76e-06, 5.33e-07, 1.17e-05, 3.44e-06]    [3.70e-05, 7.85e-06, 4.75e-06, 7.01e-06, 5.56e-06, 4.51e-06, 3.43e-06, 1.13e-05, 4.33e-06, 1.10e-04, 9.92e-05, 3.79e-04, 4.70e-04, 2.40e-03, 3.99e-05, 4.58e-05, 1.46e-05, 1.14e-05, 1.76e-06, 5.33e-07, 1.17e-05, 3.44e-06]    []  
211800    [1.54e-06, 1.51e-06, 7.16e-07, 1.86e-06, 8.90e-07, 1.41e-06, 6.28e-07, 1.36e-05, 3.05e-07, 2.40e-06, 4.29e-06, 2.90e-05, 3.81e-05, 1.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.52e-06, 1.47e-08, 1.02e-05, 1.49e-07]    [1.54e-06, 1.51e-06, 7.16e-07, 1.86e-06, 8.90e-07, 1.41e-06, 6.28e-07, 1.36e-05, 3.05e-07, 2.40e-06, 4.29e-06, 2.90e-05, 3.81e-05, 1.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.52e-06, 1.47e-08, 1.02e-05, 1.49e-07]    []  
211900    [2.32e-06, 1.15e-06, 5.21e-07, 7.57e-07, 6.11e-07, 8.00e-07, 3.98e-07, 3.49e-05, 1.74e-07, 4.83e-06, 4.42e-06, 2.06e-05, 3.36e-05, 1.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.84e-06, 0.00e+00, 3.19e-05, 7.83e-07]    [2.32e-06, 1.15e-06, 5.21e-07, 7.57e-07, 6.11e-07, 8.00e-07, 3.98e-07, 3.49e-05, 1.74e-07, 4.83e-06, 4.42e-06, 2.06e-05, 3.36e-05, 1.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.84e-06, 0.00e+00, 3.19e-05, 7.83e-07]    []  
212000    [7.92e-06, 2.16e-06, 1.80e-06, 2.64e-06, 1.12e-06, 1.26e-06, 6.18e-07, 2.46e-05, 4.32e-07, 1.11e-05, 6.57e-05, 7.12e-05, 2.67e-04, 3.57e-04, 2.64e-06, 4.50e-06, 2.40e-06, 8.38e-06, 2.86e-06, 2.50e-08, 1.90e-05, 3.42e-07]    [7.92e-06, 2.16e-06, 1.80e-06, 2.64e-06, 1.12e-06, 1.26e-06, 6.18e-07, 2.46e-05, 4.32e-07, 1.11e-05, 6.57e-05, 7.12e-05, 2.67e-04, 3.57e-04, 2.64e-06, 4.50e-06, 2.40e-06, 8.38e-06, 2.86e-06, 2.50e-08, 1.90e-05, 3.42e-07]    []  

Best model at step 210453:
  train loss: 5.99e-06
  test loss: 5.99e-06
  test metric: []

'train' took 40.184290 s

Best train step: 210453
lambda_a: 8.729807144631534
lambda_b: 6.258824337730565
kappa_a: 2.060231785778316
kappa_b: 1.566332697100502
Best train step: 210453
lambda_a: 2.1667432785
lambda_b: 1.833992362
kappa_a: 0.72281849384
kappa_b: 0.44873702526
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
212000    [7.92e-06, 2.16e-06, 1.80e-06, 2.64e-06, 1.12e-06, 1.26e-06, 6.18e-07, 2.46e-05, 4.32e-07, 1.11e-05, 6.57e-05, 7.12e-05, 2.67e-04, 3.57e-04, 2.64e-06, 4.50e-06, 2.40e-06, 8.38e-06, 2.86e-06, 2.50e-08, 1.90e-05, 3.42e-07]    [7.92e-06, 2.16e-06, 1.80e-06, 2.64e-06, 1.12e-06, 1.26e-06, 6.18e-07, 2.46e-05, 4.32e-07, 1.11e-05, 6.57e-05, 7.12e-05, 2.67e-04, 3.57e-04, 2.64e-06, 4.50e-06, 2.40e-06, 8.38e-06, 2.86e-06, 2.50e-08, 1.90e-05, 3.42e-07]    []  
212100    [6.11e-05, 2.11e-05, 5.21e-06, 1.43e-05, 6.18e-06, 1.20e-05, 3.56e-06, 9.68e-05, 2.77e-05, 1.34e-04, 1.17e-04, 7.56e-04, 4.71e-04, 3.51e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.83e-05, 3.04e-05]    [6.11e-05, 2.11e-05, 5.21e-06, 1.43e-05, 6.18e-06, 1.20e-05, 3.56e-06, 9.68e-05, 2.77e-05, 1.34e-04, 1.17e-04, 7.56e-04, 4.71e-04, 3.51e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.83e-05, 3.04e-05]    []  
212200    [3.20e-06, 1.20e-06, 7.74e-07, 8.00e-07, 3.69e-07, 8.73e-07, 3.97e-07, 9.11e-06, 7.23e-08, 8.17e-07, 4.45e-05, 3.96e-05, 1.31e-04, 1.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.62e-06, 5.42e-07]    [3.20e-06, 1.20e-06, 7.74e-07, 8.00e-07, 3.69e-07, 8.73e-07, 3.97e-07, 9.11e-06, 7.23e-08, 8.17e-07, 4.45e-05, 3.96e-05, 1.31e-04, 1.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.62e-06, 5.42e-07]    []  
212300    [9.65e-06, 4.08e-06, 1.46e-06, 4.45e-06, 2.31e-06, 2.69e-06, 1.18e-06, 8.37e-06, 4.58e-07, 2.11e-05, 2.58e-05, 1.63e-04, 1.80e-04, 8.77e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-06, 2.52e-08, 7.04e-06, 1.88e-07]    [9.65e-06, 4.08e-06, 1.46e-06, 4.45e-06, 2.31e-06, 2.69e-06, 1.18e-06, 8.37e-06, 4.58e-07, 2.11e-05, 2.58e-05, 1.63e-04, 1.80e-04, 8.77e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-06, 2.52e-08, 7.04e-06, 1.88e-07]    []  
212400    [4.71e-06, 1.88e-06, 6.04e-07, 1.11e-06, 8.95e-07, 1.12e-06, 4.57e-07, 1.87e-05, 9.96e-10, 1.79e-05, 1.43e-05, 5.41e-05, 3.19e-05, 2.65e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-06, 0.00e+00, 1.54e-05, 1.43e-07]    [4.71e-06, 1.88e-06, 6.04e-07, 1.11e-06, 8.95e-07, 1.12e-06, 4.57e-07, 1.87e-05, 9.96e-10, 1.79e-05, 1.43e-05, 5.41e-05, 3.19e-05, 2.65e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-06, 0.00e+00, 1.54e-05, 1.43e-07]    []  
212500    [2.01e-06, 1.47e-06, 1.27e-06, 6.61e-07, 7.98e-07, 8.77e-07, 7.51e-07, 3.79e-05, 3.45e-07, 4.34e-07, 1.67e-05, 4.18e-05, 6.18e-05, 2.57e-04, 2.92e-06, 4.81e-06, 3.18e-08, 7.25e-07, 4.69e-06, 1.87e-08, 3.12e-05, 3.08e-07]    [2.01e-06, 1.47e-06, 1.27e-06, 6.61e-07, 7.98e-07, 8.77e-07, 7.51e-07, 3.79e-05, 3.45e-07, 4.34e-07, 1.67e-05, 4.18e-05, 6.18e-05, 2.57e-04, 2.92e-06, 4.81e-06, 3.18e-08, 7.25e-07, 4.69e-06, 1.87e-08, 3.12e-05, 3.08e-07]    []  
212600    [5.14e-06, 3.43e-06, 1.44e-06, 7.02e-06, 1.32e-06, 3.07e-06, 1.76e-06, 6.81e-05, 1.98e-07, 3.81e-06, 1.22e-05, 3.13e-05, 2.62e-05, 7.38e-05, 2.05e-06, 1.03e-06, 1.03e-06, 1.07e-06, 9.53e-06, 1.11e-08, 5.86e-05, 7.49e-08]    [5.14e-06, 3.43e-06, 1.44e-06, 7.02e-06, 1.32e-06, 3.07e-06, 1.76e-06, 6.81e-05, 1.98e-07, 3.81e-06, 1.22e-05, 3.13e-05, 2.62e-05, 7.38e-05, 2.05e-06, 1.03e-06, 1.03e-06, 1.07e-06, 9.53e-06, 1.11e-08, 5.86e-05, 7.49e-08]    []  
212700    [7.19e-07, 7.14e-07, 6.74e-07, 5.35e-07, 4.08e-07, 6.62e-07, 4.03e-07, 3.24e-08, 2.43e-09, 7.75e-09, 2.78e-06, 1.73e-06, 1.69e-06, 5.65e-08, 7.24e-08, 2.67e-08, 9.40e-08, 5.01e-08, 3.26e-09, 6.54e-11, 4.08e-07, 1.22e-08]    [7.19e-07, 7.14e-07, 6.74e-07, 5.35e-07, 4.08e-07, 6.62e-07, 4.03e-07, 3.24e-08, 2.43e-09, 7.75e-09, 2.78e-06, 1.73e-06, 1.69e-06, 5.65e-08, 7.24e-08, 2.67e-08, 9.40e-08, 5.01e-08, 3.26e-09, 6.54e-11, 4.08e-07, 1.22e-08]    []  
212800    [8.84e-06, 1.87e-06, 1.12e-06, 1.50e-06, 1.15e-06, 1.19e-06, 4.55e-07, 1.54e-04, 8.59e-08, 1.69e-06, 1.78e-04, 1.27e-04, 5.17e-04, 4.21e-04, 6.59e-06, 3.82e-06, 8.01e-06, 5.42e-06, 3.20e-05, 7.76e-09, 1.70e-04, 3.57e-08]    [8.84e-06, 1.87e-06, 1.12e-06, 1.50e-06, 1.15e-06, 1.19e-06, 4.55e-07, 1.54e-04, 8.59e-08, 1.69e-06, 1.78e-04, 1.27e-04, 5.17e-04, 4.21e-04, 6.59e-06, 3.82e-06, 8.01e-06, 5.42e-06, 3.20e-05, 7.76e-09, 1.70e-04, 3.57e-08]    []  
212900    [2.75e-06, 1.62e-06, 8.63e-07, 1.02e-06, 5.56e-07, 1.07e-06, 5.70e-07, 2.06e-05, 1.05e-05, 5.39e-07, 8.34e-05, 5.83e-05, 1.93e-04, 1.23e-04, 0.00e+00, 1.88e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-06, 2.54e-05, 7.94e-06]    [2.75e-06, 1.62e-06, 8.63e-07, 1.02e-06, 5.56e-07, 1.07e-06, 5.70e-07, 2.06e-05, 1.05e-05, 5.39e-07, 8.34e-05, 5.83e-05, 1.93e-04, 1.23e-04, 0.00e+00, 1.88e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-06, 2.54e-05, 7.94e-06]    []  
213000    [2.15e-06, 1.47e-06, 9.97e-07, 7.11e-07, 6.61e-07, 8.23e-07, 4.11e-07, 7.44e-06, 1.22e-07, 3.46e-07, 4.60e-05, 2.61e-05, 1.02e-04, 1.01e-04, 1.17e-06, 4.82e-07, 1.30e-06, 1.12e-06, 1.02e-06, 7.20e-09, 6.70e-06, 5.98e-08]    [2.15e-06, 1.47e-06, 9.97e-07, 7.11e-07, 6.61e-07, 8.23e-07, 4.11e-07, 7.44e-06, 1.22e-07, 3.46e-07, 4.60e-05, 2.61e-05, 1.02e-04, 1.01e-04, 1.17e-06, 4.82e-07, 1.30e-06, 1.12e-06, 1.02e-06, 7.20e-09, 6.70e-06, 5.98e-08]    []  
213100    [4.04e-05, 9.81e-06, 5.11e-06, 8.19e-06, 7.02e-06, 4.99e-06, 4.58e-06, 2.03e-04, 6.12e-05, 1.68e-04, 1.70e-04, 4.81e-04, 2.79e-04, 2.63e-03, 4.66e-05, 6.26e-05, 1.23e-05, 1.22e-05, 0.00e+00, 1.35e-05, 1.95e-04, 5.70e-05]    [4.04e-05, 9.81e-06, 5.11e-06, 8.19e-06, 7.02e-06, 4.99e-06, 4.58e-06, 2.03e-04, 6.12e-05, 1.68e-04, 1.70e-04, 4.81e-04, 2.79e-04, 2.63e-03, 4.66e-05, 6.26e-05, 1.23e-05, 1.22e-05, 0.00e+00, 1.35e-05, 1.95e-04, 5.70e-05]    []  
213200    [1.31e-05, 2.84e-06, 1.75e-06, 2.01e-06, 1.59e-06, 1.77e-06, 9.30e-07, 4.39e-06, 1.04e-06, 2.23e-05, 6.19e-05, 1.23e-04, 3.29e-04, 8.32e-04, 1.21e-05, 8.92e-06, 6.65e-06, 5.55e-06, 7.66e-07, 9.68e-08, 4.75e-06, 5.06e-07]    [1.31e-05, 2.84e-06, 1.75e-06, 2.01e-06, 1.59e-06, 1.77e-06, 9.30e-07, 4.39e-06, 1.04e-06, 2.23e-05, 6.19e-05, 1.23e-04, 3.29e-04, 8.32e-04, 1.21e-05, 8.92e-06, 6.65e-06, 5.55e-06, 7.66e-07, 9.68e-08, 4.75e-06, 5.06e-07]    []  
213300    [4.26e-07, 6.63e-07, 6.07e-07, 4.06e-07, 3.07e-07, 7.05e-07, 3.57e-07, 2.19e-11, 1.33e-05, 1.43e-07, 1.68e-06, 2.32e-06, 5.03e-06, 7.33e-06, 8.73e-10, 3.97e-10, 2.73e-09, 2.34e-09, 8.20e-09, 2.57e-06, 1.53e-07, 1.16e-05]    [4.26e-07, 6.63e-07, 6.07e-07, 4.06e-07, 3.07e-07, 7.05e-07, 3.57e-07, 2.19e-11, 1.33e-05, 1.43e-07, 1.68e-06, 2.32e-06, 5.03e-06, 7.33e-06, 8.73e-10, 3.97e-10, 2.73e-09, 2.34e-09, 8.20e-09, 2.57e-06, 1.53e-07, 1.16e-05]    []  
213400    [3.93e-07, 6.22e-07, 5.24e-07, 4.18e-07, 3.16e-07, 7.06e-07, 3.59e-07, 9.66e-08, 1.87e-08, 9.00e-09, 1.22e-06, 1.17e-06, 1.05e-06, 9.19e-08, 3.61e-09, 7.26e-09, 2.92e-08, 2.06e-08, 2.34e-08, 1.14e-09, 1.34e-07, 1.44e-07]    [3.93e-07, 6.22e-07, 5.24e-07, 4.18e-07, 3.16e-07, 7.06e-07, 3.59e-07, 9.66e-08, 1.87e-08, 9.00e-09, 1.22e-06, 1.17e-06, 1.05e-06, 9.19e-08, 3.61e-09, 7.26e-09, 2.92e-08, 2.06e-08, 2.34e-08, 1.14e-09, 1.34e-07, 1.44e-07]    []  
213500    [3.43e-07, 6.23e-07, 4.96e-07, 4.10e-07, 3.01e-07, 7.27e-07, 3.66e-07, 1.68e-09, 1.32e-09, 2.27e-07, 3.06e-06, 2.48e-06, 1.80e-06, 1.42e-06, 5.34e-10, 1.43e-09, 3.63e-08, 2.17e-08, 1.26e-08, 2.48e-10, 7.17e-08, 3.60e-08]    [3.43e-07, 6.23e-07, 4.96e-07, 4.10e-07, 3.01e-07, 7.27e-07, 3.66e-07, 1.68e-09, 1.32e-09, 2.27e-07, 3.06e-06, 2.48e-06, 1.80e-06, 1.42e-06, 5.34e-10, 1.43e-09, 3.63e-08, 2.17e-08, 1.26e-08, 2.48e-10, 7.17e-08, 3.60e-08]    []  
213600    [6.68e-07, 6.38e-07, 6.35e-07, 4.63e-07, 3.33e-07, 8.04e-07, 3.80e-07, 3.17e-06, 1.73e-08, 6.46e-07, 2.93e-06, 2.49e-06, 2.36e-06, 2.53e-06, 2.44e-08, 6.47e-08, 9.38e-08, 1.02e-07, 0.00e+00, 0.00e+00, 3.09e-06, 2.06e-08]    [6.68e-07, 6.38e-07, 6.35e-07, 4.63e-07, 3.33e-07, 8.04e-07, 3.80e-07, 3.17e-06, 1.73e-08, 6.46e-07, 2.93e-06, 2.49e-06, 2.36e-06, 2.53e-06, 2.44e-08, 6.47e-08, 9.38e-08, 1.02e-07, 0.00e+00, 0.00e+00, 3.09e-06, 2.06e-08]    []  
213700    [6.23e-07, 6.63e-07, 6.26e-07, 4.32e-07, 3.03e-07, 6.55e-07, 3.90e-07, 1.47e-06, 7.86e-13, 1.14e-09, 1.64e-05, 1.06e-05, 3.34e-05, 1.71e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.12e-11, 1.85e-06, 1.41e-08]    [6.23e-07, 6.63e-07, 6.26e-07, 4.32e-07, 3.03e-07, 6.55e-07, 3.90e-07, 1.47e-06, 7.86e-13, 1.14e-09, 1.64e-05, 1.06e-05, 3.34e-05, 1.71e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.12e-11, 1.85e-06, 1.41e-08]    []  
213800    [2.70e-06, 1.50e-06, 1.03e-06, 1.14e-06, 5.95e-07, 1.19e-06, 7.37e-07, 1.98e-08, 4.31e-07, 2.64e-06, 1.49e-05, 1.82e-05, 6.18e-05, 1.11e-04, 1.81e-06, 2.83e-07, 1.48e-06, 2.20e-07, 1.26e-08, 1.98e-08, 6.60e-08, 9.71e-08]    [2.70e-06, 1.50e-06, 1.03e-06, 1.14e-06, 5.95e-07, 1.19e-06, 7.37e-07, 1.98e-08, 4.31e-07, 2.64e-06, 1.49e-05, 1.82e-05, 6.18e-05, 1.11e-04, 1.81e-06, 2.83e-07, 1.48e-06, 2.20e-07, 1.26e-08, 1.98e-08, 6.60e-08, 9.71e-08]    []  
213900    [2.74e-06, 1.11e-06, 9.60e-07, 6.08e-07, 6.82e-07, 7.88e-07, 5.40e-07, 3.17e-06, 2.01e-09, 1.19e-06, 3.67e-05, 3.04e-05, 1.09e-04, 1.27e-04, 6.06e-07, 1.51e-06, 1.60e-06, 1.05e-06, 6.32e-07, 2.85e-09, 4.04e-06, 9.85e-09]    [2.74e-06, 1.11e-06, 9.60e-07, 6.08e-07, 6.82e-07, 7.88e-07, 5.40e-07, 3.17e-06, 2.01e-09, 1.19e-06, 3.67e-05, 3.04e-05, 1.09e-04, 1.27e-04, 6.06e-07, 1.51e-06, 1.60e-06, 1.05e-06, 6.32e-07, 2.85e-09, 4.04e-06, 9.85e-09]    []  
214000    [1.96e-06, 1.39e-06, 8.27e-07, 8.68e-07, 7.13e-07, 8.73e-07, 5.90e-07, 3.87e-05, 5.34e-10, 9.53e-07, 2.58e-05, 1.61e-05, 5.95e-05, 7.01e-05, 1.44e-06, 4.02e-07, 5.95e-07, 4.09e-07, 0.00e+00, 1.68e-09, 3.65e-05, 5.46e-09]    [1.96e-06, 1.39e-06, 8.27e-07, 8.68e-07, 7.13e-07, 8.73e-07, 5.90e-07, 3.87e-05, 5.34e-10, 9.53e-07, 2.58e-05, 1.61e-05, 5.95e-05, 7.01e-05, 1.44e-06, 4.02e-07, 5.95e-07, 4.09e-07, 0.00e+00, 1.68e-09, 3.65e-05, 5.46e-09]    []  

Best model at step 212561:
  train loss: 5.88e-06
  test loss: 5.88e-06
  test metric: []

'train' took 45.573982 s

Best train step: 212561
lambda_a: 8.712071285093337
lambda_b: 6.144179107304621
kappa_a: 2.044303479444849
kappa_b: 1.5632664224882478
Best train step: 212561
lambda_a: 2.164709568
lambda_b: 1.815505147
kappa_a: 0.71505713463
kappa_b: 0.44677749276
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
214000    [1.96e-06, 1.39e-06, 8.27e-07, 8.68e-07, 7.13e-07, 8.73e-07, 5.90e-07, 3.87e-05, 5.34e-10, 9.53e-07, 2.58e-05, 1.61e-05, 5.95e-05, 7.01e-05, 1.44e-06, 4.02e-07, 5.95e-07, 4.09e-07, 0.00e+00, 1.68e-09, 3.65e-05, 5.46e-09]    [1.96e-06, 1.39e-06, 8.27e-07, 8.68e-07, 7.13e-07, 8.73e-07, 5.90e-07, 3.87e-05, 5.34e-10, 9.53e-07, 2.58e-05, 1.61e-05, 5.95e-05, 7.01e-05, 1.44e-06, 4.02e-07, 5.95e-07, 4.09e-07, 0.00e+00, 1.68e-09, 3.65e-05, 5.46e-09]    []  
214100    [6.52e-06, 2.46e-06, 7.35e-07, 1.42e-06, 1.43e-06, 1.42e-06, 7.69e-07, 1.80e-05, 1.65e-08, 2.35e-05, 1.86e-05, 9.24e-05, 5.12e-05, 4.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.14e-06, 1.50e-09, 1.31e-05, 5.84e-09]    [6.52e-06, 2.46e-06, 7.35e-07, 1.42e-06, 1.43e-06, 1.42e-06, 7.69e-07, 1.80e-05, 1.65e-08, 2.35e-05, 1.86e-05, 9.24e-05, 5.12e-05, 4.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.14e-06, 1.50e-09, 1.31e-05, 5.84e-09]    []  
214200    [1.05e-06, 8.75e-07, 8.65e-07, 9.41e-07, 5.16e-07, 8.63e-07, 4.82e-07, 1.28e-05, 3.28e-09, 1.19e-07, 3.97e-05, 2.09e-05, 7.80e-05, 4.24e-05, 5.40e-08, 5.52e-07, 7.20e-07, 5.26e-07, 2.06e-06, 3.33e-09, 1.30e-05, 1.50e-08]    [1.05e-06, 8.75e-07, 8.65e-07, 9.41e-07, 5.16e-07, 8.63e-07, 4.82e-07, 1.28e-05, 3.28e-09, 1.19e-07, 3.97e-05, 2.09e-05, 7.80e-05, 4.24e-05, 5.40e-08, 5.52e-07, 7.20e-07, 5.26e-07, 2.06e-06, 3.33e-09, 1.30e-05, 1.50e-08]    []  
214300    [8.92e-07, 6.01e-07, 6.02e-07, 4.32e-07, 4.81e-07, 6.90e-07, 3.99e-07, 3.84e-06, 1.13e-08, 1.50e-07, 1.08e-05, 8.36e-06, 3.08e-05, 3.46e-05, 1.64e-07, 6.38e-07, 4.97e-07, 2.59e-07, 4.73e-07, 3.07e-09, 3.04e-06, 1.45e-08]    [8.92e-07, 6.01e-07, 6.02e-07, 4.32e-07, 4.81e-07, 6.90e-07, 3.99e-07, 3.84e-06, 1.13e-08, 1.50e-07, 1.08e-05, 8.36e-06, 3.08e-05, 3.46e-05, 1.64e-07, 6.38e-07, 4.97e-07, 2.59e-07, 4.73e-07, 3.07e-09, 3.04e-06, 1.45e-08]    []  
214400    [3.19e-06, 1.30e-06, 8.26e-07, 7.83e-07, 4.10e-07, 9.59e-07, 4.46e-07, 9.99e-06, 1.53e-07, 1.41e-06, 4.73e-05, 4.22e-05, 1.49e-04, 1.69e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-05, 2.12e-07]    [3.19e-06, 1.30e-06, 8.26e-07, 7.83e-07, 4.10e-07, 9.59e-07, 4.46e-07, 9.99e-06, 1.53e-07, 1.41e-06, 4.73e-05, 4.22e-05, 1.49e-04, 1.69e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-05, 2.12e-07]    []  
214500    [3.25e-05, 7.49e-06, 4.31e-06, 7.67e-06, 3.83e-06, 4.53e-06, 2.74e-06, 4.53e-06, 1.91e-04, 1.42e-04, 8.00e-05, 2.54e-04, 2.40e-04, 1.60e-03, 3.14e-05, 2.00e-05, 1.65e-05, 9.97e-06, 0.00e+00, 0.00e+00, 3.87e-06, 2.04e-04]    [3.25e-05, 7.49e-06, 4.31e-06, 7.67e-06, 3.83e-06, 4.53e-06, 2.74e-06, 4.53e-06, 1.91e-04, 1.42e-04, 8.00e-05, 2.54e-04, 2.40e-04, 1.60e-03, 3.14e-05, 2.00e-05, 1.65e-05, 9.97e-06, 0.00e+00, 0.00e+00, 3.87e-06, 2.04e-04]    []  
214600    [1.27e-05, 2.52e-06, 1.56e-06, 1.83e-06, 1.45e-06, 1.57e-06, 7.75e-07, 1.17e-04, 1.38e-07, 9.44e-06, 1.12e-04, 1.25e-04, 4.62e-04, 7.30e-04, 9.84e-06, 6.22e-06, 7.25e-06, 6.03e-06, 2.32e-05, 3.54e-08, 1.21e-04, 1.71e-07]    [1.27e-05, 2.52e-06, 1.56e-06, 1.83e-06, 1.45e-06, 1.57e-06, 7.75e-07, 1.17e-04, 1.38e-07, 9.44e-06, 1.12e-04, 1.25e-04, 4.62e-04, 7.30e-04, 9.84e-06, 6.22e-06, 7.25e-06, 6.03e-06, 2.32e-05, 3.54e-08, 1.21e-04, 1.71e-07]    []  
214700    [2.33e-06, 1.38e-06, 5.08e-07, 7.55e-07, 7.36e-07, 9.24e-07, 4.71e-07, 1.48e-06, 7.65e-09, 7.90e-06, 7.48e-06, 2.99e-05, 1.81e-05, 1.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-07, 1.61e-09, 6.21e-07, 6.27e-09]    [2.33e-06, 1.38e-06, 5.08e-07, 7.55e-07, 7.36e-07, 9.24e-07, 4.71e-07, 1.48e-06, 7.65e-09, 7.90e-06, 7.48e-06, 2.99e-05, 1.81e-05, 1.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-07, 1.61e-09, 6.21e-07, 6.27e-09]    []  
214800    [1.35e-04, 4.27e-05, 1.76e-05, 5.25e-05, 3.91e-05, 5.03e-05, 1.49e-05, 1.67e-05, 5.03e-06, 5.16e-04, 3.70e-03, 2.17e-03, 3.23e-03, 1.56e-02, 9.70e-05, 3.98e-04, 1.26e-05, 1.20e-07, 2.26e-06, 9.01e-07, 1.47e-05, 4.84e-06]    [1.35e-04, 4.27e-05, 1.76e-05, 5.25e-05, 3.91e-05, 5.03e-05, 1.49e-05, 1.67e-05, 5.03e-06, 5.16e-04, 3.70e-03, 2.17e-03, 3.23e-03, 1.56e-02, 9.70e-05, 3.98e-04, 1.26e-05, 1.20e-07, 2.26e-06, 9.01e-07, 1.47e-05, 4.84e-06]    []  
214900    [1.82e-06, 3.17e-06, 3.05e-06, 2.26e-06, 9.41e-06, 1.30e-06, 6.32e-06, 8.82e-08, 1.46e-08, 4.44e-08, 4.47e-06, 4.11e-06, 3.02e-06, 2.73e-07, 1.90e-08, 2.16e-09, 2.00e-07, 1.57e-07, 4.58e-09, 1.97e-10, 9.16e-08, 3.43e-07]    [1.82e-06, 3.17e-06, 3.05e-06, 2.26e-06, 9.41e-06, 1.30e-06, 6.32e-06, 8.82e-08, 1.46e-08, 4.44e-08, 4.47e-06, 4.11e-06, 3.02e-06, 2.73e-07, 1.90e-08, 2.16e-09, 2.00e-07, 1.57e-07, 4.58e-09, 1.97e-10, 9.16e-08, 3.43e-07]    []  
215000    [1.32e-06, 2.62e-06, 3.17e-06, 1.37e-06, 7.01e-06, 8.46e-07, 4.20e-06, 5.36e-09, 2.69e-08, 6.77e-10, 1.06e-06, 1.53e-06, 1.41e-06, 3.05e-07, 3.47e-08, 1.01e-08, 6.67e-08, 3.72e-08, 1.03e-08, 4.02e-10, 1.19e-07, 1.71e-08]    [1.32e-06, 2.62e-06, 3.17e-06, 1.37e-06, 7.01e-06, 8.46e-07, 4.20e-06, 5.36e-09, 2.69e-08, 6.77e-10, 1.06e-06, 1.53e-06, 1.41e-06, 3.05e-07, 3.47e-08, 1.01e-08, 6.67e-08, 3.72e-08, 1.03e-08, 4.02e-10, 1.19e-07, 1.71e-08]    []  
215100    [1.08e-06, 2.36e-06, 3.17e-06, 1.27e-06, 5.68e-06, 8.18e-07, 3.20e-06, 2.21e-09, 2.92e-10, 1.81e-09, 7.30e-07, 1.04e-06, 1.08e-06, 1.93e-07, 1.38e-08, 8.89e-09, 5.40e-08, 4.05e-08, 1.14e-08, 2.64e-10, 1.20e-07, 2.62e-08]    [1.08e-06, 2.36e-06, 3.17e-06, 1.27e-06, 5.68e-06, 8.18e-07, 3.20e-06, 2.21e-09, 2.92e-10, 1.81e-09, 7.30e-07, 1.04e-06, 1.08e-06, 1.93e-07, 1.38e-08, 8.89e-09, 5.40e-08, 4.05e-08, 1.14e-08, 2.64e-10, 1.20e-07, 2.62e-08]    []  
215200    [9.09e-07, 2.18e-06, 3.11e-06, 1.30e-06, 4.83e-06, 8.28e-07, 2.63e-06, 2.31e-09, 4.73e-10, 1.69e-09, 5.49e-07, 8.74e-07, 8.93e-07, 1.81e-07, 1.42e-08, 8.56e-09, 4.76e-08, 3.49e-08, 8.85e-09, 2.98e-10, 1.06e-07, 2.69e-08]    [9.09e-07, 2.18e-06, 3.11e-06, 1.30e-06, 4.83e-06, 8.28e-07, 2.63e-06, 2.31e-09, 4.73e-10, 1.69e-09, 5.49e-07, 8.74e-07, 8.93e-07, 1.81e-07, 1.42e-08, 8.56e-09, 4.76e-08, 3.49e-08, 8.85e-09, 2.98e-10, 1.06e-07, 2.69e-08]    []  
215300    [2.29e-06, 3.22e-06, 2.33e-06, 2.14e-06, 4.08e-06, 1.84e-06, 2.41e-06, 1.95e-05, 1.64e-05, 3.18e-06, 1.50e-05, 1.43e-05, 1.10e-05, 2.00e-06, 5.25e-08, 2.26e-07, 0.00e+00, 2.24e-07, 1.09e-06, 5.92e-07, 5.87e-06, 2.88e-06]    [2.29e-06, 3.22e-06, 2.33e-06, 2.14e-06, 4.08e-06, 1.84e-06, 2.41e-06, 1.95e-05, 1.64e-05, 3.18e-06, 1.50e-05, 1.43e-05, 1.10e-05, 2.00e-06, 5.25e-08, 2.26e-07, 0.00e+00, 2.24e-07, 1.09e-06, 5.92e-07, 5.87e-06, 2.88e-06]    []  
215400    [1.55e-06, 2.72e-06, 2.89e-06, 1.69e-06, 4.28e-06, 1.25e-06, 2.01e-06, 5.98e-09, 3.41e-07, 1.24e-09, 3.32e-06, 1.97e-06, 1.74e-06, 2.11e-07, 7.54e-08, 4.30e-08, 1.47e-07, 1.62e-07, 2.57e-08, 5.24e-09, 2.55e-07, 9.83e-07]    [1.55e-06, 2.72e-06, 2.89e-06, 1.69e-06, 4.28e-06, 1.25e-06, 2.01e-06, 5.98e-09, 3.41e-07, 1.24e-09, 3.32e-06, 1.97e-06, 1.74e-06, 2.11e-07, 7.54e-08, 4.30e-08, 1.47e-07, 1.62e-07, 2.57e-08, 5.24e-09, 2.55e-07, 9.83e-07]    []  
215500    [2.64e-05, 9.14e-06, 5.91e-06, 7.81e-06, 7.64e-06, 8.75e-06, 4.22e-06, 6.05e-08, 2.69e-08, 1.16e-04, 1.38e-04, 2.97e-04, 5.79e-04, 2.57e-03, 4.87e-05, 1.75e-05, 1.55e-05, 6.34e-06, 1.92e-08, 4.18e-10, 1.71e-07, 1.12e-08]    [2.64e-05, 9.14e-06, 5.91e-06, 7.81e-06, 7.64e-06, 8.75e-06, 4.22e-06, 6.05e-08, 2.69e-08, 1.16e-04, 1.38e-04, 2.97e-04, 5.79e-04, 2.57e-03, 4.87e-05, 1.75e-05, 1.55e-05, 6.34e-06, 1.92e-08, 4.18e-10, 1.71e-07, 1.12e-08]    []  
215600    [1.49e-06, 2.97e-06, 2.43e-06, 1.28e-06, 4.01e-06, 1.22e-06, 1.80e-06, 1.40e-09, 6.76e-08, 1.22e-09, 3.12e-06, 1.91e-06, 1.56e-06, 8.64e-08, 9.18e-08, 1.92e-08, 1.07e-07, 8.48e-08, 1.86e-08, 1.32e-09, 1.88e-07, 2.29e-07]    [1.49e-06, 2.97e-06, 2.43e-06, 1.28e-06, 4.01e-06, 1.22e-06, 1.80e-06, 1.40e-09, 6.76e-08, 1.22e-09, 3.12e-06, 1.91e-06, 1.56e-06, 8.64e-08, 9.18e-08, 1.92e-08, 1.07e-07, 8.48e-08, 1.86e-08, 1.32e-09, 1.88e-07, 2.29e-07]    []  
215700    [1.32e-06, 2.85e-06, 2.40e-06, 1.36e-06, 3.50e-06, 1.02e-06, 1.59e-06, 4.26e-10, 6.55e-08, 7.60e-11, 3.03e-06, 1.57e-06, 1.36e-06, 5.27e-08, 7.62e-08, 2.38e-08, 9.44e-08, 7.86e-08, 1.78e-08, 1.63e-09, 2.13e-07, 2.21e-07]    [1.32e-06, 2.85e-06, 2.40e-06, 1.36e-06, 3.50e-06, 1.02e-06, 1.59e-06, 4.26e-10, 6.55e-08, 7.60e-11, 3.03e-06, 1.57e-06, 1.36e-06, 5.27e-08, 7.62e-08, 2.38e-08, 9.44e-08, 7.86e-08, 1.78e-08, 1.63e-09, 2.13e-07, 2.21e-07]    []  
215800    [5.52e-06, 4.49e-06, 2.13e-06, 2.94e-06, 4.24e-06, 2.80e-06, 2.81e-06, 4.27e-08, 1.93e-09, 7.01e-06, 9.97e-06, 8.56e-05, 4.24e-05, 2.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.94e-09, 8.07e-11, 2.19e-07, 4.35e-09]    [5.52e-06, 4.49e-06, 2.13e-06, 2.94e-06, 4.24e-06, 2.80e-06, 2.81e-06, 4.27e-08, 1.93e-09, 7.01e-06, 9.97e-06, 8.56e-05, 4.24e-05, 2.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.94e-09, 8.07e-11, 2.19e-07, 4.35e-09]    []  
215900    [1.19e-06, 2.77e-06, 2.09e-06, 1.21e-06, 3.01e-06, 1.08e-06, 1.50e-06, 1.34e-08, 1.79e-08, 6.64e-10, 2.88e-06, 1.71e-06, 1.39e-06, 3.34e-08, 8.30e-08, 1.25e-08, 7.71e-08, 5.70e-08, 1.45e-08, 8.46e-10, 1.93e-07, 5.50e-08]    [1.19e-06, 2.77e-06, 2.09e-06, 1.21e-06, 3.01e-06, 1.08e-06, 1.50e-06, 1.34e-08, 1.79e-08, 6.64e-10, 2.88e-06, 1.71e-06, 1.39e-06, 3.34e-08, 8.30e-08, 1.25e-08, 7.71e-08, 5.70e-08, 1.45e-08, 8.46e-10, 1.93e-07, 5.50e-08]    []  
216000    [1.05e-06, 2.63e-06, 2.06e-06, 1.24e-06, 2.62e-06, 9.58e-07, 1.34e-06, 2.50e-09, 2.03e-08, 1.54e-09, 2.63e-06, 1.44e-06, 1.28e-06, 2.62e-08, 6.97e-08, 1.41e-08, 6.93e-08, 5.21e-08, 2.01e-08, 1.23e-09, 2.19e-07, 6.41e-08]    [1.05e-06, 2.63e-06, 2.06e-06, 1.24e-06, 2.62e-06, 9.58e-07, 1.34e-06, 2.50e-09, 2.03e-08, 1.54e-09, 2.63e-06, 1.44e-06, 1.28e-06, 2.62e-08, 6.97e-08, 1.41e-08, 6.93e-08, 5.21e-08, 2.01e-08, 1.23e-09, 2.19e-07, 6.41e-08]    []  

Best model at step 212561:
  train loss: 5.88e-06
  test loss: 5.88e-06
  test metric: []

'train' took 41.668743 s

Best train step: 212561
lambda_a: 8.712071285093337
lambda_b: 6.144179107304621
kappa_a: 2.044303479444849
kappa_b: 1.5632664224882478
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
216000    [1.05e-06, 2.63e-06, 2.06e-06, 1.24e-06, 2.62e-06, 9.58e-07, 1.34e-06, 2.50e-09, 2.03e-08, 1.54e-09, 2.63e-06, 1.44e-06, 1.28e-06, 2.62e-08, 6.97e-08, 1.41e-08, 6.93e-08, 5.21e-08, 2.01e-08, 1.23e-09, 2.19e-07, 6.41e-08]    [1.05e-06, 2.63e-06, 2.06e-06, 1.24e-06, 2.62e-06, 9.58e-07, 1.34e-06, 2.50e-09, 2.03e-08, 1.54e-09, 2.63e-06, 1.44e-06, 1.28e-06, 2.62e-08, 6.97e-08, 1.41e-08, 6.93e-08, 5.21e-08, 2.01e-08, 1.23e-09, 2.19e-07, 6.41e-08]    []  
216100    [1.18e-06, 2.68e-06, 1.88e-06, 1.16e-06, 2.37e-06, 1.25e-06, 1.64e-06, 1.03e-08, 6.17e-09, 4.84e-08, 2.37e-06, 2.66e-06, 3.31e-06, 3.54e-07, 1.48e-08, 1.96e-08, 1.42e-08, 1.35e-08, 1.43e-08, 8.66e-10, 1.35e-07, 1.12e-08]    [1.18e-06, 2.68e-06, 1.88e-06, 1.16e-06, 2.37e-06, 1.25e-06, 1.64e-06, 1.03e-08, 6.17e-09, 4.84e-08, 2.37e-06, 2.66e-06, 3.31e-06, 3.54e-07, 1.48e-08, 1.96e-08, 1.42e-08, 1.35e-08, 1.43e-08, 8.66e-10, 1.35e-07, 1.12e-08]    []  
216200    [5.84e-07, 2.35e-06, 1.89e-06, 1.16e-06, 2.15e-06, 1.01e-06, 1.26e-06, 5.57e-08, 5.05e-09, 1.19e-08, 1.08e-06, 1.05e-06, 9.15e-07, 1.92e-08, 1.79e-08, 3.96e-13, 1.43e-08, 1.36e-08, 8.94e-09, 1.04e-09, 5.57e-08, 2.82e-08]    [5.84e-07, 2.35e-06, 1.89e-06, 1.16e-06, 2.15e-06, 1.01e-06, 1.26e-06, 5.57e-08, 5.05e-09, 1.19e-08, 1.08e-06, 1.05e-06, 9.15e-07, 1.92e-08, 1.79e-08, 3.96e-13, 1.43e-08, 1.36e-08, 8.94e-09, 1.04e-09, 5.57e-08, 2.82e-08]    []  
216300    [7.11e-07, 2.38e-06, 1.76e-06, 1.02e-06, 1.96e-06, 1.07e-06, 1.40e-06, 3.96e-09, 1.19e-08, 5.37e-08, 1.53e-06, 1.80e-06, 1.52e-06, 4.10e-07, 1.53e-10, 0.00e+00, 1.84e-08, 1.31e-08, 4.47e-09, 1.60e-09, 2.54e-08, 1.50e-08]    [7.11e-07, 2.38e-06, 1.76e-06, 1.02e-06, 1.96e-06, 1.07e-06, 1.40e-06, 3.96e-09, 1.19e-08, 5.37e-08, 1.53e-06, 1.80e-06, 1.52e-06, 4.10e-07, 1.53e-10, 0.00e+00, 1.84e-08, 1.31e-08, 4.47e-09, 1.60e-09, 2.54e-08, 1.50e-08]    []  
216400    [4.08e-06, 2.67e-06, 2.04e-06, 1.31e-06, 2.27e-06, 1.44e-06, 1.81e-06, 7.91e-07, 1.47e-05, 1.34e-06, 4.56e-05, 3.65e-05, 1.25e-04, 1.83e-04, 1.49e-06, 2.07e-06, 1.37e-06, 1.17e-06, 1.99e-07, 3.14e-06, 1.35e-06, 1.44e-05]    [4.08e-06, 2.67e-06, 2.04e-06, 1.31e-06, 2.27e-06, 1.44e-06, 1.81e-06, 7.91e-07, 1.47e-05, 1.34e-06, 4.56e-05, 3.65e-05, 1.25e-04, 1.83e-04, 1.49e-06, 2.07e-06, 1.37e-06, 1.17e-06, 1.99e-07, 3.14e-06, 1.35e-06, 1.44e-05]    []  
216500    [9.79e-06, 6.44e-06, 1.69e-06, 4.18e-06, 2.79e-06, 3.68e-06, 1.49e-06, 2.06e-06, 8.22e-04, 1.54e-05, 4.06e-05, 1.37e-04, 2.21e-04, 7.33e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.98e-06, 8.28e-04]    [9.79e-06, 6.44e-06, 1.69e-06, 4.18e-06, 2.79e-06, 3.68e-06, 1.49e-06, 2.06e-06, 8.22e-04, 1.54e-05, 4.06e-05, 1.37e-04, 2.21e-04, 7.33e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.98e-06, 8.28e-04]    []  
216600    [4.32e-06, 2.75e-06, 2.05e-06, 1.70e-06, 1.97e-06, 2.22e-06, 2.06e-06, 1.48e-08, 1.75e-08, 5.64e-06, 1.32e-05, 2.95e-05, 6.91e-05, 1.99e-04, 2.37e-06, 1.42e-06, 1.62e-06, 4.13e-07, 2.49e-08, 1.48e-09, 1.34e-07, 5.65e-09]    [4.32e-06, 2.75e-06, 2.05e-06, 1.70e-06, 1.97e-06, 2.22e-06, 2.06e-06, 1.48e-08, 1.75e-08, 5.64e-06, 1.32e-05, 2.95e-05, 6.91e-05, 1.99e-04, 2.37e-06, 1.42e-06, 1.62e-06, 4.13e-07, 2.49e-08, 1.48e-09, 1.34e-07, 5.65e-09]    []  
216700    [1.01e-05, 5.57e-06, 2.39e-06, 2.55e-06, 1.62e-06, 2.89e-06, 1.12e-06, 5.02e-05, 7.08e-08, 6.80e-06, 1.10e-04, 1.33e-04, 3.76e-04, 6.32e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.03e-05, 1.66e-07]    [1.01e-05, 5.57e-06, 2.39e-06, 2.55e-06, 1.62e-06, 2.89e-06, 1.12e-06, 5.02e-05, 7.08e-08, 6.80e-06, 1.10e-04, 1.33e-04, 3.76e-04, 6.32e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.03e-05, 1.66e-07]    []  
216800    [3.90e-06, 3.19e-06, 1.87e-06, 1.42e-06, 1.30e-06, 1.56e-06, 1.12e-06, 4.53e-05, 8.62e-07, 1.34e-06, 6.71e-05, 5.83e-05, 1.88e-04, 2.23e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.53e-05, 1.09e-06]    [3.90e-06, 3.19e-06, 1.87e-06, 1.42e-06, 1.30e-06, 1.56e-06, 1.12e-06, 4.53e-05, 8.62e-07, 1.34e-06, 6.71e-05, 5.83e-05, 1.88e-04, 2.23e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.53e-05, 1.09e-06]    []  
216900    [1.25e-05, 6.13e-06, 1.61e-06, 3.80e-06, 2.32e-06, 3.19e-06, 1.82e-06, 1.04e-05, 2.76e-06, 3.04e-05, 2.64e-05, 1.59e-04, 2.15e-04, 8.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-06, 0.00e+00, 7.34e-06, 3.18e-06]    [1.25e-05, 6.13e-06, 1.61e-06, 3.80e-06, 2.32e-06, 3.19e-06, 1.82e-06, 1.04e-05, 2.76e-06, 3.04e-05, 2.64e-05, 1.59e-04, 2.15e-04, 8.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-06, 0.00e+00, 7.34e-06, 3.18e-06]    []  
217000    [4.54e-06, 2.42e-06, 2.09e-06, 1.33e-06, 1.77e-06, 1.63e-06, 1.76e-06, 1.02e-06, 8.62e-10, 4.64e-06, 3.25e-05, 4.31e-05, 1.30e-04, 2.68e-04, 1.69e-06, 2.72e-06, 1.80e-06, 1.73e-06, 1.11e-07, 1.78e-10, 7.59e-07, 1.76e-08]    [4.54e-06, 2.42e-06, 2.09e-06, 1.33e-06, 1.77e-06, 1.63e-06, 1.76e-06, 1.02e-06, 8.62e-10, 4.64e-06, 3.25e-05, 4.31e-05, 1.30e-04, 2.68e-04, 1.69e-06, 2.72e-06, 1.80e-06, 1.73e-06, 1.11e-07, 1.78e-10, 7.59e-07, 1.76e-08]    []  
217100    [1.52e-06, 1.89e-06, 1.50e-06, 8.32e-07, 1.32e-06, 1.17e-06, 1.38e-06, 1.22e-05, 5.95e-06, 5.52e-08, 3.18e-05, 1.73e-05, 7.03e-05, 5.90e-05, 1.28e-07, 5.21e-07, 6.95e-07, 6.97e-07, 1.93e-06, 0.00e+00, 1.25e-05, 6.28e-06]    [1.52e-06, 1.89e-06, 1.50e-06, 8.32e-07, 1.32e-06, 1.17e-06, 1.38e-06, 1.22e-05, 5.95e-06, 5.52e-08, 3.18e-05, 1.73e-05, 7.03e-05, 5.90e-05, 1.28e-07, 5.21e-07, 6.95e-07, 6.97e-07, 1.93e-06, 0.00e+00, 1.25e-05, 6.28e-06]    []  
217200    [4.28e-06, 3.69e-06, 1.49e-06, 3.17e-06, 1.38e-06, 2.29e-06, 1.95e-06, 7.80e-07, 2.27e-08, 7.88e-06, 3.75e-05, 5.45e-05, 1.57e-04, 2.68e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.86e-08, 1.20e-09, 8.79e-08, 4.33e-09]    [4.28e-06, 3.69e-06, 1.49e-06, 3.17e-06, 1.38e-06, 2.29e-06, 1.95e-06, 7.80e-07, 2.27e-08, 7.88e-06, 3.75e-05, 5.45e-05, 1.57e-04, 2.68e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.86e-08, 1.20e-09, 8.79e-08, 4.33e-09]    []  
217300    [9.93e-06, 4.22e-06, 2.74e-06, 2.69e-06, 2.37e-06, 2.94e-06, 2.14e-06, 4.27e-06, 4.58e-06, 2.32e-05, 4.03e-05, 1.03e-04, 1.67e-04, 6.79e-04, 1.13e-05, 7.29e-06, 2.99e-06, 3.78e-06, 0.00e+00, 0.00e+00, 5.09e-06, 4.89e-06]    [9.93e-06, 4.22e-06, 2.74e-06, 2.69e-06, 2.37e-06, 2.94e-06, 2.14e-06, 4.27e-06, 4.58e-06, 2.32e-05, 4.03e-05, 1.03e-04, 1.67e-04, 6.79e-04, 1.13e-05, 7.29e-06, 2.99e-06, 3.78e-06, 0.00e+00, 0.00e+00, 5.09e-06, 4.89e-06]    []  
217400    [1.60e-06, 1.70e-06, 1.38e-06, 9.57e-07, 1.06e-06, 1.15e-06, 1.26e-06, 1.99e-06, 1.46e-07, 7.04e-07, 1.40e-05, 1.28e-05, 4.27e-05, 6.21e-05, 6.37e-07, 6.77e-07, 5.76e-07, 4.78e-07, 3.24e-07, 1.51e-08, 2.21e-06, 9.32e-08]    [1.60e-06, 1.70e-06, 1.38e-06, 9.57e-07, 1.06e-06, 1.15e-06, 1.26e-06, 1.99e-06, 1.46e-07, 7.04e-07, 1.40e-05, 1.28e-05, 4.27e-05, 6.21e-05, 6.37e-07, 6.77e-07, 5.76e-07, 4.78e-07, 3.24e-07, 1.51e-08, 2.21e-06, 9.32e-08]    []  
217500    [5.46e-07, 1.42e-06, 1.26e-06, 8.63e-07, 8.59e-07, 1.03e-06, 1.04e-06, 2.84e-06, 1.16e-07, 3.41e-10, 9.58e-06, 5.89e-06, 1.75e-05, 1.01e-05, 1.69e-07, 4.01e-08, 2.17e-07, 2.52e-07, 5.21e-07, 1.22e-08, 3.48e-06, 7.38e-08]    [5.46e-07, 1.42e-06, 1.26e-06, 8.63e-07, 8.59e-07, 1.03e-06, 1.04e-06, 2.84e-06, 1.16e-07, 3.41e-10, 9.58e-06, 5.89e-06, 1.75e-05, 1.01e-05, 1.69e-07, 4.01e-08, 2.17e-07, 2.52e-07, 5.21e-07, 1.22e-08, 3.48e-06, 7.38e-08]    []  
217600    [4.03e-07, 1.33e-06, 1.27e-06, 7.98e-07, 7.98e-07, 9.68e-07, 1.02e-06, 1.73e-07, 5.66e-07, 3.46e-08, 4.80e-06, 3.14e-06, 6.62e-06, 2.20e-06, 1.53e-08, 3.55e-09, 9.83e-08, 7.45e-08, 5.06e-08, 7.46e-08, 3.38e-07, 4.62e-07]    [4.03e-07, 1.33e-06, 1.27e-06, 7.98e-07, 7.98e-07, 9.68e-07, 1.02e-06, 1.73e-07, 5.66e-07, 3.46e-08, 4.80e-06, 3.14e-06, 6.62e-06, 2.20e-06, 1.53e-08, 3.55e-09, 9.83e-08, 7.45e-08, 5.06e-08, 7.46e-08, 3.38e-07, 4.62e-07]    []  
217700    [1.25e-06, 1.36e-06, 1.28e-06, 9.20e-07, 8.85e-07, 1.06e-06, 1.02e-06, 3.38e-06, 3.26e-07, 4.29e-07, 1.74e-05, 1.39e-05, 4.83e-05, 5.97e-05, 5.99e-07, 3.30e-07, 5.93e-07, 6.25e-07, 6.73e-07, 3.98e-08, 4.35e-06, 2.52e-07]    [1.25e-06, 1.36e-06, 1.28e-06, 9.20e-07, 8.85e-07, 1.06e-06, 1.02e-06, 3.38e-06, 3.26e-07, 4.29e-07, 1.74e-05, 1.39e-05, 4.83e-05, 5.97e-05, 5.99e-07, 3.30e-07, 5.93e-07, 6.25e-07, 6.73e-07, 3.98e-08, 4.35e-06, 2.52e-07]    []  
217800    [2.12e-05, 8.47e-06, 2.87e-06, 4.32e-06, 1.63e-06, 4.57e-06, 1.05e-06, 1.83e-04, 1.81e-07, 1.85e-05, 1.51e-04, 2.37e-04, 6.02e-04, 1.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.86e-04, 2.86e-07]    [2.12e-05, 8.47e-06, 2.87e-06, 4.32e-06, 1.63e-06, 4.57e-06, 1.05e-06, 1.83e-04, 1.81e-07, 1.85e-05, 1.51e-04, 2.37e-04, 6.02e-04, 1.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.86e-04, 2.86e-07]    []  
217900    [5.26e-07, 1.23e-06, 1.17e-06, 8.27e-07, 7.01e-07, 9.47e-07, 9.54e-07, 8.35e-07, 2.15e-09, 3.33e-09, 8.62e-06, 5.69e-06, 1.71e-05, 1.18e-05, 1.30e-07, 5.71e-08, 2.30e-07, 2.11e-07, 2.11e-07, 6.97e-10, 1.39e-06, 6.61e-09]    [5.26e-07, 1.23e-06, 1.17e-06, 8.27e-07, 7.01e-07, 9.47e-07, 9.54e-07, 8.35e-07, 2.15e-09, 3.33e-09, 8.62e-06, 5.69e-06, 1.71e-05, 1.18e-05, 1.30e-07, 5.71e-08, 2.30e-07, 2.11e-07, 2.11e-07, 6.97e-10, 1.39e-06, 6.61e-09]    []  
218000    [4.00e-05, 1.60e-05, 4.16e-06, 8.82e-06, 3.25e-06, 9.16e-06, 1.62e-06, 7.14e-05, 1.02e-07, 6.23e-05, 9.96e-05, 4.55e-04, 6.13e-04, 2.46e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.66e-09, 7.32e-05, 3.98e-08]    [4.00e-05, 1.60e-05, 4.16e-06, 8.82e-06, 3.25e-06, 9.16e-06, 1.62e-06, 7.14e-05, 1.02e-07, 6.23e-05, 9.96e-05, 4.55e-04, 6.13e-04, 2.46e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.66e-09, 7.32e-05, 3.98e-08]    []  

Best model at step 212561:
  train loss: 5.88e-06
  test loss: 5.88e-06
  test metric: []

'train' took 39.202376 s

Best train step: 212561
lambda_a: 8.712071285093337
lambda_b: 6.144179107304621
kappa_a: 2.044303479444849
kappa_b: 1.5632664224882478
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
218000    [4.00e-05, 1.60e-05, 4.16e-06, 8.82e-06, 3.25e-06, 9.16e-06, 1.62e-06, 7.14e-05, 1.02e-07, 6.23e-05, 9.96e-05, 4.55e-04, 6.13e-04, 2.46e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.66e-09, 7.32e-05, 3.98e-08]    [4.00e-05, 1.60e-05, 4.16e-06, 8.82e-06, 3.25e-06, 9.16e-06, 1.62e-06, 7.14e-05, 1.02e-07, 6.23e-05, 9.96e-05, 4.55e-04, 6.13e-04, 2.46e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.66e-09, 7.32e-05, 3.98e-08]    []  
218100    [2.32e-05, 7.11e-06, 3.87e-06, 4.71e-06, 4.39e-06, 4.74e-06, 3.25e-06, 1.31e-06, 2.61e-10, 7.71e-05, 8.01e-05, 2.92e-04, 2.81e-04, 1.75e-03, 2.96e-05, 3.35e-05, 8.40e-06, 6.60e-06, 0.00e+00, 4.17e-11, 1.02e-06, 6.74e-09]    [2.32e-05, 7.11e-06, 3.87e-06, 4.71e-06, 4.39e-06, 4.74e-06, 3.25e-06, 1.31e-06, 2.61e-10, 7.71e-05, 8.01e-05, 2.92e-04, 2.81e-04, 1.75e-03, 2.96e-05, 3.35e-05, 8.40e-06, 6.60e-06, 0.00e+00, 4.17e-11, 1.02e-06, 6.74e-09]    []  
218200    [2.25e-06, 1.82e-06, 1.01e-06, 1.19e-06, 8.88e-07, 1.19e-06, 1.26e-06, 1.86e-05, 1.75e-09, 7.37e-06, 3.72e-06, 2.26e-05, 2.52e-05, 1.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.79e-06, 2.27e-10, 1.72e-05, 8.23e-09]    [2.25e-06, 1.82e-06, 1.01e-06, 1.19e-06, 8.88e-07, 1.19e-06, 1.26e-06, 1.86e-05, 1.75e-09, 7.37e-06, 3.72e-06, 2.26e-05, 2.52e-05, 1.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.79e-06, 2.27e-10, 1.72e-05, 8.23e-09]    []  
218300    [4.94e-07, 1.15e-06, 1.03e-06, 7.95e-07, 5.35e-07, 9.85e-07, 1.06e-06, 4.76e-09, 2.25e-09, 1.33e-08, 1.37e-06, 2.24e-06, 1.81e-06, 5.35e-08, 9.60e-08, 0.00e+00, 2.94e-08, 4.18e-08, 2.87e-10, 3.99e-10, 6.91e-09, 4.11e-09]    [4.94e-07, 1.15e-06, 1.03e-06, 7.95e-07, 5.35e-07, 9.85e-07, 1.06e-06, 4.76e-09, 2.25e-09, 1.33e-08, 1.37e-06, 2.24e-06, 1.81e-06, 5.35e-08, 9.60e-08, 0.00e+00, 2.94e-08, 4.18e-08, 2.87e-10, 3.99e-10, 6.91e-09, 4.11e-09]    []  
218400    [5.09e-07, 1.03e-06, 1.14e-06, 7.51e-07, 4.92e-07, 9.50e-07, 1.04e-06, 6.98e-06, 2.56e-11, 4.83e-07, 1.46e-05, 1.02e-05, 2.05e-05, 3.13e-07, 8.65e-08, 0.00e+00, 0.00e+00, 2.02e-10, 0.00e+00, 1.56e-10, 6.90e-06, 8.81e-09]    [5.09e-07, 1.03e-06, 1.14e-06, 7.51e-07, 4.92e-07, 9.50e-07, 1.04e-06, 6.98e-06, 2.56e-11, 4.83e-07, 1.46e-05, 1.02e-05, 2.05e-05, 3.13e-07, 8.65e-08, 0.00e+00, 0.00e+00, 2.02e-10, 0.00e+00, 1.56e-10, 6.90e-06, 8.81e-09]    []  
218500    [9.63e-07, 1.22e-06, 1.06e-06, 7.04e-07, 4.48e-07, 9.71e-07, 9.47e-07, 2.98e-08, 1.73e-08, 1.62e-06, 2.71e-06, 8.24e-06, 1.51e-05, 4.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.73e-09, 2.15e-09, 4.50e-08, 1.01e-08]    [9.63e-07, 1.22e-06, 1.06e-06, 7.04e-07, 4.48e-07, 9.71e-07, 9.47e-07, 2.98e-08, 1.73e-08, 1.62e-06, 2.71e-06, 8.24e-06, 1.51e-05, 4.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.73e-09, 2.15e-09, 4.50e-08, 1.01e-08]    []  
218600    [3.39e-06, 1.33e-06, 1.42e-06, 9.82e-07, 8.49e-07, 1.19e-06, 1.02e-06, 9.58e-06, 9.05e-05, 2.76e-06, 3.33e-05, 3.61e-05, 1.23e-04, 2.03e-04, 2.19e-06, 1.56e-06, 1.82e-06, 1.65e-06, 1.91e-06, 0.00e+00, 1.17e-05, 9.00e-05]    [3.39e-06, 1.33e-06, 1.42e-06, 9.82e-07, 8.49e-07, 1.19e-06, 1.02e-06, 9.58e-06, 9.05e-05, 2.76e-06, 3.33e-05, 3.61e-05, 1.23e-04, 2.03e-04, 2.19e-06, 1.56e-06, 1.82e-06, 1.65e-06, 1.91e-06, 0.00e+00, 1.17e-05, 9.00e-05]    []  
218700    [3.07e-07, 8.25e-07, 9.67e-07, 6.36e-07, 3.92e-07, 8.73e-07, 9.06e-07, 9.04e-08, 1.08e-09, 4.91e-09, 1.22e-06, 1.38e-06, 1.32e-06, 3.52e-08, 6.12e-09, 1.12e-09, 2.32e-08, 2.13e-08, 1.27e-09, 1.56e-10, 2.52e-08, 5.81e-09]    [3.07e-07, 8.25e-07, 9.67e-07, 6.36e-07, 3.92e-07, 8.73e-07, 9.06e-07, 9.04e-08, 1.08e-09, 4.91e-09, 1.22e-06, 1.38e-06, 1.32e-06, 3.52e-08, 6.12e-09, 1.12e-09, 2.32e-08, 2.13e-08, 1.27e-09, 1.56e-10, 2.52e-08, 5.81e-09]    []  
218800    [3.74e-07, 7.59e-07, 9.59e-07, 6.38e-07, 3.65e-07, 8.94e-07, 9.21e-07, 4.22e-07, 1.35e-06, 3.29e-08, 4.94e-06, 3.72e-06, 8.08e-06, 6.46e-07, 6.17e-11, 0.00e+00, 6.03e-11, 2.92e-10, 0.00e+00, 0.00e+00, 3.17e-07, 1.41e-06]    [3.74e-07, 7.59e-07, 9.59e-07, 6.38e-07, 3.65e-07, 8.94e-07, 9.21e-07, 4.22e-07, 1.35e-06, 3.29e-08, 4.94e-06, 3.72e-06, 8.08e-06, 6.46e-07, 6.17e-11, 0.00e+00, 6.03e-11, 2.92e-10, 0.00e+00, 0.00e+00, 3.17e-07, 1.41e-06]    []  
218900    [1.22e-05, 4.60e-06, 1.71e-06, 2.65e-06, 1.10e-06, 2.66e-06, 1.09e-06, 2.51e-05, 4.12e-07, 1.49e-05, 5.16e-05, 1.23e-04, 2.68e-04, 6.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.53e-05, 4.18e-07]    [1.22e-05, 4.60e-06, 1.71e-06, 2.65e-06, 1.10e-06, 2.66e-06, 1.09e-06, 2.51e-05, 4.12e-07, 1.49e-05, 5.16e-05, 1.23e-04, 2.68e-04, 6.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.53e-05, 4.18e-07]    []  
219000    [5.06e-06, 2.98e-06, 1.07e-06, 2.16e-06, 6.99e-07, 1.94e-06, 9.32e-07, 2.21e-07, 6.19e-06, 9.66e-06, 1.14e-05, 4.72e-05, 7.77e-05, 2.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.15e-09, 1.17e-06, 1.58e-08, 5.90e-06]    [5.06e-06, 2.98e-06, 1.07e-06, 2.16e-06, 6.99e-07, 1.94e-06, 9.32e-07, 2.21e-07, 6.19e-06, 9.66e-06, 1.14e-05, 4.72e-05, 7.77e-05, 2.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.15e-09, 1.17e-06, 1.58e-08, 5.90e-06]    []  
219100    [7.07e-07, 8.39e-07, 9.09e-07, 6.58e-07, 3.96e-07, 9.31e-07, 7.69e-07, 5.33e-07, 8.47e-08, 1.19e-06, 3.47e-06, 4.94e-06, 2.90e-06, 1.88e-05, 2.91e-07, 1.05e-07, 8.93e-08, 1.42e-07, 0.00e+00, 0.00e+00, 4.90e-07, 9.46e-08]    [7.07e-07, 8.39e-07, 9.09e-07, 6.58e-07, 3.96e-07, 9.31e-07, 7.69e-07, 5.33e-07, 8.47e-08, 1.19e-06, 3.47e-06, 4.94e-06, 2.90e-06, 1.88e-05, 2.91e-07, 1.05e-07, 8.93e-08, 1.42e-07, 0.00e+00, 0.00e+00, 4.90e-07, 9.46e-08]    []  
219200    [6.60e-07, 6.07e-07, 9.36e-07, 5.78e-07, 3.89e-07, 9.18e-07, 8.22e-07, 3.11e-07, 7.46e-07, 9.12e-07, 2.79e-06, 4.35e-06, 5.01e-06, 2.13e-05, 1.52e-07, 2.05e-07, 1.59e-07, 1.92e-07, 0.00e+00, 1.21e-07, 2.77e-07, 7.36e-07]    [6.60e-07, 6.07e-07, 9.36e-07, 5.78e-07, 3.89e-07, 9.18e-07, 8.22e-07, 3.11e-07, 7.46e-07, 9.12e-07, 2.79e-06, 4.35e-06, 5.01e-06, 2.13e-05, 1.52e-07, 2.05e-07, 1.59e-07, 1.92e-07, 0.00e+00, 1.21e-07, 2.77e-07, 7.36e-07]    []  
219300    [8.46e-07, 5.73e-07, 9.37e-07, 5.02e-07, 4.09e-07, 8.87e-07, 7.66e-07, 2.69e-07, 1.20e-09, 1.37e-06, 3.32e-06, 6.70e-06, 1.05e-05, 3.80e-05, 1.88e-07, 4.83e-07, 3.24e-07, 3.17e-07, 0.00e+00, 1.05e-09, 1.35e-07, 5.26e-09]    [8.46e-07, 5.73e-07, 9.37e-07, 5.02e-07, 4.09e-07, 8.87e-07, 7.66e-07, 2.69e-07, 1.20e-09, 1.37e-06, 3.32e-06, 6.70e-06, 1.05e-05, 3.80e-05, 1.88e-07, 4.83e-07, 3.24e-07, 3.17e-07, 0.00e+00, 1.05e-09, 1.35e-07, 5.26e-09]    []  
219400    [3.94e-06, 1.12e-06, 1.06e-06, 8.64e-07, 5.86e-07, 1.13e-06, 7.29e-07, 1.32e-05, 5.31e-06, 1.90e-06, 5.06e-05, 4.48e-05, 1.64e-04, 2.12e-04, 2.50e-06, 1.41e-06, 2.38e-06, 1.91e-06, 2.63e-06, 1.12e-06, 1.57e-05, 5.56e-06]    [3.94e-06, 1.12e-06, 1.06e-06, 8.64e-07, 5.86e-07, 1.13e-06, 7.29e-07, 1.32e-05, 5.31e-06, 1.90e-06, 5.06e-05, 4.48e-05, 1.64e-04, 2.12e-04, 2.50e-06, 1.41e-06, 2.38e-06, 1.91e-06, 2.63e-06, 1.12e-06, 1.57e-05, 5.56e-06]    []  
219500    [9.93e-06, 3.41e-06, 2.37e-06, 3.07e-06, 1.83e-06, 2.39e-06, 2.08e-06, 1.19e-05, 1.34e-09, 3.55e-05, 3.80e-05, 1.20e-04, 8.42e-05, 6.72e-04, 1.15e-05, 9.94e-06, 3.46e-06, 2.00e-06, 0.00e+00, 2.58e-10, 1.17e-05, 2.44e-09]    [9.93e-06, 3.41e-06, 2.37e-06, 3.07e-06, 1.83e-06, 2.39e-06, 2.08e-06, 1.19e-05, 1.34e-09, 3.55e-05, 3.80e-05, 1.20e-04, 8.42e-05, 6.72e-04, 1.15e-05, 9.94e-06, 3.46e-06, 2.00e-06, 0.00e+00, 2.58e-10, 1.17e-05, 2.44e-09]    []  
219600    [6.40e-07, 6.42e-07, 7.04e-07, 5.43e-07, 4.00e-07, 8.40e-07, 5.96e-07, 1.94e-05, 2.61e-11, 4.27e-07, 2.74e-05, 1.56e-05, 4.93e-05, 1.80e-05, 1.18e-07, 2.21e-07, 5.97e-07, 2.63e-07, 3.37e-06, 4.91e-10, 2.03e-05, 3.07e-09]    [6.40e-07, 6.42e-07, 7.04e-07, 5.43e-07, 4.00e-07, 8.40e-07, 5.96e-07, 1.94e-05, 2.61e-11, 4.27e-07, 2.74e-05, 1.56e-05, 4.93e-05, 1.80e-05, 1.18e-07, 2.21e-07, 5.97e-07, 2.63e-07, 3.37e-06, 4.91e-10, 2.03e-05, 3.07e-09]    []  
219700    [6.45e-07, 9.32e-07, 7.47e-07, 6.46e-07, 5.31e-07, 9.98e-07, 6.59e-07, 6.81e-08, 1.46e-09, 2.03e-06, 7.67e-06, 9.24e-06, 4.54e-06, 1.54e-05, 0.00e+00, 0.00e+00, 5.58e-10, 0.00e+00, 1.73e-08, 1.15e-09, 1.05e-07, 6.02e-09]    [6.45e-07, 9.32e-07, 7.47e-07, 6.46e-07, 5.31e-07, 9.98e-07, 6.59e-07, 6.81e-08, 1.46e-09, 2.03e-06, 7.67e-06, 9.24e-06, 4.54e-06, 1.54e-05, 0.00e+00, 0.00e+00, 5.58e-10, 0.00e+00, 1.73e-08, 1.15e-09, 1.05e-07, 6.02e-09]    []  
219800    [1.21e-06, 8.81e-07, 8.47e-07, 6.36e-07, 4.25e-07, 9.18e-07, 5.74e-07, 3.28e-06, 3.81e-07, 2.44e-06, 5.04e-06, 1.04e-05, 1.47e-05, 5.62e-05, 6.29e-07, 3.94e-07, 3.60e-07, 6.55e-07, 0.00e+00, 0.00e+00, 3.27e-06, 3.72e-07]    [1.21e-06, 8.81e-07, 8.47e-07, 6.36e-07, 4.25e-07, 9.18e-07, 5.74e-07, 3.28e-06, 3.81e-07, 2.44e-06, 5.04e-06, 1.04e-05, 1.47e-05, 5.62e-05, 6.29e-07, 3.94e-07, 3.60e-07, 6.55e-07, 0.00e+00, 0.00e+00, 3.27e-06, 3.72e-07]    []  
219900    [3.93e-07, 5.26e-07, 7.46e-07, 5.29e-07, 2.92e-07, 7.88e-07, 5.93e-07, 3.17e-07, 6.36e-07, 5.94e-07, 3.13e-06, 4.19e-06, 2.33e-06, 6.44e-06, 1.91e-07, 3.28e-08, 2.42e-08, 1.22e-07, 0.00e+00, 1.09e-07, 2.89e-07, 6.67e-07]    [3.93e-07, 5.26e-07, 7.46e-07, 5.29e-07, 2.92e-07, 7.88e-07, 5.93e-07, 3.17e-07, 6.36e-07, 5.94e-07, 3.13e-06, 4.19e-06, 2.33e-06, 6.44e-06, 1.91e-07, 3.28e-08, 2.42e-08, 1.22e-07, 0.00e+00, 1.09e-07, 2.89e-07, 6.67e-07]    []  
220000    [2.71e-07, 5.01e-07, 6.66e-07, 4.52e-07, 3.00e-07, 7.80e-07, 5.01e-07, 3.64e-08, 5.69e-10, 2.84e-08, 1.00e-06, 1.30e-06, 1.24e-06, 7.25e-08, 1.97e-09, 4.52e-10, 1.21e-08, 6.34e-09, 2.77e-08, 3.88e-10, 1.55e-07, 2.80e-09]    [2.71e-07, 5.01e-07, 6.66e-07, 4.52e-07, 3.00e-07, 7.80e-07, 5.01e-07, 3.64e-08, 5.69e-10, 2.84e-08, 1.00e-06, 1.30e-06, 1.24e-06, 7.25e-08, 1.97e-09, 4.52e-10, 1.21e-08, 6.34e-09, 2.77e-08, 3.88e-10, 1.55e-07, 2.80e-09]    []  

Best model at step 212561:
  train loss: 5.88e-06
  test loss: 5.88e-06
  test metric: []

'train' took 38.524173 s

Best train step: 212561
lambda_a: 8.712071285093337
lambda_b: 6.144179107304621
kappa_a: 2.044303479444849
kappa_b: 1.5632664224882478
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
220000    [2.71e-07, 5.01e-07, 6.66e-07, 4.52e-07, 3.00e-07, 7.80e-07, 5.01e-07, 3.64e-08, 5.69e-10, 2.84e-08, 1.00e-06, 1.30e-06, 1.24e-06, 7.25e-08, 1.97e-09, 4.52e-10, 1.21e-08, 6.34e-09, 2.77e-08, 3.88e-10, 1.55e-07, 2.80e-09]    [2.71e-07, 5.01e-07, 6.66e-07, 4.52e-07, 3.00e-07, 7.80e-07, 5.01e-07, 3.64e-08, 5.69e-10, 2.84e-08, 1.00e-06, 1.30e-06, 1.24e-06, 7.25e-08, 1.97e-09, 4.52e-10, 1.21e-08, 6.34e-09, 2.77e-08, 3.88e-10, 1.55e-07, 2.80e-09]    []  
220100    [3.60e-07, 5.20e-07, 6.78e-07, 4.62e-07, 2.88e-07, 8.62e-07, 4.85e-07, 1.41e-08, 4.14e-08, 7.70e-09, 4.13e-06, 2.45e-06, 4.41e-06, 4.21e-07, 9.17e-09, 7.48e-09, 7.05e-08, 4.06e-08, 9.14e-09, 6.41e-09, 5.50e-08, 4.19e-08]    [3.60e-07, 5.20e-07, 6.78e-07, 4.62e-07, 2.88e-07, 8.62e-07, 4.85e-07, 1.41e-08, 4.14e-08, 7.70e-09, 4.13e-06, 2.45e-06, 4.41e-06, 4.21e-07, 9.17e-09, 7.48e-09, 7.05e-08, 4.06e-08, 9.14e-09, 6.41e-09, 5.50e-08, 4.19e-08]    []  
220200    [4.62e-07, 6.24e-07, 7.74e-07, 5.72e-07, 2.98e-07, 8.02e-07, 5.28e-07, 5.30e-09, 1.25e-07, 2.61e-07, 8.43e-06, 5.42e-06, 1.36e-05, 1.20e-06, 6.73e-09, 4.76e-13, 6.28e-09, 1.74e-09, 1.62e-10, 1.93e-08, 7.46e-09, 1.27e-07]    [4.62e-07, 6.24e-07, 7.74e-07, 5.72e-07, 2.98e-07, 8.02e-07, 5.28e-07, 5.30e-09, 1.25e-07, 2.61e-07, 8.43e-06, 5.42e-06, 1.36e-05, 1.20e-06, 6.73e-09, 4.76e-13, 6.28e-09, 1.74e-09, 1.62e-10, 1.93e-08, 7.46e-09, 1.27e-07]    []  
220300    [3.57e-07, 7.67e-07, 6.16e-07, 5.36e-07, 3.17e-07, 7.46e-07, 4.65e-07, 1.00e-05, 7.08e-06, 6.71e-07, 6.07e-06, 3.50e-06, 5.65e-06, 1.14e-07, 0.00e+00, 1.00e-09, 4.91e-08, 4.54e-08, 1.49e-06, 1.43e-06, 9.39e-06, 7.16e-06]    [3.57e-07, 7.67e-07, 6.16e-07, 5.36e-07, 3.17e-07, 7.46e-07, 4.65e-07, 1.00e-05, 7.08e-06, 6.71e-07, 6.07e-06, 3.50e-06, 5.65e-06, 1.14e-07, 0.00e+00, 1.00e-09, 4.91e-08, 4.54e-08, 1.49e-06, 1.43e-06, 9.39e-06, 7.16e-06]    []  
220400    [3.53e-07, 5.40e-07, 7.13e-07, 4.47e-07, 3.08e-07, 7.63e-07, 5.33e-07, 7.46e-06, 4.34e-10, 3.36e-07, 1.14e-05, 8.06e-06, 1.75e-05, 7.42e-07, 7.96e-10, 1.39e-08, 0.00e+00, 3.29e-10, 0.00e+00, 2.36e-10, 7.26e-06, 2.09e-09]    [3.53e-07, 5.40e-07, 7.13e-07, 4.47e-07, 3.08e-07, 7.63e-07, 5.33e-07, 7.46e-06, 4.34e-10, 3.36e-07, 1.14e-05, 8.06e-06, 1.75e-05, 7.42e-07, 7.96e-10, 1.39e-08, 0.00e+00, 3.29e-10, 0.00e+00, 2.36e-10, 7.26e-06, 2.09e-09]    []  
220500    [8.80e-07, 5.77e-07, 6.74e-07, 4.80e-07, 3.71e-07, 7.89e-07, 4.48e-07, 1.74e-06, 1.95e-10, 3.06e-07, 1.03e-05, 8.76e-06, 2.94e-05, 3.72e-05, 4.06e-07, 2.33e-07, 4.88e-07, 3.80e-07, 3.18e-07, 5.04e-10, 2.07e-06, 2.74e-09]    [8.80e-07, 5.77e-07, 6.74e-07, 4.80e-07, 3.71e-07, 7.89e-07, 4.48e-07, 1.74e-06, 1.95e-10, 3.06e-07, 1.03e-05, 8.76e-06, 2.94e-05, 3.72e-05, 4.06e-07, 2.33e-07, 4.88e-07, 3.80e-07, 3.18e-07, 5.04e-10, 2.07e-06, 2.74e-09]    []  
220600    [1.32e-05, 2.67e-06, 1.73e-06, 1.95e-06, 1.45e-06, 1.80e-06, 8.75e-07, 8.81e-05, 1.82e-07, 9.14e-06, 9.83e-05, 1.23e-04, 4.16e-04, 7.37e-04, 1.05e-05, 6.26e-06, 6.78e-06, 5.71e-06, 1.78e-05, 4.06e-08, 9.45e-05, 2.54e-07]    [1.32e-05, 2.67e-06, 1.73e-06, 1.95e-06, 1.45e-06, 1.80e-06, 8.75e-07, 8.81e-05, 1.82e-07, 9.14e-06, 9.83e-05, 1.23e-04, 4.16e-04, 7.37e-04, 1.05e-05, 6.26e-06, 6.78e-06, 5.71e-06, 1.78e-05, 4.06e-08, 9.45e-05, 2.54e-07]    []  
220700    [3.96e-06, 1.43e-06, 6.85e-07, 9.83e-07, 5.15e-07, 1.05e-06, 4.97e-07, 1.96e-05, 3.82e-04, 1.04e-06, 5.68e-05, 5.08e-05, 1.65e-04, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.94e-05, 3.80e-04]    [3.96e-06, 1.43e-06, 6.85e-07, 9.83e-07, 5.15e-07, 1.05e-06, 4.97e-07, 1.96e-05, 3.82e-04, 1.04e-06, 5.68e-05, 5.08e-05, 1.65e-04, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.94e-05, 3.80e-04]    []  
220800    [2.54e-06, 8.22e-07, 8.13e-07, 6.05e-07, 5.46e-07, 8.54e-07, 5.13e-07, 3.46e-06, 8.51e-10, 1.49e-06, 2.58e-05, 2.55e-05, 8.81e-05, 1.25e-04, 1.38e-06, 9.44e-07, 1.37e-06, 1.21e-06, 7.16e-07, 2.03e-09, 4.50e-06, 1.09e-08]    [2.54e-06, 8.22e-07, 8.13e-07, 6.05e-07, 5.46e-07, 8.54e-07, 5.13e-07, 3.46e-06, 8.51e-10, 1.49e-06, 2.58e-05, 2.55e-05, 8.81e-05, 1.25e-04, 1.38e-06, 9.44e-07, 1.37e-06, 1.21e-06, 7.16e-07, 2.03e-09, 4.50e-06, 1.09e-08]    []  
220900    [3.07e-07, 4.91e-07, 5.98e-07, 3.77e-07, 3.14e-07, 6.89e-07, 3.87e-07, 1.92e-08, 6.69e-10, 3.37e-09, 2.86e-06, 2.31e-06, 5.45e-06, 3.17e-06, 3.86e-08, 3.29e-08, 1.05e-07, 8.63e-08, 5.96e-09, 6.06e-10, 5.18e-08, 3.15e-09]    [3.07e-07, 4.91e-07, 5.98e-07, 3.77e-07, 3.14e-07, 6.89e-07, 3.87e-07, 1.92e-08, 6.69e-10, 3.37e-09, 2.86e-06, 2.31e-06, 5.45e-06, 3.17e-06, 3.86e-08, 3.29e-08, 1.05e-07, 8.63e-08, 5.96e-09, 6.06e-10, 5.18e-08, 3.15e-09]    []  
221000    [3.14e-07, 5.90e-07, 6.35e-07, 3.83e-07, 3.17e-07, 7.31e-07, 3.68e-07, 4.44e-07, 2.00e-09, 6.66e-08, 1.06e-06, 1.63e-06, 2.08e-06, 1.08e-06, 0.00e+00, 0.00e+00, 3.41e-11, 1.60e-09, 0.00e+00, 2.65e-10, 2.41e-07, 2.17e-09]    [3.14e-07, 5.90e-07, 6.35e-07, 3.83e-07, 3.17e-07, 7.31e-07, 3.68e-07, 4.44e-07, 2.00e-09, 6.66e-08, 1.06e-06, 1.63e-06, 2.08e-06, 1.08e-06, 0.00e+00, 0.00e+00, 3.41e-11, 1.60e-09, 0.00e+00, 2.65e-10, 2.41e-07, 2.17e-09]    []  
221100    [8.87e-07, 8.29e-07, 7.10e-07, 5.06e-07, 3.09e-07, 7.74e-07, 4.68e-07, 1.33e-05, 1.99e-05, 6.90e-08, 2.49e-05, 1.68e-05, 4.94e-05, 1.71e-05, 0.00e+00, 4.12e-11, 0.00e+00, 0.00e+00, 0.00e+00, 4.33e-06, 1.49e-05, 2.02e-05]    [8.87e-07, 8.29e-07, 7.10e-07, 5.06e-07, 3.09e-07, 7.74e-07, 4.68e-07, 1.33e-05, 1.99e-05, 6.90e-08, 2.49e-05, 1.68e-05, 4.94e-05, 1.71e-05, 0.00e+00, 4.12e-11, 0.00e+00, 0.00e+00, 0.00e+00, 4.33e-06, 1.49e-05, 2.02e-05]    []  
221200    [7.81e-07, 6.56e-07, 6.10e-07, 4.39e-07, 2.73e-07, 7.24e-07, 3.80e-07, 6.10e-06, 2.78e-10, 2.57e-07, 7.27e-06, 7.56e-06, 2.35e-05, 2.39e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.10e-10, 6.33e-06, 1.85e-09]    [7.81e-07, 6.56e-07, 6.10e-07, 4.39e-07, 2.73e-07, 7.24e-07, 3.80e-07, 6.10e-06, 2.78e-10, 2.57e-07, 7.27e-06, 7.56e-06, 2.35e-05, 2.39e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.10e-10, 6.33e-06, 1.85e-09]    []  
221300    [1.30e-05, 2.77e-06, 1.78e-06, 1.97e-06, 1.52e-06, 1.83e-06, 9.97e-07, 6.38e-05, 6.38e-08, 1.53e-05, 6.65e-05, 1.17e-04, 3.24e-04, 7.58e-04, 1.11e-05, 7.39e-06, 6.14e-06, 4.91e-06, 1.25e-05, 1.73e-08, 6.80e-05, 1.11e-07]    [1.30e-05, 2.77e-06, 1.78e-06, 1.97e-06, 1.52e-06, 1.83e-06, 9.97e-07, 6.38e-05, 6.38e-08, 1.53e-05, 6.65e-05, 1.17e-04, 3.24e-04, 7.58e-04, 1.11e-05, 7.39e-06, 6.14e-06, 4.91e-06, 1.25e-05, 1.73e-08, 6.80e-05, 1.11e-07]    []  
221400    [4.05e-06, 1.54e-06, 7.11e-07, 1.22e-06, 1.09e-06, 9.28e-07, 6.82e-07, 1.78e-05, 1.87e-08, 9.51e-06, 7.69e-06, 4.23e-05, 7.33e-05, 2.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.43e-06, 2.92e-09, 1.51e-05, 1.88e-08]    [4.05e-06, 1.54e-06, 7.11e-07, 1.22e-06, 1.09e-06, 9.28e-07, 6.82e-07, 1.78e-05, 1.87e-08, 9.51e-06, 7.69e-06, 4.23e-05, 7.33e-05, 2.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.43e-06, 2.92e-09, 1.51e-05, 1.88e-08]    []  
221500    [1.33e-06, 9.04e-07, 8.43e-07, 5.39e-07, 5.19e-07, 7.09e-07, 4.52e-07, 2.62e-05, 4.20e-06, 3.51e-06, 4.42e-06, 9.47e-06, 1.81e-05, 6.09e-05, 2.49e-07, 7.59e-07, 5.29e-07, 5.85e-07, 0.00e+00, 0.00e+00, 2.64e-05, 4.06e-06]    [1.33e-06, 9.04e-07, 8.43e-07, 5.39e-07, 5.19e-07, 7.09e-07, 4.52e-07, 2.62e-05, 4.20e-06, 3.51e-06, 4.42e-06, 9.47e-06, 1.81e-05, 6.09e-05, 2.49e-07, 7.59e-07, 5.29e-07, 5.85e-07, 0.00e+00, 0.00e+00, 2.64e-05, 4.06e-06]    []  
221600    [9.54e-06, 3.06e-06, 1.30e-06, 1.85e-06, 7.64e-07, 1.88e-06, 5.34e-07, 3.79e-05, 4.02e-07, 8.47e-06, 6.03e-05, 9.49e-05, 2.57e-04, 4.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.92e-05, 3.55e-07]    [9.54e-06, 3.06e-06, 1.30e-06, 1.85e-06, 7.64e-07, 1.88e-06, 5.34e-07, 3.79e-05, 4.02e-07, 8.47e-06, 6.03e-05, 9.49e-05, 2.57e-04, 4.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.92e-05, 3.55e-07]    []  
221700    [3.47e-05, 1.22e-05, 2.96e-06, 8.63e-06, 4.46e-06, 6.93e-06, 2.53e-06, 1.61e-07, 1.68e-04, 8.57e-05, 6.91e-05, 4.54e-04, 2.95e-04, 2.13e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-08, 0.00e+00, 1.17e-07, 1.67e-04]    [3.47e-05, 1.22e-05, 2.96e-06, 8.63e-06, 4.46e-06, 6.93e-06, 2.53e-06, 1.61e-07, 1.68e-04, 8.57e-05, 6.91e-05, 4.54e-04, 2.95e-04, 2.13e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-08, 0.00e+00, 1.17e-07, 1.67e-04]    []  
221800    [3.04e-06, 1.84e-06, 1.02e-06, 6.30e-07, 7.66e-07, 1.01e-06, 3.93e-07, 3.90e-07, 1.15e-10, 4.40e-07, 6.87e-05, 4.34e-05, 1.88e-04, 1.35e-04, 1.34e-06, 4.17e-07, 1.88e-06, 1.48e-06, 5.09e-08, 6.97e-10, 3.09e-07, 3.05e-09]    [3.04e-06, 1.84e-06, 1.02e-06, 6.30e-07, 7.66e-07, 1.01e-06, 3.93e-07, 3.90e-07, 1.15e-10, 4.40e-07, 6.87e-05, 4.34e-05, 1.88e-04, 1.35e-04, 1.34e-06, 4.17e-07, 1.88e-06, 1.48e-06, 5.09e-08, 6.97e-10, 3.09e-07, 3.05e-09]    []  
221900    [1.95e-06, 1.30e-06, 6.89e-07, 9.72e-07, 3.81e-07, 1.03e-06, 4.71e-07, 1.64e-06, 1.96e-07, 1.01e-06, 1.76e-05, 1.96e-05, 6.35e-05, 7.21e-05, 0.00e+00, 5.26e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.45e-08, 1.98e-06, 2.17e-07]    [1.95e-06, 1.30e-06, 6.89e-07, 9.72e-07, 3.81e-07, 1.03e-06, 4.71e-07, 1.64e-06, 1.96e-07, 1.01e-06, 1.76e-05, 1.96e-05, 6.35e-05, 7.21e-05, 0.00e+00, 5.26e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.45e-08, 1.98e-06, 2.17e-07]    []  
222000    [1.79e-06, 1.16e-06, 9.65e-07, 1.39e-06, 5.41e-07, 1.33e-06, 6.16e-07, 1.32e-06, 9.12e-07, 1.74e-09, 1.07e-05, 1.17e-05, 1.20e-05, 5.96e-06, 4.47e-07, 3.93e-07, 3.52e-08, 3.79e-08, 9.42e-08, 0.00e+00, 6.27e-07, 8.97e-07]    [1.79e-06, 1.16e-06, 9.65e-07, 1.39e-06, 5.41e-07, 1.33e-06, 6.16e-07, 1.32e-06, 9.12e-07, 1.74e-09, 1.07e-05, 1.17e-05, 1.20e-05, 5.96e-06, 4.47e-07, 3.93e-07, 3.52e-08, 3.79e-08, 9.42e-08, 0.00e+00, 6.27e-07, 8.97e-07]    []  

Best model at step 212561:
  train loss: 5.88e-06
  test loss: 5.88e-06
  test metric: []

'train' took 37.741094 s

Best train step: 212561
lambda_a: 8.712071285093337
lambda_b: 6.144179107304621
kappa_a: 2.044303479444849
kappa_b: 1.5632664224882478
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
222000    [1.79e-06, 1.16e-06, 9.65e-07, 1.39e-06, 5.41e-07, 1.33e-06, 6.16e-07, 1.32e-06, 9.12e-07, 1.74e-09, 1.07e-05, 1.17e-05, 1.20e-05, 5.96e-06, 4.47e-07, 3.93e-07, 3.52e-08, 3.79e-08, 9.42e-08, 0.00e+00, 6.27e-07, 8.97e-07]    [1.79e-06, 1.16e-06, 9.65e-07, 1.39e-06, 5.41e-07, 1.33e-06, 6.16e-07, 1.32e-06, 9.12e-07, 1.74e-09, 1.07e-05, 1.17e-05, 1.20e-05, 5.96e-06, 4.47e-07, 3.93e-07, 3.52e-08, 3.79e-08, 9.42e-08, 0.00e+00, 6.27e-07, 8.97e-07]    []  
222100    [2.57e-07, 5.26e-07, 5.41e-07, 3.68e-07, 3.12e-07, 6.32e-07, 3.23e-07, 2.52e-10, 2.04e-08, 6.55e-10, 1.22e-06, 1.22e-06, 1.94e-06, 9.53e-07, 2.47e-08, 1.13e-08, 3.88e-08, 4.07e-08, 1.03e-08, 1.12e-13, 6.49e-08, 5.46e-09]    [2.57e-07, 5.26e-07, 5.41e-07, 3.68e-07, 3.12e-07, 6.32e-07, 3.23e-07, 2.52e-10, 2.04e-08, 6.55e-10, 1.22e-06, 1.22e-06, 1.94e-06, 9.53e-07, 2.47e-08, 1.13e-08, 3.88e-08, 4.07e-08, 1.03e-08, 1.12e-13, 6.49e-08, 5.46e-09]    []  
222200    [9.08e-07, 7.89e-07, 5.92e-07, 4.98e-07, 2.89e-07, 7.60e-07, 3.23e-07, 6.54e-07, 2.35e-09, 5.39e-07, 8.07e-06, 9.32e-06, 2.87e-05, 3.65e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.47e-10, 5.44e-07, 2.19e-09]    [9.08e-07, 7.89e-07, 5.92e-07, 4.98e-07, 2.89e-07, 7.60e-07, 3.23e-07, 6.54e-07, 2.35e-09, 5.39e-07, 8.07e-06, 9.32e-06, 2.87e-05, 3.65e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.47e-10, 5.44e-07, 2.19e-09]    []  
222300    [1.34e-05, 2.52e-06, 1.58e-06, 1.84e-06, 1.44e-06, 1.67e-06, 7.00e-07, 5.69e-05, 8.63e-08, 9.64e-06, 1.10e-04, 1.30e-04, 4.51e-04, 7.44e-04, 1.05e-05, 6.57e-06, 7.10e-06, 6.43e-06, 1.14e-05, 2.29e-08, 6.15e-05, 1.42e-07]    [1.34e-05, 2.52e-06, 1.58e-06, 1.84e-06, 1.44e-06, 1.67e-06, 7.00e-07, 5.69e-05, 8.63e-08, 9.64e-06, 1.10e-04, 1.30e-04, 4.51e-04, 7.44e-04, 1.05e-05, 6.57e-06, 7.10e-06, 6.43e-06, 1.14e-05, 2.29e-08, 6.15e-05, 1.42e-07]    []  
222400    [2.90e-07, 5.47e-07, 6.06e-07, 4.14e-07, 3.12e-07, 6.54e-07, 3.20e-07, 2.44e-07, 1.50e-09, 2.42e-08, 1.11e-06, 1.27e-06, 1.34e-06, 1.01e-07, 5.82e-09, 5.02e-09, 1.27e-08, 1.82e-08, 1.69e-11, 3.85e-10, 8.57e-08, 2.31e-09]    [2.90e-07, 5.47e-07, 6.06e-07, 4.14e-07, 3.12e-07, 6.54e-07, 3.20e-07, 2.44e-07, 1.50e-09, 2.42e-08, 1.11e-06, 1.27e-06, 1.34e-06, 1.01e-07, 5.82e-09, 5.02e-09, 1.27e-08, 1.82e-08, 1.69e-11, 3.85e-10, 8.57e-08, 2.31e-09]    []  
222500    [2.10e-05, 1.25e-05, 3.16e-06, 7.35e-06, 2.63e-06, 7.07e-06, 3.04e-06, 3.16e-04, 7.66e-04, 1.09e-04, 1.26e-04, 3.03e-04, 2.12e-04, 1.76e-03, 6.43e-05, 1.51e-05, 4.35e-06, 4.17e-06, 0.00e+00, 2.16e-04, 3.43e-04, 7.66e-04]    [2.10e-05, 1.25e-05, 3.16e-06, 7.35e-06, 2.63e-06, 7.07e-06, 3.04e-06, 3.16e-04, 7.66e-04, 1.09e-04, 1.26e-04, 3.03e-04, 2.12e-04, 1.76e-03, 6.43e-05, 1.51e-05, 4.35e-06, 4.17e-06, 0.00e+00, 2.16e-04, 3.43e-04, 7.66e-04]    []  
222600    [2.54e-07, 5.38e-07, 4.70e-07, 3.86e-07, 2.78e-07, 6.33e-07, 4.25e-07, 7.28e-09, 4.92e-09, 2.60e-10, 9.46e-07, 1.13e-06, 1.21e-06, 1.03e-07, 1.03e-08, 4.40e-09, 2.17e-08, 2.30e-08, 6.14e-09, 3.66e-09, 4.76e-08, 2.22e-08]    [2.54e-07, 5.38e-07, 4.70e-07, 3.86e-07, 2.78e-07, 6.33e-07, 4.25e-07, 7.28e-09, 4.92e-09, 2.60e-10, 9.46e-07, 1.13e-06, 1.21e-06, 1.03e-07, 1.03e-08, 4.40e-09, 2.17e-08, 2.30e-08, 6.14e-09, 3.66e-09, 4.76e-08, 2.22e-08]    []  
222700    [2.17e-06, 1.08e-06, 6.56e-07, 7.15e-07, 3.16e-07, 8.92e-07, 3.75e-07, 6.29e-07, 1.84e-09, 1.82e-06, 1.42e-05, 2.07e-05, 5.95e-05, 9.99e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.32e-10, 5.83e-07, 2.01e-09]    [2.17e-06, 1.08e-06, 6.56e-07, 7.15e-07, 3.16e-07, 8.92e-07, 3.75e-07, 6.29e-07, 1.84e-09, 1.82e-06, 1.42e-05, 2.07e-05, 5.95e-05, 9.99e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.32e-10, 5.83e-07, 2.01e-09]    []  
222800    [2.52e-07, 5.21e-07, 5.12e-07, 3.88e-07, 2.83e-07, 6.37e-07, 3.50e-07, 3.07e-09, 1.37e-09, 8.80e-10, 9.91e-07, 1.27e-06, 1.62e-06, 1.63e-07, 1.31e-09, 5.56e-10, 4.45e-09, 5.30e-09, 1.31e-08, 4.44e-10, 7.23e-08, 2.42e-09]    [2.52e-07, 5.21e-07, 5.12e-07, 3.88e-07, 2.83e-07, 6.37e-07, 3.50e-07, 3.07e-09, 1.37e-09, 8.80e-10, 9.91e-07, 1.27e-06, 1.62e-06, 1.63e-07, 1.31e-09, 5.56e-10, 4.45e-09, 5.30e-09, 1.31e-08, 4.44e-10, 7.23e-08, 2.42e-09]    []  
222900    [3.96e-07, 5.79e-07, 5.61e-07, 5.16e-07, 2.61e-07, 7.19e-07, 3.91e-07, 1.35e-09, 1.18e-09, 7.68e-07, 6.38e-06, 4.90e-06, 6.72e-06, 1.10e-06, 1.19e-07, 7.46e-09, 8.59e-09, 1.66e-08, 2.28e-10, 4.30e-11, 8.40e-09, 8.14e-10]    [3.96e-07, 5.79e-07, 5.61e-07, 5.16e-07, 2.61e-07, 7.19e-07, 3.91e-07, 1.35e-09, 1.18e-09, 7.68e-07, 6.38e-06, 4.90e-06, 6.72e-06, 1.10e-06, 1.19e-07, 7.46e-09, 8.59e-09, 1.66e-08, 2.28e-10, 4.30e-11, 8.40e-09, 8.14e-10]    []  
223000    [4.42e-06, 2.22e-06, 1.40e-06, 7.72e-07, 1.04e-06, 9.86e-07, 4.09e-07, 2.64e-06, 4.70e-09, 9.97e-07, 7.03e-05, 5.01e-05, 2.03e-04, 2.25e-04, 1.68e-06, 1.27e-06, 3.02e-06, 1.65e-06, 2.34e-07, 3.81e-10, 1.53e-06, 2.01e-09]    [4.42e-06, 2.22e-06, 1.40e-06, 7.72e-07, 1.04e-06, 9.86e-07, 4.09e-07, 2.64e-06, 4.70e-09, 9.97e-07, 7.03e-05, 5.01e-05, 2.03e-04, 2.25e-04, 1.68e-06, 1.27e-06, 3.02e-06, 1.65e-06, 2.34e-07, 3.81e-10, 1.53e-06, 2.01e-09]    []  
223100    [2.18e-05, 6.31e-06, 2.19e-06, 3.88e-06, 1.31e-06, 3.44e-06, 7.34e-07, 5.40e-05, 1.64e-07, 1.80e-05, 1.46e-04, 2.26e-04, 5.84e-04, 1.13e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.61e-05, 1.39e-07]    [2.18e-05, 6.31e-06, 2.19e-06, 3.88e-06, 1.31e-06, 3.44e-06, 7.34e-07, 5.40e-05, 1.64e-07, 1.80e-05, 1.46e-04, 2.26e-04, 5.84e-04, 1.13e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.61e-05, 1.39e-07]    []  
223200    [1.91e-05, 4.38e-06, 2.71e-06, 3.37e-06, 2.75e-06, 2.61e-06, 1.79e-06, 2.17e-05, 4.85e-08, 4.02e-05, 6.07e-05, 1.92e-04, 3.31e-04, 1.27e-03, 1.97e-05, 1.81e-05, 7.79e-06, 5.85e-06, 4.23e-06, 1.50e-08, 2.43e-05, 9.47e-08]    [1.91e-05, 4.38e-06, 2.71e-06, 3.37e-06, 2.75e-06, 2.61e-06, 1.79e-06, 2.17e-05, 4.85e-08, 4.02e-05, 6.07e-05, 1.92e-04, 3.31e-04, 1.27e-03, 1.97e-05, 1.81e-05, 7.79e-06, 5.85e-06, 4.23e-06, 1.50e-08, 2.43e-05, 9.47e-08]    []  
223300    [6.24e-07, 1.34e-06, 7.24e-07, 1.02e-06, 4.57e-07, 9.44e-07, 4.64e-07, 3.49e-05, 3.41e-07, 1.66e-06, 7.85e-06, 4.11e-06, 6.81e-06, 1.96e-06, 0.00e+00, 6.43e-08, 2.08e-08, 3.64e-10, 5.77e-06, 6.24e-08, 3.36e-05, 3.66e-07]    [6.24e-07, 1.34e-06, 7.24e-07, 1.02e-06, 4.57e-07, 9.44e-07, 4.64e-07, 3.49e-05, 3.41e-07, 1.66e-06, 7.85e-06, 4.11e-06, 6.81e-06, 1.96e-06, 0.00e+00, 6.43e-08, 2.08e-08, 3.64e-10, 5.77e-06, 6.24e-08, 3.36e-05, 3.66e-07]    []  
223400    [6.06e-07, 1.02e-06, 5.57e-07, 6.46e-07, 1.27e-06, 7.12e-07, 3.72e-07, 1.15e-07, 5.61e-08, 1.26e-05, 7.57e-05, 3.31e-05, 1.15e-04, 1.71e-05, 7.05e-09, 0.00e+00, 1.32e-07, 2.36e-08, 0.00e+00, 0.00e+00, 1.14e-06, 9.64e-08]    [6.06e-07, 1.02e-06, 5.57e-07, 6.46e-07, 1.27e-06, 7.12e-07, 3.72e-07, 1.15e-07, 5.61e-08, 1.26e-05, 7.57e-05, 3.31e-05, 1.15e-04, 1.71e-05, 7.05e-09, 0.00e+00, 1.32e-07, 2.36e-08, 0.00e+00, 0.00e+00, 1.14e-06, 9.64e-08]    []  
223500    [7.28e-05, 2.42e-05, 6.64e-06, 1.82e-05, 6.64e-06, 1.37e-05, 3.62e-06, 7.95e-06, 5.18e-08, 1.44e-04, 1.32e-04, 8.59e-04, 8.51e-04, 4.46e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.43e-06, 3.23e-08]    [7.28e-05, 2.42e-05, 6.64e-06, 1.82e-05, 6.64e-06, 1.37e-05, 3.62e-06, 7.95e-06, 5.18e-08, 1.44e-04, 1.32e-04, 8.59e-04, 8.51e-04, 4.46e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.43e-06, 3.23e-08]    []  
223600    [3.27e-07, 5.58e-07, 5.40e-07, 3.96e-07, 2.68e-07, 6.19e-07, 2.85e-07, 7.12e-08, 1.50e-09, 4.50e-08, 2.33e-06, 2.54e-06, 6.22e-06, 4.57e-06, 0.00e+00, 0.00e+00, 1.57e-13, 1.29e-10, 5.68e-10, 1.63e-09, 4.01e-08, 9.06e-09]    [3.27e-07, 5.58e-07, 5.40e-07, 3.96e-07, 2.68e-07, 6.19e-07, 2.85e-07, 7.12e-08, 1.50e-09, 4.50e-08, 2.33e-06, 2.54e-06, 6.22e-06, 4.57e-06, 0.00e+00, 0.00e+00, 1.57e-13, 1.29e-10, 5.68e-10, 1.63e-09, 4.01e-08, 9.06e-09]    []  
223700    [9.11e-06, 3.01e-06, 1.16e-06, 1.84e-06, 7.50e-07, 1.77e-06, 5.12e-07, 1.06e-05, 7.97e-08, 9.36e-06, 4.80e-05, 8.96e-05, 2.27e-04, 4.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-05, 5.88e-08]    [9.11e-06, 3.01e-06, 1.16e-06, 1.84e-06, 7.50e-07, 1.77e-06, 5.12e-07, 1.06e-05, 7.97e-08, 9.36e-06, 4.80e-05, 8.96e-05, 2.27e-04, 4.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-05, 5.88e-08]    []  
223800    [1.80e-06, 1.58e-06, 7.74e-07, 9.30e-07, 5.14e-07, 9.13e-07, 3.49e-07, 2.69e-05, 3.66e-06, 4.15e-06, 7.36e-06, 1.79e-05, 2.32e-05, 1.14e-04, 3.30e-06, 5.69e-07, 9.06e-07, 4.14e-07, 0.00e+00, 7.38e-07, 2.91e-05, 3.70e-06]    [1.80e-06, 1.58e-06, 7.74e-07, 9.30e-07, 5.14e-07, 9.13e-07, 3.49e-07, 2.69e-05, 3.66e-06, 4.15e-06, 7.36e-06, 1.79e-05, 2.32e-05, 1.14e-04, 3.30e-06, 5.69e-07, 9.06e-07, 4.14e-07, 0.00e+00, 7.38e-07, 2.91e-05, 3.70e-06]    []  
223900    [6.13e-07, 9.89e-07, 6.51e-07, 6.21e-07, 3.44e-07, 8.69e-07, 4.34e-07, 2.91e-05, 4.00e-07, 3.82e-07, 2.22e-05, 1.36e-05, 4.33e-05, 1.57e-05, 0.00e+00, 4.73e-08, 7.35e-11, 0.00e+00, 0.00e+00, 0.00e+00, 3.14e-05, 3.97e-07]    [6.13e-07, 9.89e-07, 6.51e-07, 6.21e-07, 3.44e-07, 8.69e-07, 4.34e-07, 2.91e-05, 4.00e-07, 3.82e-07, 2.22e-05, 1.36e-05, 4.33e-05, 1.57e-05, 0.00e+00, 4.73e-08, 7.35e-11, 0.00e+00, 0.00e+00, 0.00e+00, 3.14e-05, 3.97e-07]    []  
224000    [3.61e-07, 7.10e-07, 4.40e-07, 4.15e-07, 3.71e-07, 6.90e-07, 3.41e-07, 1.38e-05, 4.55e-06, 7.08e-07, 2.01e-05, 1.34e-05, 2.21e-05, 8.92e-07, 5.17e-08, 3.23e-09, 2.04e-07, 1.27e-07, 2.19e-06, 0.00e+00, 1.34e-05, 4.50e-06]    [3.61e-07, 7.10e-07, 4.40e-07, 4.15e-07, 3.71e-07, 6.90e-07, 3.41e-07, 1.38e-05, 4.55e-06, 7.08e-07, 2.01e-05, 1.34e-05, 2.21e-05, 8.92e-07, 5.17e-08, 3.23e-09, 2.04e-07, 1.27e-07, 2.19e-06, 0.00e+00, 1.34e-05, 4.50e-06]    []  

Best model at step 222458:
  train loss: 5.86e-06
  test loss: 5.86e-06
  test metric: []

'train' took 37.237181 s

Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Best train step: 222458
lambda_a: 2.1721019745
lambda_b: 1.7981481552
kappa_a: 0.73351997137
kappa_b: 0.43589803576
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
224000    [3.61e-07, 7.10e-07, 4.40e-07, 4.15e-07, 3.71e-07, 6.90e-07, 3.41e-07, 1.38e-05, 4.55e-06, 7.08e-07, 2.01e-05, 1.34e-05, 2.21e-05, 8.92e-07, 5.17e-08, 3.23e-09, 2.04e-07, 1.27e-07, 2.19e-06, 0.00e+00, 1.34e-05, 4.50e-06]    [3.61e-07, 7.10e-07, 4.40e-07, 4.15e-07, 3.71e-07, 6.90e-07, 3.41e-07, 1.38e-05, 4.55e-06, 7.08e-07, 2.01e-05, 1.34e-05, 2.21e-05, 8.92e-07, 5.17e-08, 3.23e-09, 2.04e-07, 1.27e-07, 2.19e-06, 0.00e+00, 1.34e-05, 4.50e-06]    []  
224100    [5.80e-07, 5.28e-07, 5.75e-07, 4.40e-07, 3.03e-07, 6.98e-07, 3.20e-07, 1.77e-07, 5.50e-07, 7.78e-07, 2.30e-06, 4.15e-06, 6.39e-06, 1.97e-05, 1.31e-07, 1.05e-07, 2.35e-07, 1.43e-07, 3.88e-08, 1.07e-07, 2.32e-07, 6.08e-07]    [5.80e-07, 5.28e-07, 5.75e-07, 4.40e-07, 3.03e-07, 6.98e-07, 3.20e-07, 1.77e-07, 5.50e-07, 7.78e-07, 2.30e-06, 4.15e-06, 6.39e-06, 1.97e-05, 1.31e-07, 1.05e-07, 2.35e-07, 1.43e-07, 3.88e-08, 1.07e-07, 2.32e-07, 6.08e-07]    []  
224200    [6.85e-07, 5.31e-07, 5.72e-07, 4.22e-07, 3.49e-07, 6.55e-07, 3.41e-07, 1.53e-07, 1.82e-08, 4.48e-07, 3.03e-06, 4.80e-06, 1.06e-05, 2.51e-05, 2.10e-07, 2.30e-07, 2.29e-07, 2.45e-07, 4.71e-08, 4.33e-09, 2.78e-07, 2.79e-08]    [6.85e-07, 5.31e-07, 5.72e-07, 4.22e-07, 3.49e-07, 6.55e-07, 3.41e-07, 1.53e-07, 1.82e-08, 4.48e-07, 3.03e-06, 4.80e-06, 1.06e-05, 2.51e-05, 2.10e-07, 2.30e-07, 2.29e-07, 2.45e-07, 4.71e-08, 4.33e-09, 2.78e-07, 2.79e-08]    []  
224300    [4.09e-06, 1.07e-06, 8.25e-07, 7.59e-07, 6.54e-07, 8.93e-07, 4.02e-07, 2.04e-05, 1.24e-07, 2.02e-06, 4.31e-05, 4.08e-05, 1.47e-04, 1.95e-04, 2.37e-06, 1.47e-06, 2.27e-06, 1.85e-06, 3.84e-06, 2.67e-08, 2.23e-05, 1.64e-07]    [4.09e-06, 1.07e-06, 8.25e-07, 7.59e-07, 6.54e-07, 8.93e-07, 4.02e-07, 2.04e-05, 1.24e-07, 2.02e-06, 4.31e-05, 4.08e-05, 1.47e-04, 1.95e-04, 2.37e-06, 1.47e-06, 2.27e-06, 1.85e-06, 3.84e-06, 2.67e-08, 2.23e-05, 1.64e-07]    []  
224400    [2.84e-06, 1.70e-06, 1.24e-06, 8.79e-07, 7.06e-07, 1.40e-06, 6.86e-07, 3.02e-06, 4.43e-06, 3.93e-06, 9.33e-06, 3.10e-05, 4.59e-05, 2.00e-04, 3.51e-06, 1.78e-06, 6.33e-07, 4.68e-07, 3.23e-07, 8.98e-07, 2.09e-06, 4.42e-06]    [2.84e-06, 1.70e-06, 1.24e-06, 8.79e-07, 7.06e-07, 1.40e-06, 6.86e-07, 3.02e-06, 4.43e-06, 3.93e-06, 9.33e-06, 3.10e-05, 4.59e-05, 2.00e-04, 3.51e-06, 1.78e-06, 6.33e-07, 4.68e-07, 3.23e-07, 8.98e-07, 2.09e-06, 4.42e-06]    []  
224500    [2.55e-06, 1.39e-06, 5.88e-07, 9.85e-07, 3.63e-07, 1.05e-06, 3.99e-07, 9.94e-06, 7.43e-08, 4.24e-06, 8.26e-06, 1.77e-05, 5.02e-05, 9.58e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.45e-06, 1.22e-08, 9.09e-06, 7.91e-08]    [2.55e-06, 1.39e-06, 5.88e-07, 9.85e-07, 3.63e-07, 1.05e-06, 3.99e-07, 9.94e-06, 7.43e-08, 4.24e-06, 8.26e-06, 1.77e-05, 5.02e-05, 9.58e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.45e-06, 1.22e-08, 9.09e-06, 7.91e-08]    []  
224600    [4.73e-07, 5.88e-07, 5.80e-07, 4.91e-07, 2.46e-07, 6.15e-07, 3.29e-07, 1.71e-07, 4.03e-08, 1.47e-07, 1.19e-05, 8.18e-06, 2.22e-05, 3.83e-06, 4.72e-08, 0.00e+00, 3.24e-10, 4.02e-11, 0.00e+00, 0.00e+00, 3.27e-07, 4.07e-08]    [4.73e-07, 5.88e-07, 5.80e-07, 4.91e-07, 2.46e-07, 6.15e-07, 3.29e-07, 1.71e-07, 4.03e-08, 1.47e-07, 1.19e-05, 8.18e-06, 2.22e-05, 3.83e-06, 4.72e-08, 0.00e+00, 3.24e-10, 4.02e-11, 0.00e+00, 0.00e+00, 3.27e-07, 4.07e-08]    []  
224700    [6.50e-07, 5.29e-07, 5.47e-07, 4.43e-07, 3.02e-07, 6.79e-07, 3.49e-07, 1.51e-08, 5.34e-07, 1.13e-06, 2.20e-06, 4.92e-06, 5.60e-06, 2.25e-05, 2.13e-07, 1.45e-07, 2.25e-07, 2.11e-07, 1.16e-09, 0.00e+00, 3.19e-08, 5.67e-07]    [6.50e-07, 5.29e-07, 5.47e-07, 4.43e-07, 3.02e-07, 6.79e-07, 3.49e-07, 1.51e-08, 5.34e-07, 1.13e-06, 2.20e-06, 4.92e-06, 5.60e-06, 2.25e-05, 2.13e-07, 1.45e-07, 2.25e-07, 2.11e-07, 1.16e-09, 0.00e+00, 3.19e-08, 5.67e-07]    []  
224800    [3.59e-06, 1.24e-06, 7.63e-07, 7.95e-07, 3.91e-07, 9.25e-07, 3.74e-07, 2.61e-05, 5.34e-08, 1.15e-06, 4.24e-05, 4.14e-05, 1.32e-04, 1.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.66e-05, 4.56e-08]    [3.59e-06, 1.24e-06, 7.63e-07, 7.95e-07, 3.91e-07, 9.25e-07, 3.74e-07, 2.61e-05, 5.34e-08, 1.15e-06, 4.24e-05, 4.14e-05, 1.32e-04, 1.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.66e-05, 4.56e-08]    []  
224900    [7.59e-07, 6.47e-07, 5.62e-07, 4.52e-07, 2.58e-07, 6.56e-07, 3.16e-07, 2.28e-06, 8.08e-08, 2.36e-07, 8.29e-06, 8.31e-06, 2.51e-05, 2.52e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-06, 6.01e-08]    [7.59e-07, 6.47e-07, 5.62e-07, 4.52e-07, 2.58e-07, 6.56e-07, 3.16e-07, 2.28e-06, 8.08e-08, 2.36e-07, 8.29e-06, 8.31e-06, 2.51e-05, 2.52e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-06, 6.01e-08]    []  
225000    [2.62e-07, 5.45e-07, 5.18e-07, 3.90e-07, 2.79e-07, 6.15e-07, 2.81e-07, 3.82e-09, 2.82e-12, 8.59e-08, 1.03e-06, 1.29e-06, 1.29e-06, 1.36e-07, 5.93e-09, 5.67e-10, 9.06e-09, 1.26e-08, 1.51e-08, 6.10e-10, 8.46e-08, 2.90e-09]    [2.62e-07, 5.45e-07, 5.18e-07, 3.90e-07, 2.79e-07, 6.15e-07, 2.81e-07, 3.82e-09, 2.82e-12, 8.59e-08, 1.03e-06, 1.29e-06, 1.29e-06, 1.36e-07, 5.93e-09, 5.67e-10, 9.06e-09, 1.26e-08, 1.51e-08, 6.10e-10, 8.46e-08, 2.90e-09]    []  
225100    [2.86e-07, 5.18e-07, 3.99e-07, 4.47e-07, 2.24e-07, 6.37e-07, 4.63e-07, 1.72e-07, 2.41e-06, 1.41e-07, 1.53e-06, 1.86e-06, 1.74e-06, 8.78e-07, 1.47e-08, 5.85e-09, 3.98e-08, 1.53e-08, 3.52e-08, 0.00e+00, 2.02e-07, 2.50e-06]    [2.86e-07, 5.18e-07, 3.99e-07, 4.47e-07, 2.24e-07, 6.37e-07, 4.63e-07, 1.72e-07, 2.41e-06, 1.41e-07, 1.53e-06, 1.86e-06, 1.74e-06, 8.78e-07, 1.47e-08, 5.85e-09, 3.98e-08, 1.53e-08, 3.52e-08, 0.00e+00, 2.02e-07, 2.50e-06]    []  
225200    [6.58e-07, 5.14e-07, 4.95e-07, 4.11e-07, 3.13e-07, 6.57e-07, 4.78e-07, 8.59e-08, 1.21e-09, 5.73e-07, 2.92e-06, 5.13e-06, 1.04e-05, 2.53e-05, 1.40e-07, 1.96e-07, 2.96e-07, 2.33e-07, 3.77e-12, 4.84e-11, 5.92e-08, 1.94e-09]    [6.58e-07, 5.14e-07, 4.95e-07, 4.11e-07, 3.13e-07, 6.57e-07, 4.78e-07, 8.59e-08, 1.21e-09, 5.73e-07, 2.92e-06, 5.13e-06, 1.04e-05, 2.53e-05, 1.40e-07, 1.96e-07, 2.96e-07, 2.33e-07, 3.77e-12, 4.84e-11, 5.92e-08, 1.94e-09]    []  
225300    [2.22e-05, 7.06e-06, 2.10e-06, 4.55e-06, 1.67e-06, 4.04e-06, 9.61e-07, 7.13e-05, 1.48e-08, 2.81e-05, 6.55e-05, 2.21e-04, 3.85e-04, 1.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.38e-05, 1.74e-08]    [2.22e-05, 7.06e-06, 2.10e-06, 4.55e-06, 1.67e-06, 4.04e-06, 9.61e-07, 7.13e-05, 1.48e-08, 2.81e-05, 6.55e-05, 2.21e-04, 3.85e-04, 1.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.38e-05, 1.74e-08]    []  
225400    [9.73e-06, 3.75e-06, 8.75e-07, 3.52e-06, 8.90e-07, 2.28e-06, 6.68e-07, 1.63e-06, 1.62e-10, 1.58e-05, 5.96e-05, 9.68e-05, 2.84e-04, 4.75e-04, 0.00e+00, 4.00e-09, 0.00e+00, 0.00e+00, 1.16e-07, 3.89e-12, 7.57e-07, 3.50e-09]    [9.73e-06, 3.75e-06, 8.75e-07, 3.52e-06, 8.90e-07, 2.28e-06, 6.68e-07, 1.63e-06, 1.62e-10, 1.58e-05, 5.96e-05, 9.68e-05, 2.84e-04, 4.75e-04, 0.00e+00, 4.00e-09, 0.00e+00, 0.00e+00, 1.16e-07, 3.89e-12, 7.57e-07, 3.50e-09]    []  
225500    [2.83e-06, 2.45e-06, 8.89e-07, 1.19e-06, 5.78e-07, 1.34e-06, 4.93e-07, 5.44e-05, 1.62e-09, 9.04e-06, 4.50e-05, 4.42e-05, 2.18e-05, 6.62e-05, 4.87e-06, 3.78e-07, 1.67e-07, 9.36e-10, 0.00e+00, 0.00e+00, 6.29e-05, 1.34e-08]    [2.83e-06, 2.45e-06, 8.89e-07, 1.19e-06, 5.78e-07, 1.34e-06, 4.93e-07, 5.44e-05, 1.62e-09, 9.04e-06, 4.50e-05, 4.42e-05, 2.18e-05, 6.62e-05, 4.87e-06, 3.78e-07, 1.67e-07, 9.36e-10, 0.00e+00, 0.00e+00, 6.29e-05, 1.34e-08]    []  
225600    [1.06e-06, 1.35e-06, 7.71e-07, 5.44e-07, 8.44e-07, 8.23e-07, 4.11e-07, 6.11e-06, 9.98e-09, 2.04e-06, 7.34e-05, 3.82e-05, 1.35e-04, 2.69e-05, 5.50e-07, 4.35e-10, 5.99e-07, 9.02e-08, 8.64e-07, 1.57e-09, 5.31e-06, 9.09e-09]    [1.06e-06, 1.35e-06, 7.71e-07, 5.44e-07, 8.44e-07, 8.23e-07, 4.11e-07, 6.11e-06, 9.98e-09, 2.04e-06, 7.34e-05, 3.82e-05, 1.35e-04, 2.69e-05, 5.50e-07, 4.35e-10, 5.99e-07, 9.02e-08, 8.64e-07, 1.57e-09, 5.31e-06, 9.09e-09]    []  
225700    [2.37e-06, 1.58e-06, 6.17e-07, 1.11e-06, 3.82e-07, 1.15e-06, 4.32e-07, 2.63e-06, 1.53e-09, 1.59e-06, 1.90e-05, 2.50e-05, 7.47e-05, 1.11e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.14e-12, 3.20e-06, 2.27e-09]    [2.37e-06, 1.58e-06, 6.17e-07, 1.11e-06, 3.82e-07, 1.15e-06, 4.32e-07, 2.63e-06, 1.53e-09, 1.59e-06, 1.90e-05, 2.50e-05, 7.47e-05, 1.11e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.14e-12, 3.20e-06, 2.27e-09]    []  
225800    [1.15e-05, 8.89e-06, 8.50e-06, 2.31e-05, 7.80e-06, 7.03e-06, 9.20e-06, 1.81e-05, 6.69e-08, 1.15e-05, 7.23e-05, 3.84e-04, 2.49e-04, 1.17e-03, 5.40e-05, 4.39e-05, 3.17e-06, 7.68e-07, 2.17e-06, 0.00e+00, 1.41e-05, 9.34e-08]    [1.15e-05, 8.89e-06, 8.50e-06, 2.31e-05, 7.80e-06, 7.03e-06, 9.20e-06, 1.81e-05, 6.69e-08, 1.15e-05, 7.23e-05, 3.84e-04, 2.49e-04, 1.17e-03, 5.40e-05, 4.39e-05, 3.17e-06, 7.68e-07, 2.17e-06, 0.00e+00, 1.41e-05, 9.34e-08]    []  
225900    [2.97e-07, 6.37e-07, 6.34e-07, 4.83e-07, 4.10e-07, 6.22e-07, 3.39e-07, 1.58e-11, 3.54e-09, 3.74e-09, 9.88e-07, 1.35e-06, 1.32e-06, 2.43e-08, 5.77e-09, 2.58e-09, 1.20e-08, 1.66e-08, 1.46e-08, 1.15e-10, 8.14e-08, 2.00e-09]    [2.97e-07, 6.37e-07, 6.34e-07, 4.83e-07, 4.10e-07, 6.22e-07, 3.39e-07, 1.58e-11, 3.54e-09, 3.74e-09, 9.88e-07, 1.35e-06, 1.32e-06, 2.43e-08, 5.77e-09, 2.58e-09, 1.20e-08, 1.66e-08, 1.46e-08, 1.15e-10, 8.14e-08, 2.00e-09]    []  
226000    [3.64e-06, 1.19e-06, 1.35e-06, 7.80e-07, 4.65e-07, 7.72e-07, 4.05e-07, 1.13e-04, 2.04e-04, 6.27e-07, 2.37e-04, 1.31e-04, 4.01e-04, 1.52e-04, 0.00e+00, 5.99e-17, 0.00e+00, 0.00e+00, 0.00e+00, 5.14e-05, 1.18e-04, 2.04e-04]    [3.64e-06, 1.19e-06, 1.35e-06, 7.80e-07, 4.65e-07, 7.72e-07, 4.05e-07, 1.13e-04, 2.04e-04, 6.27e-07, 2.37e-04, 1.31e-04, 4.01e-04, 1.52e-04, 0.00e+00, 5.99e-17, 0.00e+00, 0.00e+00, 0.00e+00, 5.14e-05, 1.18e-04, 2.04e-04]    []  

Best model at step 222458:
  train loss: 5.86e-06
  test loss: 5.86e-06
  test metric: []

'train' took 36.932406 s

Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
226000    [3.64e-06, 1.19e-06, 1.35e-06, 7.80e-07, 4.65e-07, 7.72e-07, 4.05e-07, 1.13e-04, 2.04e-04, 6.27e-07, 2.37e-04, 1.31e-04, 4.01e-04, 1.52e-04, 0.00e+00, 5.99e-17, 0.00e+00, 0.00e+00, 0.00e+00, 5.14e-05, 1.18e-04, 2.04e-04]    [3.64e-06, 1.19e-06, 1.35e-06, 7.80e-07, 4.65e-07, 7.72e-07, 4.05e-07, 1.13e-04, 2.04e-04, 6.27e-07, 2.37e-04, 1.31e-04, 4.01e-04, 1.52e-04, 0.00e+00, 5.99e-17, 0.00e+00, 0.00e+00, 0.00e+00, 5.14e-05, 1.18e-04, 2.04e-04]    []  
226100    [1.08e-05, 4.05e-06, 7.83e-07, 2.78e-06, 9.17e-07, 2.22e-06, 5.12e-07, 1.79e-07, 4.42e-08, 1.72e-05, 3.81e-05, 1.19e-04, 2.51e-04, 6.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.41e-07, 5.60e-08]    [1.08e-05, 4.05e-06, 7.83e-07, 2.78e-06, 9.17e-07, 2.22e-06, 5.12e-07, 1.79e-07, 4.42e-08, 1.72e-05, 3.81e-05, 1.19e-04, 2.51e-04, 6.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.41e-07, 5.60e-08]    []  
226200    [4.38e-06, 1.76e-06, 1.00e-06, 8.08e-07, 8.09e-07, 9.72e-07, 4.33e-07, 1.89e-06, 5.96e-09, 4.86e-06, 2.80e-05, 4.12e-05, 1.11e-04, 2.39e-04, 2.97e-06, 1.94e-06, 2.41e-06, 1.54e-06, 2.28e-07, 7.93e-10, 1.48e-06, 4.40e-09]    [4.38e-06, 1.76e-06, 1.00e-06, 8.08e-07, 8.09e-07, 9.72e-07, 4.33e-07, 1.89e-06, 5.96e-09, 4.86e-06, 2.80e-05, 4.12e-05, 1.11e-04, 2.39e-04, 2.97e-06, 1.94e-06, 2.41e-06, 1.54e-06, 2.28e-07, 7.93e-10, 1.48e-06, 4.40e-09]    []  
226300    [2.07e-06, 1.27e-06, 5.07e-07, 7.42e-07, 5.26e-07, 9.73e-07, 4.86e-07, 6.14e-07, 4.74e-07, 4.54e-06, 4.12e-06, 2.07e-05, 3.99e-05, 1.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.66e-08, 7.38e-08, 2.43e-07, 4.28e-07]    [2.07e-06, 1.27e-06, 5.07e-07, 7.42e-07, 5.26e-07, 9.73e-07, 4.86e-07, 6.14e-07, 4.74e-07, 4.54e-06, 4.12e-06, 2.07e-05, 3.99e-05, 1.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.66e-08, 7.38e-08, 2.43e-07, 4.28e-07]    []  
226400    [1.28e-05, 5.86e-06, 3.86e-06, 4.58e-06, 1.49e-06, 4.59e-06, 1.86e-06, 3.79e-05, 3.52e-04, 4.51e-05, 4.63e-05, 1.45e-04, 1.01e-04, 7.97e-04, 2.61e-05, 5.30e-06, 4.74e-06, 2.57e-06, 6.50e-06, 0.00e+00, 3.67e-05, 3.51e-04]    [1.28e-05, 5.86e-06, 3.86e-06, 4.58e-06, 1.49e-06, 4.59e-06, 1.86e-06, 3.79e-05, 3.52e-04, 4.51e-05, 4.63e-05, 1.45e-04, 1.01e-04, 7.97e-04, 2.61e-05, 5.30e-06, 4.74e-06, 2.57e-06, 6.50e-06, 0.00e+00, 3.67e-05, 3.51e-04]    []  
226500    [7.20e-07, 6.61e-07, 5.42e-07, 4.56e-07, 2.58e-07, 6.18e-07, 2.90e-07, 3.28e-06, 9.61e-08, 8.62e-08, 1.19e-05, 9.78e-06, 3.13e-05, 2.57e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.11e-06, 9.81e-08]    [7.20e-07, 6.61e-07, 5.42e-07, 4.56e-07, 2.58e-07, 6.18e-07, 2.90e-07, 3.28e-06, 9.61e-08, 8.62e-08, 1.19e-05, 9.78e-06, 3.13e-05, 2.57e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.11e-06, 9.81e-08]    []  
226600    [6.06e-07, 9.24e-07, 5.19e-07, 5.19e-07, 3.21e-07, 8.33e-07, 4.00e-07, 6.53e-11, 1.38e-04, 1.25e-07, 6.85e-06, 4.25e-06, 1.08e-05, 1.61e-06, 6.21e-08, 0.00e+00, 1.05e-07, 2.43e-09, 2.27e-09, 3.60e-05, 4.03e-08, 1.38e-04]    [6.06e-07, 9.24e-07, 5.19e-07, 5.19e-07, 3.21e-07, 8.33e-07, 4.00e-07, 6.53e-11, 1.38e-04, 1.25e-07, 6.85e-06, 4.25e-06, 1.08e-05, 1.61e-06, 6.21e-08, 0.00e+00, 1.05e-07, 2.43e-09, 2.27e-09, 3.60e-05, 4.03e-08, 1.38e-04]    []  
226700    [1.50e-06, 1.25e-06, 5.36e-07, 8.32e-07, 4.61e-07, 8.45e-07, 2.95e-07, 1.09e-05, 2.62e-07, 3.28e-07, 2.18e-05, 1.59e-05, 5.63e-05, 5.58e-05, 1.58e-06, 6.26e-08, 6.78e-07, 9.71e-07, 1.68e-06, 0.00e+00, 1.04e-05, 2.82e-07]    [1.50e-06, 1.25e-06, 5.36e-07, 8.32e-07, 4.61e-07, 8.45e-07, 2.95e-07, 1.09e-05, 2.62e-07, 3.28e-07, 2.18e-05, 1.59e-05, 5.63e-05, 5.58e-05, 1.58e-06, 6.26e-08, 6.78e-07, 9.71e-07, 1.68e-06, 0.00e+00, 1.04e-05, 2.82e-07]    []  
226800    [1.22e-06, 9.61e-07, 4.20e-07, 6.03e-07, 3.54e-07, 8.25e-07, 3.43e-07, 3.15e-07, 3.74e-05, 1.57e-06, 4.92e-06, 9.36e-06, 2.68e-05, 5.30e-05, 0.00e+00, 0.00e+00, 1.12e-09, 0.00e+00, 7.46e-09, 0.00e+00, 4.63e-08, 3.97e-05]    [1.22e-06, 9.61e-07, 4.20e-07, 6.03e-07, 3.54e-07, 8.25e-07, 3.43e-07, 3.15e-07, 3.74e-05, 1.57e-06, 4.92e-06, 9.36e-06, 2.68e-05, 5.30e-05, 0.00e+00, 0.00e+00, 1.12e-09, 0.00e+00, 7.46e-09, 0.00e+00, 4.63e-08, 3.97e-05]    []  
226900    [3.69e-07, 5.91e-07, 4.81e-07, 5.48e-07, 2.48e-07, 6.27e-07, 3.15e-07, 4.70e-06, 1.30e-08, 4.41e-07, 8.62e-06, 6.88e-06, 1.12e-05, 2.43e-07, 3.60e-07, 0.00e+00, 3.18e-09, 2.62e-09, 0.00e+00, 0.00e+00, 5.09e-06, 1.78e-08]    [3.69e-07, 5.91e-07, 4.81e-07, 5.48e-07, 2.48e-07, 6.27e-07, 3.15e-07, 4.70e-06, 1.30e-08, 4.41e-07, 8.62e-06, 6.88e-06, 1.12e-05, 2.43e-07, 3.60e-07, 0.00e+00, 3.18e-09, 2.62e-09, 0.00e+00, 0.00e+00, 5.09e-06, 1.78e-08]    []  
227000    [4.24e-07, 5.14e-07, 4.44e-07, 4.08e-07, 2.89e-07, 6.28e-07, 2.89e-07, 1.79e-06, 1.16e-09, 1.27e-08, 5.72e-06, 4.13e-06, 1.20e-05, 8.75e-06, 9.42e-08, 7.22e-08, 2.08e-07, 1.72e-07, 3.08e-07, 5.58e-10, 1.99e-06, 2.84e-09]    [4.24e-07, 5.14e-07, 4.44e-07, 4.08e-07, 2.89e-07, 6.28e-07, 2.89e-07, 1.79e-06, 1.16e-09, 1.27e-08, 5.72e-06, 4.13e-06, 1.20e-05, 8.75e-06, 9.42e-08, 7.22e-08, 2.08e-07, 1.72e-07, 3.08e-07, 5.58e-10, 1.99e-06, 2.84e-09]    []  
227100    [2.53e-07, 4.97e-07, 4.78e-07, 4.11e-07, 2.62e-07, 6.14e-07, 2.74e-07, 2.80e-07, 6.40e-10, 2.02e-08, 8.00e-07, 1.29e-06, 1.41e-06, 5.96e-07, 1.13e-09, 0.00e+00, 3.65e-09, 9.35e-09, 0.00e+00, 7.79e-10, 1.50e-07, 3.87e-09]    [2.53e-07, 4.97e-07, 4.78e-07, 4.11e-07, 2.62e-07, 6.14e-07, 2.74e-07, 2.80e-07, 6.40e-10, 2.02e-08, 8.00e-07, 1.29e-06, 1.41e-06, 5.96e-07, 1.13e-09, 0.00e+00, 3.65e-09, 9.35e-09, 0.00e+00, 7.79e-10, 1.50e-07, 3.87e-09]    []  
227200    [1.78e-06, 6.60e-07, 6.20e-07, 5.17e-07, 4.50e-07, 7.01e-07, 3.12e-07, 1.34e-06, 4.26e-08, 1.34e-06, 1.46e-05, 1.61e-05, 5.34e-05, 8.65e-05, 8.99e-07, 7.46e-07, 9.12e-07, 7.97e-07, 2.50e-07, 7.91e-09, 1.62e-06, 5.08e-08]    [1.78e-06, 6.60e-07, 6.20e-07, 5.17e-07, 4.50e-07, 7.01e-07, 3.12e-07, 1.34e-06, 4.26e-08, 1.34e-06, 1.46e-05, 1.61e-05, 5.34e-05, 8.65e-05, 8.99e-07, 7.46e-07, 9.12e-07, 7.97e-07, 2.50e-07, 7.91e-09, 1.62e-06, 5.08e-08]    []  
227300    [2.87e-06, 1.15e-06, 6.90e-07, 7.61e-07, 3.45e-07, 8.52e-07, 3.43e-07, 1.04e-05, 2.49e-07, 9.44e-07, 3.76e-05, 3.54e-05, 1.15e-04, 1.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-05, 3.66e-07]    [2.87e-06, 1.15e-06, 6.90e-07, 7.61e-07, 3.45e-07, 8.52e-07, 3.43e-07, 1.04e-05, 2.49e-07, 9.44e-07, 3.76e-05, 3.54e-05, 1.15e-04, 1.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-05, 3.66e-07]    []  
227400    [1.77e-05, 5.21e-06, 1.74e-06, 3.29e-06, 1.14e-06, 2.91e-06, 6.98e-07, 7.29e-05, 2.85e-07, 1.47e-05, 1.09e-04, 1.79e-04, 4.55e-04, 9.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.54e-05, 2.94e-07]    [1.77e-05, 5.21e-06, 1.74e-06, 3.29e-06, 1.14e-06, 2.91e-06, 6.98e-07, 7.29e-05, 2.85e-07, 1.47e-05, 1.09e-04, 1.79e-04, 4.55e-04, 9.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.54e-05, 2.94e-07]    []  
227500    [2.11e-05, 4.91e-06, 2.98e-06, 3.87e-06, 3.20e-06, 2.91e-06, 2.20e-06, 2.15e-05, 9.14e-07, 5.16e-05, 6.25e-05, 2.26e-04, 3.11e-04, 1.43e-03, 2.29e-05, 2.34e-05, 8.28e-06, 6.07e-06, 4.07e-06, 1.84e-07, 2.34e-05, 1.00e-06]    [2.11e-05, 4.91e-06, 2.98e-06, 3.87e-06, 3.20e-06, 2.91e-06, 2.20e-06, 2.15e-05, 9.14e-07, 5.16e-05, 6.25e-05, 2.26e-04, 3.11e-04, 1.43e-03, 2.29e-05, 2.34e-05, 8.28e-06, 6.07e-06, 4.07e-06, 1.84e-07, 2.34e-05, 1.00e-06]    []  
227600    [1.09e-04, 2.32e-05, 6.90e-06, 1.70e-05, 7.40e-06, 1.52e-05, 4.41e-06, 9.27e-05, 6.17e-08, 4.96e-04, 6.02e-04, 7.10e-04, 3.90e-04, 4.53e-03, 1.30e-04, 5.07e-05, 4.94e-05, 3.05e-05, 1.83e-05, 0.00e+00, 9.94e-05, 4.20e-08]    [1.09e-04, 2.32e-05, 6.90e-06, 1.70e-05, 7.40e-06, 1.52e-05, 4.41e-06, 9.27e-05, 6.17e-08, 4.96e-04, 6.02e-04, 7.10e-04, 3.90e-04, 4.53e-03, 1.30e-04, 5.07e-05, 4.94e-05, 3.05e-05, 1.83e-05, 0.00e+00, 9.94e-05, 4.20e-08]    []  
227700    [1.38e-06, 2.33e-06, 1.77e-06, 3.47e-06, 5.09e-06, 9.75e-07, 5.77e-06, 3.00e-06, 3.17e-10, 1.68e-07, 1.57e-05, 9.60e-06, 1.61e-05, 2.20e-06, 2.41e-10, 6.63e-08, 6.01e-07, 2.55e-07, 5.08e-07, 5.29e-12, 3.15e-06, 7.57e-11]    [1.38e-06, 2.33e-06, 1.77e-06, 3.47e-06, 5.09e-06, 9.75e-07, 5.77e-06, 3.00e-06, 3.17e-10, 1.68e-07, 1.57e-05, 9.60e-06, 1.61e-05, 2.20e-06, 2.41e-10, 6.63e-08, 6.01e-07, 2.55e-07, 5.08e-07, 5.29e-12, 3.15e-06, 7.57e-11]    []  
227800    [5.67e-07, 1.92e-06, 1.87e-06, 1.48e-06, 4.02e-06, 6.15e-07, 3.27e-06, 2.94e-08, 1.60e-09, 6.93e-09, 1.46e-06, 1.64e-06, 1.57e-06, 2.82e-08, 2.74e-09, 7.79e-09, 3.39e-08, 1.75e-08, 1.14e-08, 1.60e-09, 8.41e-08, 9.48e-09]    [5.67e-07, 1.92e-06, 1.87e-06, 1.48e-06, 4.02e-06, 6.15e-07, 3.27e-06, 2.94e-08, 1.60e-09, 6.93e-09, 1.46e-06, 1.64e-06, 1.57e-06, 2.82e-08, 2.74e-09, 7.79e-09, 3.39e-08, 1.75e-08, 1.14e-08, 1.60e-09, 8.41e-08, 9.48e-09]    []  
227900    [4.05e-07, 1.81e-06, 4.24e-06, 1.86e-06, 3.31e-06, 5.79e-07, 2.66e-06, 5.68e-07, 3.19e-03, 2.96e-07, 1.11e-06, 1.18e-06, 1.23e-06, 2.74e-08, 9.15e-09, 9.96e-09, 2.81e-08, 1.23e-08, 1.28e-07, 1.03e-03, 8.23e-07, 3.20e-03]    [4.05e-07, 1.81e-06, 4.24e-06, 1.86e-06, 3.31e-06, 5.79e-07, 2.66e-06, 5.68e-07, 3.19e-03, 2.96e-07, 1.11e-06, 1.18e-06, 1.23e-06, 2.74e-08, 9.15e-09, 9.96e-09, 2.81e-08, 1.23e-08, 1.28e-07, 1.03e-03, 8.23e-07, 3.20e-03]    []  
228000    [4.04e-07, 1.80e-06, 1.76e-06, 1.40e-06, 2.74e-06, 5.47e-07, 2.04e-06, 6.91e-08, 7.24e-08, 1.94e-09, 9.05e-07, 1.04e-06, 1.34e-06, 2.65e-08, 1.73e-08, 9.60e-09, 1.75e-08, 7.71e-09, 3.04e-08, 0.00e+00, 1.69e-07, 3.39e-08]    [4.04e-07, 1.80e-06, 1.76e-06, 1.40e-06, 2.74e-06, 5.47e-07, 2.04e-06, 6.91e-08, 7.24e-08, 1.94e-09, 9.05e-07, 1.04e-06, 1.34e-06, 2.65e-08, 1.73e-08, 9.60e-09, 1.75e-08, 7.71e-09, 3.04e-08, 0.00e+00, 1.69e-07, 3.39e-08]    []  

Best model at step 222458:
  train loss: 5.86e-06
  test loss: 5.86e-06
  test metric: []

'train' took 39.608069 s

Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
228000    [4.04e-07, 1.80e-06, 1.76e-06, 1.40e-06, 2.74e-06, 5.47e-07, 2.04e-06, 6.91e-08, 7.24e-08, 1.94e-09, 9.05e-07, 1.04e-06, 1.34e-06, 2.65e-08, 1.73e-08, 9.60e-09, 1.75e-08, 7.71e-09, 3.04e-08, 0.00e+00, 1.69e-07, 3.39e-08]    [4.04e-07, 1.80e-06, 1.76e-06, 1.40e-06, 2.74e-06, 5.47e-07, 2.04e-06, 6.91e-08, 7.24e-08, 1.94e-09, 9.05e-07, 1.04e-06, 1.34e-06, 2.65e-08, 1.73e-08, 9.60e-09, 1.75e-08, 7.71e-09, 3.04e-08, 0.00e+00, 1.69e-07, 3.39e-08]    []  
228100    [2.37e-06, 3.17e-06, 1.58e-06, 2.52e-06, 2.77e-06, 1.45e-06, 3.10e-06, 3.91e-08, 1.84e-09, 1.12e-05, 8.72e-06, 3.68e-05, 5.26e-05, 2.16e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.88e-09, 2.23e-10, 1.63e-08, 1.68e-09]    [2.37e-06, 3.17e-06, 1.58e-06, 2.52e-06, 2.77e-06, 1.45e-06, 3.10e-06, 3.91e-08, 1.84e-09, 1.12e-05, 8.72e-06, 3.68e-05, 5.26e-05, 2.16e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.88e-09, 2.23e-10, 1.63e-08, 1.68e-09]    []  
228200    [2.99e-07, 1.70e-06, 1.62e-06, 9.50e-07, 2.06e-06, 5.89e-07, 1.80e-06, 2.51e-09, 1.71e-09, 2.69e-09, 5.80e-07, 1.15e-06, 1.11e-06, 3.81e-08, 1.40e-08, 2.37e-10, 9.28e-09, 9.00e-09, 4.28e-09, 6.18e-10, 2.63e-08, 3.24e-09]    [2.99e-07, 1.70e-06, 1.62e-06, 9.50e-07, 2.06e-06, 5.89e-07, 1.80e-06, 2.51e-09, 1.71e-09, 2.69e-09, 5.80e-07, 1.15e-06, 1.11e-06, 3.81e-08, 1.40e-08, 2.37e-10, 9.28e-09, 9.00e-09, 4.28e-09, 6.18e-10, 2.63e-08, 3.24e-09]    []  
228300    [1.69e-05, 4.83e-06, 2.75e-06, 3.33e-06, 3.69e-06, 3.10e-06, 2.40e-06, 4.63e-07, 2.07e-10, 3.49e-05, 4.74e-05, 1.76e-04, 2.86e-04, 1.19e-03, 2.04e-05, 1.54e-05, 6.91e-06, 6.52e-06, 1.16e-07, 1.26e-09, 7.24e-07, 6.71e-09]    [1.69e-05, 4.83e-06, 2.75e-06, 3.33e-06, 3.69e-06, 3.10e-06, 2.40e-06, 4.63e-07, 2.07e-10, 3.49e-05, 4.74e-05, 1.76e-04, 2.86e-04, 1.19e-03, 2.04e-05, 1.54e-05, 6.91e-06, 6.52e-06, 1.16e-07, 1.26e-09, 7.24e-07, 6.71e-09]    []  
228400    [3.18e-07, 1.55e-06, 1.60e-06, 8.31e-07, 1.72e-06, 7.06e-07, 1.74e-06, 2.14e-07, 1.24e-12, 1.54e-08, 8.88e-07, 1.51e-06, 1.40e-06, 1.64e-07, 3.30e-08, 0.00e+00, 1.30e-08, 2.18e-08, 0.00e+00, 1.01e-09, 1.05e-07, 5.20e-09]    [3.18e-07, 1.55e-06, 1.60e-06, 8.31e-07, 1.72e-06, 7.06e-07, 1.74e-06, 2.14e-07, 1.24e-12, 1.54e-08, 8.88e-07, 1.51e-06, 1.40e-06, 1.64e-07, 3.30e-08, 0.00e+00, 1.30e-08, 2.18e-08, 0.00e+00, 1.01e-09, 1.05e-07, 5.20e-09]    []  
228500    [2.39e-07, 1.51e-06, 1.58e-06, 9.34e-07, 1.50e-06, 6.06e-07, 1.49e-06, 1.02e-09, 1.85e-09, 8.33e-10, 5.24e-07, 1.03e-06, 1.02e-06, 1.65e-08, 1.43e-08, 6.39e-10, 8.04e-09, 8.48e-09, 4.25e-09, 6.65e-10, 2.34e-08, 3.27e-09]    [2.39e-07, 1.51e-06, 1.58e-06, 9.34e-07, 1.50e-06, 6.06e-07, 1.49e-06, 1.02e-09, 1.85e-09, 8.33e-10, 5.24e-07, 1.03e-06, 1.02e-06, 1.65e-08, 1.43e-08, 6.39e-10, 8.04e-09, 8.48e-09, 4.25e-09, 6.65e-10, 2.34e-08, 3.27e-09]    []  
228600    [3.42e-06, 3.11e-06, 1.84e-06, 2.10e-06, 1.90e-06, 1.74e-06, 2.35e-06, 2.54e-05, 6.87e-08, 8.21e-06, 5.87e-05, 1.01e-04, 6.77e-05, 3.91e-05, 6.12e-06, 8.85e-07, 1.36e-08, 2.75e-09, 0.00e+00, 0.00e+00, 3.43e-05, 1.58e-07]    [3.42e-06, 3.11e-06, 1.84e-06, 2.10e-06, 1.90e-06, 1.74e-06, 2.35e-06, 2.54e-05, 6.87e-08, 8.21e-06, 5.87e-05, 1.01e-04, 6.77e-05, 3.91e-05, 6.12e-06, 8.85e-07, 1.36e-08, 2.75e-09, 0.00e+00, 0.00e+00, 3.43e-05, 1.58e-07]    []  
228700    [3.05e-07, 1.49e-06, 1.55e-06, 9.25e-07, 1.27e-06, 6.50e-07, 1.38e-06, 3.55e-10, 8.06e-09, 3.64e-09, 9.57e-07, 1.26e-06, 1.25e-06, 1.94e-08, 2.02e-08, 1.06e-09, 1.43e-08, 1.63e-08, 1.28e-08, 1.42e-10, 6.34e-08, 1.84e-09]    [3.05e-07, 1.49e-06, 1.55e-06, 9.25e-07, 1.27e-06, 6.50e-07, 1.38e-06, 3.55e-10, 8.06e-09, 3.64e-09, 9.57e-07, 1.26e-06, 1.25e-06, 1.94e-08, 2.02e-08, 1.06e-09, 1.43e-08, 1.63e-08, 1.28e-08, 1.42e-10, 6.34e-08, 1.84e-09]    []  
228800    [1.01e-06, 1.70e-06, 1.59e-06, 1.01e-06, 1.36e-06, 9.75e-07, 1.64e-06, 5.70e-08, 2.15e-08, 2.03e-06, 4.72e-06, 9.41e-06, 1.98e-05, 5.78e-05, 1.35e-06, 1.13e-08, 7.33e-07, 6.14e-07, 1.43e-08, 0.00e+00, 9.30e-08, 1.17e-08]    [1.01e-06, 1.70e-06, 1.59e-06, 1.01e-06, 1.36e-06, 9.75e-07, 1.64e-06, 5.70e-08, 2.15e-08, 2.03e-06, 4.72e-06, 9.41e-06, 1.98e-05, 5.78e-05, 1.35e-06, 1.13e-08, 7.33e-07, 6.14e-07, 1.43e-08, 0.00e+00, 9.30e-08, 1.17e-08]    []  
228900    [2.47e-07, 1.35e-06, 1.49e-06, 8.80e-07, 1.13e-06, 6.55e-07, 1.29e-06, 1.75e-09, 1.96e-09, 9.99e-11, 6.80e-07, 1.14e-06, 1.15e-06, 9.62e-08, 2.33e-08, 2.31e-09, 1.51e-08, 1.51e-08, 4.02e-09, 4.95e-10, 2.51e-08, 2.66e-09]    [2.47e-07, 1.35e-06, 1.49e-06, 8.80e-07, 1.13e-06, 6.55e-07, 1.29e-06, 1.75e-09, 1.96e-09, 9.99e-11, 6.80e-07, 1.14e-06, 1.15e-06, 9.62e-08, 2.33e-08, 2.31e-09, 1.51e-08, 1.51e-08, 4.02e-09, 4.95e-10, 2.51e-08, 2.66e-09]    []  
229000    [3.43e-07, 1.25e-06, 1.49e-06, 7.62e-07, 1.12e-06, 7.68e-07, 1.38e-06, 3.37e-07, 1.08e-07, 1.18e-07, 1.31e-06, 1.97e-06, 2.76e-06, 4.19e-06, 1.15e-07, 9.14e-09, 4.39e-08, 6.96e-08, 0.00e+00, 0.00e+00, 2.42e-07, 7.94e-08]    [3.43e-07, 1.25e-06, 1.49e-06, 7.62e-07, 1.12e-06, 7.68e-07, 1.38e-06, 3.37e-07, 1.08e-07, 1.18e-07, 1.31e-06, 1.97e-06, 2.76e-06, 4.19e-06, 1.15e-07, 9.14e-09, 4.39e-08, 6.96e-08, 0.00e+00, 0.00e+00, 2.42e-07, 7.94e-08]    []  
229100    [1.09e-06, 1.63e-06, 1.44e-06, 8.56e-07, 1.16e-06, 8.84e-07, 1.74e-06, 2.47e-05, 7.64e-06, 2.49e-09, 4.23e-05, 2.80e-05, 9.05e-05, 3.17e-05, 0.00e+00, 9.24e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.78e-05, 9.10e-06]    [1.09e-06, 1.63e-06, 1.44e-06, 8.56e-07, 1.16e-06, 8.84e-07, 1.74e-06, 2.47e-05, 7.64e-06, 2.49e-09, 4.23e-05, 2.80e-05, 9.05e-05, 3.17e-05, 0.00e+00, 9.24e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.78e-05, 9.10e-06]    []  
229200    [2.87e-06, 1.94e-06, 2.04e-06, 1.58e-06, 1.54e-06, 1.14e-06, 1.96e-06, 8.81e-06, 4.77e-08, 4.89e-07, 4.23e-05, 3.24e-05, 1.27e-04, 1.30e-04, 6.70e-07, 1.43e-06, 1.20e-06, 1.18e-06, 1.43e-06, 6.89e-09, 8.59e-06, 4.50e-08]    [2.87e-06, 1.94e-06, 2.04e-06, 1.58e-06, 1.54e-06, 1.14e-06, 1.96e-06, 8.81e-06, 4.77e-08, 4.89e-07, 4.23e-05, 3.24e-05, 1.27e-04, 1.30e-04, 6.70e-07, 1.43e-06, 1.20e-06, 1.18e-06, 1.43e-06, 6.89e-09, 8.59e-06, 4.50e-08]    []  
229300    [5.94e-07, 1.44e-06, 1.37e-06, 6.94e-07, 9.29e-07, 8.66e-07, 1.45e-06, 1.14e-05, 5.29e-08, 1.39e-07, 2.15e-06, 2.98e-06, 2.59e-06, 1.46e-06, 2.79e-08, 0.00e+00, 4.04e-08, 7.22e-10, 0.00e+00, 0.00e+00, 1.29e-05, 5.49e-08]    [5.94e-07, 1.44e-06, 1.37e-06, 6.94e-07, 9.29e-07, 8.66e-07, 1.45e-06, 1.14e-05, 5.29e-08, 1.39e-07, 2.15e-06, 2.98e-06, 2.59e-06, 1.46e-06, 2.79e-08, 0.00e+00, 4.04e-08, 7.22e-10, 0.00e+00, 0.00e+00, 1.29e-05, 5.49e-08]    []  
229400    [3.70e-07, 1.24e-06, 1.36e-06, 6.12e-07, 9.45e-07, 8.54e-07, 1.27e-06, 1.87e-05, 9.87e-08, 6.88e-07, 1.50e-05, 8.38e-06, 1.95e-05, 1.55e-06, 1.68e-09, 5.56e-08, 1.42e-07, 9.15e-08, 3.16e-06, 1.73e-08, 1.88e-05, 1.09e-07]    [3.70e-07, 1.24e-06, 1.36e-06, 6.12e-07, 9.45e-07, 8.54e-07, 1.27e-06, 1.87e-05, 9.87e-08, 6.88e-07, 1.50e-05, 8.38e-06, 1.95e-05, 1.55e-06, 1.68e-09, 5.56e-08, 1.42e-07, 9.15e-08, 3.16e-06, 1.73e-08, 1.88e-05, 1.09e-07]    []  
229500    [3.82e-07, 1.13e-06, 1.32e-06, 6.57e-07, 8.23e-07, 8.11e-07, 1.23e-06, 1.76e-08, 4.31e-07, 2.71e-07, 1.51e-06, 2.39e-06, 2.37e-06, 4.43e-06, 0.00e+00, 0.00e+00, 6.31e-09, 1.73e-10, 1.62e-09, 0.00e+00, 8.05e-09, 6.48e-07]    [3.82e-07, 1.13e-06, 1.32e-06, 6.57e-07, 8.23e-07, 8.11e-07, 1.23e-06, 1.76e-08, 4.31e-07, 2.71e-07, 1.51e-06, 2.39e-06, 2.37e-06, 4.43e-06, 0.00e+00, 0.00e+00, 6.31e-09, 1.73e-10, 1.62e-09, 0.00e+00, 8.05e-09, 6.48e-07]    []  
229600    [3.72e-07, 1.12e-06, 1.27e-06, 6.14e-07, 8.13e-07, 8.87e-07, 1.18e-06, 1.61e-05, 2.58e-07, 9.56e-07, 1.49e-05, 8.41e-06, 1.64e-05, 4.74e-07, 3.45e-09, 5.29e-09, 1.08e-07, 6.75e-08, 2.54e-06, 3.80e-08, 1.52e-05, 2.32e-07]    [3.72e-07, 1.12e-06, 1.27e-06, 6.14e-07, 8.13e-07, 8.87e-07, 1.18e-06, 1.61e-05, 2.58e-07, 9.56e-07, 1.49e-05, 8.41e-06, 1.64e-05, 4.74e-07, 3.45e-09, 5.29e-09, 1.08e-07, 6.75e-08, 2.54e-06, 3.80e-08, 1.52e-05, 2.32e-07]    []  
229700    [3.55e-07, 9.36e-07, 1.35e-06, 6.43e-07, 7.73e-07, 7.49e-07, 1.22e-06, 8.39e-06, 6.08e-07, 2.69e-07, 4.94e-06, 4.67e-06, 7.84e-06, 1.51e-07, 3.41e-09, 1.02e-08, 2.06e-09, 1.24e-09, 0.00e+00, 0.00e+00, 8.30e-06, 6.14e-07]    [3.55e-07, 9.36e-07, 1.35e-06, 6.43e-07, 7.73e-07, 7.49e-07, 1.22e-06, 8.39e-06, 6.08e-07, 2.69e-07, 4.94e-06, 4.67e-06, 7.84e-06, 1.51e-07, 3.41e-09, 1.02e-08, 2.06e-09, 1.24e-09, 0.00e+00, 0.00e+00, 8.30e-06, 6.14e-07]    []  
229800    [5.11e-06, 1.64e-06, 1.68e-06, 1.19e-06, 1.22e-06, 1.27e-06, 1.36e-06, 5.08e-06, 4.55e-07, 7.46e-06, 2.72e-05, 4.92e-05, 1.30e-04, 3.24e-04, 3.98e-06, 2.84e-06, 2.35e-06, 2.21e-06, 9.27e-07, 5.57e-08, 5.75e-06, 3.37e-07]    [5.11e-06, 1.64e-06, 1.68e-06, 1.19e-06, 1.22e-06, 1.27e-06, 1.36e-06, 5.08e-06, 4.55e-07, 7.46e-06, 2.72e-05, 4.92e-05, 1.30e-04, 3.24e-04, 3.98e-06, 2.84e-06, 2.35e-06, 2.21e-06, 9.27e-07, 5.57e-08, 5.75e-06, 3.37e-07]    []  
229900    [2.04e-06, 1.55e-06, 1.52e-06, 3.11e-06, 1.47e-06, 1.66e-06, 1.74e-06, 2.62e-05, 8.06e-08, 7.60e-06, 5.06e-06, 2.13e-05, 2.37e-05, 1.16e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.11e-06, 1.00e-08, 2.41e-05, 6.62e-08]    [2.04e-06, 1.55e-06, 1.52e-06, 3.11e-06, 1.47e-06, 1.66e-06, 1.74e-06, 2.62e-05, 8.06e-08, 7.60e-06, 5.06e-06, 2.13e-05, 2.37e-05, 1.16e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.11e-06, 1.00e-08, 2.41e-05, 6.62e-08]    []  
230000    [1.22e-05, 2.78e-06, 2.02e-06, 2.04e-06, 1.63e-06, 1.92e-06, 1.26e-06, 8.97e-05, 1.13e-06, 6.74e-06, 1.17e-04, 1.28e-04, 4.58e-04, 7.34e-04, 1.03e-05, 5.75e-06, 6.90e-06, 5.85e-06, 1.81e-05, 2.27e-07, 9.44e-05, 1.21e-06]    [1.22e-05, 2.78e-06, 2.02e-06, 2.04e-06, 1.63e-06, 1.92e-06, 1.26e-06, 8.97e-05, 1.13e-06, 6.74e-06, 1.17e-04, 1.28e-04, 4.58e-04, 7.34e-04, 1.03e-05, 5.75e-06, 6.90e-06, 5.85e-06, 1.81e-05, 2.27e-07, 9.44e-05, 1.21e-06]    []  

Best model at step 222458:
  train loss: 5.86e-06
  test loss: 5.86e-06
  test metric: []

'train' took 41.517997 s

Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
230000    [1.22e-05, 2.78e-06, 2.02e-06, 2.04e-06, 1.63e-06, 1.92e-06, 1.26e-06, 8.97e-05, 1.13e-06, 6.74e-06, 1.17e-04, 1.28e-04, 4.58e-04, 7.34e-04, 1.03e-05, 5.75e-06, 6.90e-06, 5.85e-06, 1.81e-05, 2.27e-07, 9.44e-05, 1.21e-06]    [1.22e-05, 2.78e-06, 2.02e-06, 2.04e-06, 1.63e-06, 1.92e-06, 1.26e-06, 8.97e-05, 1.13e-06, 6.74e-06, 1.17e-04, 1.28e-04, 4.58e-04, 7.34e-04, 1.03e-05, 5.75e-06, 6.90e-06, 5.85e-06, 1.81e-05, 2.27e-07, 9.44e-05, 1.21e-06]    []  
230100    [2.61e-07, 6.92e-07, 1.13e-06, 5.62e-07, 5.65e-07, 7.46e-07, 9.33e-07, 2.00e-09, 4.46e-08, 1.72e-09, 9.05e-07, 1.35e-06, 1.32e-06, 6.04e-08, 1.89e-08, 5.41e-09, 1.98e-08, 2.32e-08, 7.00e-09, 4.64e-09, 4.36e-08, 3.05e-08]    [2.61e-07, 6.92e-07, 1.13e-06, 5.62e-07, 5.65e-07, 7.46e-07, 9.33e-07, 2.00e-09, 4.46e-08, 1.72e-09, 9.05e-07, 1.35e-06, 1.32e-06, 6.04e-08, 1.89e-08, 5.41e-09, 1.98e-08, 2.32e-08, 7.00e-09, 4.64e-09, 4.36e-08, 3.05e-08]    []  
230200    [3.69e-07, 6.83e-07, 1.16e-06, 6.81e-07, 5.95e-07, 7.98e-07, 9.41e-07, 2.32e-06, 1.86e-06, 3.51e-07, 2.25e-06, 2.94e-06, 2.12e-06, 5.10e-06, 8.70e-08, 7.12e-09, 7.07e-08, 4.47e-08, 3.40e-07, 3.23e-07, 2.24e-06, 1.72e-06]    [3.69e-07, 6.83e-07, 1.16e-06, 6.81e-07, 5.95e-07, 7.98e-07, 9.41e-07, 2.32e-06, 1.86e-06, 3.51e-07, 2.25e-06, 2.94e-06, 2.12e-06, 5.10e-06, 8.70e-08, 7.12e-09, 7.07e-08, 4.47e-08, 3.40e-07, 3.23e-07, 2.24e-06, 1.72e-06]    []  
230300    [1.82e-06, 8.52e-07, 1.24e-06, 6.57e-07, 7.14e-07, 8.64e-07, 1.02e-06, 1.70e-06, 1.67e-07, 2.10e-06, 9.81e-06, 1.59e-05, 4.03e-05, 9.59e-05, 9.75e-07, 7.47e-07, 9.55e-07, 5.55e-07, 2.89e-07, 1.92e-08, 1.85e-06, 1.22e-07]    [1.82e-06, 8.52e-07, 1.24e-06, 6.57e-07, 7.14e-07, 8.64e-07, 1.02e-06, 1.70e-06, 1.67e-07, 2.10e-06, 9.81e-06, 1.59e-05, 4.03e-05, 9.59e-05, 9.75e-07, 7.47e-07, 9.55e-07, 5.55e-07, 2.89e-07, 1.92e-08, 1.85e-06, 1.22e-07]    []  
230400    [3.87e-06, 1.60e-06, 1.11e-06, 1.21e-06, 9.66e-07, 1.25e-06, 9.50e-07, 1.16e-05, 2.79e-10, 7.59e-06, 7.83e-06, 4.02e-05, 5.31e-05, 2.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.32e-05, 4.57e-09]    [3.87e-06, 1.60e-06, 1.11e-06, 1.21e-06, 9.66e-07, 1.25e-06, 9.50e-07, 1.16e-05, 2.79e-10, 7.59e-06, 7.83e-06, 4.02e-05, 5.31e-05, 2.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.32e-05, 4.57e-09]    []  
230500    [7.76e-07, 7.45e-07, 1.14e-06, 5.24e-07, 5.73e-07, 7.61e-07, 8.17e-07, 2.88e-05, 9.26e-08, 2.26e-08, 1.95e-05, 1.38e-05, 4.10e-05, 1.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.03e-05, 1.12e-07]    [7.76e-07, 7.45e-07, 1.14e-06, 5.24e-07, 5.73e-07, 7.61e-07, 8.17e-07, 2.88e-05, 9.26e-08, 2.26e-08, 1.95e-05, 1.38e-05, 4.10e-05, 1.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.03e-05, 1.12e-07]    []  
230600    [4.33e-07, 7.20e-07, 1.08e-06, 7.22e-07, 7.07e-07, 8.70e-07, 8.84e-07, 8.30e-07, 1.14e-06, 2.99e-11, 1.21e-05, 5.21e-06, 1.38e-05, 5.41e-06, 1.44e-10, 1.41e-09, 9.56e-08, 1.02e-07, 0.00e+00, 1.57e-07, 1.20e-06, 8.91e-07]    [4.33e-07, 7.20e-07, 1.08e-06, 7.22e-07, 7.07e-07, 8.70e-07, 8.84e-07, 8.30e-07, 1.14e-06, 2.99e-11, 1.21e-05, 5.21e-06, 1.38e-05, 5.41e-06, 1.44e-10, 1.41e-09, 9.56e-08, 1.02e-07, 0.00e+00, 1.57e-07, 1.20e-06, 8.91e-07]    []  
230700    [5.64e-06, 1.47e-06, 1.54e-06, 1.31e-06, 9.92e-07, 1.19e-06, 1.01e-06, 7.75e-06, 3.44e-06, 3.79e-06, 5.28e-05, 5.71e-05, 2.00e-04, 3.27e-04, 4.60e-06, 2.20e-06, 3.17e-06, 2.34e-06, 1.28e-06, 3.78e-07, 7.74e-06, 2.04e-06]    [5.64e-06, 1.47e-06, 1.54e-06, 1.31e-06, 9.92e-07, 1.19e-06, 1.01e-06, 7.75e-06, 3.44e-06, 3.79e-06, 5.28e-05, 5.71e-05, 2.00e-04, 3.27e-04, 4.60e-06, 2.20e-06, 3.17e-06, 2.34e-06, 1.28e-06, 3.78e-07, 7.74e-06, 2.04e-06]    []  
230800    [2.28e-07, 6.55e-07, 9.14e-07, 5.61e-07, 5.52e-07, 7.83e-07, 7.87e-07, 1.02e-06, 1.85e-08, 1.05e-06, 1.27e-05, 9.08e-06, 1.09e-05, 7.70e-07, 3.85e-14, 3.08e-09, 6.97e-08, 5.15e-08, 1.40e-07, 4.54e-10, 9.20e-07, 2.24e-09]    [2.28e-07, 6.55e-07, 9.14e-07, 5.61e-07, 5.52e-07, 7.83e-07, 7.87e-07, 1.02e-06, 1.85e-08, 1.05e-06, 1.27e-05, 9.08e-06, 1.09e-05, 7.70e-07, 3.85e-14, 3.08e-09, 6.97e-08, 5.15e-08, 1.40e-07, 4.54e-10, 9.20e-07, 2.24e-09]    []  
230900    [2.73e-07, 7.20e-07, 9.26e-07, 5.00e-07, 5.38e-07, 7.33e-07, 7.15e-07, 5.92e-06, 1.06e-08, 9.45e-07, 5.47e-06, 4.52e-06, 3.04e-06, 3.54e-06, 0.00e+00, 3.15e-11, 2.15e-08, 1.81e-09, 8.92e-07, 3.60e-10, 5.59e-06, 1.99e-09]    [2.73e-07, 7.20e-07, 9.26e-07, 5.00e-07, 5.38e-07, 7.33e-07, 7.15e-07, 5.92e-06, 1.06e-08, 9.45e-07, 5.47e-06, 4.52e-06, 3.04e-06, 3.54e-06, 0.00e+00, 3.15e-11, 2.15e-08, 1.81e-09, 8.92e-07, 3.60e-10, 5.59e-06, 1.99e-09]    []  
231000    [4.44e-07, 5.79e-07, 9.80e-07, 4.55e-07, 5.01e-07, 6.97e-07, 6.68e-07, 8.07e-06, 8.89e-09, 5.19e-09, 8.80e-06, 6.48e-06, 1.94e-05, 1.05e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.28e-06, 1.85e-08]    [4.44e-07, 5.79e-07, 9.80e-07, 4.55e-07, 5.01e-07, 6.97e-07, 6.68e-07, 8.07e-06, 8.89e-09, 5.19e-09, 8.80e-06, 6.48e-06, 1.94e-05, 1.05e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.28e-06, 1.85e-08]    []  
231100    [1.71e-06, 7.06e-07, 1.03e-06, 6.12e-07, 6.50e-07, 8.00e-07, 6.42e-07, 1.36e-05, 3.97e-07, 1.77e-07, 2.98e-05, 2.21e-05, 8.01e-05, 7.91e-05, 1.06e-06, 6.08e-07, 1.02e-06, 9.24e-07, 2.48e-06, 6.46e-08, 1.46e-05, 3.79e-07]    [1.71e-06, 7.06e-07, 1.03e-06, 6.12e-07, 6.50e-07, 8.00e-07, 6.42e-07, 1.36e-05, 3.97e-07, 1.77e-07, 2.98e-05, 2.21e-05, 8.01e-05, 7.91e-05, 1.06e-06, 6.08e-07, 1.02e-06, 9.24e-07, 2.48e-06, 6.46e-08, 1.46e-05, 3.79e-07]    []  
231200    [5.12e-05, 2.02e-05, 4.53e-06, 1.47e-05, 5.88e-06, 1.18e-05, 2.75e-06, 6.46e-05, 2.44e-08, 1.11e-04, 9.94e-05, 7.03e-04, 5.19e-04, 3.35e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.62e-05, 8.20e-08]    [5.12e-05, 2.02e-05, 4.53e-06, 1.47e-05, 5.88e-06, 1.18e-05, 2.75e-06, 6.46e-05, 2.44e-08, 1.11e-04, 9.94e-05, 7.03e-04, 5.19e-04, 3.35e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.62e-05, 8.20e-08]    []  
231300    [1.54e-05, 5.49e-06, 1.85e-06, 3.23e-06, 1.39e-06, 3.24e-06, 8.57e-07, 1.15e-04, 7.67e-06, 1.38e-05, 7.62e-05, 1.67e-04, 3.58e-04, 8.82e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.20e-04, 8.00e-06]    [1.54e-05, 5.49e-06, 1.85e-06, 3.23e-06, 1.39e-06, 3.24e-06, 8.57e-07, 1.15e-04, 7.67e-06, 1.38e-05, 7.62e-05, 1.67e-04, 3.58e-04, 8.82e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.20e-04, 8.00e-06]    []  
231400    [7.07e-06, 2.94e-06, 1.52e-06, 1.46e-06, 1.73e-06, 1.81e-06, 1.10e-06, 1.34e-05, 9.08e-06, 2.39e-05, 2.55e-05, 6.53e-05, 3.27e-05, 3.26e-04, 3.79e-06, 4.77e-06, 1.52e-06, 2.14e-06, 0.00e+00, 1.71e-06, 1.62e-05, 7.99e-06]    [7.07e-06, 2.94e-06, 1.52e-06, 1.46e-06, 1.73e-06, 1.81e-06, 1.10e-06, 1.34e-05, 9.08e-06, 2.39e-05, 2.55e-05, 6.53e-05, 3.27e-05, 3.26e-04, 3.79e-06, 4.77e-06, 1.52e-06, 2.14e-06, 0.00e+00, 1.71e-06, 1.62e-05, 7.99e-06]    []  
231500    [2.62e-05, 7.97e-06, 5.37e-06, 8.92e-06, 5.83e-06, 4.79e-06, 4.04e-06, 1.41e-04, 1.69e-04, 1.36e-04, 1.75e-04, 4.03e-04, 1.57e-04, 1.98e-03, 3.71e-05, 4.34e-05, 8.72e-06, 5.99e-06, 0.00e+00, 0.00e+00, 1.43e-04, 1.77e-04]    [2.62e-05, 7.97e-06, 5.37e-06, 8.92e-06, 5.83e-06, 4.79e-06, 4.04e-06, 1.41e-04, 1.69e-04, 1.36e-04, 1.75e-04, 4.03e-04, 1.57e-04, 1.98e-03, 3.71e-05, 4.34e-05, 8.72e-06, 5.99e-06, 0.00e+00, 0.00e+00, 1.43e-04, 1.77e-04]    []  
231600    [4.63e-06, 2.23e-06, 1.77e-06, 5.80e-06, 1.88e-06, 2.02e-06, 1.38e-06, 8.03e-08, 4.09e-09, 1.31e-05, 1.22e-05, 5.61e-05, 7.60e-05, 3.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.65e-08, 0.00e+00, 1.34e-07, 2.60e-08]    [4.63e-06, 2.23e-06, 1.77e-06, 5.80e-06, 1.88e-06, 2.02e-06, 1.38e-06, 8.03e-08, 4.09e-09, 1.31e-05, 1.22e-05, 5.61e-05, 7.60e-05, 3.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.65e-08, 0.00e+00, 1.34e-07, 2.60e-08]    []  
231700    [3.24e-05, 1.22e-05, 3.18e-06, 9.77e-06, 3.86e-06, 7.41e-06, 1.94e-06, 1.19e-05, 4.63e-09, 7.09e-05, 6.21e-05, 4.13e-04, 3.58e-04, 2.08e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-05, 2.18e-08]    [3.24e-05, 1.22e-05, 3.18e-06, 9.77e-06, 3.86e-06, 7.41e-06, 1.94e-06, 1.19e-05, 4.63e-09, 7.09e-05, 6.21e-05, 4.13e-04, 3.58e-04, 2.08e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-05, 2.18e-08]    []  
231800    [5.34e-06, 1.50e-06, 1.63e-06, 7.79e-07, 1.15e-06, 1.10e-06, 8.83e-07, 3.73e-07, 1.94e-08, 6.92e-06, 3.86e-05, 5.21e-05, 1.67e-04, 3.17e-04, 1.65e-06, 3.77e-06, 2.72e-06, 2.95e-06, 3.31e-08, 7.14e-10, 2.02e-07, 3.62e-09]    [5.34e-06, 1.50e-06, 1.63e-06, 7.79e-07, 1.15e-06, 1.10e-06, 8.83e-07, 3.73e-07, 1.94e-08, 6.92e-06, 3.86e-05, 5.21e-05, 1.67e-04, 3.17e-04, 1.65e-06, 3.77e-06, 2.72e-06, 2.95e-06, 3.31e-08, 7.14e-10, 2.02e-07, 3.62e-09]    []  
231900    [5.92e-07, 7.11e-07, 8.98e-07, 6.33e-07, 5.81e-07, 7.26e-07, 6.30e-07, 3.98e-06, 9.71e-06, 4.18e-08, 5.22e-06, 5.49e-06, 1.67e-05, 1.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.24e-06, 1.02e-05]    [5.92e-07, 7.11e-07, 8.98e-07, 6.33e-07, 5.81e-07, 7.26e-07, 6.30e-07, 3.98e-06, 9.71e-06, 4.18e-08, 5.22e-06, 5.49e-06, 1.67e-05, 1.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.24e-06, 1.02e-05]    []  
232000    [2.37e-05, 4.78e-06, 3.10e-06, 3.75e-06, 2.99e-06, 3.02e-06, 1.73e-06, 3.24e-05, 2.87e-09, 3.75e-05, 1.01e-04, 2.27e-04, 5.49e-04, 1.56e-03, 2.53e-05, 1.84e-05, 1.09e-05, 9.57e-06, 6.21e-06, 1.56e-11, 3.44e-05, 4.68e-09]    [2.37e-05, 4.78e-06, 3.10e-06, 3.75e-06, 2.99e-06, 3.02e-06, 1.73e-06, 3.24e-05, 2.87e-09, 3.75e-05, 1.01e-04, 2.27e-04, 5.49e-04, 1.56e-03, 2.53e-05, 1.84e-05, 1.09e-05, 9.57e-06, 6.21e-06, 1.56e-11, 3.44e-05, 4.68e-09]    []  

Best model at step 222458:
  train loss: 5.86e-06
  test loss: 5.86e-06
  test metric: []

'train' took 40.611785 s

Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
232000    [2.37e-05, 4.78e-06, 3.10e-06, 3.75e-06, 2.99e-06, 3.02e-06, 1.73e-06, 3.24e-05, 2.87e-09, 3.75e-05, 1.01e-04, 2.27e-04, 5.49e-04, 1.56e-03, 2.53e-05, 1.84e-05, 1.09e-05, 9.57e-06, 6.21e-06, 1.56e-11, 3.44e-05, 4.68e-09]    [2.37e-05, 4.78e-06, 3.10e-06, 3.75e-06, 2.99e-06, 3.02e-06, 1.73e-06, 3.24e-05, 2.87e-09, 3.75e-05, 1.01e-04, 2.27e-04, 5.49e-04, 1.56e-03, 2.53e-05, 1.84e-05, 1.09e-05, 9.57e-06, 6.21e-06, 1.56e-11, 3.44e-05, 4.68e-09]    []  
232100    [2.48e-07, 5.44e-07, 8.61e-07, 3.63e-07, 5.77e-07, 6.52e-07, 4.55e-07, 4.70e-09, 2.94e-08, 2.65e-08, 7.86e-07, 1.10e-06, 1.04e-06, 2.22e-07, 4.39e-09, 6.34e-10, 7.18e-09, 1.12e-08, 1.09e-08, 0.00e+00, 6.17e-08, 4.30e-08]    [2.48e-07, 5.44e-07, 8.61e-07, 3.63e-07, 5.77e-07, 6.52e-07, 4.55e-07, 4.70e-09, 2.94e-08, 2.65e-08, 7.86e-07, 1.10e-06, 1.04e-06, 2.22e-07, 4.39e-09, 6.34e-10, 7.18e-09, 1.12e-08, 1.09e-08, 0.00e+00, 6.17e-08, 4.30e-08]    []  
232200    [2.93e-07, 6.51e-07, 7.57e-07, 4.50e-07, 5.91e-07, 7.40e-07, 4.86e-07, 8.95e-09, 7.60e-08, 5.47e-07, 7.18e-06, 4.33e-06, 5.58e-06, 3.06e-07, 3.20e-10, 4.81e-10, 5.57e-08, 2.80e-08, 2.94e-09, 0.00e+00, 1.60e-08, 2.66e-07]    [2.93e-07, 6.51e-07, 7.57e-07, 4.50e-07, 5.91e-07, 7.40e-07, 4.86e-07, 8.95e-09, 7.60e-08, 5.47e-07, 7.18e-06, 4.33e-06, 5.58e-06, 3.06e-07, 3.20e-10, 4.81e-10, 5.57e-08, 2.80e-08, 2.94e-09, 0.00e+00, 1.60e-08, 2.66e-07]    []  
232300    [5.06e-07, 8.08e-07, 8.79e-07, 5.84e-07, 6.26e-07, 6.93e-07, 6.24e-07, 1.39e-06, 8.47e-08, 4.30e-09, 4.40e-06, 4.40e-06, 8.74e-06, 1.96e-06, 0.00e+00, 1.84e-11, 5.48e-09, 0.00e+00, 0.00e+00, 4.51e-09, 1.75e-06, 2.94e-08]    [5.06e-07, 8.08e-07, 8.79e-07, 5.84e-07, 6.26e-07, 6.93e-07, 6.24e-07, 1.39e-06, 8.47e-08, 4.30e-09, 4.40e-06, 4.40e-06, 8.74e-06, 1.96e-06, 0.00e+00, 1.84e-11, 5.48e-09, 0.00e+00, 0.00e+00, 4.51e-09, 1.75e-06, 2.94e-08]    []  
232400    [5.09e-05, 1.56e-05, 4.56e-06, 9.35e-06, 3.17e-06, 8.41e-06, 1.55e-06, 7.39e-05, 4.27e-06, 5.36e-05, 2.19e-04, 5.20e-04, 1.07e-03, 2.77e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.03e-05, 4.67e-06]    [5.09e-05, 1.56e-05, 4.56e-06, 9.35e-06, 3.17e-06, 8.41e-06, 1.55e-06, 7.39e-05, 4.27e-06, 5.36e-05, 2.19e-04, 5.20e-04, 1.07e-03, 2.77e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.03e-05, 4.67e-06]    []  
232500    [2.55e-07, 5.57e-07, 7.82e-07, 3.65e-07, 5.59e-07, 6.43e-07, 4.89e-07, 1.49e-11, 2.01e-08, 2.67e-08, 9.28e-07, 1.29e-06, 1.13e-06, 2.96e-07, 5.60e-09, 1.28e-09, 1.70e-08, 1.37e-08, 4.60e-09, 3.78e-10, 3.56e-08, 2.42e-09]    [2.55e-07, 5.57e-07, 7.82e-07, 3.65e-07, 5.59e-07, 6.43e-07, 4.89e-07, 1.49e-11, 2.01e-08, 2.67e-08, 9.28e-07, 1.29e-06, 1.13e-06, 2.96e-07, 5.60e-09, 1.28e-09, 1.70e-08, 1.37e-08, 4.60e-09, 3.78e-10, 3.56e-08, 2.42e-09]    []  
232600    [4.99e-06, 1.60e-06, 1.21e-06, 2.42e-06, 2.16e-06, 1.29e-06, 1.20e-06, 2.03e-05, 1.60e-06, 1.32e-08, 2.72e-04, 1.68e-04, 6.22e-04, 2.65e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.78e-06, 1.56e-07, 1.14e-05, 8.93e-07]    [4.99e-06, 1.60e-06, 1.21e-06, 2.42e-06, 2.16e-06, 1.29e-06, 1.20e-06, 2.03e-05, 1.60e-06, 1.32e-08, 2.72e-04, 1.68e-04, 6.22e-04, 2.65e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.78e-06, 1.56e-07, 1.14e-05, 8.93e-07]    []  
232700    [3.37e-07, 6.09e-07, 7.59e-07, 3.73e-07, 5.28e-07, 6.40e-07, 4.46e-07, 7.59e-10, 5.59e-09, 1.88e-07, 1.18e-06, 2.28e-06, 4.18e-06, 6.89e-06, 0.00e+00, 0.00e+00, 9.80e-10, 7.13e-13, 6.80e-09, 4.20e-10, 4.23e-08, 2.44e-09]    [3.37e-07, 6.09e-07, 7.59e-07, 3.73e-07, 5.28e-07, 6.40e-07, 4.46e-07, 7.59e-10, 5.59e-09, 1.88e-07, 1.18e-06, 2.28e-06, 4.18e-06, 6.89e-06, 0.00e+00, 0.00e+00, 9.80e-10, 7.13e-13, 6.80e-09, 4.20e-10, 4.23e-08, 2.44e-09]    []  
232800    [2.99e-07, 5.22e-07, 7.41e-07, 3.57e-07, 5.76e-07, 6.26e-07, 4.87e-07, 1.04e-10, 7.71e-08, 9.95e-08, 8.21e-07, 1.44e-06, 1.46e-06, 2.10e-06, 4.54e-08, 4.38e-08, 4.39e-08, 4.84e-08, 3.89e-09, 0.00e+00, 3.14e-08, 2.27e-07]    [2.99e-07, 5.22e-07, 7.41e-07, 3.57e-07, 5.76e-07, 6.26e-07, 4.87e-07, 1.04e-10, 7.71e-08, 9.95e-08, 8.21e-07, 1.44e-06, 1.46e-06, 2.10e-06, 4.54e-08, 4.38e-08, 4.39e-08, 4.84e-08, 3.89e-09, 0.00e+00, 3.14e-08, 2.27e-07]    []  
232900    [2.44e-07, 5.51e-07, 7.15e-07, 3.86e-07, 5.43e-07, 6.59e-07, 4.86e-07, 1.59e-07, 5.37e-09, 8.52e-08, 7.53e-07, 1.36e-06, 1.22e-06, 9.76e-07, 0.00e+00, 7.00e-09, 2.86e-09, 8.04e-09, 2.91e-08, 7.34e-11, 1.68e-07, 1.64e-09]    [2.44e-07, 5.51e-07, 7.15e-07, 3.86e-07, 5.43e-07, 6.59e-07, 4.86e-07, 1.59e-07, 5.37e-09, 8.52e-08, 7.53e-07, 1.36e-06, 1.22e-06, 9.76e-07, 0.00e+00, 7.00e-09, 2.86e-09, 8.04e-09, 2.91e-08, 7.34e-11, 1.68e-07, 1.64e-09]    []  
233000    [4.49e-07, 5.28e-07, 7.27e-07, 3.99e-07, 5.64e-07, 6.64e-07, 4.64e-07, 5.78e-07, 8.83e-07, 1.02e-07, 2.83e-06, 3.03e-06, 7.25e-06, 1.02e-05, 1.78e-07, 3.26e-08, 1.80e-07, 1.34e-07, 1.03e-07, 1.39e-07, 6.63e-07, 7.69e-07]    [4.49e-07, 5.28e-07, 7.27e-07, 3.99e-07, 5.64e-07, 6.64e-07, 4.64e-07, 5.78e-07, 8.83e-07, 1.02e-07, 2.83e-06, 3.03e-06, 7.25e-06, 1.02e-05, 1.78e-07, 3.26e-08, 1.80e-07, 1.34e-07, 1.03e-07, 1.39e-07, 6.63e-07, 7.69e-07]    []  
233100    [1.47e-06, 9.92e-07, 7.96e-07, 5.63e-07, 5.65e-07, 8.11e-07, 4.62e-07, 2.78e-07, 3.32e-09, 1.17e-06, 9.18e-06, 1.44e-05, 4.08e-05, 7.18e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.81e-11, 2.95e-07, 1.43e-08]    [1.47e-06, 9.92e-07, 7.96e-07, 5.63e-07, 5.65e-07, 8.11e-07, 4.62e-07, 2.78e-07, 3.32e-09, 1.17e-06, 9.18e-06, 1.44e-05, 4.08e-05, 7.18e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.81e-11, 2.95e-07, 1.43e-08]    []  
233200    [2.72e-07, 5.21e-07, 7.20e-07, 3.48e-07, 5.68e-07, 6.20e-07, 4.58e-07, 2.53e-07, 5.82e-09, 1.65e-09, 1.07e-06, 1.28e-06, 1.66e-06, 7.69e-07, 1.73e-08, 1.41e-08, 4.68e-08, 3.44e-08, 5.49e-08, 3.23e-10, 3.33e-07, 2.22e-09]    [2.72e-07, 5.21e-07, 7.20e-07, 3.48e-07, 5.68e-07, 6.20e-07, 4.58e-07, 2.53e-07, 5.82e-09, 1.65e-09, 1.07e-06, 1.28e-06, 1.66e-06, 7.69e-07, 1.73e-08, 1.41e-08, 4.68e-08, 3.44e-08, 5.49e-08, 3.23e-10, 3.33e-07, 2.22e-09]    []  
233300    [2.97e-06, 8.93e-07, 9.63e-07, 6.55e-07, 7.80e-07, 8.56e-07, 5.69e-07, 6.51e-07, 1.15e-08, 4.01e-06, 1.67e-05, 2.62e-05, 7.40e-05, 1.66e-04, 2.09e-06, 1.03e-06, 1.45e-06, 1.24e-06, 1.40e-07, 7.15e-10, 9.00e-07, 3.60e-09]    [2.97e-06, 8.93e-07, 9.63e-07, 6.55e-07, 7.80e-07, 8.56e-07, 5.69e-07, 6.51e-07, 1.15e-08, 4.01e-06, 1.67e-05, 2.62e-05, 7.40e-05, 1.66e-04, 2.09e-06, 1.03e-06, 1.45e-06, 1.24e-06, 1.40e-07, 7.15e-10, 9.00e-07, 3.60e-09]    []  
233400    [3.24e-05, 1.02e-05, 3.11e-06, 6.32e-06, 2.17e-06, 5.75e-06, 1.13e-06, 1.41e-04, 6.81e-08, 3.22e-05, 1.41e-04, 3.33e-04, 6.85e-04, 1.77e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.60e-10, 1.48e-04, 5.37e-09]    [3.24e-05, 1.02e-05, 3.11e-06, 6.32e-06, 2.17e-06, 5.75e-06, 1.13e-06, 1.41e-04, 6.81e-08, 3.22e-05, 1.41e-04, 3.33e-04, 6.85e-04, 1.77e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.60e-10, 1.48e-04, 5.37e-09]    []  
233500    [2.58e-07, 5.10e-07, 6.77e-07, 3.49e-07, 5.29e-07, 6.07e-07, 4.64e-07, 2.83e-09, 6.08e-10, 1.54e-09, 1.20e-06, 1.29e-06, 1.90e-06, 7.09e-07, 2.88e-08, 1.16e-08, 3.68e-08, 3.60e-08, 7.43e-09, 5.03e-11, 4.65e-08, 2.21e-09]    [2.58e-07, 5.10e-07, 6.77e-07, 3.49e-07, 5.29e-07, 6.07e-07, 4.64e-07, 2.83e-09, 6.08e-10, 1.54e-09, 1.20e-06, 1.29e-06, 1.90e-06, 7.09e-07, 2.88e-08, 1.16e-08, 3.68e-08, 3.60e-08, 7.43e-09, 5.03e-11, 4.65e-08, 2.21e-09]    []  
233600    [5.58e-07, 6.32e-07, 6.89e-07, 4.01e-07, 5.24e-07, 6.36e-07, 4.45e-07, 1.55e-06, 1.47e-09, 1.38e-07, 4.95e-06, 5.61e-06, 1.60e-05, 1.75e-05, 0.00e+00, 0.00e+00, 1.97e-12, 0.00e+00, 0.00e+00, 0.00e+00, 1.47e-06, 9.66e-09]    [5.58e-07, 6.32e-07, 6.89e-07, 4.01e-07, 5.24e-07, 6.36e-07, 4.45e-07, 1.55e-06, 1.47e-09, 1.38e-07, 4.95e-06, 5.61e-06, 1.60e-05, 1.75e-05, 0.00e+00, 0.00e+00, 1.97e-12, 0.00e+00, 0.00e+00, 0.00e+00, 1.47e-06, 9.66e-09]    []  
233700    [2.19e-05, 5.43e-06, 3.69e-06, 6.02e-06, 3.52e-06, 3.32e-06, 2.80e-06, 5.75e-08, 2.06e-06, 6.39e-05, 6.35e-05, 2.32e-04, 2.72e-04, 1.45e-03, 2.54e-05, 2.20e-05, 9.18e-06, 5.28e-06, 3.36e-08, 3.81e-07, 1.73e-07, 1.98e-06]    [2.19e-05, 5.43e-06, 3.69e-06, 6.02e-06, 3.52e-06, 3.32e-06, 2.80e-06, 5.75e-08, 2.06e-06, 6.39e-05, 6.35e-05, 2.32e-04, 2.72e-04, 1.45e-03, 2.54e-05, 2.20e-05, 9.18e-06, 5.28e-06, 3.36e-08, 3.81e-07, 1.73e-07, 1.98e-06]    []  
233800    [1.09e-06, 1.19e-06, 7.66e-07, 8.51e-07, 6.32e-07, 7.46e-07, 4.94e-07, 5.21e-05, 2.59e-07, 2.67e-06, 9.56e-06, 1.31e-05, 3.47e-06, 3.56e-05, 2.64e-06, 2.09e-07, 2.23e-07, 2.04e-08, 0.00e+00, 0.00e+00, 5.61e-05, 6.91e-07]    [1.09e-06, 1.19e-06, 7.66e-07, 8.51e-07, 6.32e-07, 7.46e-07, 4.94e-07, 5.21e-05, 2.59e-07, 2.67e-06, 9.56e-06, 1.31e-05, 3.47e-06, 3.56e-05, 2.64e-06, 2.09e-07, 2.23e-07, 2.04e-08, 0.00e+00, 0.00e+00, 5.61e-05, 6.91e-07]    []  
233900    [4.41e-07, 5.89e-07, 6.11e-07, 4.49e-07, 5.53e-07, 6.54e-07, 4.53e-07, 6.69e-06, 5.33e-08, 7.64e-08, 1.20e-05, 7.07e-06, 1.99e-05, 8.16e-06, 1.06e-07, 4.59e-08, 1.67e-07, 2.81e-07, 1.02e-06, 2.15e-09, 6.27e-06, 1.29e-08]    [4.41e-07, 5.89e-07, 6.11e-07, 4.49e-07, 5.53e-07, 6.54e-07, 4.53e-07, 6.69e-06, 5.33e-08, 7.64e-08, 1.20e-05, 7.07e-06, 1.99e-05, 8.16e-06, 1.06e-07, 4.59e-08, 1.67e-07, 2.81e-07, 1.02e-06, 2.15e-09, 6.27e-06, 1.29e-08]    []  
234000    [3.64e-05, 1.21e-05, 3.10e-06, 8.20e-06, 2.80e-06, 6.97e-06, 1.56e-06, 1.76e-04, 7.11e-06, 4.38e-05, 1.18e-04, 3.83e-04, 6.54e-04, 2.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-04, 7.62e-06]    [3.64e-05, 1.21e-05, 3.10e-06, 8.20e-06, 2.80e-06, 6.97e-06, 1.56e-06, 1.76e-04, 7.11e-06, 4.38e-05, 1.18e-04, 3.83e-04, 6.54e-04, 2.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-04, 7.62e-06]    []  

Best model at step 222458:
  train loss: 5.86e-06
  test loss: 5.86e-06
  test metric: []

'train' took 34.959703 s

Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
234000    [3.64e-05, 1.21e-05, 3.10e-06, 8.20e-06, 2.80e-06, 6.97e-06, 1.56e-06, 1.76e-04, 7.11e-06, 4.38e-05, 1.18e-04, 3.83e-04, 6.54e-04, 2.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-04, 7.62e-06]    [3.64e-05, 1.21e-05, 3.10e-06, 8.20e-06, 2.80e-06, 6.97e-06, 1.56e-06, 1.76e-04, 7.11e-06, 4.38e-05, 1.18e-04, 3.83e-04, 6.54e-04, 2.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-04, 7.62e-06]    []  
234100    [5.41e-06, 1.86e-06, 1.10e-06, 1.12e-06, 7.03e-07, 1.17e-06, 5.54e-07, 2.25e-05, 1.44e-10, 2.00e-06, 7.19e-05, 6.98e-05, 2.21e-04, 2.68e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.84e-13, 2.42e-05, 2.40e-08]    [5.41e-06, 1.86e-06, 1.10e-06, 1.12e-06, 7.03e-07, 1.17e-06, 5.54e-07, 2.25e-05, 1.44e-10, 2.00e-06, 7.19e-05, 6.98e-05, 2.21e-04, 2.68e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.84e-13, 2.42e-05, 2.40e-08]    []  
234200    [7.59e-06, 3.24e-06, 1.02e-06, 2.77e-06, 1.07e-06, 2.12e-06, 6.85e-07, 1.76e-06, 6.74e-08, 1.19e-05, 3.87e-05, 7.48e-05, 2.01e-04, 4.13e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.49e-07, 2.46e-09, 9.74e-07, 1.48e-08]    [7.59e-06, 3.24e-06, 1.02e-06, 2.77e-06, 1.07e-06, 2.12e-06, 6.85e-07, 1.76e-06, 6.74e-08, 1.19e-05, 3.87e-05, 7.48e-05, 2.01e-04, 4.13e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.49e-07, 2.46e-09, 9.74e-07, 1.48e-08]    []  
234300    [4.41e-07, 6.50e-07, 6.51e-07, 4.83e-07, 5.65e-07, 5.85e-07, 5.04e-07, 6.86e-06, 6.20e-06, 6.20e-07, 4.99e-06, 4.87e-06, 3.89e-06, 3.45e-06, 2.45e-07, 5.09e-08, 1.98e-08, 1.33e-08, 0.00e+00, 0.00e+00, 8.52e-06, 8.06e-06]    [4.41e-07, 6.50e-07, 6.51e-07, 4.83e-07, 5.65e-07, 5.85e-07, 5.04e-07, 6.86e-06, 6.20e-06, 6.20e-07, 4.99e-06, 4.87e-06, 3.89e-06, 3.45e-06, 2.45e-07, 5.09e-08, 1.98e-08, 1.33e-08, 0.00e+00, 0.00e+00, 8.52e-06, 8.06e-06]    []  
234400    [3.61e-07, 6.60e-07, 6.25e-07, 4.71e-07, 5.15e-07, 7.23e-07, 4.94e-07, 1.39e-06, 3.84e-08, 9.84e-07, 2.85e-06, 3.71e-06, 1.84e-06, 1.09e-05, 1.85e-12, 0.00e+00, 5.19e-09, 0.00e+00, 1.96e-07, 1.04e-09, 1.29e-06, 5.16e-09]    [3.61e-07, 6.60e-07, 6.25e-07, 4.71e-07, 5.15e-07, 7.23e-07, 4.94e-07, 1.39e-06, 3.84e-08, 9.84e-07, 2.85e-06, 3.71e-06, 1.84e-06, 1.09e-05, 1.85e-12, 0.00e+00, 5.19e-09, 0.00e+00, 1.96e-07, 1.04e-09, 1.29e-06, 5.16e-09]    []  
234500    [3.95e-07, 6.40e-07, 6.86e-07, 4.73e-07, 5.38e-07, 6.52e-07, 4.82e-07, 2.58e-08, 1.58e-07, 3.77e-07, 2.16e-06, 2.45e-06, 3.59e-06, 1.25e-06, 3.72e-08, 4.96e-09, 2.87e-08, 2.56e-08, 5.09e-09, 9.88e-09, 2.60e-08, 6.34e-08]    [3.95e-07, 6.40e-07, 6.86e-07, 4.73e-07, 5.38e-07, 6.52e-07, 4.82e-07, 2.58e-08, 1.58e-07, 3.77e-07, 2.16e-06, 2.45e-06, 3.59e-06, 1.25e-06, 3.72e-08, 4.96e-09, 2.87e-08, 2.56e-08, 5.09e-09, 9.88e-09, 2.60e-08, 6.34e-08]    []  
234600    [1.84e-06, 1.46e-06, 8.27e-07, 1.52e-06, 6.23e-07, 1.03e-06, 6.74e-07, 3.97e-05, 1.45e-05, 3.23e-08, 3.95e-05, 2.95e-05, 9.39e-05, 5.85e-05, 0.00e+00, 2.23e-07, 1.73e-11, 0.00e+00, 0.00e+00, 2.00e-06, 4.82e-05, 9.67e-06]    [1.84e-06, 1.46e-06, 8.27e-07, 1.52e-06, 6.23e-07, 1.03e-06, 6.74e-07, 3.97e-05, 1.45e-05, 3.23e-08, 3.95e-05, 2.95e-05, 9.39e-05, 5.85e-05, 0.00e+00, 2.23e-07, 1.73e-11, 0.00e+00, 0.00e+00, 2.00e-06, 4.82e-05, 9.67e-06]    []  
234700    [2.80e-06, 2.35e-06, 7.94e-07, 1.57e-06, 7.73e-07, 1.21e-06, 5.19e-07, 5.52e-05, 2.86e-10, 7.89e-06, 1.27e-05, 1.94e-05, 1.61e-05, 1.27e-04, 5.94e-06, 8.81e-08, 7.01e-07, 2.34e-07, 0.00e+00, 0.00e+00, 6.09e-05, 4.57e-08]    [2.80e-06, 2.35e-06, 7.94e-07, 1.57e-06, 7.73e-07, 1.21e-06, 5.19e-07, 5.52e-05, 2.86e-10, 7.89e-06, 1.27e-05, 1.94e-05, 1.61e-05, 1.27e-04, 5.94e-06, 8.81e-08, 7.01e-07, 2.34e-07, 0.00e+00, 0.00e+00, 6.09e-05, 4.57e-08]    []  
234800    [1.84e-06, 1.06e-06, 1.11e-06, 8.70e-07, 8.88e-07, 6.91e-07, 6.22e-07, 1.46e-05, 4.01e-08, 2.84e-07, 3.94e-05, 2.86e-05, 1.08e-04, 8.39e-05, 1.99e-08, 1.36e-06, 1.47e-06, 9.60e-07, 2.13e-06, 5.81e-10, 1.26e-05, 2.40e-09]    [1.84e-06, 1.06e-06, 1.11e-06, 8.70e-07, 8.88e-07, 6.91e-07, 6.22e-07, 1.46e-05, 4.01e-08, 2.84e-07, 3.94e-05, 2.86e-05, 1.08e-04, 8.39e-05, 1.99e-08, 1.36e-06, 1.47e-06, 9.60e-07, 2.13e-06, 5.81e-10, 1.26e-05, 2.40e-09]    []  
234900    [1.33e-06, 1.19e-06, 6.82e-07, 7.53e-07, 5.66e-07, 8.78e-07, 5.41e-07, 1.90e-05, 1.86e-08, 3.74e-07, 1.03e-05, 1.37e-05, 4.11e-05, 5.24e-05, 0.00e+00, 4.44e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-05, 5.94e-08]    [1.33e-06, 1.19e-06, 6.82e-07, 7.53e-07, 5.66e-07, 8.78e-07, 5.41e-07, 1.90e-05, 1.86e-08, 3.74e-07, 1.03e-05, 1.37e-05, 4.11e-05, 5.24e-05, 0.00e+00, 4.44e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-05, 5.94e-08]    []  
235000    [2.32e-07, 5.38e-07, 6.29e-07, 3.73e-07, 5.08e-07, 6.01e-07, 4.44e-07, 6.80e-07, 1.66e-05, 2.08e-07, 3.80e-06, 2.69e-06, 4.12e-06, 7.03e-08, 1.14e-09, 2.76e-08, 4.14e-08, 3.39e-08, 7.95e-08, 3.55e-06, 5.20e-07, 1.57e-05]    [2.32e-07, 5.38e-07, 6.29e-07, 3.73e-07, 5.08e-07, 6.01e-07, 4.44e-07, 6.80e-07, 1.66e-05, 2.08e-07, 3.80e-06, 2.69e-06, 4.12e-06, 7.03e-08, 1.14e-09, 2.76e-08, 4.14e-08, 3.39e-08, 7.95e-08, 3.55e-06, 5.20e-07, 1.57e-05]    []  
235100    [2.79e-07, 5.47e-07, 6.21e-07, 3.71e-07, 5.22e-07, 5.92e-07, 4.71e-07, 9.71e-08, 1.01e-07, 1.82e-08, 9.63e-07, 1.43e-06, 1.90e-06, 7.67e-07, 7.58e-10, 5.08e-12, 6.40e-09, 3.28e-09, 2.16e-08, 0.00e+00, 1.24e-07, 1.90e-07]    [2.79e-07, 5.47e-07, 6.21e-07, 3.71e-07, 5.22e-07, 5.92e-07, 4.71e-07, 9.71e-08, 1.01e-07, 1.82e-08, 9.63e-07, 1.43e-06, 1.90e-06, 7.67e-07, 7.58e-10, 5.08e-12, 6.40e-09, 3.28e-09, 2.16e-08, 0.00e+00, 1.24e-07, 1.90e-07]    []  
235200    [2.87e-07, 6.62e-07, 5.64e-07, 4.54e-07, 5.06e-07, 6.60e-07, 5.45e-07, 5.76e-07, 3.33e-06, 1.31e-08, 9.67e-07, 1.59e-06, 1.43e-06, 5.97e-08, 4.93e-09, 6.31e-11, 1.81e-08, 6.06e-09, 6.37e-08, 0.00e+00, 4.23e-07, 4.81e-06]    [2.87e-07, 6.62e-07, 5.64e-07, 4.54e-07, 5.06e-07, 6.60e-07, 5.45e-07, 5.76e-07, 3.33e-06, 1.31e-08, 9.67e-07, 1.59e-06, 1.43e-06, 5.97e-08, 4.93e-09, 6.31e-11, 1.81e-08, 6.06e-09, 6.37e-08, 0.00e+00, 4.23e-07, 4.81e-06]    []  
235300    [2.67e-07, 6.50e-07, 5.27e-07, 4.65e-07, 5.07e-07, 6.83e-07, 4.98e-07, 6.21e-06, 1.60e-08, 1.06e-06, 1.86e-05, 1.20e-05, 1.76e-05, 9.11e-07, 0.00e+00, 5.02e-09, 1.42e-07, 1.31e-07, 8.47e-07, 9.05e-11, 5.27e-06, 2.55e-09]    [2.67e-07, 6.50e-07, 5.27e-07, 4.65e-07, 5.07e-07, 6.83e-07, 4.98e-07, 6.21e-06, 1.60e-08, 1.06e-06, 1.86e-05, 1.20e-05, 1.76e-05, 9.11e-07, 0.00e+00, 5.02e-09, 1.42e-07, 1.31e-07, 8.47e-07, 9.05e-11, 5.27e-06, 2.55e-09]    []  
235400    [7.08e-07, 7.84e-07, 6.09e-07, 5.05e-07, 6.17e-07, 6.14e-07, 5.91e-07, 6.14e-06, 9.01e-08, 6.10e-08, 1.42e-05, 7.79e-06, 2.29e-05, 8.88e-06, 6.55e-08, 1.55e-07, 2.91e-07, 1.52e-07, 8.55e-07, 3.77e-09, 5.35e-06, 2.42e-08]    [7.08e-07, 7.84e-07, 6.09e-07, 5.05e-07, 6.17e-07, 6.14e-07, 5.91e-07, 6.14e-06, 9.01e-08, 6.10e-08, 1.42e-05, 7.79e-06, 2.29e-05, 8.88e-06, 6.55e-08, 1.55e-07, 2.91e-07, 1.52e-07, 8.55e-07, 3.77e-09, 5.35e-06, 2.42e-08]    []  
235500    [6.76e-07, 5.75e-07, 6.47e-07, 4.33e-07, 5.65e-07, 5.72e-07, 5.57e-07, 2.03e-06, 1.04e-07, 1.25e-06, 2.07e-06, 4.70e-06, 3.34e-06, 1.87e-05, 2.58e-07, 1.40e-07, 2.25e-07, 6.31e-08, 0.00e+00, 6.84e-09, 2.33e-06, 4.42e-08]    [6.76e-07, 5.75e-07, 6.47e-07, 4.33e-07, 5.65e-07, 5.72e-07, 5.57e-07, 2.03e-06, 1.04e-07, 1.25e-06, 2.07e-06, 4.70e-06, 3.34e-06, 1.87e-05, 2.58e-07, 1.40e-07, 2.25e-07, 6.31e-08, 0.00e+00, 6.84e-09, 2.33e-06, 4.42e-08]    []  
235600    [3.08e-07, 5.74e-07, 5.71e-07, 3.66e-07, 4.92e-07, 6.21e-07, 4.95e-07, 1.59e-06, 7.34e-08, 3.29e-08, 8.07e-07, 1.92e-06, 1.65e-06, 1.76e-06, 0.00e+00, 1.69e-10, 2.86e-09, 4.12e-09, 0.00e+00, 0.00e+00, 1.49e-06, 2.17e-07]    [3.08e-07, 5.74e-07, 5.71e-07, 3.66e-07, 4.92e-07, 6.21e-07, 4.95e-07, 1.59e-06, 7.34e-08, 3.29e-08, 8.07e-07, 1.92e-06, 1.65e-06, 1.76e-06, 0.00e+00, 1.69e-10, 2.86e-09, 4.12e-09, 0.00e+00, 0.00e+00, 1.49e-06, 2.17e-07]    []  
235700    [1.54e-06, 6.38e-07, 6.78e-07, 4.39e-07, 6.37e-07, 6.51e-07, 4.89e-07, 6.98e-06, 7.51e-07, 3.25e-07, 2.27e-05, 1.85e-05, 6.36e-05, 7.42e-05, 6.33e-07, 6.46e-07, 8.05e-07, 8.46e-07, 1.06e-06, 9.09e-08, 6.50e-06, 5.13e-07]    [1.54e-06, 6.38e-07, 6.78e-07, 4.39e-07, 6.37e-07, 6.51e-07, 4.89e-07, 6.98e-06, 7.51e-07, 3.25e-07, 2.27e-05, 1.85e-05, 6.36e-05, 7.42e-05, 6.33e-07, 6.46e-07, 8.05e-07, 8.46e-07, 1.06e-06, 9.09e-08, 6.50e-06, 5.13e-07]    []  
235800    [5.29e-05, 1.80e-05, 4.68e-06, 1.34e-05, 4.89e-06, 1.05e-05, 2.82e-06, 1.27e-04, 1.64e-08, 9.08e-05, 1.00e-04, 6.07e-04, 6.56e-04, 3.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.31e-04, 1.05e-07]    [5.29e-05, 1.80e-05, 4.68e-06, 1.34e-05, 4.89e-06, 1.05e-05, 2.82e-06, 1.27e-04, 1.64e-08, 9.08e-05, 1.00e-04, 6.07e-04, 6.56e-04, 3.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.31e-04, 1.05e-07]    []  
235900    [8.55e-06, 2.73e-06, 1.21e-06, 1.74e-06, 8.11e-07, 1.70e-06, 6.30e-07, 1.13e-04, 5.01e-07, 3.90e-06, 8.03e-05, 9.89e-05, 2.78e-04, 4.31e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-04, 6.61e-07]    [8.55e-06, 2.73e-06, 1.21e-06, 1.74e-06, 8.11e-07, 1.70e-06, 6.30e-07, 1.13e-04, 5.01e-07, 3.90e-06, 8.03e-05, 9.89e-05, 2.78e-04, 4.31e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-04, 6.61e-07]    []  
236000    [4.28e-06, 1.58e-06, 6.88e-07, 1.17e-06, 8.72e-07, 1.04e-06, 6.57e-07, 3.51e-05, 7.71e-06, 8.88e-06, 1.34e-05, 4.19e-05, 1.03e-04, 2.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.45e-06, 0.00e+00, 3.14e-05, 8.57e-06]    [4.28e-06, 1.58e-06, 6.88e-07, 1.17e-06, 8.72e-07, 1.04e-06, 6.57e-07, 3.51e-05, 7.71e-06, 8.88e-06, 1.34e-05, 4.19e-05, 1.03e-04, 2.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.45e-06, 0.00e+00, 3.14e-05, 8.57e-06]    []  

Best model at step 222458:
  train loss: 5.86e-06
  test loss: 5.86e-06
  test metric: []

'train' took 38.322916 s

Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
236000    [4.28e-06, 1.58e-06, 6.88e-07, 1.17e-06, 8.72e-07, 1.04e-06, 6.57e-07, 3.51e-05, 7.71e-06, 8.88e-06, 1.34e-05, 4.19e-05, 1.03e-04, 2.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.45e-06, 0.00e+00, 3.14e-05, 8.57e-06]    [4.28e-06, 1.58e-06, 6.88e-07, 1.17e-06, 8.72e-07, 1.04e-06, 6.57e-07, 3.51e-05, 7.71e-06, 8.88e-06, 1.34e-05, 4.19e-05, 1.03e-04, 2.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.45e-06, 0.00e+00, 3.14e-05, 8.57e-06]    []  
236100    [1.04e-06, 9.99e-07, 5.63e-07, 4.33e-07, 6.79e-07, 8.24e-07, 4.94e-07, 7.16e-06, 1.80e-07, 8.83e-07, 6.80e-05, 4.25e-05, 1.19e-04, 2.14e-05, 9.83e-08, 3.57e-07, 7.92e-07, 1.26e-06, 9.66e-07, 4.79e-09, 5.93e-06, 2.88e-08]    [1.04e-06, 9.99e-07, 5.63e-07, 4.33e-07, 6.79e-07, 8.24e-07, 4.94e-07, 7.16e-06, 1.80e-07, 8.83e-07, 6.80e-05, 4.25e-05, 1.19e-04, 2.14e-05, 9.83e-08, 3.57e-07, 7.92e-07, 1.26e-06, 9.66e-07, 4.79e-09, 5.93e-06, 2.88e-08]    []  
236200    [1.13e-06, 7.89e-07, 5.72e-07, 5.84e-07, 5.90e-07, 7.38e-07, 6.11e-07, 5.05e-06, 6.86e-09, 3.19e-06, 5.69e-06, 1.18e-05, 5.04e-06, 4.47e-05, 0.00e+00, 0.00e+00, 9.13e-13, 0.00e+00, 0.00e+00, 0.00e+00, 6.19e-06, 5.35e-08]    [1.13e-06, 7.89e-07, 5.72e-07, 5.84e-07, 5.90e-07, 7.38e-07, 6.11e-07, 5.05e-06, 6.86e-09, 3.19e-06, 5.69e-06, 1.18e-05, 5.04e-06, 4.47e-05, 0.00e+00, 0.00e+00, 9.13e-13, 0.00e+00, 0.00e+00, 0.00e+00, 6.19e-06, 5.35e-08]    []  
236300    [4.92e-07, 7.49e-07, 5.27e-07, 3.79e-07, 4.66e-07, 6.02e-07, 5.22e-07, 5.19e-06, 9.58e-06, 4.40e-07, 2.02e-06, 3.99e-06, 2.29e-06, 1.12e-05, 0.00e+00, 0.00e+00, 8.93e-10, 4.47e-09, 0.00e+00, 1.55e-06, 5.17e-06, 7.51e-06]    [4.92e-07, 7.49e-07, 5.27e-07, 3.79e-07, 4.66e-07, 6.02e-07, 5.22e-07, 5.19e-06, 9.58e-06, 4.40e-07, 2.02e-06, 3.99e-06, 2.29e-06, 1.12e-05, 0.00e+00, 0.00e+00, 8.93e-10, 4.47e-09, 0.00e+00, 1.55e-06, 5.17e-06, 7.51e-06]    []  
236400    [1.09e-05, 2.24e-06, 1.62e-06, 1.66e-06, 1.52e-06, 1.42e-06, 1.07e-06, 3.01e-05, 5.55e-08, 1.31e-05, 5.38e-05, 9.87e-05, 2.66e-04, 6.53e-04, 9.31e-06, 6.48e-06, 4.63e-06, 4.26e-06, 5.65e-06, 4.00e-09, 3.16e-05, 2.49e-08]    [1.09e-05, 2.24e-06, 1.62e-06, 1.66e-06, 1.52e-06, 1.42e-06, 1.07e-06, 3.01e-05, 5.55e-08, 1.31e-05, 5.38e-05, 9.87e-05, 2.66e-04, 6.53e-04, 9.31e-06, 6.48e-06, 4.63e-06, 4.26e-06, 5.65e-06, 4.00e-09, 3.16e-05, 2.49e-08]    []  
236500    [1.07e-05, 2.45e-06, 2.01e-06, 9.48e-07, 1.81e-06, 1.34e-06, 1.25e-06, 6.03e-06, 1.88e-09, 2.56e-05, 3.55e-05, 8.68e-05, 1.82e-04, 6.15e-04, 3.80e-06, 9.58e-06, 3.75e-06, 5.56e-06, 0.00e+00, 1.02e-11, 7.00e-06, 8.85e-09]    [1.07e-05, 2.45e-06, 2.01e-06, 9.48e-07, 1.81e-06, 1.34e-06, 1.25e-06, 6.03e-06, 1.88e-09, 2.56e-05, 3.55e-05, 8.68e-05, 1.82e-04, 6.15e-04, 3.80e-06, 9.58e-06, 3.75e-06, 5.56e-06, 0.00e+00, 1.02e-11, 7.00e-06, 8.85e-09]    []  
236600    [1.03e-06, 1.64e-06, 6.29e-07, 8.57e-07, 7.97e-07, 6.99e-07, 7.39e-07, 4.81e-05, 1.64e-07, 1.89e-06, 5.55e-06, 6.66e-06, 8.57e-06, 2.25e-05, 5.86e-10, 1.30e-08, 2.07e-08, 0.00e+00, 0.00e+00, 0.00e+00, 5.08e-05, 2.86e-07]    [1.03e-06, 1.64e-06, 6.29e-07, 8.57e-07, 7.97e-07, 6.99e-07, 7.39e-07, 4.81e-05, 1.64e-07, 1.89e-06, 5.55e-06, 6.66e-06, 8.57e-06, 2.25e-05, 5.86e-10, 1.30e-08, 2.07e-08, 0.00e+00, 0.00e+00, 0.00e+00, 5.08e-05, 2.86e-07]    []  
236700    [4.81e-06, 1.71e-06, 1.33e-06, 8.45e-07, 8.59e-07, 1.06e-06, 7.05e-07, 1.04e-08, 4.11e-06, 4.50e-06, 3.80e-05, 4.41e-05, 1.58e-04, 2.61e-04, 2.29e-06, 1.88e-06, 2.37e-06, 1.88e-06, 5.68e-11, 0.00e+00, 6.59e-08, 4.87e-06]    [4.81e-06, 1.71e-06, 1.33e-06, 8.45e-07, 8.59e-07, 1.06e-06, 7.05e-07, 1.04e-08, 4.11e-06, 4.50e-06, 3.80e-05, 4.41e-05, 1.58e-04, 2.61e-04, 2.29e-06, 1.88e-06, 2.37e-06, 1.88e-06, 5.68e-11, 0.00e+00, 6.59e-08, 4.87e-06]    []  
236800    [3.02e-07, 6.66e-07, 4.98e-07, 4.65e-07, 5.52e-07, 5.90e-07, 5.01e-07, 9.90e-06, 3.60e-06, 1.30e-06, 2.02e-05, 1.16e-05, 2.29e-05, 5.27e-07, 1.12e-08, 1.47e-08, 1.84e-07, 8.28e-08, 1.35e-06, 5.47e-07, 8.21e-06, 2.72e-06]    [3.02e-07, 6.66e-07, 4.98e-07, 4.65e-07, 5.52e-07, 5.90e-07, 5.01e-07, 9.90e-06, 3.60e-06, 1.30e-06, 2.02e-05, 1.16e-05, 2.29e-05, 5.27e-07, 1.12e-08, 1.47e-08, 1.84e-07, 8.28e-08, 1.35e-06, 5.47e-07, 8.21e-06, 2.72e-06]    []  
236900    [1.30e-06, 6.09e-07, 6.21e-07, 4.30e-07, 5.80e-07, 6.32e-07, 4.98e-07, 8.94e-07, 1.19e-06, 3.70e-07, 1.77e-05, 1.37e-05, 4.97e-05, 5.26e-05, 6.28e-07, 3.80e-07, 6.92e-07, 5.44e-07, 1.35e-07, 1.15e-07, 8.88e-07, 6.53e-07]    [1.30e-06, 6.09e-07, 6.21e-07, 4.30e-07, 5.80e-07, 6.32e-07, 4.98e-07, 8.94e-07, 1.19e-06, 3.70e-07, 1.77e-05, 1.37e-05, 4.97e-05, 5.26e-05, 6.28e-07, 3.80e-07, 6.92e-07, 5.44e-07, 1.35e-07, 1.15e-07, 8.88e-07, 6.53e-07]    []  
237000    [1.27e-06, 9.00e-07, 7.58e-07, 8.84e-07, 6.53e-07, 8.68e-07, 6.05e-07, 3.32e-07, 1.81e-04, 1.08e-06, 6.39e-06, 1.15e-05, 2.85e-05, 4.81e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.25e-08, 0.00e+00, 1.86e-07, 1.86e-04]    [1.27e-06, 9.00e-07, 7.58e-07, 8.84e-07, 6.53e-07, 8.68e-07, 6.05e-07, 3.32e-07, 1.81e-04, 1.08e-06, 6.39e-06, 1.15e-05, 2.85e-05, 4.81e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.25e-08, 0.00e+00, 1.86e-07, 1.86e-04]    []  
237100    [3.36e-06, 2.88e-06, 1.08e-06, 1.89e-06, 7.86e-07, 1.57e-06, 7.06e-07, 9.09e-06, 5.65e-07, 3.92e-06, 8.15e-06, 2.26e-05, 2.78e-05, 4.05e-05, 3.96e-07, 1.02e-06, 1.14e-06, 5.68e-07, 0.00e+00, 0.00e+00, 1.07e-05, 8.78e-07]    [3.36e-06, 2.88e-06, 1.08e-06, 1.89e-06, 7.86e-07, 1.57e-06, 7.06e-07, 9.09e-06, 5.65e-07, 3.92e-06, 8.15e-06, 2.26e-05, 2.78e-05, 4.05e-05, 3.96e-07, 1.02e-06, 1.14e-06, 5.68e-07, 0.00e+00, 0.00e+00, 1.07e-05, 8.78e-07]    []  
237200    [1.90e-06, 1.40e-06, 5.24e-07, 7.17e-07, 1.19e-06, 9.24e-07, 6.48e-07, 4.68e-06, 1.62e-07, 1.50e-05, 3.24e-05, 5.18e-05, 1.06e-05, 1.25e-04, 0.00e+00, 0.00e+00, 4.00e-10, 0.00e+00, 3.20e-07, 0.00e+00, 2.03e-06, 2.17e-06]    [1.90e-06, 1.40e-06, 5.24e-07, 7.17e-07, 1.19e-06, 9.24e-07, 6.48e-07, 4.68e-06, 1.62e-07, 1.50e-05, 3.24e-05, 5.18e-05, 1.06e-05, 1.25e-04, 0.00e+00, 0.00e+00, 4.00e-10, 0.00e+00, 3.20e-07, 0.00e+00, 2.03e-06, 2.17e-06]    []  
237300    [4.65e-07, 6.11e-07, 5.95e-07, 3.76e-07, 4.79e-07, 5.30e-07, 5.85e-07, 1.95e-05, 6.43e-09, 5.86e-07, 1.97e-05, 1.23e-05, 3.02e-05, 3.40e-06, 1.40e-09, 6.45e-10, 1.25e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.17e-05, 6.81e-08]    [4.65e-07, 6.11e-07, 5.95e-07, 3.76e-07, 4.79e-07, 5.30e-07, 5.85e-07, 1.95e-05, 6.43e-09, 5.86e-07, 1.97e-05, 1.23e-05, 3.02e-05, 3.40e-06, 1.40e-09, 6.45e-10, 1.25e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.17e-05, 6.81e-08]    []  
237400    [7.22e-07, 7.61e-07, 5.56e-07, 4.70e-07, 4.41e-07, 7.17e-07, 5.12e-07, 2.21e-07, 5.08e-10, 1.04e-06, 1.74e-06, 6.62e-06, 1.03e-05, 3.26e-05, 0.00e+00, 0.00e+00, 4.82e-11, 0.00e+00, 0.00e+00, 2.77e-12, 3.07e-07, 1.06e-08]    [7.22e-07, 7.61e-07, 5.56e-07, 4.70e-07, 4.41e-07, 7.17e-07, 5.12e-07, 2.21e-07, 5.08e-10, 1.04e-06, 1.74e-06, 6.62e-06, 1.03e-05, 3.26e-05, 0.00e+00, 0.00e+00, 4.82e-11, 0.00e+00, 0.00e+00, 2.77e-12, 3.07e-07, 1.06e-08]    []  
237500    [1.52e-06, 6.21e-07, 6.73e-07, 4.51e-07, 5.91e-07, 6.21e-07, 5.11e-07, 1.27e-06, 1.38e-08, 1.04e-06, 1.27e-05, 1.38e-05, 4.48e-05, 7.12e-05, 8.25e-07, 4.85e-07, 7.50e-07, 6.17e-07, 2.02e-07, 4.13e-10, 1.31e-06, 2.38e-09]    [1.52e-06, 6.21e-07, 6.73e-07, 4.51e-07, 5.91e-07, 6.21e-07, 5.11e-07, 1.27e-06, 1.38e-08, 1.04e-06, 1.27e-05, 1.38e-05, 4.48e-05, 7.12e-05, 8.25e-07, 4.85e-07, 7.50e-07, 6.17e-07, 2.02e-07, 4.13e-10, 1.31e-06, 2.38e-09]    []  
237600    [7.20e-07, 5.31e-07, 5.97e-07, 3.80e-07, 5.28e-07, 5.65e-07, 4.69e-07, 3.48e-06, 4.10e-07, 2.29e-08, 1.14e-05, 8.14e-06, 2.69e-05, 2.16e-05, 2.58e-07, 1.99e-07, 3.45e-07, 3.26e-07, 6.05e-07, 5.78e-08, 3.79e-06, 3.39e-07]    [7.20e-07, 5.31e-07, 5.97e-07, 3.80e-07, 5.28e-07, 5.65e-07, 4.69e-07, 3.48e-06, 4.10e-07, 2.29e-08, 1.14e-05, 8.14e-06, 2.69e-05, 2.16e-05, 2.58e-07, 1.99e-07, 3.45e-07, 3.26e-07, 6.05e-07, 5.78e-08, 3.79e-06, 3.39e-07]    []  
237700    [3.59e-05, 1.21e-05, 3.18e-06, 8.67e-06, 3.18e-06, 7.00e-06, 2.00e-06, 6.77e-05, 2.64e-09, 5.66e-05, 8.21e-05, 3.98e-04, 5.32e-04, 2.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-11, 7.08e-05, 2.04e-08]    [3.59e-05, 1.21e-05, 3.18e-06, 8.67e-06, 3.18e-06, 7.00e-06, 2.00e-06, 6.77e-05, 2.64e-09, 5.66e-05, 8.21e-05, 3.98e-04, 5.32e-04, 2.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-11, 7.08e-05, 2.04e-08]    []  
237800    [2.36e-05, 5.25e-06, 3.36e-06, 4.56e-06, 3.79e-06, 2.94e-06, 2.64e-06, 2.18e-05, 4.80e-07, 5.75e-05, 6.98e-05, 2.59e-04, 3.41e-04, 1.62e-03, 2.72e-05, 2.71e-05, 8.70e-06, 6.46e-06, 3.85e-06, 6.21e-08, 2.22e-05, 3.69e-07]    [2.36e-05, 5.25e-06, 3.36e-06, 4.56e-06, 3.79e-06, 2.94e-06, 2.64e-06, 2.18e-05, 4.80e-07, 5.75e-05, 6.98e-05, 2.59e-04, 3.41e-04, 1.62e-03, 2.72e-05, 2.71e-05, 8.70e-06, 6.46e-06, 3.85e-06, 6.21e-08, 2.22e-05, 3.69e-07]    []  
237900    [2.97e-06, 1.64e-06, 2.22e-06, 1.09e-06, 1.20e-06, 9.57e-07, 7.41e-07, 1.60e-06, 1.93e-04, 2.80e-07, 7.25e-05, 4.26e-05, 2.21e-04, 2.02e-04, 1.12e-06, 1.15e-06, 1.22e-06, 8.45e-07, 0.00e+00, 0.00e+00, 2.46e-06, 1.99e-04]    [2.97e-06, 1.64e-06, 2.22e-06, 1.09e-06, 1.20e-06, 9.57e-07, 7.41e-07, 1.60e-06, 1.93e-04, 2.80e-07, 7.25e-05, 4.26e-05, 2.21e-04, 2.02e-04, 1.12e-06, 1.15e-06, 1.22e-06, 8.45e-07, 0.00e+00, 0.00e+00, 2.46e-06, 1.99e-04]    []  
238000    [2.00e-06, 1.41e-06, 1.19e-06, 9.11e-07, 8.20e-07, 9.66e-07, 6.87e-07, 2.54e-05, 1.61e-06, 2.86e-07, 7.08e-05, 3.59e-05, 1.69e-04, 1.16e-04, 8.32e-07, 1.63e-07, 9.02e-07, 3.21e-07, 3.45e-06, 1.61e-07, 2.01e-05, 8.47e-07]    [2.00e-06, 1.41e-06, 1.19e-06, 9.11e-07, 8.20e-07, 9.66e-07, 6.87e-07, 2.54e-05, 1.61e-06, 2.86e-07, 7.08e-05, 3.59e-05, 1.69e-04, 1.16e-04, 8.32e-07, 1.63e-07, 9.02e-07, 3.21e-07, 3.45e-06, 1.61e-07, 2.01e-05, 8.47e-07]    []  

Best model at step 222458:
  train loss: 5.86e-06
  test loss: 5.86e-06
  test metric: []

'train' took 37.638126 s

Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
238000    [2.00e-06, 1.41e-06, 1.19e-06, 9.11e-07, 8.20e-07, 9.66e-07, 6.87e-07, 2.54e-05, 1.61e-06, 2.86e-07, 7.08e-05, 3.59e-05, 1.69e-04, 1.16e-04, 8.32e-07, 1.63e-07, 9.02e-07, 3.21e-07, 3.45e-06, 1.61e-07, 2.01e-05, 8.47e-07]    [2.00e-06, 1.41e-06, 1.19e-06, 9.11e-07, 8.20e-07, 9.66e-07, 6.87e-07, 2.54e-05, 1.61e-06, 2.86e-07, 7.08e-05, 3.59e-05, 1.69e-04, 1.16e-04, 8.32e-07, 1.63e-07, 9.02e-07, 3.21e-07, 3.45e-06, 1.61e-07, 2.01e-05, 8.47e-07]    []  
238100    [9.30e-07, 1.13e-06, 6.82e-07, 5.78e-07, 6.48e-07, 6.91e-07, 6.79e-07, 3.19e-05, 6.81e-06, 2.91e-06, 9.21e-05, 5.50e-05, 1.30e-04, 1.49e-05, 1.69e-08, 7.01e-08, 3.05e-09, 0.00e+00, 0.00e+00, 6.47e-07, 4.43e-05, 3.41e-06]    [9.30e-07, 1.13e-06, 6.82e-07, 5.78e-07, 6.48e-07, 6.91e-07, 6.79e-07, 3.19e-05, 6.81e-06, 2.91e-06, 9.21e-05, 5.50e-05, 1.30e-04, 1.49e-05, 1.69e-08, 7.01e-08, 3.05e-09, 0.00e+00, 0.00e+00, 6.47e-07, 4.43e-05, 3.41e-06]    []  
238200    [1.16e-06, 1.00e-06, 5.82e-07, 5.02e-07, 5.92e-07, 6.08e-07, 5.70e-07, 4.05e-05, 4.78e-08, 1.87e-08, 1.11e-05, 7.87e-06, 2.56e-05, 3.01e-05, 3.43e-07, 1.51e-07, 1.80e-07, 3.47e-07, 6.85e-06, 9.77e-10, 3.81e-05, 4.71e-09]    [1.16e-06, 1.00e-06, 5.82e-07, 5.02e-07, 5.92e-07, 6.08e-07, 5.70e-07, 4.05e-05, 4.78e-08, 1.87e-08, 1.11e-05, 7.87e-06, 2.56e-05, 3.01e-05, 3.43e-07, 1.51e-07, 1.80e-07, 3.47e-07, 6.85e-06, 9.77e-10, 3.81e-05, 4.71e-09]    []  
238300    [4.47e-07, 5.01e-07, 5.77e-07, 3.54e-07, 4.66e-07, 5.66e-07, 5.05e-07, 2.70e-08, 7.78e-09, 3.35e-07, 1.21e-06, 2.70e-06, 2.60e-06, 8.51e-06, 8.15e-08, 9.64e-08, 9.81e-08, 9.35e-08, 2.19e-09, 5.07e-11, 1.71e-08, 1.72e-09]    [4.47e-07, 5.01e-07, 5.77e-07, 3.54e-07, 4.66e-07, 5.66e-07, 5.05e-07, 2.70e-08, 7.78e-09, 3.35e-07, 1.21e-06, 2.70e-06, 2.60e-06, 8.51e-06, 8.15e-08, 9.64e-08, 9.81e-08, 9.35e-08, 2.19e-09, 5.07e-11, 1.71e-08, 1.72e-09]    []  
238400    [2.49e-07, 5.16e-07, 5.61e-07, 3.47e-07, 4.73e-07, 5.59e-07, 5.02e-07, 1.17e-09, 2.52e-09, 5.55e-08, 7.69e-07, 1.26e-06, 1.16e-06, 1.41e-07, 5.20e-10, 2.67e-09, 6.86e-09, 8.69e-09, 2.67e-09, 1.30e-10, 2.29e-08, 1.88e-09]    [2.49e-07, 5.16e-07, 5.61e-07, 3.47e-07, 4.73e-07, 5.59e-07, 5.02e-07, 1.17e-09, 2.52e-09, 5.55e-08, 7.69e-07, 1.26e-06, 1.16e-06, 1.41e-07, 5.20e-10, 2.67e-09, 6.86e-09, 8.69e-09, 2.67e-09, 1.30e-10, 2.29e-08, 1.88e-09]    []  
238500    [3.00e-07, 5.58e-07, 5.46e-07, 3.84e-07, 4.66e-07, 6.25e-07, 4.92e-07, 5.81e-07, 7.50e-08, 1.88e-07, 6.37e-06, 3.86e-06, 8.87e-06, 1.99e-06, 1.74e-08, 3.62e-08, 4.82e-08, 7.55e-08, 9.30e-08, 0.00e+00, 6.17e-07, 1.58e-07]    [3.00e-07, 5.58e-07, 5.46e-07, 3.84e-07, 4.66e-07, 6.25e-07, 4.92e-07, 5.81e-07, 7.50e-08, 1.88e-07, 6.37e-06, 3.86e-06, 8.87e-06, 1.99e-06, 1.74e-08, 3.62e-08, 4.82e-08, 7.55e-08, 9.30e-08, 0.00e+00, 6.17e-07, 1.58e-07]    []  
238600    [6.31e-07, 6.83e-07, 5.48e-07, 5.14e-07, 4.27e-07, 5.86e-07, 5.98e-07, 1.29e-07, 3.81e-06, 1.39e-07, 1.22e-05, 9.09e-06, 2.66e-05, 9.58e-06, 0.00e+00, 7.19e-10, 2.40e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.56e-07, 5.21e-06]    [6.31e-07, 6.83e-07, 5.48e-07, 5.14e-07, 4.27e-07, 5.86e-07, 5.98e-07, 1.29e-07, 3.81e-06, 1.39e-07, 1.22e-05, 9.09e-06, 2.66e-05, 9.58e-06, 0.00e+00, 7.19e-10, 2.40e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.56e-07, 5.21e-06]    []  
238700    [2.52e-07, 5.81e-07, 4.80e-07, 3.52e-07, 4.20e-07, 6.06e-07, 5.27e-07, 2.98e-06, 1.03e-08, 5.42e-07, 6.15e-06, 4.76e-06, 4.56e-06, 9.47e-07, 0.00e+00, 3.13e-09, 2.49e-08, 2.53e-08, 4.25e-07, 1.80e-10, 2.70e-06, 1.22e-09]    [2.52e-07, 5.81e-07, 4.80e-07, 3.52e-07, 4.20e-07, 6.06e-07, 5.27e-07, 2.98e-06, 1.03e-08, 5.42e-07, 6.15e-06, 4.76e-06, 4.56e-06, 9.47e-07, 0.00e+00, 3.13e-09, 2.49e-08, 2.53e-08, 4.25e-07, 1.80e-10, 2.70e-06, 1.22e-09]    []  
238800    [6.66e-06, 2.36e-06, 9.63e-07, 1.50e-06, 7.59e-07, 1.46e-06, 6.64e-07, 1.90e-05, 1.95e-08, 6.42e-06, 3.39e-05, 6.60e-05, 1.64e-04, 3.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.02e-05, 4.08e-08]    [6.66e-06, 2.36e-06, 9.63e-07, 1.50e-06, 7.59e-07, 1.46e-06, 6.64e-07, 1.90e-05, 1.95e-08, 6.42e-06, 3.39e-05, 6.60e-05, 1.64e-04, 3.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.02e-05, 4.08e-08]    []  
238900    [3.25e-05, 6.66e-06, 1.88e-06, 4.72e-06, 3.20e-06, 3.15e-06, 1.59e-06, 9.41e-06, 2.44e-08, 7.71e-05, 4.93e-05, 2.14e-04, 4.18e-04, 1.16e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-06, 2.51e-10, 6.63e-06, 1.19e-09]    [3.25e-05, 6.66e-06, 1.88e-06, 4.72e-06, 3.20e-06, 3.15e-06, 1.59e-06, 9.41e-06, 2.44e-08, 7.71e-05, 4.93e-05, 2.14e-04, 4.18e-04, 1.16e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-06, 2.51e-10, 6.63e-06, 1.19e-09]    []  
239000    [9.52e-06, 2.94e-06, 1.22e-06, 1.90e-06, 8.43e-07, 1.74e-06, 7.11e-07, 8.49e-05, 1.67e-06, 4.79e-06, 9.58e-05, 1.13e-04, 3.28e-04, 4.91e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.93e-05, 1.74e-06]    [9.52e-06, 2.94e-06, 1.22e-06, 1.90e-06, 8.43e-07, 1.74e-06, 7.11e-07, 8.49e-05, 1.67e-06, 4.79e-06, 9.58e-05, 1.13e-04, 3.28e-04, 4.91e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.93e-05, 1.74e-06]    []  
239100    [1.52e-05, 5.42e-06, 1.49e-06, 4.54e-06, 2.24e-06, 3.25e-06, 1.44e-06, 1.00e-07, 4.05e-07, 3.86e-05, 3.03e-05, 1.96e-04, 1.70e-04, 1.00e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.19e-08, 0.00e+00, 6.76e-08, 5.07e-07]    [1.52e-05, 5.42e-06, 1.49e-06, 4.54e-06, 2.24e-06, 3.25e-06, 1.44e-06, 1.00e-07, 4.05e-07, 3.86e-05, 3.03e-05, 1.96e-04, 1.70e-04, 1.00e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.19e-08, 0.00e+00, 6.76e-08, 5.07e-07]    []  
239200    [8.58e-07, 1.20e-06, 5.92e-07, 4.41e-07, 6.47e-07, 5.19e-07, 6.60e-07, 9.19e-05, 6.38e-06, 6.96e-07, 7.37e-06, 5.34e-06, 8.23e-06, 6.81e-06, 0.00e+00, 1.06e-07, 2.28e-08, 0.00e+00, 1.51e-05, 1.09e-06, 8.10e-05, 5.24e-06]    [8.58e-07, 1.20e-06, 5.92e-07, 4.41e-07, 6.47e-07, 5.19e-07, 6.60e-07, 9.19e-05, 6.38e-06, 6.96e-07, 7.37e-06, 5.34e-06, 8.23e-06, 6.81e-06, 0.00e+00, 1.06e-07, 2.28e-08, 0.00e+00, 1.51e-05, 1.09e-06, 8.10e-05, 5.24e-06]    []  
239300    [1.04e-05, 4.03e-06, 8.95e-07, 3.57e-06, 1.06e-06, 2.45e-06, 7.71e-07, 3.90e-06, 1.49e-08, 1.91e-05, 3.89e-05, 9.74e-05, 2.35e-04, 5.47e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.45e-07, 0.00e+00, 2.23e-06, 7.31e-08]    [1.04e-05, 4.03e-06, 8.95e-07, 3.57e-06, 1.06e-06, 2.45e-06, 7.71e-07, 3.90e-06, 1.49e-08, 1.91e-05, 3.89e-05, 9.74e-05, 2.35e-04, 5.47e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.45e-07, 0.00e+00, 2.23e-06, 7.31e-08]    []  
239400    [4.90e-07, 1.29e-06, 4.54e-07, 8.58e-07, 1.08e-06, 6.91e-07, 8.57e-07, 3.10e-05, 4.65e-06, 9.53e-06, 4.80e-05, 2.12e-05, 4.80e-05, 9.78e-06, 7.71e-09, 2.80e-09, 1.26e-08, 0.00e+00, 4.49e-06, 0.00e+00, 2.52e-05, 6.54e-06]    [4.90e-07, 1.29e-06, 4.54e-07, 8.58e-07, 1.08e-06, 6.91e-07, 8.57e-07, 3.10e-05, 4.65e-06, 9.53e-06, 4.80e-05, 2.12e-05, 4.80e-05, 9.78e-06, 7.71e-09, 2.80e-09, 1.26e-08, 0.00e+00, 4.49e-06, 0.00e+00, 2.52e-05, 6.54e-06]    []  
239500    [1.46e-06, 8.36e-07, 6.53e-07, 6.01e-07, 6.02e-07, 6.24e-07, 6.69e-07, 2.46e-05, 3.31e-07, 2.67e-07, 7.96e-05, 5.04e-05, 1.46e-04, 4.19e-05, 0.00e+00, 3.06e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.27e-05, 6.98e-07]    [1.46e-06, 8.36e-07, 6.53e-07, 6.01e-07, 6.02e-07, 6.24e-07, 6.69e-07, 2.46e-05, 3.31e-07, 2.67e-07, 7.96e-05, 5.04e-05, 1.46e-04, 4.19e-05, 0.00e+00, 3.06e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.27e-05, 6.98e-07]    []  
239600    [4.62e-07, 7.21e-07, 5.26e-07, 4.30e-07, 4.22e-07, 6.30e-07, 5.26e-07, 5.38e-07, 7.16e-06, 1.35e-06, 2.62e-06, 5.48e-06, 2.27e-06, 1.69e-05, 0.00e+00, 0.00e+00, 1.60e-09, 0.00e+00, 3.72e-08, 1.40e-06, 2.43e-07, 6.63e-06]    [4.62e-07, 7.21e-07, 5.26e-07, 4.30e-07, 4.22e-07, 6.30e-07, 5.26e-07, 5.38e-07, 7.16e-06, 1.35e-06, 2.62e-06, 5.48e-06, 2.27e-06, 1.69e-05, 0.00e+00, 0.00e+00, 1.60e-09, 0.00e+00, 3.72e-08, 1.40e-06, 2.43e-07, 6.63e-06]    []  
239700    [8.43e-07, 7.45e-07, 5.71e-07, 4.08e-07, 4.72e-07, 6.19e-07, 4.65e-07, 3.11e-06, 1.22e-07, 4.58e-07, 1.67e-06, 4.74e-06, 5.84e-06, 5.81e-06, 0.00e+00, 0.00e+00, 4.57e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.90e-06, 1.63e-07]    [8.43e-07, 7.45e-07, 5.71e-07, 4.08e-07, 4.72e-07, 6.19e-07, 4.65e-07, 3.11e-06, 1.22e-07, 4.58e-07, 1.67e-06, 4.74e-06, 5.84e-06, 5.81e-06, 0.00e+00, 0.00e+00, 4.57e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.90e-06, 1.63e-07]    []  
239800    [4.82e-06, 2.36e-06, 1.04e-06, 1.13e-06, 2.54e-06, 1.18e-06, 9.69e-07, 1.12e-05, 2.49e-04, 3.18e-05, 7.60e-05, 1.24e-04, 2.28e-05, 3.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.12e-07, 0.00e+00, 3.72e-06, 2.85e-04]    [4.82e-06, 2.36e-06, 1.04e-06, 1.13e-06, 2.54e-06, 1.18e-06, 9.69e-07, 1.12e-05, 2.49e-04, 3.18e-05, 7.60e-05, 1.24e-04, 2.28e-05, 3.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.12e-07, 0.00e+00, 3.72e-06, 2.85e-04]    []  
239900    [2.92e-05, 9.34e-06, 1.67e-06, 7.91e-06, 2.83e-06, 4.92e-06, 1.19e-06, 2.51e-07, 6.45e-12, 6.20e-05, 4.69e-05, 3.28e-04, 4.13e-04, 1.80e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.59e-08, 3.51e-14, 1.42e-07, 1.19e-08]    [2.92e-05, 9.34e-06, 1.67e-06, 7.91e-06, 2.83e-06, 4.92e-06, 1.19e-06, 2.51e-07, 6.45e-12, 6.20e-05, 4.69e-05, 3.28e-04, 4.13e-04, 1.80e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.59e-08, 3.51e-14, 1.42e-07, 1.19e-08]    []  
240000    [2.55e-07, 5.42e-07, 5.25e-07, 3.57e-07, 3.88e-07, 5.31e-07, 4.64e-07, 5.41e-10, 1.17e-10, 3.65e-08, 8.72e-07, 1.46e-06, 2.22e-06, 1.77e-06, 9.40e-14, 2.25e-09, 5.91e-09, 4.32e-10, 1.29e-09, 1.07e-10, 1.46e-08, 1.69e-09]    [2.55e-07, 5.42e-07, 5.25e-07, 3.57e-07, 3.88e-07, 5.31e-07, 4.64e-07, 5.41e-10, 1.17e-10, 3.65e-08, 8.72e-07, 1.46e-06, 2.22e-06, 1.77e-06, 9.40e-14, 2.25e-09, 5.91e-09, 4.32e-10, 1.29e-09, 1.07e-10, 1.46e-08, 1.69e-09]    []  

Best model at step 222458:
  train loss: 5.86e-06
  test loss: 5.86e-06
  test metric: []

'train' took 37.204241 s

Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
240000    [2.55e-07, 5.42e-07, 5.25e-07, 3.57e-07, 3.88e-07, 5.31e-07, 4.64e-07, 5.41e-10, 1.17e-10, 3.65e-08, 8.72e-07, 1.46e-06, 2.22e-06, 1.77e-06, 9.40e-14, 2.25e-09, 5.91e-09, 4.32e-10, 1.29e-09, 1.07e-10, 1.46e-08, 1.69e-09]    [2.55e-07, 5.42e-07, 5.25e-07, 3.57e-07, 3.88e-07, 5.31e-07, 4.64e-07, 5.41e-10, 1.17e-10, 3.65e-08, 8.72e-07, 1.46e-06, 2.22e-06, 1.77e-06, 9.40e-14, 2.25e-09, 5.91e-09, 4.32e-10, 1.29e-09, 1.07e-10, 1.46e-08, 1.69e-09]    []  
240100    [5.63e-07, 5.17e-07, 5.57e-07, 3.46e-07, 4.55e-07, 5.51e-07, 4.71e-07, 4.80e-07, 5.35e-09, 1.50e-07, 3.91e-06, 4.04e-06, 1.12e-05, 1.44e-05, 1.48e-07, 1.47e-07, 1.95e-07, 1.92e-07, 7.39e-08, 9.52e-10, 4.86e-07, 5.25e-09]    [5.63e-07, 5.17e-07, 5.57e-07, 3.46e-07, 4.55e-07, 5.51e-07, 4.71e-07, 4.80e-07, 5.35e-09, 1.50e-07, 3.91e-06, 4.04e-06, 1.12e-05, 1.44e-05, 1.48e-07, 1.47e-07, 1.95e-07, 1.92e-07, 7.39e-08, 9.52e-10, 4.86e-07, 5.25e-09]    []  
240200    [5.11e-05, 1.71e-05, 4.23e-06, 1.37e-05, 5.69e-06, 9.87e-06, 3.46e-06, 6.51e-05, 1.05e-04, 9.73e-05, 9.04e-05, 6.17e-04, 5.62e-04, 3.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.92e-05, 1.08e-04]    [5.11e-05, 1.71e-05, 4.23e-06, 1.37e-05, 5.69e-06, 9.87e-06, 3.46e-06, 6.51e-05, 1.05e-04, 9.73e-05, 9.04e-05, 6.17e-04, 5.62e-04, 3.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.92e-05, 1.08e-04]    []  
240300    [2.66e-05, 5.40e-06, 3.47e-06, 4.45e-06, 3.81e-06, 2.97e-06, 2.53e-06, 8.01e-05, 1.61e-07, 4.97e-05, 8.09e-05, 2.60e-04, 4.52e-04, 1.72e-03, 2.87e-05, 2.68e-05, 1.05e-05, 7.92e-06, 1.57e-05, 2.03e-08, 8.24e-05, 1.30e-07]    [2.66e-05, 5.40e-06, 3.47e-06, 4.45e-06, 3.81e-06, 2.97e-06, 2.53e-06, 8.01e-05, 1.61e-07, 4.97e-05, 8.09e-05, 2.60e-04, 4.52e-04, 1.72e-03, 2.87e-05, 2.68e-05, 1.05e-05, 7.92e-06, 1.57e-05, 2.03e-08, 8.24e-05, 1.30e-07]    []  
240400    [6.67e-07, 8.73e-07, 5.71e-07, 3.26e-07, 5.33e-07, 6.72e-07, 4.73e-07, 3.36e-06, 2.48e-09, 1.33e-07, 4.25e-06, 3.80e-06, 4.80e-06, 7.45e-07, 1.41e-08, 3.99e-09, 3.48e-08, 0.00e+00, 0.00e+00, 4.41e-10, 3.97e-06, 2.63e-09]    [6.67e-07, 8.73e-07, 5.71e-07, 3.26e-07, 5.33e-07, 6.72e-07, 4.73e-07, 3.36e-06, 2.48e-09, 1.33e-07, 4.25e-06, 3.80e-06, 4.80e-06, 7.45e-07, 1.41e-08, 3.99e-09, 3.48e-08, 0.00e+00, 0.00e+00, 4.41e-10, 3.97e-06, 2.63e-09]    []  
240500    [1.11e-06, 9.25e-07, 6.65e-07, 5.29e-07, 5.14e-07, 5.70e-07, 5.40e-07, 2.22e-05, 1.91e-06, 1.42e-09, 1.96e-05, 1.93e-05, 5.32e-05, 3.62e-05, 0.00e+00, 7.91e-09, 3.74e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.46e-05, 2.70e-06]    [1.11e-06, 9.25e-07, 6.65e-07, 5.29e-07, 5.14e-07, 5.70e-07, 5.40e-07, 2.22e-05, 1.91e-06, 1.42e-09, 1.96e-05, 1.93e-05, 5.32e-05, 3.62e-05, 0.00e+00, 7.91e-09, 3.74e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.46e-05, 2.70e-06]    []  
240600    [2.75e-07, 5.36e-07, 5.12e-07, 3.33e-07, 4.22e-07, 5.46e-07, 4.45e-07, 7.10e-07, 9.23e-08, 1.87e-08, 2.14e-06, 2.03e-06, 3.47e-06, 1.03e-06, 9.41e-09, 6.79e-08, 8.28e-08, 3.33e-08, 8.77e-08, 0.00e+00, 5.83e-07, 1.09e-07]    [2.75e-07, 5.36e-07, 5.12e-07, 3.33e-07, 4.22e-07, 5.46e-07, 4.45e-07, 7.10e-07, 9.23e-08, 1.87e-08, 2.14e-06, 2.03e-06, 3.47e-06, 1.03e-06, 9.41e-09, 6.79e-08, 8.28e-08, 3.33e-08, 8.77e-08, 0.00e+00, 5.83e-07, 1.09e-07]    []  
240700    [2.79e-07, 5.75e-07, 5.45e-07, 3.64e-07, 4.25e-07, 5.58e-07, 4.66e-07, 1.01e-07, 1.22e-07, 2.76e-08, 1.02e-06, 1.42e-06, 1.29e-06, 7.01e-08, 2.69e-09, 3.05e-08, 3.03e-08, 1.33e-08, 0.00e+00, 0.00e+00, 8.94e-08, 9.79e-08]    [2.79e-07, 5.75e-07, 5.45e-07, 3.64e-07, 4.25e-07, 5.58e-07, 4.66e-07, 1.01e-07, 1.22e-07, 2.76e-08, 1.02e-06, 1.42e-06, 1.29e-06, 7.01e-08, 2.69e-09, 3.05e-08, 3.03e-08, 1.33e-08, 0.00e+00, 0.00e+00, 8.94e-08, 9.79e-08]    []  
240800    [3.52e-07, 7.53e-07, 5.08e-07, 3.93e-07, 3.90e-07, 6.60e-07, 4.78e-07, 2.66e-07, 2.41e-07, 8.08e-07, 4.59e-06, 4.60e-06, 2.07e-06, 6.61e-06, 0.00e+00, 2.24e-08, 2.83e-08, 2.06e-09, 1.27e-08, 0.00e+00, 7.59e-08, 4.27e-07]    [3.52e-07, 7.53e-07, 5.08e-07, 3.93e-07, 3.90e-07, 6.60e-07, 4.78e-07, 2.66e-07, 2.41e-07, 8.08e-07, 4.59e-06, 4.60e-06, 2.07e-06, 6.61e-06, 0.00e+00, 2.24e-08, 2.83e-08, 2.06e-09, 1.27e-08, 0.00e+00, 7.59e-08, 4.27e-07]    []  
240900    [3.83e-06, 1.56e-06, 7.88e-07, 9.87e-07, 5.71e-07, 1.05e-06, 5.70e-07, 1.40e-05, 1.68e-07, 2.74e-06, 2.29e-05, 3.85e-05, 1.02e-04, 1.93e-04, 0.00e+00, 1.52e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.75e-08, 1.53e-05, 1.76e-07]    [3.83e-06, 1.56e-06, 7.88e-07, 9.87e-07, 5.71e-07, 1.05e-06, 5.70e-07, 1.40e-05, 1.68e-07, 2.74e-06, 2.29e-05, 3.85e-05, 1.02e-04, 1.93e-04, 0.00e+00, 1.52e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.75e-08, 1.53e-05, 1.76e-07]    []  
241000    [1.96e-05, 4.92e-06, 3.65e-06, 2.06e-06, 3.54e-06, 2.58e-06, 3.09e-06, 6.92e-07, 8.04e-10, 6.10e-05, 6.73e-05, 2.02e-04, 2.76e-04, 1.31e-03, 9.64e-06, 2.52e-05, 7.95e-06, 1.13e-05, 0.00e+00, 4.38e-12, 5.16e-06, 6.31e-09]    [1.96e-05, 4.92e-06, 3.65e-06, 2.06e-06, 3.54e-06, 2.58e-06, 3.09e-06, 6.92e-07, 8.04e-10, 6.10e-05, 6.73e-05, 2.02e-04, 2.76e-04, 1.31e-03, 9.64e-06, 2.52e-05, 7.95e-06, 1.13e-05, 0.00e+00, 4.38e-12, 5.16e-06, 6.31e-09]    []  
241100    [4.10e-06, 1.01e-06, 8.25e-07, 7.55e-07, 7.46e-07, 7.35e-07, 5.38e-07, 1.40e-05, 4.59e-08, 1.38e-06, 5.24e-05, 4.46e-05, 1.69e-04, 2.04e-04, 2.59e-06, 1.69e-06, 2.34e-06, 1.90e-06, 2.49e-06, 7.60e-09, 1.46e-05, 4.91e-08]    [4.10e-06, 1.01e-06, 8.25e-07, 7.55e-07, 7.46e-07, 7.35e-07, 5.38e-07, 1.40e-05, 4.59e-08, 1.38e-06, 5.24e-05, 4.46e-05, 1.69e-04, 2.04e-04, 2.59e-06, 1.69e-06, 2.34e-06, 1.90e-06, 2.49e-06, 7.60e-09, 1.46e-05, 4.91e-08]    []  
241200    [1.92e-05, 4.68e-06, 2.73e-06, 3.69e-06, 2.84e-06, 2.61e-06, 2.31e-06, 5.01e-06, 2.75e-05, 4.61e-05, 5.22e-05, 1.95e-04, 2.48e-04, 1.23e-03, 2.09e-05, 1.89e-05, 7.57e-06, 4.98e-06, 6.05e-07, 6.13e-06, 3.89e-06, 2.60e-05]    [1.92e-05, 4.68e-06, 2.73e-06, 3.69e-06, 2.84e-06, 2.61e-06, 2.31e-06, 5.01e-06, 2.75e-05, 4.61e-05, 5.22e-05, 1.95e-04, 2.48e-04, 1.23e-03, 2.09e-05, 1.89e-05, 7.57e-06, 4.98e-06, 6.05e-07, 6.13e-06, 3.89e-06, 2.60e-05]    []  
241300    [7.92e-07, 1.20e-06, 5.67e-07, 8.94e-07, 6.87e-07, 6.43e-07, 5.91e-07, 4.18e-05, 1.17e-06, 1.21e-07, 9.28e-06, 4.33e-06, 2.08e-05, 3.27e-05, 6.07e-07, 3.91e-07, 1.16e-07, 2.15e-07, 0.00e+00, 0.00e+00, 5.66e-05, 1.39e-06]    [7.92e-07, 1.20e-06, 5.67e-07, 8.94e-07, 6.87e-07, 6.43e-07, 5.91e-07, 4.18e-05, 1.17e-06, 1.21e-07, 9.28e-06, 4.33e-06, 2.08e-05, 3.27e-05, 6.07e-07, 3.91e-07, 1.16e-07, 2.15e-07, 0.00e+00, 0.00e+00, 5.66e-05, 1.39e-06]    []  
241400    [2.55e-06, 1.52e-06, 8.58e-07, 4.99e-07, 8.06e-07, 6.17e-07, 6.49e-07, 1.18e-05, 5.40e-06, 1.25e-06, 2.28e-05, 2.20e-05, 6.99e-05, 9.54e-05, 3.66e-07, 1.61e-06, 1.30e-06, 1.47e-06, 1.56e-06, 0.00e+00, 9.19e-06, 7.88e-06]    [2.55e-06, 1.52e-06, 8.58e-07, 4.99e-07, 8.06e-07, 6.17e-07, 6.49e-07, 1.18e-05, 5.40e-06, 1.25e-06, 2.28e-05, 2.20e-05, 6.99e-05, 9.54e-05, 3.66e-07, 1.61e-06, 1.30e-06, 1.47e-06, 1.56e-06, 0.00e+00, 9.19e-06, 7.88e-06]    []  
241500    [1.07e-06, 8.35e-07, 5.35e-07, 4.78e-07, 4.29e-07, 6.85e-07, 5.62e-07, 1.73e-05, 2.74e-08, 1.46e-06, 3.47e-06, 7.47e-06, 1.42e-05, 2.18e-05, 0.00e+00, 1.68e-07, 3.73e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.14e-05, 1.96e-08]    [1.07e-06, 8.35e-07, 5.35e-07, 4.78e-07, 4.29e-07, 6.85e-07, 5.62e-07, 1.73e-05, 2.74e-08, 1.46e-06, 3.47e-06, 7.47e-06, 1.42e-05, 2.18e-05, 0.00e+00, 1.68e-07, 3.73e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.14e-05, 1.96e-08]    []  
241600    [7.14e-07, 8.19e-07, 5.54e-07, 5.36e-07, 4.46e-07, 5.27e-07, 4.82e-07, 3.61e-06, 4.31e-09, 1.05e-06, 3.07e-06, 6.69e-06, 2.52e-06, 1.04e-05, 4.86e-07, 2.02e-07, 1.07e-07, 1.39e-07, 0.00e+00, 0.00e+00, 6.14e-06, 1.99e-08]    [7.14e-07, 8.19e-07, 5.54e-07, 5.36e-07, 4.46e-07, 5.27e-07, 4.82e-07, 3.61e-06, 4.31e-09, 1.05e-06, 3.07e-06, 6.69e-06, 2.52e-06, 1.04e-05, 4.86e-07, 2.02e-07, 1.07e-07, 1.39e-07, 0.00e+00, 0.00e+00, 6.14e-06, 1.99e-08]    []  
241700    [8.47e-07, 5.63e-07, 5.74e-07, 4.06e-07, 4.56e-07, 5.89e-07, 5.38e-07, 2.22e-07, 1.62e-09, 1.44e-06, 2.09e-06, 5.44e-06, 5.68e-06, 2.73e-05, 2.72e-07, 3.01e-07, 2.70e-07, 2.58e-07, 4.62e-08, 9.54e-12, 3.11e-07, 2.68e-09]    [8.47e-07, 5.63e-07, 5.74e-07, 4.06e-07, 4.56e-07, 5.89e-07, 5.38e-07, 2.22e-07, 1.62e-09, 1.44e-06, 2.09e-06, 5.44e-06, 5.68e-06, 2.73e-05, 2.72e-07, 3.01e-07, 2.70e-07, 2.58e-07, 4.62e-08, 9.54e-12, 3.11e-07, 2.68e-09]    []  
241800    [2.94e-07, 5.91e-07, 5.39e-07, 4.01e-07, 4.01e-07, 6.31e-07, 4.77e-07, 1.64e-06, 2.94e-06, 5.79e-08, 7.96e-07, 1.49e-06, 1.31e-06, 5.78e-07, 2.64e-09, 7.93e-08, 4.22e-08, 9.09e-09, 2.18e-07, 5.20e-07, 1.45e-06, 2.63e-06]    [2.94e-07, 5.91e-07, 5.39e-07, 4.01e-07, 4.01e-07, 6.31e-07, 4.77e-07, 1.64e-06, 2.94e-06, 5.79e-08, 7.96e-07, 1.49e-06, 1.31e-06, 5.78e-07, 2.64e-09, 7.93e-08, 4.22e-08, 9.09e-09, 2.18e-07, 5.20e-07, 1.45e-06, 2.63e-06]    []  
241900    [1.36e-06, 7.88e-07, 6.16e-07, 3.38e-07, 4.82e-07, 5.94e-07, 5.01e-07, 2.89e-06, 4.08e-08, 1.37e-06, 6.01e-06, 8.75e-06, 2.41e-05, 4.53e-05, 2.61e-07, 3.59e-07, 3.90e-07, 6.72e-07, 0.00e+00, 0.00e+00, 5.90e-06, 4.88e-08]    [1.36e-06, 7.88e-07, 6.16e-07, 3.38e-07, 4.82e-07, 5.94e-07, 5.01e-07, 2.89e-06, 4.08e-08, 1.37e-06, 6.01e-06, 8.75e-06, 2.41e-05, 4.53e-05, 2.61e-07, 3.59e-07, 3.90e-07, 6.72e-07, 0.00e+00, 0.00e+00, 5.90e-06, 4.88e-08]    []  
242000    [5.26e-05, 1.24e-05, 5.72e-06, 1.01e-05, 5.87e-06, 7.54e-06, 4.62e-06, 5.46e-05, 4.73e-06, 1.30e-04, 1.50e-04, 4.87e-04, 3.36e-04, 2.74e-03, 6.80e-05, 4.90e-05, 2.01e-05, 1.12e-05, 7.75e-06, 9.78e-07, 4.31e-05, 4.78e-06]    [5.26e-05, 1.24e-05, 5.72e-06, 1.01e-05, 5.87e-06, 7.54e-06, 4.62e-06, 5.46e-05, 4.73e-06, 1.30e-04, 1.50e-04, 4.87e-04, 3.36e-04, 2.74e-03, 6.80e-05, 4.90e-05, 2.01e-05, 1.12e-05, 7.75e-06, 9.78e-07, 4.31e-05, 4.78e-06]    []  

Best model at step 222458:
  train loss: 5.86e-06
  test loss: 5.86e-06
  test metric: []

'train' took 39.286197 s

Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
242000    [5.26e-05, 1.24e-05, 5.72e-06, 1.01e-05, 5.87e-06, 7.54e-06, 4.62e-06, 5.46e-05, 4.73e-06, 1.30e-04, 1.50e-04, 4.87e-04, 3.36e-04, 2.74e-03, 6.80e-05, 4.90e-05, 2.01e-05, 1.12e-05, 7.75e-06, 9.78e-07, 4.31e-05, 4.78e-06]    [5.26e-05, 1.24e-05, 5.72e-06, 1.01e-05, 5.87e-06, 7.54e-06, 4.62e-06, 5.46e-05, 4.73e-06, 1.30e-04, 1.50e-04, 4.87e-04, 3.36e-04, 2.74e-03, 6.80e-05, 4.90e-05, 2.01e-05, 1.12e-05, 7.75e-06, 9.78e-07, 4.31e-05, 4.78e-06]    []  
242100    [2.57e-07, 4.70e-07, 5.26e-07, 3.47e-07, 3.98e-07, 5.13e-07, 4.55e-07, 8.53e-09, 4.70e-07, 2.99e-09, 6.73e-07, 1.16e-06, 1.10e-06, 4.32e-08, 4.45e-09, 2.71e-08, 2.97e-08, 2.33e-08, 6.75e-11, 0.00e+00, 2.13e-08, 5.97e-07]    [2.57e-07, 4.70e-07, 5.26e-07, 3.47e-07, 3.98e-07, 5.13e-07, 4.55e-07, 8.53e-09, 4.70e-07, 2.99e-09, 6.73e-07, 1.16e-06, 1.10e-06, 4.32e-08, 4.45e-09, 2.71e-08, 2.97e-08, 2.33e-08, 6.75e-11, 0.00e+00, 2.13e-08, 5.97e-07]    []  
242200    [3.05e-07, 5.53e-07, 4.96e-07, 3.80e-07, 4.04e-07, 6.40e-07, 4.89e-07, 7.00e-07, 2.00e-07, 7.81e-08, 1.13e-06, 2.16e-06, 1.98e-06, 3.57e-06, 0.00e+00, 5.05e-09, 4.41e-08, 4.92e-09, 0.00e+00, 0.00e+00, 1.04e-06, 1.96e-07]    [3.05e-07, 5.53e-07, 4.96e-07, 3.80e-07, 4.04e-07, 6.40e-07, 4.89e-07, 7.00e-07, 2.00e-07, 7.81e-08, 1.13e-06, 2.16e-06, 1.98e-06, 3.57e-06, 0.00e+00, 5.05e-09, 4.41e-08, 4.92e-09, 0.00e+00, 0.00e+00, 1.04e-06, 1.96e-07]    []  
242300    [4.58e-06, 1.98e-06, 6.65e-07, 1.84e-06, 6.05e-07, 1.27e-06, 6.19e-07, 2.97e-06, 1.38e-08, 2.62e-06, 6.27e-05, 5.98e-05, 1.88e-04, 1.88e-04, 0.00e+00, 3.14e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.23e-06, 1.15e-07]    [4.58e-06, 1.98e-06, 6.65e-07, 1.84e-06, 6.05e-07, 1.27e-06, 6.19e-07, 2.97e-06, 1.38e-08, 2.62e-06, 6.27e-05, 5.98e-05, 1.88e-04, 1.88e-04, 0.00e+00, 3.14e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.23e-06, 1.15e-07]    []  
242400    [1.98e-06, 1.43e-06, 1.06e-06, 1.03e-06, 5.29e-07, 1.12e-06, 7.88e-07, 4.72e-05, 2.79e-07, 3.82e-06, 6.12e-06, 1.42e-05, 1.45e-05, 8.04e-05, 1.65e-06, 1.31e-07, 5.47e-07, 9.06e-09, 0.00e+00, 0.00e+00, 4.60e-05, 1.82e-07]    [1.98e-06, 1.43e-06, 1.06e-06, 1.03e-06, 5.29e-07, 1.12e-06, 7.88e-07, 4.72e-05, 2.79e-07, 3.82e-06, 6.12e-06, 1.42e-05, 1.45e-05, 8.04e-05, 1.65e-06, 1.31e-07, 5.47e-07, 9.06e-09, 0.00e+00, 0.00e+00, 4.60e-05, 1.82e-07]    []  
242500    [1.37e-05, 5.24e-06, 9.44e-07, 5.23e-06, 1.17e-06, 3.08e-06, 8.82e-07, 1.08e-07, 2.26e-07, 1.84e-05, 5.79e-05, 1.30e-04, 3.26e-04, 6.76e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.76e-10, 0.00e+00, 2.60e-08, 3.33e-07]    [1.37e-05, 5.24e-06, 9.44e-07, 5.23e-06, 1.17e-06, 3.08e-06, 8.82e-07, 1.08e-07, 2.26e-07, 1.84e-05, 5.79e-05, 1.30e-04, 3.26e-04, 6.76e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.76e-10, 0.00e+00, 2.60e-08, 3.33e-07]    []  
242600    [3.49e-06, 1.59e-06, 8.53e-07, 7.23e-07, 6.75e-07, 9.08e-07, 6.73e-07, 8.30e-07, 5.29e-05, 8.04e-07, 2.63e-05, 2.79e-05, 1.00e-04, 1.56e-04, 1.85e-06, 8.66e-07, 1.61e-06, 4.50e-07, 4.30e-07, 1.03e-05, 2.65e-06, 4.31e-05]    [3.49e-06, 1.59e-06, 8.53e-07, 7.23e-07, 6.75e-07, 9.08e-07, 6.73e-07, 8.30e-07, 5.29e-05, 8.04e-07, 2.63e-05, 2.79e-05, 1.00e-04, 1.56e-04, 1.85e-06, 8.66e-07, 1.61e-06, 4.50e-07, 4.30e-07, 1.03e-05, 2.65e-06, 4.31e-05]    []  
242700    [2.34e-06, 1.65e-06, 6.93e-07, 1.06e-06, 7.30e-07, 8.07e-07, 6.03e-07, 1.81e-07, 5.33e-08, 1.95e-06, 1.22e-05, 1.68e-05, 4.72e-05, 1.09e-04, 2.50e-06, 5.40e-07, 4.84e-07, 7.62e-07, 0.00e+00, 2.91e-10, 1.83e-06, 2.40e-08]    [2.34e-06, 1.65e-06, 6.93e-07, 1.06e-06, 7.30e-07, 8.07e-07, 6.03e-07, 1.81e-07, 5.33e-08, 1.95e-06, 1.22e-05, 1.68e-05, 4.72e-05, 1.09e-04, 2.50e-06, 5.40e-07, 4.84e-07, 7.62e-07, 0.00e+00, 2.91e-10, 1.83e-06, 2.40e-08]    []  
242800    [7.87e-06, 4.21e-06, 2.23e-06, 2.30e-06, 1.16e-06, 3.07e-06, 1.42e-06, 3.84e-05, 1.00e-08, 1.91e-05, 3.97e-05, 1.00e-04, 4.68e-05, 4.52e-04, 1.77e-05, 4.06e-06, 9.34e-07, 1.98e-07, 0.00e+00, 8.67e-10, 6.52e-05, 5.76e-09]    [7.87e-06, 4.21e-06, 2.23e-06, 2.30e-06, 1.16e-06, 3.07e-06, 1.42e-06, 3.84e-05, 1.00e-08, 1.91e-05, 3.97e-05, 1.00e-04, 4.68e-05, 4.52e-04, 1.77e-05, 4.06e-06, 9.34e-07, 1.98e-07, 0.00e+00, 8.67e-10, 6.52e-05, 5.76e-09]    []  
242900    [3.41e-07, 5.28e-07, 5.11e-07, 3.64e-07, 3.71e-07, 5.28e-07, 4.39e-07, 1.05e-08, 1.59e-09, 8.60e-08, 1.45e-06, 2.52e-06, 5.21e-06, 7.35e-06, 0.00e+00, 0.00e+00, 3.85e-09, 2.91e-10, 0.00e+00, 1.83e-10, 4.22e-08, 2.99e-09]    [3.41e-07, 5.28e-07, 5.11e-07, 3.64e-07, 3.71e-07, 5.28e-07, 4.39e-07, 1.05e-08, 1.59e-09, 8.60e-08, 1.45e-06, 2.52e-06, 5.21e-06, 7.35e-06, 0.00e+00, 0.00e+00, 3.85e-09, 2.91e-10, 0.00e+00, 1.83e-10, 4.22e-08, 2.99e-09]    []  
243000    [2.89e-07, 4.92e-07, 5.70e-07, 3.67e-07, 4.54e-07, 5.37e-07, 4.55e-07, 3.12e-07, 1.04e-04, 5.30e-08, 9.43e-07, 1.46e-06, 1.41e-06, 4.42e-07, 1.15e-08, 1.13e-08, 2.14e-08, 1.74e-08, 0.00e+00, 0.00e+00, 3.75e-07, 1.35e-04]    [2.89e-07, 4.92e-07, 5.70e-07, 3.67e-07, 4.54e-07, 5.37e-07, 4.55e-07, 3.12e-07, 1.04e-04, 5.30e-08, 9.43e-07, 1.46e-06, 1.41e-06, 4.42e-07, 1.15e-08, 1.13e-08, 2.14e-08, 1.74e-08, 0.00e+00, 0.00e+00, 3.75e-07, 1.35e-04]    []  
243100    [8.15e-07, 8.76e-07, 6.66e-07, 8.31e-07, 6.87e-07, 6.27e-07, 7.05e-07, 5.67e-06, 5.13e-07, 2.24e-06, 7.55e-06, 7.07e-06, 4.14e-06, 2.01e-05, 3.72e-10, 5.01e-07, 2.48e-07, 1.84e-07, 0.00e+00, 0.00e+00, 6.81e-06, 3.29e-07]    [8.15e-07, 8.76e-07, 6.66e-07, 8.31e-07, 6.87e-07, 6.27e-07, 7.05e-07, 5.67e-06, 5.13e-07, 2.24e-06, 7.55e-06, 7.07e-06, 4.14e-06, 2.01e-05, 3.72e-10, 5.01e-07, 2.48e-07, 1.84e-07, 0.00e+00, 0.00e+00, 6.81e-06, 3.29e-07]    []  
243200    [6.31e-07, 9.28e-07, 5.20e-07, 4.45e-07, 5.16e-07, 5.52e-07, 5.24e-07, 2.42e-06, 2.18e-06, 8.24e-08, 1.35e-06, 2.44e-06, 1.94e-06, 2.65e-06, 1.07e-07, 2.02e-09, 1.55e-08, 1.32e-08, 0.00e+00, 0.00e+00, 6.17e-06, 2.91e-06]    [6.31e-07, 9.28e-07, 5.20e-07, 4.45e-07, 5.16e-07, 5.52e-07, 5.24e-07, 2.42e-06, 2.18e-06, 8.24e-08, 1.35e-06, 2.44e-06, 1.94e-06, 2.65e-06, 1.07e-07, 2.02e-09, 1.55e-08, 1.32e-08, 0.00e+00, 0.00e+00, 6.17e-06, 2.91e-06]    []  
243300    [9.65e-07, 7.80e-07, 4.26e-07, 4.49e-07, 4.27e-07, 6.17e-07, 5.10e-07, 3.56e-06, 7.68e-06, 4.20e-07, 1.70e-06, 6.76e-06, 1.34e-05, 3.34e-05, 0.00e+00, 4.77e-11, 3.19e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.68e-06, 6.03e-06]    [9.65e-07, 7.80e-07, 4.26e-07, 4.49e-07, 4.27e-07, 6.17e-07, 5.10e-07, 3.56e-06, 7.68e-06, 4.20e-07, 1.70e-06, 6.76e-06, 1.34e-05, 3.34e-05, 0.00e+00, 4.77e-11, 3.19e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.68e-06, 6.03e-06]    []  
243400    [6.38e-07, 5.48e-07, 5.05e-07, 4.43e-07, 4.36e-07, 5.40e-07, 4.74e-07, 5.69e-07, 2.54e-09, 2.57e-07, 2.43e-06, 3.67e-06, 7.19e-06, 1.23e-05, 2.95e-07, 1.61e-07, 1.46e-07, 1.26e-07, 2.91e-07, 1.44e-10, 1.87e-06, 2.01e-09]    [6.38e-07, 5.48e-07, 5.05e-07, 4.43e-07, 4.36e-07, 5.40e-07, 4.74e-07, 5.69e-07, 2.54e-09, 2.57e-07, 2.43e-06, 3.67e-06, 7.19e-06, 1.23e-05, 2.95e-07, 1.61e-07, 1.46e-07, 1.26e-07, 2.91e-07, 1.44e-10, 1.87e-06, 2.01e-09]    []  
243500    [4.67e-07, 4.92e-07, 4.88e-07, 3.97e-07, 3.88e-07, 5.56e-07, 4.55e-07, 1.57e-06, 7.67e-10, 2.33e-07, 1.76e-06, 2.48e-06, 5.03e-06, 1.03e-05, 2.18e-07, 2.19e-08, 1.11e-07, 7.56e-08, 0.00e+00, 6.02e-12, 2.13e-06, 3.09e-09]    [4.67e-07, 4.92e-07, 4.88e-07, 3.97e-07, 3.88e-07, 5.56e-07, 4.55e-07, 1.57e-06, 7.67e-10, 2.33e-07, 1.76e-06, 2.48e-06, 5.03e-06, 1.03e-05, 2.18e-07, 2.19e-08, 1.11e-07, 7.56e-08, 0.00e+00, 6.02e-12, 2.13e-06, 3.09e-09]    []  
243600    [2.91e-07, 4.49e-07, 5.06e-07, 3.51e-07, 4.00e-07, 5.55e-07, 4.43e-07, 3.48e-07, 1.32e-07, 2.24e-08, 7.77e-07, 1.30e-06, 1.23e-06, 5.63e-07, 2.03e-08, 8.14e-09, 3.48e-08, 3.39e-08, 0.00e+00, 2.40e-08, 6.77e-07, 1.50e-07]    [2.91e-07, 4.49e-07, 5.06e-07, 3.51e-07, 4.00e-07, 5.55e-07, 4.43e-07, 3.48e-07, 1.32e-07, 2.24e-08, 7.77e-07, 1.30e-06, 1.23e-06, 5.63e-07, 2.03e-08, 8.14e-09, 3.48e-08, 3.39e-08, 0.00e+00, 2.40e-08, 6.77e-07, 1.50e-07]    []  
243700    [5.02e-07, 4.73e-07, 5.31e-07, 3.70e-07, 4.56e-07, 5.34e-07, 4.47e-07, 7.28e-07, 6.90e-07, 1.29e-07, 1.90e-06, 2.99e-06, 5.40e-06, 1.09e-05, 1.68e-07, 2.31e-07, 1.22e-07, 1.23e-07, 1.27e-07, 7.39e-08, 8.45e-07, 4.43e-07]    [5.02e-07, 4.73e-07, 5.31e-07, 3.70e-07, 4.56e-07, 5.34e-07, 4.47e-07, 7.28e-07, 6.90e-07, 1.29e-07, 1.90e-06, 2.99e-06, 5.40e-06, 1.09e-05, 1.68e-07, 2.31e-07, 1.22e-07, 1.23e-07, 1.27e-07, 7.39e-08, 8.45e-07, 4.43e-07]    []  
243800    [4.50e-07, 5.12e-07, 5.16e-07, 3.72e-07, 3.86e-07, 5.70e-07, 4.65e-07, 1.71e-06, 1.11e-08, 4.42e-09, 3.94e-06, 4.20e-06, 1.16e-05, 1.01e-05, 0.00e+00, 0.00e+00, 1.27e-09, 0.00e+00, 0.00e+00, 1.17e-12, 2.28e-06, 3.86e-09]    [4.50e-07, 5.12e-07, 5.16e-07, 3.72e-07, 3.86e-07, 5.70e-07, 4.65e-07, 1.71e-06, 1.11e-08, 4.42e-09, 3.94e-06, 4.20e-06, 1.16e-05, 1.01e-05, 0.00e+00, 0.00e+00, 1.27e-09, 0.00e+00, 0.00e+00, 1.17e-12, 2.28e-06, 3.86e-09]    []  
243900    [7.30e-06, 1.53e-06, 1.15e-06, 1.13e-06, 1.10e-06, 9.91e-07, 7.77e-07, 3.78e-05, 4.84e-07, 3.30e-06, 5.29e-05, 6.71e-05, 2.17e-04, 3.97e-04, 5.37e-06, 3.43e-06, 3.55e-06, 2.88e-06, 6.37e-06, 8.32e-08, 3.54e-05, 4.95e-07]    [7.30e-06, 1.53e-06, 1.15e-06, 1.13e-06, 1.10e-06, 9.91e-07, 7.77e-07, 3.78e-05, 4.84e-07, 3.30e-06, 5.29e-05, 6.71e-05, 2.17e-04, 3.97e-04, 5.37e-06, 3.43e-06, 3.55e-06, 2.88e-06, 6.37e-06, 8.32e-08, 3.54e-05, 4.95e-07]    []  
244000    [2.90e-06, 1.18e-06, 7.05e-07, 7.81e-07, 4.84e-07, 8.63e-07, 5.38e-07, 5.57e-06, 2.27e-08, 1.12e-06, 2.24e-05, 3.00e-05, 8.74e-05, 1.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.46e-06, 4.43e-08]    [2.90e-06, 1.18e-06, 7.05e-07, 7.81e-07, 4.84e-07, 8.63e-07, 5.38e-07, 5.57e-06, 2.27e-08, 1.12e-06, 2.24e-05, 3.00e-05, 8.74e-05, 1.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.46e-06, 4.43e-08]    []  

Best model at step 222458:
  train loss: 5.86e-06
  test loss: 5.86e-06
  test metric: []

'train' took 37.643324 s

Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
244000    [2.90e-06, 1.18e-06, 7.05e-07, 7.81e-07, 4.84e-07, 8.63e-07, 5.38e-07, 5.57e-06, 2.27e-08, 1.12e-06, 2.24e-05, 3.00e-05, 8.74e-05, 1.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.46e-06, 4.43e-08]    [2.90e-06, 1.18e-06, 7.05e-07, 7.81e-07, 4.84e-07, 8.63e-07, 5.38e-07, 5.57e-06, 2.27e-08, 1.12e-06, 2.24e-05, 3.00e-05, 8.74e-05, 1.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.46e-06, 4.43e-08]    []  
244100    [3.20e-07, 5.07e-07, 5.15e-07, 3.53e-07, 3.83e-07, 5.31e-07, 4.51e-07, 3.48e-07, 1.13e-08, 1.81e-08, 1.78e-06, 2.36e-06, 4.87e-06, 3.72e-06, 0.00e+00, 0.00e+00, 3.01e-09, 4.85e-10, 0.00e+00, 0.00e+00, 3.48e-07, 1.07e-08]    [3.20e-07, 5.07e-07, 5.15e-07, 3.53e-07, 3.83e-07, 5.31e-07, 4.51e-07, 3.48e-07, 1.13e-08, 1.81e-08, 1.78e-06, 2.36e-06, 4.87e-06, 3.72e-06, 0.00e+00, 0.00e+00, 3.01e-09, 4.85e-10, 0.00e+00, 0.00e+00, 3.48e-07, 1.07e-08]    []  
244200    [1.68e-05, 3.53e-06, 1.97e-06, 2.64e-06, 2.41e-06, 1.99e-06, 1.68e-06, 3.02e-05, 2.12e-04, 1.87e-05, 6.56e-05, 1.61e-04, 3.50e-04, 1.08e-03, 1.69e-05, 1.36e-05, 7.40e-06, 5.55e-06, 4.91e-06, 4.69e-05, 2.79e-05, 1.75e-04]    [1.68e-05, 3.53e-06, 1.97e-06, 2.64e-06, 2.41e-06, 1.99e-06, 1.68e-06, 3.02e-05, 2.12e-04, 1.87e-05, 6.56e-05, 1.61e-04, 3.50e-04, 1.08e-03, 1.69e-05, 1.36e-05, 7.40e-06, 5.55e-06, 4.91e-06, 4.69e-05, 2.79e-05, 1.75e-04]    []  
244300    [2.06e-06, 1.14e-06, 6.64e-07, 6.33e-07, 5.85e-07, 7.05e-07, 5.10e-07, 2.34e-05, 1.92e-07, 5.89e-08, 2.58e-05, 2.02e-05, 7.54e-05, 8.47e-05, 1.55e-06, 2.95e-07, 1.30e-06, 2.59e-07, 3.88e-06, 4.19e-08, 2.22e-05, 2.54e-07]    [2.06e-06, 1.14e-06, 6.64e-07, 6.33e-07, 5.85e-07, 7.05e-07, 5.10e-07, 2.34e-05, 1.92e-07, 5.89e-08, 2.58e-05, 2.02e-05, 7.54e-05, 8.47e-05, 1.55e-06, 2.95e-07, 1.30e-06, 2.59e-07, 3.88e-06, 4.19e-08, 2.22e-05, 2.54e-07]    []  
244400    [5.07e-07, 4.55e-07, 5.21e-07, 3.77e-07, 4.08e-07, 5.61e-07, 4.55e-07, 3.47e-08, 4.80e-07, 2.82e-07, 2.17e-06, 3.30e-06, 6.97e-06, 1.39e-05, 1.84e-07, 1.07e-07, 1.76e-07, 1.49e-07, 0.00e+00, 6.94e-08, 4.91e-08, 4.12e-07]    [5.07e-07, 4.55e-07, 5.21e-07, 3.77e-07, 4.08e-07, 5.61e-07, 4.55e-07, 3.47e-08, 4.80e-07, 2.82e-07, 2.17e-06, 3.30e-06, 6.97e-06, 1.39e-05, 1.84e-07, 1.07e-07, 1.76e-07, 1.49e-07, 0.00e+00, 6.94e-08, 4.91e-08, 4.12e-07]    []  
244500    [2.92e-07, 4.90e-07, 5.10e-07, 3.63e-07, 3.88e-07, 5.23e-07, 4.52e-07, 9.95e-08, 1.36e-08, 1.83e-09, 1.10e-06, 1.81e-06, 2.80e-06, 1.77e-06, 3.37e-10, 0.00e+00, 6.73e-09, 3.21e-09, 0.00e+00, 1.83e-09, 1.34e-07, 1.06e-08]    [2.92e-07, 4.90e-07, 5.10e-07, 3.63e-07, 3.88e-07, 5.23e-07, 4.52e-07, 9.95e-08, 1.36e-08, 1.83e-09, 1.10e-06, 1.81e-06, 2.80e-06, 1.77e-06, 3.37e-10, 0.00e+00, 6.73e-09, 3.21e-09, 0.00e+00, 1.83e-09, 1.34e-07, 1.06e-08]    []  
244600    [7.76e-06, 1.71e-06, 1.27e-06, 1.25e-06, 1.15e-06, 1.10e-06, 8.21e-07, 8.11e-06, 1.30e-07, 7.36e-06, 3.70e-05, 6.87e-05, 1.83e-04, 4.53e-04, 6.29e-06, 4.18e-06, 3.32e-06, 3.05e-06, 1.18e-06, 1.86e-08, 7.27e-06, 1.18e-07]    [7.76e-06, 1.71e-06, 1.27e-06, 1.25e-06, 1.15e-06, 1.10e-06, 8.21e-07, 8.11e-06, 1.30e-07, 7.36e-06, 3.70e-05, 6.87e-05, 1.83e-04, 4.53e-04, 6.29e-06, 4.18e-06, 3.32e-06, 3.05e-06, 1.18e-06, 1.86e-08, 7.27e-06, 1.18e-07]    []  
244700    [4.33e-05, 1.40e-05, 4.87e-06, 8.79e-06, 2.55e-06, 8.23e-06, 2.79e-06, 2.57e-05, 3.81e-05, 1.75e-04, 2.47e-04, 3.02e-04, 2.26e-04, 2.13e-03, 6.60e-05, 1.48e-05, 2.67e-05, 1.28e-05, 4.12e-06, 5.21e-06, 2.38e-05, 2.33e-05]    [4.33e-05, 1.40e-05, 4.87e-06, 8.79e-06, 2.55e-06, 8.23e-06, 2.79e-06, 2.57e-05, 3.81e-05, 1.75e-04, 2.47e-04, 3.02e-04, 2.26e-04, 2.13e-03, 6.60e-05, 1.48e-05, 2.67e-05, 1.28e-05, 4.12e-06, 5.21e-06, 2.38e-05, 2.33e-05]    []  
244800    [7.98e-07, 2.42e-06, 1.73e-06, 2.43e-06, 5.45e-06, 6.39e-07, 8.27e-06, 2.12e-07, 3.54e-09, 2.73e-08, 1.34e-06, 2.48e-06, 2.21e-06, 1.19e-06, 2.09e-09, 7.71e-08, 6.78e-08, 3.23e-08, 0.00e+00, 0.00e+00, 1.25e-07, 1.49e-08]    [7.98e-07, 2.42e-06, 1.73e-06, 2.43e-06, 5.45e-06, 6.39e-07, 8.27e-06, 2.12e-07, 3.54e-09, 2.73e-08, 1.34e-06, 2.48e-06, 2.21e-06, 1.19e-06, 2.09e-09, 7.71e-08, 6.78e-08, 3.23e-08, 0.00e+00, 0.00e+00, 1.25e-07, 1.49e-08]    []  
244900    [8.44e-07, 2.13e-06, 1.89e-06, 9.31e-07, 4.41e-06, 4.30e-07, 5.52e-06, 1.03e-04, 1.07e-04, 2.44e-06, 7.89e-05, 4.27e-05, 1.12e-04, 1.69e-05, 0.00e+00, 1.64e-08, 1.23e-08, 1.05e-09, 0.00e+00, 7.58e-06, 1.33e-04, 3.56e-05]    [8.44e-07, 2.13e-06, 1.89e-06, 9.31e-07, 4.41e-06, 4.30e-07, 5.52e-06, 1.03e-04, 1.07e-04, 2.44e-06, 7.89e-05, 4.27e-05, 1.12e-04, 1.69e-05, 0.00e+00, 1.64e-08, 1.23e-08, 1.05e-09, 0.00e+00, 7.58e-06, 1.33e-04, 3.56e-05]    []  
245000    [3.35e-07, 2.17e-06, 1.66e-06, 8.01e-07, 3.03e-06, 4.63e-07, 3.86e-06, 5.48e-08, 4.71e-10, 1.03e-08, 6.16e-07, 1.62e-06, 1.58e-06, 1.29e-06, 0.00e+00, 7.37e-10, 6.18e-09, 9.77e-10, 0.00e+00, 1.19e-09, 1.54e-07, 7.14e-09]    [3.35e-07, 2.17e-06, 1.66e-06, 8.01e-07, 3.03e-06, 4.63e-07, 3.86e-06, 5.48e-08, 4.71e-10, 1.03e-08, 6.16e-07, 1.62e-06, 1.58e-06, 1.29e-06, 0.00e+00, 7.37e-10, 6.18e-09, 9.77e-10, 0.00e+00, 1.19e-09, 1.54e-07, 7.14e-09]    []  
245100    [3.57e-07, 9.91e-07, 1.06e-06, 1.31e-06, 8.14e-07, 8.57e-07, 1.40e-06, 2.08e-07, 4.02e-10, 2.60e-10, 1.34e-06, 1.70e-06, 1.16e-06, 4.19e-08, 5.34e-08, 3.31e-10, 2.08e-08, 1.27e-08, 0.00e+00, 7.50e-11, 8.16e-07, 2.16e-09]    [3.57e-07, 9.91e-07, 1.06e-06, 1.31e-06, 8.14e-07, 8.57e-07, 1.40e-06, 2.08e-07, 4.02e-10, 2.60e-10, 1.34e-06, 1.70e-06, 1.16e-06, 4.19e-08, 5.34e-08, 3.31e-10, 2.08e-08, 1.27e-08, 0.00e+00, 7.50e-11, 8.16e-07, 2.16e-09]    []  
245200    [7.53e-07, 9.36e-07, 9.69e-07, 8.86e-07, 5.72e-07, 7.36e-07, 1.01e-06, 8.31e-07, 1.25e-09, 1.56e-07, 8.70e-06, 9.48e-06, 2.82e-05, 3.47e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.00e-12, 1.10e-06, 3.73e-09]    [7.53e-07, 9.36e-07, 9.69e-07, 8.86e-07, 5.72e-07, 7.36e-07, 1.01e-06, 8.31e-07, 1.25e-09, 1.56e-07, 8.70e-06, 9.48e-06, 2.82e-05, 3.47e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.00e-12, 1.10e-06, 3.73e-09]    []  
245300    [2.51e-07, 5.56e-07, 8.69e-07, 6.67e-07, 5.74e-07, 6.20e-07, 7.70e-07, 8.76e-08, 8.34e-09, 1.24e-09, 1.02e-06, 1.23e-06, 1.34e-06, 2.20e-07, 2.86e-08, 6.65e-09, 3.24e-08, 3.56e-08, 6.80e-09, 4.39e-10, 4.12e-08, 3.38e-09]    [2.51e-07, 5.56e-07, 8.69e-07, 6.67e-07, 5.74e-07, 6.20e-07, 7.70e-07, 8.76e-08, 8.34e-09, 1.24e-09, 1.02e-06, 1.23e-06, 1.34e-06, 2.20e-07, 2.86e-08, 6.65e-09, 3.24e-08, 3.56e-08, 6.80e-09, 4.39e-10, 4.12e-08, 3.38e-09]    []  
245400    [3.65e-07, 6.28e-07, 8.52e-07, 5.87e-07, 5.17e-07, 6.69e-07, 6.95e-07, 4.68e-07, 3.95e-07, 3.40e-09, 3.59e-06, 3.75e-06, 9.42e-06, 6.65e-06, 0.00e+00, 0.00e+00, 1.35e-09, 4.93e-13, 0.00e+00, 4.71e-08, 5.20e-07, 2.91e-07]    [3.65e-07, 6.28e-07, 8.52e-07, 5.87e-07, 5.17e-07, 6.69e-07, 6.95e-07, 4.68e-07, 3.95e-07, 3.40e-09, 3.59e-06, 3.75e-06, 9.42e-06, 6.65e-06, 0.00e+00, 0.00e+00, 1.35e-09, 4.93e-13, 0.00e+00, 4.71e-08, 5.20e-07, 2.91e-07]    []  
245500    [2.87e-07, 5.74e-07, 7.48e-07, 4.99e-07, 4.58e-07, 6.48e-07, 5.73e-07, 6.67e-08, 8.99e-09, 7.55e-08, 8.21e-07, 1.93e-06, 2.56e-06, 4.24e-06, 0.00e+00, 0.00e+00, 2.77e-09, 9.56e-11, 0.00e+00, 0.00e+00, 9.96e-08, 5.00e-08]    [2.87e-07, 5.74e-07, 7.48e-07, 4.99e-07, 4.58e-07, 6.48e-07, 5.73e-07, 6.67e-08, 8.99e-09, 7.55e-08, 8.21e-07, 1.93e-06, 2.56e-06, 4.24e-06, 0.00e+00, 0.00e+00, 2.77e-09, 9.56e-11, 0.00e+00, 0.00e+00, 9.96e-08, 5.00e-08]    []  
245600    [2.76e-07, 5.06e-07, 7.23e-07, 4.33e-07, 4.48e-07, 6.17e-07, 5.04e-07, 6.93e-07, 1.45e-07, 1.62e-09, 1.02e-06, 1.65e-06, 2.41e-06, 1.49e-06, 0.00e+00, 0.00e+00, 2.95e-09, 1.46e-09, 0.00e+00, 1.85e-08, 7.72e-07, 1.19e-07]    [2.76e-07, 5.06e-07, 7.23e-07, 4.33e-07, 4.48e-07, 6.17e-07, 5.04e-07, 6.93e-07, 1.45e-07, 1.62e-09, 1.02e-06, 1.65e-06, 2.41e-06, 1.49e-06, 0.00e+00, 0.00e+00, 2.95e-09, 1.46e-09, 0.00e+00, 1.85e-08, 7.72e-07, 1.19e-07]    []  
245700    [1.39e-06, 9.82e-07, 7.25e-07, 6.21e-07, 4.47e-07, 8.67e-07, 5.05e-07, 5.77e-08, 1.35e-08, 1.14e-06, 5.28e-06, 1.30e-05, 2.88e-05, 6.87e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-07, 3.15e-07]    [1.39e-06, 9.82e-07, 7.25e-07, 6.21e-07, 4.47e-07, 8.67e-07, 5.05e-07, 5.77e-08, 1.35e-08, 1.14e-06, 5.28e-06, 1.30e-05, 2.88e-05, 6.87e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-07, 3.15e-07]    []  
245800    [2.52e-07, 4.60e-07, 6.40e-07, 3.79e-07, 3.98e-07, 5.76e-07, 4.24e-07, 1.30e-08, 2.96e-11, 1.04e-08, 6.73e-07, 1.17e-06, 1.03e-06, 2.99e-07, 2.50e-08, 6.52e-09, 1.52e-08, 2.99e-08, 6.32e-09, 1.22e-10, 3.92e-08, 3.27e-09]    [2.52e-07, 4.60e-07, 6.40e-07, 3.79e-07, 3.98e-07, 5.76e-07, 4.24e-07, 1.30e-08, 2.96e-11, 1.04e-08, 6.73e-07, 1.17e-06, 1.03e-06, 2.99e-07, 2.50e-08, 6.52e-09, 1.52e-08, 2.99e-08, 6.32e-09, 1.22e-10, 3.92e-08, 3.27e-09]    []  
245900    [3.10e-07, 5.07e-07, 6.67e-07, 3.85e-07, 4.49e-07, 6.91e-07, 4.31e-07, 9.21e-07, 4.30e-09, 1.05e-09, 1.09e-06, 1.76e-06, 1.25e-06, 5.28e-07, 9.40e-11, 7.44e-11, 2.54e-08, 1.59e-08, 0.00e+00, 0.00e+00, 4.58e-07, 7.20e-09]    [3.10e-07, 5.07e-07, 6.67e-07, 3.85e-07, 4.49e-07, 6.91e-07, 4.31e-07, 9.21e-07, 4.30e-09, 1.05e-09, 1.09e-06, 1.76e-06, 1.25e-06, 5.28e-07, 9.40e-11, 7.44e-11, 2.54e-08, 1.59e-08, 0.00e+00, 0.00e+00, 4.58e-07, 7.20e-09]    []  
246000    [3.33e-05, 1.10e-05, 2.84e-06, 7.20e-06, 2.44e-06, 6.51e-06, 1.36e-06, 1.41e-04, 4.60e-06, 2.14e-05, 1.22e-04, 3.57e-04, 6.42e-04, 1.89e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-04, 5.92e-06]    [3.33e-05, 1.10e-05, 2.84e-06, 7.20e-06, 2.44e-06, 6.51e-06, 1.36e-06, 1.41e-04, 4.60e-06, 2.14e-05, 1.22e-04, 3.57e-04, 6.42e-04, 1.89e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-04, 5.92e-06]    []  

Best model at step 222458:
  train loss: 5.86e-06
  test loss: 5.86e-06
  test metric: []

'train' took 38.535559 s

Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
246000    [3.33e-05, 1.10e-05, 2.84e-06, 7.20e-06, 2.44e-06, 6.51e-06, 1.36e-06, 1.41e-04, 4.60e-06, 2.14e-05, 1.22e-04, 3.57e-04, 6.42e-04, 1.89e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-04, 5.92e-06]    [3.33e-05, 1.10e-05, 2.84e-06, 7.20e-06, 2.44e-06, 6.51e-06, 1.36e-06, 1.41e-04, 4.60e-06, 2.14e-05, 1.22e-04, 3.57e-04, 6.42e-04, 1.89e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-04, 5.92e-06]    []  
246100    [1.01e-05, 3.29e-06, 8.37e-07, 2.46e-06, 1.02e-06, 2.00e-06, 6.93e-07, 3.29e-05, 5.39e-04, 3.20e-06, 8.16e-05, 1.15e-04, 2.97e-04, 5.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.47e-05, 7.57e-04]    [1.01e-05, 3.29e-06, 8.37e-07, 2.46e-06, 1.02e-06, 2.00e-06, 6.93e-07, 3.29e-05, 5.39e-04, 3.20e-06, 8.16e-05, 1.15e-04, 2.97e-04, 5.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.47e-05, 7.57e-04]    []  
246200    [1.09e-05, 3.19e-06, 1.12e-06, 2.21e-06, 2.39e-06, 1.99e-06, 1.00e-06, 5.13e-06, 2.72e-07, 2.24e-05, 3.12e-05, 1.57e-04, 1.01e-04, 7.74e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.88e-06, 6.23e-08]    [1.09e-05, 3.19e-06, 1.12e-06, 2.21e-06, 2.39e-06, 1.99e-06, 1.00e-06, 5.13e-06, 2.72e-07, 2.24e-05, 3.12e-05, 1.57e-04, 1.01e-04, 7.74e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.88e-06, 6.23e-08]    []  
246300    [8.92e-07, 8.89e-07, 7.09e-07, 9.48e-07, 5.19e-07, 9.90e-07, 6.27e-07, 1.79e-05, 1.36e-07, 7.33e-07, 1.66e-06, 3.78e-06, 6.88e-06, 1.25e-05, 2.00e-09, 0.00e+00, 1.08e-10, 0.00e+00, 3.09e-06, 1.74e-08, 1.82e-05, 1.12e-07]    [8.92e-07, 8.89e-07, 7.09e-07, 9.48e-07, 5.19e-07, 9.90e-07, 6.27e-07, 1.79e-05, 1.36e-07, 7.33e-07, 1.66e-06, 3.78e-06, 6.88e-06, 1.25e-05, 2.00e-09, 0.00e+00, 1.08e-10, 0.00e+00, 3.09e-06, 1.74e-08, 1.82e-05, 1.12e-07]    []  
246400    [5.16e-07, 7.74e-07, 5.22e-07, 4.72e-07, 5.51e-07, 5.23e-07, 4.63e-07, 3.71e-05, 7.51e-08, 1.20e-06, 1.93e-06, 4.29e-06, 2.79e-06, 1.29e-05, 1.73e-08, 0.00e+00, 4.27e-09, 0.00e+00, 5.64e-06, 9.55e-09, 3.21e-05, 6.14e-08]    [5.16e-07, 7.74e-07, 5.22e-07, 4.72e-07, 5.51e-07, 5.23e-07, 4.63e-07, 3.71e-05, 7.51e-08, 1.20e-06, 1.93e-06, 4.29e-06, 2.79e-06, 1.29e-05, 1.73e-08, 0.00e+00, 4.27e-09, 0.00e+00, 5.64e-06, 9.55e-09, 3.21e-05, 6.14e-08]    []  
246500    [1.35e-06, 9.39e-07, 5.67e-07, 5.58e-07, 3.92e-07, 8.36e-07, 3.94e-07, 1.91e-08, 2.74e-06, 1.70e-06, 2.55e-06, 1.27e-05, 1.70e-05, 6.64e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.85e-10, 0.00e+00, 4.64e-08, 4.26e-06]    [1.35e-06, 9.39e-07, 5.67e-07, 5.58e-07, 3.92e-07, 8.36e-07, 3.94e-07, 1.91e-08, 2.74e-06, 1.70e-06, 2.55e-06, 1.27e-05, 1.70e-05, 6.64e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.85e-10, 0.00e+00, 4.64e-08, 4.26e-06]    []  
246600    [3.77e-05, 1.24e-05, 3.33e-06, 9.94e-06, 4.77e-06, 7.34e-06, 2.55e-06, 1.13e-05, 1.51e-06, 6.78e-05, 6.60e-05, 4.68e-04, 3.29e-04, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.56e-05, 1.66e-06]    [3.77e-05, 1.24e-05, 3.33e-06, 9.94e-06, 4.77e-06, 7.34e-06, 2.55e-06, 1.13e-05, 1.51e-06, 6.78e-05, 6.60e-05, 4.68e-04, 3.29e-04, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.56e-05, 1.66e-06]    []  
246700    [1.94e-05, 6.09e-06, 2.32e-06, 5.66e-06, 3.14e-06, 3.80e-06, 1.87e-06, 6.84e-05, 5.21e-04, 6.66e-05, 5.95e-05, 2.62e-04, 1.42e-04, 1.25e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.36e-06, 9.14e-05, 5.22e-05, 3.38e-04]    [1.94e-05, 6.09e-06, 2.32e-06, 5.66e-06, 3.14e-06, 3.80e-06, 1.87e-06, 6.84e-05, 5.21e-04, 6.66e-05, 5.95e-05, 2.62e-04, 1.42e-04, 1.25e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.36e-06, 9.14e-05, 5.22e-05, 3.38e-04]    []  
246800    [2.52e-05, 8.24e-06, 2.47e-06, 5.69e-06, 2.02e-06, 4.87e-06, 1.23e-06, 1.98e-05, 7.97e-13, 2.30e-05, 7.99e-05, 2.66e-04, 4.65e-04, 1.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.60e-16, 2.96e-05, 1.35e-08]    [2.52e-05, 8.24e-06, 2.47e-06, 5.69e-06, 2.02e-06, 4.87e-06, 1.23e-06, 1.98e-05, 7.97e-13, 2.30e-05, 7.99e-05, 2.66e-04, 4.65e-04, 1.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.60e-16, 2.96e-05, 1.35e-08]    []  
246900    [2.29e-05, 7.35e-06, 2.16e-06, 6.30e-06, 3.15e-06, 4.43e-06, 1.71e-06, 8.28e-07, 1.29e-08, 4.66e-05, 4.22e-05, 2.80e-04, 2.06e-04, 1.36e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.73e-08, 3.30e-12, 6.11e-07, 8.39e-09]    [2.29e-05, 7.35e-06, 2.16e-06, 6.30e-06, 3.15e-06, 4.43e-06, 1.71e-06, 8.28e-07, 1.29e-08, 4.66e-05, 4.22e-05, 2.80e-04, 2.06e-04, 1.36e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.73e-08, 3.30e-12, 6.11e-07, 8.39e-09]    []  
247000    [5.34e-06, 1.75e-06, 1.27e-06, 7.67e-07, 8.40e-07, 1.02e-06, 5.95e-07, 5.13e-07, 1.57e-12, 2.54e-06, 5.05e-05, 5.26e-05, 1.97e-04, 2.80e-04, 2.26e-06, 2.29e-06, 2.84e-06, 2.50e-06, 2.32e-07, 1.10e-09, 1.49e-06, 6.55e-09]    [5.34e-06, 1.75e-06, 1.27e-06, 7.67e-07, 8.40e-07, 1.02e-06, 5.95e-07, 5.13e-07, 1.57e-12, 2.54e-06, 5.05e-05, 5.26e-05, 1.97e-04, 2.80e-04, 2.26e-06, 2.29e-06, 2.84e-06, 2.50e-06, 2.32e-07, 1.10e-09, 1.49e-06, 6.55e-09]    []  
247100    [6.03e-07, 5.64e-07, 4.93e-07, 3.86e-07, 4.51e-07, 5.89e-07, 3.48e-07, 1.20e-06, 1.85e-07, 4.51e-08, 1.89e-05, 1.18e-05, 3.61e-05, 1.64e-05, 1.60e-07, 1.49e-07, 6.22e-07, 2.50e-07, 2.09e-07, 2.05e-08, 1.38e-06, 1.31e-07]    [6.03e-07, 5.64e-07, 4.93e-07, 3.86e-07, 4.51e-07, 5.89e-07, 3.48e-07, 1.20e-06, 1.85e-07, 4.51e-08, 1.89e-05, 1.18e-05, 3.61e-05, 1.64e-05, 1.60e-07, 1.49e-07, 6.22e-07, 2.50e-07, 2.09e-07, 2.05e-08, 1.38e-06, 1.31e-07]    []  
247200    [3.01e-07, 4.66e-07, 5.26e-07, 3.84e-07, 4.08e-07, 6.01e-07, 3.27e-07, 2.27e-06, 5.16e-08, 2.95e-08, 3.03e-06, 2.36e-06, 5.18e-06, 2.39e-06, 8.25e-08, 5.79e-08, 5.20e-08, 7.71e-08, 3.45e-07, 8.37e-09, 2.26e-06, 5.36e-08]    [3.01e-07, 4.66e-07, 5.26e-07, 3.84e-07, 4.08e-07, 6.01e-07, 3.27e-07, 2.27e-06, 5.16e-08, 2.95e-08, 3.03e-06, 2.36e-06, 5.18e-06, 2.39e-06, 8.25e-08, 5.79e-08, 5.20e-08, 7.71e-08, 3.45e-07, 8.37e-09, 2.26e-06, 5.36e-08]    []  
247300    [5.62e-07, 5.58e-07, 5.17e-07, 3.84e-07, 3.48e-07, 6.25e-07, 3.65e-07, 9.25e-07, 2.18e-07, 1.38e-07, 3.32e-06, 5.07e-06, 1.31e-05, 1.95e-05, 0.00e+00, 0.00e+00, 3.85e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.35e-06, 4.99e-07]    [5.62e-07, 5.58e-07, 5.17e-07, 3.84e-07, 3.48e-07, 6.25e-07, 3.65e-07, 9.25e-07, 2.18e-07, 1.38e-07, 3.32e-06, 5.07e-06, 1.31e-05, 1.95e-05, 0.00e+00, 0.00e+00, 3.85e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.35e-06, 4.99e-07]    []  
247400    [2.31e-05, 5.25e-06, 3.33e-06, 4.01e-06, 3.60e-06, 3.00e-06, 2.64e-06, 5.41e-06, 3.56e-08, 4.13e-05, 6.94e-05, 2.53e-04, 3.18e-04, 1.59e-03, 2.59e-05, 2.74e-05, 8.67e-06, 6.27e-06, 1.14e-06, 6.53e-09, 7.10e-06, 4.10e-08]    [2.31e-05, 5.25e-06, 3.33e-06, 4.01e-06, 3.60e-06, 3.00e-06, 2.64e-06, 5.41e-06, 3.56e-08, 4.13e-05, 6.94e-05, 2.53e-04, 3.18e-04, 1.59e-03, 2.59e-05, 2.74e-05, 8.67e-06, 6.27e-06, 1.14e-06, 6.53e-09, 7.10e-06, 4.10e-08]    []  
247500    [2.72e-06, 1.12e-06, 6.06e-07, 6.69e-07, 4.75e-07, 8.03e-07, 4.42e-07, 1.63e-05, 9.09e-09, 2.60e-06, 9.17e-06, 1.91e-05, 5.27e-05, 1.05e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.87e-06, 2.10e-09, 1.14e-05, 1.21e-08]    [2.72e-06, 1.12e-06, 6.06e-07, 6.69e-07, 4.75e-07, 8.03e-07, 4.42e-07, 1.63e-05, 9.09e-09, 2.60e-06, 9.17e-06, 1.91e-05, 5.27e-05, 1.05e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.87e-06, 2.10e-09, 1.14e-05, 1.21e-08]    []  
247600    [3.88e-07, 5.91e-07, 5.91e-07, 4.21e-07, 3.77e-07, 6.50e-07, 4.35e-07, 3.04e-06, 9.39e-09, 1.23e-06, 2.08e-05, 1.01e-05, 2.46e-05, 1.40e-06, 0.00e+00, 5.61e-09, 9.77e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.86e-06, 7.54e-09]    [3.88e-07, 5.91e-07, 5.91e-07, 4.21e-07, 3.77e-07, 6.50e-07, 4.35e-07, 3.04e-06, 9.39e-09, 1.23e-06, 2.08e-05, 1.01e-05, 2.46e-05, 1.40e-06, 0.00e+00, 5.61e-09, 9.77e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.86e-06, 7.54e-09]    []  
247700    [1.07e-06, 9.49e-07, 5.65e-07, 5.79e-07, 3.53e-07, 8.75e-07, 4.02e-07, 4.72e-08, 4.55e-06, 1.70e-06, 2.47e-06, 1.15e-05, 1.06e-05, 5.59e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.93e-10, 7.38e-07, 3.79e-08, 3.75e-06]    [1.07e-06, 9.49e-07, 5.65e-07, 5.79e-07, 3.53e-07, 8.75e-07, 4.02e-07, 4.72e-08, 4.55e-06, 1.70e-06, 2.47e-06, 1.15e-05, 1.06e-05, 5.59e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.93e-10, 7.38e-07, 3.79e-08, 3.75e-06]    []  
247800    [1.80e-06, 8.09e-07, 6.05e-07, 5.42e-07, 3.93e-07, 7.23e-07, 3.97e-07, 8.55e-06, 3.92e-07, 2.32e-07, 1.73e-05, 1.96e-05, 5.76e-05, 7.31e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-05, 5.05e-07]    [1.80e-06, 8.09e-07, 6.05e-07, 5.42e-07, 3.93e-07, 7.23e-07, 3.97e-07, 8.55e-06, 3.92e-07, 2.32e-07, 1.73e-05, 1.96e-05, 5.76e-05, 7.31e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-05, 5.05e-07]    []  
247900    [3.40e-05, 1.17e-05, 2.67e-06, 8.87e-06, 3.99e-06, 6.84e-06, 2.37e-06, 2.14e-05, 2.54e-04, 4.36e-05, 5.95e-05, 4.07e-04, 3.65e-04, 2.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.38e-05, 3.42e-04]    [3.40e-05, 1.17e-05, 2.67e-06, 8.87e-06, 3.99e-06, 6.84e-06, 2.37e-06, 2.14e-05, 2.54e-04, 4.36e-05, 5.95e-05, 4.07e-04, 3.65e-04, 2.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.38e-05, 3.42e-04]    []  
248000    [1.08e-05, 2.67e-06, 1.93e-06, 1.10e-06, 1.39e-06, 1.28e-06, 8.19e-07, 4.38e-06, 1.85e-08, 1.43e-05, 4.86e-05, 7.64e-05, 2.55e-04, 5.06e-04, 3.76e-06, 6.06e-06, 4.97e-06, 6.42e-06, 0.00e+00, 2.62e-09, 2.29e-06, 1.59e-08]    [1.08e-05, 2.67e-06, 1.93e-06, 1.10e-06, 1.39e-06, 1.28e-06, 8.19e-07, 4.38e-06, 1.85e-08, 1.43e-05, 4.86e-05, 7.64e-05, 2.55e-04, 5.06e-04, 3.76e-06, 6.06e-06, 4.97e-06, 6.42e-06, 0.00e+00, 2.62e-09, 2.29e-06, 1.59e-08]    []  

Best model at step 222458:
  train loss: 5.86e-06
  test loss: 5.86e-06
  test metric: []

'train' took 37.564531 s

Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
248000    [1.08e-05, 2.67e-06, 1.93e-06, 1.10e-06, 1.39e-06, 1.28e-06, 8.19e-07, 4.38e-06, 1.85e-08, 1.43e-05, 4.86e-05, 7.64e-05, 2.55e-04, 5.06e-04, 3.76e-06, 6.06e-06, 4.97e-06, 6.42e-06, 0.00e+00, 2.62e-09, 2.29e-06, 1.59e-08]    [1.08e-05, 2.67e-06, 1.93e-06, 1.10e-06, 1.39e-06, 1.28e-06, 8.19e-07, 4.38e-06, 1.85e-08, 1.43e-05, 4.86e-05, 7.64e-05, 2.55e-04, 5.06e-04, 3.76e-06, 6.06e-06, 4.97e-06, 6.42e-06, 0.00e+00, 2.62e-09, 2.29e-06, 1.59e-08]    []  
248100    [3.21e-06, 1.46e-06, 6.53e-07, 9.46e-07, 4.81e-07, 1.06e-06, 4.59e-07, 2.53e-06, 3.14e-09, 3.46e-06, 7.85e-06, 2.16e-05, 5.23e-05, 1.26e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-07, 1.07e-09, 8.95e-07, 6.95e-09]    [3.21e-06, 1.46e-06, 6.53e-07, 9.46e-07, 4.81e-07, 1.06e-06, 4.59e-07, 2.53e-06, 3.14e-09, 3.46e-06, 7.85e-06, 2.16e-05, 5.23e-05, 1.26e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-07, 1.07e-09, 8.95e-07, 6.95e-09]    []  
248200    [3.75e-07, 5.99e-07, 6.14e-07, 5.66e-07, 3.50e-07, 6.61e-07, 3.94e-07, 1.65e-06, 2.40e-09, 6.93e-07, 1.66e-05, 9.90e-06, 2.55e-05, 3.30e-06, 4.14e-08, 0.00e+00, 6.64e-10, 0.00e+00, 0.00e+00, 8.81e-12, 1.67e-06, 5.72e-09]    [3.75e-07, 5.99e-07, 6.14e-07, 5.66e-07, 3.50e-07, 6.61e-07, 3.94e-07, 1.65e-06, 2.40e-09, 6.93e-07, 1.66e-05, 9.90e-06, 2.55e-05, 3.30e-06, 4.14e-08, 0.00e+00, 6.64e-10, 0.00e+00, 0.00e+00, 8.81e-12, 1.67e-06, 5.72e-09]    []  
248300    [1.21e-06, 8.89e-07, 5.40e-07, 5.81e-07, 3.56e-07, 8.03e-07, 4.11e-07, 2.19e-10, 8.20e-09, 1.35e-06, 3.22e-06, 1.03e-05, 1.96e-05, 5.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.48e-09, 0.00e+00, 3.52e-08, 1.26e-08]    [1.21e-06, 8.89e-07, 5.40e-07, 5.81e-07, 3.56e-07, 8.03e-07, 4.11e-07, 2.19e-10, 8.20e-09, 1.35e-06, 3.22e-06, 1.03e-05, 1.96e-05, 5.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.48e-09, 0.00e+00, 3.52e-08, 1.26e-08]    []  
248400    [1.79e-05, 5.86e-06, 1.77e-06, 3.99e-06, 1.57e-06, 3.40e-06, 1.09e-06, 1.42e-05, 6.65e-08, 1.60e-05, 5.26e-05, 1.86e-04, 3.19e-04, 1.04e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.63e-05, 2.02e-07]    [1.79e-05, 5.86e-06, 1.77e-06, 3.99e-06, 1.57e-06, 3.40e-06, 1.09e-06, 1.42e-05, 6.65e-08, 1.60e-05, 5.26e-05, 1.86e-04, 3.19e-04, 1.04e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.63e-05, 2.02e-07]    []  
248500    [8.14e-05, 1.64e-05, 9.20e-06, 1.36e-05, 1.41e-05, 9.52e-06, 9.86e-06, 1.41e-04, 7.23e-07, 1.64e-04, 2.35e-04, 1.04e-03, 6.50e-04, 5.22e-03, 1.02e-04, 1.58e-04, 2.54e-05, 1.77e-05, 3.16e-05, 1.14e-07, 1.61e-04, 6.95e-07]    [8.14e-05, 1.64e-05, 9.20e-06, 1.36e-05, 1.41e-05, 9.52e-06, 9.86e-06, 1.41e-04, 7.23e-07, 1.64e-04, 2.35e-04, 1.04e-03, 6.50e-04, 5.22e-03, 1.02e-04, 1.58e-04, 2.54e-05, 1.77e-05, 3.16e-05, 1.14e-07, 1.61e-04, 6.95e-07]    []  
248600    [2.97e-07, 5.42e-07, 5.47e-07, 3.58e-07, 3.63e-07, 5.79e-07, 3.65e-07, 7.45e-08, 2.22e-08, 4.09e-10, 9.27e-07, 1.53e-06, 2.16e-06, 1.71e-06, 6.75e-10, 0.00e+00, 1.47e-09, 6.00e-09, 1.05e-09, 2.00e-09, 3.43e-08, 1.23e-08]    [2.97e-07, 5.42e-07, 5.47e-07, 3.58e-07, 3.63e-07, 5.79e-07, 3.65e-07, 7.45e-08, 2.22e-08, 4.09e-10, 9.27e-07, 1.53e-06, 2.16e-06, 1.71e-06, 6.75e-10, 0.00e+00, 1.47e-09, 6.00e-09, 1.05e-09, 2.00e-09, 3.43e-08, 1.23e-08]    []  
248700    [3.29e-07, 5.74e-07, 5.10e-07, 3.78e-07, 3.42e-07, 5.90e-07, 3.51e-07, 8.17e-08, 1.55e-07, 1.68e-07, 7.92e-07, 2.19e-06, 2.56e-06, 5.59e-06, 0.00e+00, 0.00e+00, 2.08e-09, 2.79e-10, 7.69e-09, 1.87e-08, 5.11e-08, 1.20e-07]    [3.29e-07, 5.74e-07, 5.10e-07, 3.78e-07, 3.42e-07, 5.90e-07, 3.51e-07, 8.17e-08, 1.55e-07, 1.68e-07, 7.92e-07, 2.19e-06, 2.56e-06, 5.59e-06, 0.00e+00, 0.00e+00, 2.08e-09, 2.79e-10, 7.69e-09, 1.87e-08, 5.11e-08, 1.20e-07]    []  
248800    [4.40e-07, 5.71e-07, 4.88e-07, 4.26e-07, 3.21e-07, 6.14e-07, 3.65e-07, 5.62e-09, 6.23e-08, 1.36e-07, 2.21e-06, 3.76e-06, 8.98e-06, 1.33e-05, 0.00e+00, 0.00e+00, 1.71e-09, 3.60e-11, 3.16e-11, 0.00e+00, 9.45e-08, 2.05e-06]    [4.40e-07, 5.71e-07, 4.88e-07, 4.26e-07, 3.21e-07, 6.14e-07, 3.65e-07, 5.62e-09, 6.23e-08, 1.36e-07, 2.21e-06, 3.76e-06, 8.98e-06, 1.33e-05, 0.00e+00, 0.00e+00, 1.71e-09, 3.60e-11, 3.16e-11, 0.00e+00, 9.45e-08, 2.05e-06]    []  
248900    [3.09e-07, 5.37e-07, 5.00e-07, 3.93e-07, 3.30e-07, 5.97e-07, 3.46e-07, 3.91e-07, 8.84e-10, 1.10e-07, 8.29e-07, 1.95e-06, 2.74e-06, 4.40e-06, 0.00e+00, 0.00e+00, 1.85e-09, 2.76e-10, 6.73e-09, 1.74e-10, 4.99e-08, 5.20e-09]    [3.09e-07, 5.37e-07, 5.00e-07, 3.93e-07, 3.30e-07, 5.97e-07, 3.46e-07, 3.91e-07, 8.84e-10, 1.10e-07, 8.29e-07, 1.95e-06, 2.74e-06, 4.40e-06, 0.00e+00, 0.00e+00, 1.85e-09, 2.76e-10, 6.73e-09, 1.74e-10, 4.99e-08, 5.20e-09]    []  
249000    [3.49e-07, 5.08e-07, 4.95e-07, 3.87e-07, 3.26e-07, 5.99e-07, 3.48e-07, 2.27e-06, 6.77e-08, 7.18e-09, 2.51e-06, 2.96e-06, 7.16e-06, 6.01e-06, 0.00e+00, 0.00e+00, 3.61e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.01e-06, 9.77e-08]    [3.49e-07, 5.08e-07, 4.95e-07, 3.87e-07, 3.26e-07, 5.99e-07, 3.48e-07, 2.27e-06, 6.77e-08, 7.18e-09, 2.51e-06, 2.96e-06, 7.16e-06, 6.01e-06, 0.00e+00, 0.00e+00, 3.61e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.01e-06, 9.77e-08]    []  
249100    [5.46e-06, 2.05e-06, 8.50e-07, 1.40e-06, 5.73e-07, 1.35e-06, 5.04e-07, 1.29e-05, 4.97e-07, 2.52e-06, 3.96e-05, 5.83e-05, 1.62e-04, 2.87e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.86e-05, 5.92e-07]    [5.46e-06, 2.05e-06, 8.50e-07, 1.40e-06, 5.73e-07, 1.35e-06, 5.04e-07, 1.29e-05, 4.97e-07, 2.52e-06, 3.96e-05, 5.83e-05, 1.62e-04, 2.87e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.86e-05, 5.92e-07]    []  
249200    [3.93e-05, 1.22e-05, 3.63e-06, 8.27e-06, 2.82e-06, 6.75e-06, 1.73e-06, 9.93e-05, 9.26e-08, 3.05e-05, 1.57e-04, 4.09e-04, 8.15e-04, 2.25e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.22e-09, 1.66e-04, 2.62e-08]    [3.93e-05, 1.22e-05, 3.63e-06, 8.27e-06, 2.82e-06, 6.75e-06, 1.73e-06, 9.93e-05, 9.26e-08, 3.05e-05, 1.57e-04, 4.09e-04, 8.15e-04, 2.25e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.22e-09, 1.66e-04, 2.62e-08]    []  
249300    [2.63e-07, 4.88e-07, 5.12e-07, 3.93e-07, 3.27e-07, 5.79e-07, 3.43e-07, 5.74e-07, 4.13e-10, 1.51e-08, 7.15e-07, 1.28e-06, 1.08e-06, 2.48e-07, 6.98e-10, 1.23e-10, 5.52e-09, 1.11e-08, 0.00e+00, 1.91e-11, 2.88e-07, 4.24e-09]    [2.63e-07, 4.88e-07, 5.12e-07, 3.93e-07, 3.27e-07, 5.79e-07, 3.43e-07, 5.74e-07, 4.13e-10, 1.51e-08, 7.15e-07, 1.28e-06, 1.08e-06, 2.48e-07, 6.98e-10, 1.23e-10, 5.52e-09, 1.11e-08, 0.00e+00, 1.91e-11, 2.88e-07, 4.24e-09]    []  
249400    [6.35e-07, 6.90e-07, 5.37e-07, 5.07e-07, 3.99e-07, 6.85e-07, 4.07e-07, 3.89e-06, 1.94e-08, 3.48e-07, 3.90e-06, 5.44e-06, 1.12e-05, 2.17e-05, 5.16e-07, 9.19e-08, 1.91e-07, 2.12e-07, 0.00e+00, 3.70e-09, 1.95e-06, 2.23e-08]    [6.35e-07, 6.90e-07, 5.37e-07, 5.07e-07, 3.99e-07, 6.85e-07, 4.07e-07, 3.89e-06, 1.94e-08, 3.48e-07, 3.90e-06, 5.44e-06, 1.12e-05, 2.17e-05, 5.16e-07, 9.19e-08, 1.91e-07, 2.12e-07, 0.00e+00, 3.70e-09, 1.95e-06, 2.23e-08]    []  
249500    [1.99e-06, 1.48e-06, 1.49e-06, 9.73e-07, 8.02e-07, 9.22e-07, 4.60e-07, 1.05e-05, 4.21e-04, 3.38e-07, 9.37e-05, 5.29e-05, 2.14e-04, 8.67e-05, 1.08e-06, 1.44e-07, 2.03e-06, 1.35e-06, 2.42e-06, 0.00e+00, 1.41e-05, 2.16e-04]    [1.99e-06, 1.48e-06, 1.49e-06, 9.73e-07, 8.02e-07, 9.22e-07, 4.60e-07, 1.05e-05, 4.21e-04, 3.38e-07, 9.37e-05, 5.29e-05, 2.14e-04, 8.67e-05, 1.08e-06, 1.44e-07, 2.03e-06, 1.35e-06, 2.42e-06, 0.00e+00, 1.41e-05, 2.16e-04]    []  
249600    [1.48e-06, 9.67e-07, 6.16e-07, 6.58e-07, 4.07e-07, 7.22e-07, 4.28e-07, 2.26e-05, 2.63e-08, 1.31e-07, 1.57e-05, 1.78e-05, 4.85e-05, 5.48e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.54e-05, 3.33e-08]    [1.48e-06, 9.67e-07, 6.16e-07, 6.58e-07, 4.07e-07, 7.22e-07, 4.28e-07, 2.26e-05, 2.63e-08, 1.31e-07, 1.57e-05, 1.78e-05, 4.85e-05, 5.48e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.54e-05, 3.33e-08]    []  
249700    [3.80e-07, 5.62e-07, 4.51e-07, 5.16e-07, 3.62e-07, 6.69e-07, 3.68e-07, 3.86e-07, 5.97e-11, 4.54e-08, 1.04e-05, 6.48e-06, 9.23e-06, 4.27e-07, 1.43e-07, 3.19e-11, 9.72e-08, 6.61e-08, 5.80e-08, 1.27e-10, 3.69e-07, 2.99e-09]    [3.80e-07, 5.62e-07, 4.51e-07, 5.16e-07, 3.62e-07, 6.69e-07, 3.68e-07, 3.86e-07, 5.97e-11, 4.54e-08, 1.04e-05, 6.48e-06, 9.23e-06, 4.27e-07, 1.43e-07, 3.19e-11, 9.72e-08, 6.61e-08, 5.80e-08, 1.27e-10, 3.69e-07, 2.99e-09]    []  
249800    [4.68e-06, 3.55e-06, 1.41e-06, 1.86e-06, 5.78e-07, 2.05e-06, 7.67e-07, 9.11e-07, 6.88e-07, 1.64e-05, 8.82e-05, 9.68e-05, 3.55e-05, 2.22e-04, 1.19e-05, 1.19e-06, 6.12e-07, 1.87e-07, 0.00e+00, 0.00e+00, 4.95e-07, 7.51e-07]    [4.68e-06, 3.55e-06, 1.41e-06, 1.86e-06, 5.78e-07, 2.05e-06, 7.67e-07, 9.11e-07, 6.88e-07, 1.64e-05, 8.82e-05, 9.68e-05, 3.55e-05, 2.22e-04, 1.19e-05, 1.19e-06, 6.12e-07, 1.87e-07, 0.00e+00, 0.00e+00, 4.95e-07, 7.51e-07]    []  
249900    [9.35e-07, 9.24e-07, 5.72e-07, 4.85e-07, 6.65e-07, 8.01e-07, 4.34e-07, 2.48e-07, 5.42e-06, 2.52e-06, 1.39e-05, 1.38e-05, 5.39e-06, 2.95e-05, 0.00e+00, 0.00e+00, 8.09e-09, 0.00e+00, 4.61e-15, 8.79e-07, 1.07e-07, 4.52e-06]    [9.35e-07, 9.24e-07, 5.72e-07, 4.85e-07, 6.65e-07, 8.01e-07, 4.34e-07, 2.48e-07, 5.42e-06, 2.52e-06, 1.39e-05, 1.38e-05, 5.39e-06, 2.95e-05, 0.00e+00, 0.00e+00, 8.09e-09, 0.00e+00, 4.61e-15, 8.79e-07, 1.07e-07, 4.52e-06]    []  
250000    [1.21e-05, 5.18e-06, 2.86e-06, 2.85e-06, 1.55e-06, 3.81e-06, 1.22e-06, 1.30e-05, 8.69e-05, 3.12e-05, 3.79e-05, 1.16e-04, 7.02e-05, 5.95e-04, 2.46e-05, 6.29e-06, 1.83e-06, 1.47e-06, 1.90e-06, 0.00e+00, 1.17e-05, 1.74e-05]    [1.21e-05, 5.18e-06, 2.86e-06, 2.85e-06, 1.55e-06, 3.81e-06, 1.22e-06, 1.30e-05, 8.69e-05, 3.12e-05, 3.79e-05, 1.16e-04, 7.02e-05, 5.95e-04, 2.46e-05, 6.29e-06, 1.83e-06, 1.47e-06, 1.90e-06, 0.00e+00, 1.17e-05, 1.74e-05]    []  

Best model at step 249321:
  train loss: 5.78e-06
  test loss: 5.78e-06
  test metric: []

'train' took 37.183609 s

Best train step: 249321
lambda_a: 8.700225224508563
lambda_b: 6.076739429580139
kappa_a: 2.0658337597025804
kappa_b: 1.5721680809889689
Best train step: 249321
lambda_a: 2.1633489132
lambda_b: 1.8044682741
kappa_a: 0.72553390265
kappa_b: 0.45245561004
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
250000    [1.21e-05, 5.18e-06, 2.86e-06, 2.85e-06, 1.55e-06, 3.81e-06, 1.22e-06, 1.30e-05, 8.69e-05, 3.12e-05, 3.79e-05, 1.16e-04, 7.02e-05, 5.95e-04, 2.46e-05, 6.29e-06, 1.83e-06, 1.47e-06, 1.90e-06, 0.00e+00, 1.17e-05, 1.74e-05]    [1.21e-05, 5.18e-06, 2.86e-06, 2.85e-06, 1.55e-06, 3.81e-06, 1.22e-06, 1.30e-05, 8.69e-05, 3.12e-05, 3.79e-05, 1.16e-04, 7.02e-05, 5.95e-04, 2.46e-05, 6.29e-06, 1.83e-06, 1.47e-06, 1.90e-06, 0.00e+00, 1.17e-05, 1.74e-05]    []  
250100    [1.14e-05, 3.21e-06, 1.28e-06, 2.22e-06, 8.38e-07, 1.90e-06, 6.33e-07, 9.36e-05, 1.89e-07, 2.22e-06, 1.21e-04, 1.36e-04, 3.95e-04, 5.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.49e-04, 2.41e-07]    [1.14e-05, 3.21e-06, 1.28e-06, 2.22e-06, 8.38e-07, 1.90e-06, 6.33e-07, 9.36e-05, 1.89e-07, 2.22e-06, 1.21e-04, 1.36e-04, 3.95e-04, 5.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.49e-04, 2.41e-07]    []  
250200    [2.60e-05, 5.77e-06, 3.42e-06, 4.62e-06, 3.74e-06, 3.15e-06, 2.58e-06, 1.11e-05, 3.69e-07, 3.78e-05, 8.55e-05, 2.66e-04, 4.60e-04, 1.80e-03, 3.03e-05, 2.69e-05, 1.07e-05, 7.53e-06, 2.27e-06, 5.03e-08, 1.37e-05, 3.17e-07]    [2.60e-05, 5.77e-06, 3.42e-06, 4.62e-06, 3.74e-06, 3.15e-06, 2.58e-06, 1.11e-05, 3.69e-07, 3.78e-05, 8.55e-05, 2.66e-04, 4.60e-04, 1.80e-03, 3.03e-05, 2.69e-05, 1.07e-05, 7.53e-06, 2.27e-06, 5.03e-08, 1.37e-05, 3.17e-07]    []  
250300    [7.43e-06, 2.85e-06, 6.28e-07, 2.21e-06, 9.43e-07, 1.75e-06, 6.19e-07, 2.58e-07, 1.47e-04, 9.24e-06, 1.96e-05, 6.75e-05, 1.31e-04, 3.74e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.41e-09, 0.00e+00, 5.02e-08, 1.76e-04]    [7.43e-06, 2.85e-06, 6.28e-07, 2.21e-06, 9.43e-07, 1.75e-06, 6.19e-07, 2.58e-07, 1.47e-04, 9.24e-06, 1.96e-05, 6.75e-05, 1.31e-04, 3.74e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.41e-09, 0.00e+00, 5.02e-08, 1.76e-04]    []  
250400    [4.13e-07, 7.45e-07, 4.36e-07, 4.00e-07, 4.55e-07, 7.31e-07, 4.46e-07, 3.01e-06, 4.21e-08, 3.46e-07, 1.99e-05, 1.43e-05, 2.39e-05, 2.15e-06, 8.17e-09, 8.47e-08, 3.78e-07, 1.09e-07, 7.99e-07, 1.50e-12, 4.96e-06, 7.37e-09]    [4.13e-07, 7.45e-07, 4.36e-07, 4.00e-07, 4.55e-07, 7.31e-07, 4.46e-07, 3.01e-06, 4.21e-08, 3.46e-07, 1.99e-05, 1.43e-05, 2.39e-05, 2.15e-06, 8.17e-09, 8.47e-08, 3.78e-07, 1.09e-07, 7.99e-07, 1.50e-12, 4.96e-06, 7.37e-09]    []  
250500    [4.65e-07, 6.14e-07, 5.04e-07, 4.61e-07, 3.36e-07, 6.82e-07, 3.95e-07, 1.27e-05, 5.57e-08, 1.85e-08, 3.25e-06, 4.49e-06, 1.01e-05, 1.05e-05, 0.00e+00, 0.00e+00, 6.46e-10, 0.00e+00, 0.00e+00, 4.92e-09, 1.35e-05, 3.15e-08]    [4.65e-07, 6.14e-07, 5.04e-07, 4.61e-07, 3.36e-07, 6.82e-07, 3.95e-07, 1.27e-05, 5.57e-08, 1.85e-08, 3.25e-06, 4.49e-06, 1.01e-05, 1.05e-05, 0.00e+00, 0.00e+00, 6.46e-10, 0.00e+00, 0.00e+00, 4.92e-09, 1.35e-05, 3.15e-08]    []  
250600    [1.89e-06, 1.19e-06, 4.80e-07, 9.26e-07, 6.24e-07, 6.28e-07, 5.41e-07, 3.97e-05, 4.06e-05, 2.54e-08, 4.05e-05, 2.27e-05, 7.12e-05, 2.85e-05, 1.11e-06, 1.84e-07, 6.24e-07, 1.13e-06, 6.83e-06, 1.33e-06, 3.86e-05, 6.59e-06]    [1.89e-06, 1.19e-06, 4.80e-07, 9.26e-07, 6.24e-07, 6.28e-07, 5.41e-07, 3.97e-05, 4.06e-05, 2.54e-08, 4.05e-05, 2.27e-05, 7.12e-05, 2.85e-05, 1.11e-06, 1.84e-07, 6.24e-07, 1.13e-06, 6.83e-06, 1.33e-06, 3.86e-05, 6.59e-06]    []  
250700    [4.05e-07, 1.16e-06, 7.48e-07, 7.20e-07, 1.19e-06, 7.48e-07, 8.01e-07, 3.01e-05, 8.66e-09, 9.08e-06, 6.50e-05, 4.48e-05, 5.82e-05, 1.48e-05, 2.14e-07, 0.00e+00, 1.97e-07, 4.14e-10, 4.93e-06, 2.55e-09, 2.80e-05, 1.67e-08]    [4.05e-07, 1.16e-06, 7.48e-07, 7.20e-07, 1.19e-06, 7.48e-07, 8.01e-07, 3.01e-05, 8.66e-09, 9.08e-06, 6.50e-05, 4.48e-05, 5.82e-05, 1.48e-05, 2.14e-07, 0.00e+00, 1.97e-07, 4.14e-10, 4.93e-06, 2.55e-09, 2.80e-05, 1.67e-08]    []  
250800    [2.11e-06, 1.52e-06, 5.95e-07, 1.08e-06, 4.23e-07, 1.06e-06, 4.38e-07, 1.17e-05, 1.34e-09, 1.37e-07, 1.93e-05, 2.37e-05, 6.77e-05, 8.80e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.39e-10, 1.74e-05, 7.35e-09]    [2.11e-06, 1.52e-06, 5.95e-07, 1.08e-06, 4.23e-07, 1.06e-06, 4.38e-07, 1.17e-05, 1.34e-09, 1.37e-07, 1.93e-05, 2.37e-05, 6.77e-05, 8.80e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.39e-10, 1.74e-05, 7.35e-09]    []  
250900    [6.12e-07, 7.04e-07, 4.93e-07, 5.69e-07, 3.63e-07, 6.70e-07, 3.86e-07, 1.30e-05, 1.36e-08, 5.78e-07, 1.93e-06, 2.76e-06, 2.86e-06, 9.93e-06, 1.82e-07, 5.91e-08, 1.42e-07, 1.67e-07, 1.51e-06, 2.01e-09, 9.28e-06, 1.25e-08]    [6.12e-07, 7.04e-07, 4.93e-07, 5.69e-07, 3.63e-07, 6.70e-07, 3.86e-07, 1.30e-05, 1.36e-08, 5.78e-07, 1.93e-06, 2.76e-06, 2.86e-06, 9.93e-06, 1.82e-07, 5.91e-08, 1.42e-07, 1.67e-07, 1.51e-06, 2.01e-09, 9.28e-06, 1.25e-08]    []  
251000    [5.59e-07, 6.15e-07, 4.56e-07, 4.53e-07, 3.72e-07, 6.31e-07, 3.48e-07, 3.63e-06, 1.09e-08, 9.61e-08, 1.68e-05, 8.97e-06, 2.94e-05, 1.27e-05, 1.44e-07, 8.17e-08, 2.13e-07, 3.20e-07, 7.28e-07, 2.42e-09, 4.60e-06, 1.52e-08]    [5.59e-07, 6.15e-07, 4.56e-07, 4.53e-07, 3.72e-07, 6.31e-07, 3.48e-07, 3.63e-06, 1.09e-08, 9.61e-08, 1.68e-05, 8.97e-06, 2.94e-05, 1.27e-05, 1.44e-07, 8.17e-08, 2.13e-07, 3.20e-07, 7.28e-07, 2.42e-09, 4.60e-06, 1.52e-08]    []  
251100    [1.64e-05, 3.43e-06, 2.14e-06, 2.58e-06, 2.21e-06, 2.02e-06, 1.44e-06, 1.63e-05, 5.84e-06, 2.07e-05, 5.65e-05, 1.53e-04, 3.08e-04, 1.04e-03, 1.62e-05, 1.29e-05, 7.09e-06, 5.37e-06, 3.33e-06, 1.01e-06, 1.95e-05, 4.99e-06]    [1.64e-05, 3.43e-06, 2.14e-06, 2.58e-06, 2.21e-06, 2.02e-06, 1.44e-06, 1.63e-05, 5.84e-06, 2.07e-05, 5.65e-05, 1.53e-04, 3.08e-04, 1.04e-03, 1.62e-05, 1.29e-05, 7.09e-06, 5.37e-06, 3.33e-06, 1.01e-06, 1.95e-05, 4.99e-06]    []  
251200    [8.64e-07, 1.11e-06, 1.42e-06, 1.35e-06, 9.42e-07, 1.12e-06, 9.66e-07, 1.83e-05, 1.05e-08, 5.97e-07, 1.10e-05, 6.61e-06, 2.80e-05, 3.86e-05, 1.00e-06, 0.00e+00, 1.65e-08, 0.00e+00, 0.00e+00, 6.00e-11, 2.64e-05, 1.04e-08]    [8.64e-07, 1.11e-06, 1.42e-06, 1.35e-06, 9.42e-07, 1.12e-06, 9.66e-07, 1.83e-05, 1.05e-08, 5.97e-07, 1.10e-05, 6.61e-06, 2.80e-05, 3.86e-05, 1.00e-06, 0.00e+00, 1.65e-08, 0.00e+00, 0.00e+00, 6.00e-11, 2.64e-05, 1.04e-08]    []  
251300    [9.75e-07, 1.04e-06, 7.54e-07, 6.81e-07, 4.84e-07, 1.09e-06, 5.61e-07, 3.50e-05, 2.49e-06, 3.14e-07, 2.51e-06, 3.22e-06, 3.41e-06, 6.12e-06, 1.59e-08, 0.00e+00, 2.76e-08, 3.03e-10, 4.99e-06, 0.00e+00, 2.87e-05, 3.10e-06]    [9.75e-07, 1.04e-06, 7.54e-07, 6.81e-07, 4.84e-07, 1.09e-06, 5.61e-07, 3.50e-05, 2.49e-06, 3.14e-07, 2.51e-06, 3.22e-06, 3.41e-06, 6.12e-06, 1.59e-08, 0.00e+00, 2.76e-08, 3.03e-10, 4.99e-06, 0.00e+00, 2.87e-05, 3.10e-06]    []  
251400    [2.94e-06, 1.18e-06, 8.04e-07, 1.24e-06, 1.16e-06, 1.13e-06, 8.69e-07, 1.82e-05, 5.00e-05, 1.07e-05, 1.85e-05, 3.20e-05, 1.27e-05, 1.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.64e-06, 2.12e-05, 3.33e-05]    [2.94e-06, 1.18e-06, 8.04e-07, 1.24e-06, 1.16e-06, 1.13e-06, 8.69e-07, 1.82e-05, 5.00e-05, 1.07e-05, 1.85e-05, 3.20e-05, 1.27e-05, 1.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.64e-06, 2.12e-05, 3.33e-05]    []  
251500    [2.06e-05, 3.83e-06, 2.35e-06, 3.08e-06, 2.31e-06, 2.11e-06, 1.39e-06, 7.93e-05, 1.77e-09, 1.10e-05, 1.20e-04, 1.84e-04, 5.86e-04, 1.23e-03, 1.94e-05, 1.25e-05, 1.04e-05, 8.11e-06, 1.80e-05, 5.91e-09, 9.36e-05, 3.55e-08]    [2.06e-05, 3.83e-06, 2.35e-06, 3.08e-06, 2.31e-06, 2.11e-06, 1.39e-06, 7.93e-05, 1.77e-09, 1.10e-05, 1.20e-04, 1.84e-04, 5.86e-04, 1.23e-03, 1.94e-05, 1.25e-05, 1.04e-05, 8.11e-06, 1.80e-05, 5.91e-09, 9.36e-05, 3.55e-08]    []  
251600    [1.35e-06, 6.03e-07, 5.51e-07, 4.99e-07, 4.07e-07, 6.17e-07, 3.67e-07, 1.03e-06, 1.67e-09, 4.02e-07, 1.22e-05, 1.23e-05, 4.06e-05, 5.68e-05, 7.10e-07, 4.20e-07, 6.95e-07, 5.71e-07, 2.85e-07, 4.37e-10, 1.85e-06, 5.73e-09]    [1.35e-06, 6.03e-07, 5.51e-07, 4.99e-07, 4.07e-07, 6.17e-07, 3.67e-07, 1.03e-06, 1.67e-09, 4.02e-07, 1.22e-05, 1.23e-05, 4.06e-05, 5.68e-05, 7.10e-07, 4.20e-07, 6.95e-07, 5.71e-07, 2.85e-07, 4.37e-10, 1.85e-06, 5.73e-09]    []  
251700    [7.72e-07, 8.74e-07, 5.72e-07, 3.59e-07, 3.74e-07, 6.97e-07, 4.22e-07, 9.01e-07, 1.15e-10, 6.29e-08, 3.28e-06, 4.99e-06, 6.62e-06, 3.34e-07, 3.29e-09, 0.00e+00, 1.60e-08, 1.36e-09, 4.34e-08, 9.83e-10, 2.68e-07, 1.08e-08]    [7.72e-07, 8.74e-07, 5.72e-07, 3.59e-07, 3.74e-07, 6.97e-07, 4.22e-07, 9.01e-07, 1.15e-10, 6.29e-08, 3.28e-06, 4.99e-06, 6.62e-06, 3.34e-07, 3.29e-09, 0.00e+00, 1.60e-08, 1.36e-09, 4.34e-08, 9.83e-10, 2.68e-07, 1.08e-08]    []  
251800    [8.71e-07, 7.96e-07, 6.85e-07, 4.30e-07, 7.42e-07, 5.66e-07, 6.96e-07, 6.25e-07, 6.03e-07, 3.24e-07, 1.83e-05, 2.51e-05, 1.69e-05, 2.74e-05, 1.36e-07, 9.17e-07, 3.75e-09, 0.00e+00, 0.00e+00, 8.29e-08, 5.36e-07, 4.98e-07]    [8.71e-07, 7.96e-07, 6.85e-07, 4.30e-07, 7.42e-07, 5.66e-07, 6.96e-07, 6.25e-07, 6.03e-07, 3.24e-07, 1.83e-05, 2.51e-05, 1.69e-05, 2.74e-05, 1.36e-07, 9.17e-07, 3.75e-09, 0.00e+00, 0.00e+00, 8.29e-08, 5.36e-07, 4.98e-07]    []  
251900    [5.51e-06, 2.28e-06, 7.09e-07, 2.08e-06, 7.11e-07, 1.47e-06, 7.67e-07, 1.89e-05, 1.84e-07, 2.34e-06, 6.28e-05, 6.37e-05, 2.23e-04, 2.36e-04, 0.00e+00, 1.69e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.37e-05, 1.39e-07]    [5.51e-06, 2.28e-06, 7.09e-07, 2.08e-06, 7.11e-07, 1.47e-06, 7.67e-07, 1.89e-05, 1.84e-07, 2.34e-06, 6.28e-05, 6.37e-05, 2.23e-04, 2.36e-04, 0.00e+00, 1.69e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.37e-05, 1.39e-07]    []  
252000    [1.26e-06, 1.08e-06, 4.72e-07, 9.72e-07, 4.41e-07, 6.29e-07, 3.69e-07, 3.83e-05, 4.96e-05, 3.90e-10, 2.13e-05, 1.37e-05, 4.62e-05, 3.73e-05, 1.16e-06, 7.80e-08, 6.47e-07, 9.29e-07, 5.69e-06, 1.23e-05, 3.26e-05, 5.08e-05]    [1.26e-06, 1.08e-06, 4.72e-07, 9.72e-07, 4.41e-07, 6.29e-07, 3.69e-07, 3.83e-05, 4.96e-05, 3.90e-10, 2.13e-05, 1.37e-05, 4.62e-05, 3.73e-05, 1.16e-06, 7.80e-08, 6.47e-07, 9.29e-07, 5.69e-06, 1.23e-05, 3.26e-05, 5.08e-05]    []  

Best model at step 249321:
  train loss: 5.78e-06
  test loss: 5.78e-06
  test metric: []

'train' took 37.159020 s

Best train step: 249321
lambda_a: 8.700225224508563
lambda_b: 6.076739429580139
kappa_a: 2.0658337597025804
kappa_b: 1.5721680809889689
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
252000    [1.26e-06, 1.08e-06, 4.72e-07, 9.72e-07, 4.41e-07, 6.29e-07, 3.69e-07, 3.83e-05, 4.96e-05, 3.90e-10, 2.13e-05, 1.37e-05, 4.62e-05, 3.73e-05, 1.16e-06, 7.80e-08, 6.47e-07, 9.29e-07, 5.69e-06, 1.23e-05, 3.26e-05, 5.08e-05]    [1.26e-06, 1.08e-06, 4.72e-07, 9.72e-07, 4.41e-07, 6.29e-07, 3.69e-07, 3.83e-05, 4.96e-05, 3.90e-10, 2.13e-05, 1.37e-05, 4.62e-05, 3.73e-05, 1.16e-06, 7.80e-08, 6.47e-07, 9.29e-07, 5.69e-06, 1.23e-05, 3.26e-05, 5.08e-05]    []  
252100    [2.26e-06, 1.34e-06, 1.03e-06, 5.04e-07, 1.16e-06, 5.91e-07, 1.00e-06, 1.27e-06, 8.22e-07, 1.23e-05, 1.02e-04, 6.71e-05, 7.35e-05, 2.84e-05, 3.66e-08, 3.75e-06, 4.98e-08, 1.10e-07, 3.04e-08, 1.42e-07, 1.66e-07, 8.33e-07]    [2.26e-06, 1.34e-06, 1.03e-06, 5.04e-07, 1.16e-06, 5.91e-07, 1.00e-06, 1.27e-06, 8.22e-07, 1.23e-05, 1.02e-04, 6.71e-05, 7.35e-05, 2.84e-05, 3.66e-08, 3.75e-06, 4.98e-08, 1.10e-07, 3.04e-08, 1.42e-07, 1.66e-07, 8.33e-07]    []  
252200    [2.74e-06, 2.33e-06, 6.85e-07, 1.72e-06, 9.66e-07, 1.36e-06, 5.16e-07, 2.47e-06, 1.62e-05, 1.05e-05, 2.32e-05, 3.86e-05, 7.89e-06, 1.09e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.48e-06, 2.63e-06, 1.97e-05]    [2.74e-06, 2.33e-06, 6.85e-07, 1.72e-06, 9.66e-07, 1.36e-06, 5.16e-07, 2.47e-06, 1.62e-05, 1.05e-05, 2.32e-05, 3.86e-05, 7.89e-06, 1.09e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.48e-06, 2.63e-06, 1.97e-05]    []  
252300    [2.63e-06, 1.13e-06, 6.53e-07, 8.20e-07, 3.85e-07, 8.18e-07, 3.97e-07, 4.03e-06, 3.99e-09, 7.65e-07, 2.46e-05, 2.87e-05, 9.02e-05, 1.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.25e-06, 1.25e-08]    [2.63e-06, 1.13e-06, 6.53e-07, 8.20e-07, 3.85e-07, 8.18e-07, 3.97e-07, 4.03e-06, 3.99e-09, 7.65e-07, 2.46e-05, 2.87e-05, 9.02e-05, 1.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.25e-06, 1.25e-08]    []  
252400    [4.37e-07, 6.39e-07, 4.82e-07, 4.64e-07, 2.97e-07, 6.15e-07, 3.23e-07, 9.51e-08, 5.64e-11, 1.86e-07, 1.67e-06, 3.33e-06, 7.30e-06, 1.33e-05, 0.00e+00, 0.00e+00, 5.96e-10, 0.00e+00, 2.77e-08, 1.50e-10, 1.58e-07, 4.08e-09]    [4.37e-07, 6.39e-07, 4.82e-07, 4.64e-07, 2.97e-07, 6.15e-07, 3.23e-07, 9.51e-08, 5.64e-11, 1.86e-07, 1.67e-06, 3.33e-06, 7.30e-06, 1.33e-05, 0.00e+00, 0.00e+00, 5.96e-10, 0.00e+00, 2.77e-08, 1.50e-10, 1.58e-07, 4.08e-09]    []  
252500    [1.55e-06, 5.98e-07, 5.51e-07, 5.12e-07, 4.20e-07, 6.30e-07, 4.18e-07, 3.68e-09, 1.59e-07, 9.59e-07, 9.40e-06, 1.27e-05, 3.88e-05, 6.94e-05, 7.52e-07, 5.49e-07, 7.56e-07, 6.78e-07, 4.96e-08, 6.79e-10, 2.93e-07, 1.22e-08]    [1.55e-06, 5.98e-07, 5.51e-07, 5.12e-07, 4.20e-07, 6.30e-07, 4.18e-07, 3.68e-09, 1.59e-07, 9.59e-07, 9.40e-06, 1.27e-05, 3.88e-05, 6.94e-05, 7.52e-07, 5.49e-07, 7.56e-07, 6.78e-07, 4.96e-08, 6.79e-10, 2.93e-07, 1.22e-08]    []  
252600    [1.18e-05, 2.29e-06, 1.53e-06, 1.74e-06, 1.44e-06, 1.42e-06, 9.23e-07, 2.89e-05, 2.40e-11, 8.65e-06, 5.84e-05, 1.02e-04, 2.92e-04, 6.59e-04, 9.50e-06, 6.57e-06, 5.84e-06, 4.90e-06, 5.37e-06, 9.27e-10, 3.03e-05, 6.76e-09]    [1.18e-05, 2.29e-06, 1.53e-06, 1.74e-06, 1.44e-06, 1.42e-06, 9.23e-07, 2.89e-05, 2.40e-11, 8.65e-06, 5.84e-05, 1.02e-04, 2.92e-04, 6.59e-04, 9.50e-06, 6.57e-06, 5.84e-06, 4.90e-06, 5.37e-06, 9.27e-10, 3.03e-05, 6.76e-09]    []  
252700    [1.58e-06, 8.44e-07, 5.71e-07, 6.20e-07, 3.33e-07, 7.00e-07, 3.65e-07, 2.90e-06, 4.57e-09, 4.95e-07, 1.23e-05, 1.59e-05, 4.81e-05, 6.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.40e-11, 4.42e-06, 7.34e-09]    [1.58e-06, 8.44e-07, 5.71e-07, 6.20e-07, 3.33e-07, 7.00e-07, 3.65e-07, 2.90e-06, 4.57e-09, 4.95e-07, 1.23e-05, 1.59e-05, 4.81e-05, 6.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.40e-11, 4.42e-06, 7.34e-09]    []  
252800    [2.45e-07, 4.89e-07, 4.72e-07, 4.01e-07, 2.95e-07, 5.65e-07, 3.16e-07, 4.59e-07, 4.42e-11, 1.53e-08, 1.02e-06, 1.26e-06, 1.67e-06, 2.16e-07, 2.50e-10, 6.13e-10, 9.63e-09, 9.14e-09, 0.00e+00, 1.04e-10, 9.10e-07, 5.45e-09]    [2.45e-07, 4.89e-07, 4.72e-07, 4.01e-07, 2.95e-07, 5.65e-07, 3.16e-07, 4.59e-07, 4.42e-11, 1.53e-08, 1.02e-06, 1.26e-06, 1.67e-06, 2.16e-07, 2.50e-10, 6.13e-10, 9.63e-09, 9.14e-09, 0.00e+00, 1.04e-10, 9.10e-07, 5.45e-09]    []  
252900    [2.47e-07, 4.80e-07, 4.64e-07, 3.91e-07, 3.11e-07, 5.91e-07, 3.12e-07, 1.68e-07, 3.61e-08, 2.05e-08, 1.00e-06, 1.33e-06, 1.25e-06, 1.42e-07, 1.54e-10, 1.18e-09, 2.77e-08, 2.40e-08, 0.00e+00, 0.00e+00, 1.71e-07, 1.06e-08]    [2.47e-07, 4.80e-07, 4.64e-07, 3.91e-07, 3.11e-07, 5.91e-07, 3.12e-07, 1.68e-07, 3.61e-08, 2.05e-08, 1.00e-06, 1.33e-06, 1.25e-06, 1.42e-07, 1.54e-10, 1.18e-09, 2.77e-08, 2.40e-08, 0.00e+00, 0.00e+00, 1.71e-07, 1.06e-08]    []  
253000    [4.26e-07, 5.03e-07, 5.09e-07, 4.19e-07, 3.43e-07, 5.96e-07, 3.15e-07, 9.02e-08, 7.18e-12, 3.35e-07, 1.08e-06, 2.27e-06, 1.94e-06, 6.36e-06, 7.47e-08, 9.64e-08, 9.62e-08, 1.02e-07, 2.17e-08, 4.54e-10, 1.29e-07, 6.12e-09]    [4.26e-07, 5.03e-07, 5.09e-07, 4.19e-07, 3.43e-07, 5.96e-07, 3.15e-07, 9.02e-08, 7.18e-12, 3.35e-07, 1.08e-06, 2.27e-06, 1.94e-06, 6.36e-06, 7.47e-08, 9.64e-08, 9.62e-08, 1.02e-07, 2.17e-08, 4.54e-10, 1.29e-07, 6.12e-09]    []  
253100    [3.05e-07, 4.90e-07, 4.72e-07, 4.13e-07, 2.85e-07, 5.71e-07, 3.64e-07, 8.90e-07, 3.32e-06, 2.04e-07, 6.21e-06, 4.42e-06, 1.00e-05, 4.29e-07, 0.00e+00, 2.94e-11, 6.58e-09, 4.61e-10, 0.00e+00, 8.38e-09, 1.12e-06, 8.45e-08]    [3.05e-07, 4.90e-07, 4.72e-07, 4.13e-07, 2.85e-07, 5.71e-07, 3.64e-07, 8.90e-07, 3.32e-06, 2.04e-07, 6.21e-06, 4.42e-06, 1.00e-05, 4.29e-07, 0.00e+00, 2.94e-11, 6.58e-09, 4.61e-10, 0.00e+00, 8.38e-09, 1.12e-06, 8.45e-08]    []  
253200    [2.72e-07, 5.02e-07, 4.71e-07, 4.68e-07, 3.03e-07, 5.88e-07, 3.23e-07, 7.89e-07, 7.10e-10, 8.81e-09, 1.75e-06, 2.02e-06, 2.70e-06, 4.40e-08, 6.21e-08, 1.44e-10, 6.20e-09, 7.29e-09, 9.46e-08, 3.55e-11, 6.02e-07, 5.55e-09]    [2.72e-07, 5.02e-07, 4.71e-07, 4.68e-07, 3.03e-07, 5.88e-07, 3.23e-07, 7.89e-07, 7.10e-10, 8.81e-09, 1.75e-06, 2.02e-06, 2.70e-06, 4.40e-08, 6.21e-08, 1.44e-10, 6.20e-09, 7.29e-09, 9.46e-08, 3.55e-11, 6.02e-07, 5.55e-09]    []  
253300    [4.26e-07, 5.32e-07, 4.62e-07, 4.23e-07, 3.11e-07, 5.78e-07, 3.36e-07, 1.07e-07, 2.43e-08, 1.85e-07, 1.05e-06, 2.33e-06, 1.94e-06, 5.60e-06, 1.38e-07, 1.43e-09, 1.21e-07, 3.23e-08, 1.27e-08, 0.00e+00, 8.38e-08, 1.79e-08]    [4.26e-07, 5.32e-07, 4.62e-07, 4.23e-07, 3.11e-07, 5.78e-07, 3.36e-07, 1.07e-07, 2.43e-08, 1.85e-07, 1.05e-06, 2.33e-06, 1.94e-06, 5.60e-06, 1.38e-07, 1.43e-09, 1.21e-07, 3.23e-08, 1.27e-08, 0.00e+00, 8.38e-08, 1.79e-08]    []  
253400    [3.28e-07, 4.99e-07, 4.80e-07, 3.90e-07, 3.30e-07, 5.85e-07, 3.25e-07, 1.27e-06, 2.59e-09, 1.68e-08, 2.13e-06, 2.21e-06, 4.61e-06, 3.91e-06, 1.58e-08, 7.67e-08, 7.57e-08, 1.15e-07, 1.25e-07, 1.27e-09, 8.08e-07, 9.81e-09]    [3.28e-07, 4.99e-07, 4.80e-07, 3.90e-07, 3.30e-07, 5.85e-07, 3.25e-07, 1.27e-06, 2.59e-09, 1.68e-08, 2.13e-06, 2.21e-06, 4.61e-06, 3.91e-06, 1.58e-08, 7.67e-08, 7.57e-08, 1.15e-07, 1.25e-07, 1.27e-09, 8.08e-07, 9.81e-09]    []  
253500    [5.11e-07, 5.93e-07, 4.33e-07, 4.35e-07, 2.97e-07, 6.68e-07, 3.25e-07, 1.46e-06, 8.48e-06, 3.04e-07, 1.18e-06, 3.83e-06, 5.41e-06, 1.49e-05, 0.00e+00, 0.00e+00, 4.34e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.50e-06, 1.25e-05]    [5.11e-07, 5.93e-07, 4.33e-07, 4.35e-07, 2.97e-07, 6.68e-07, 3.25e-07, 1.46e-06, 8.48e-06, 3.04e-07, 1.18e-06, 3.83e-06, 5.41e-06, 1.49e-05, 0.00e+00, 0.00e+00, 4.34e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.50e-06, 1.25e-05]    []  
253600    [2.41e-07, 5.07e-07, 4.82e-07, 4.16e-07, 3.16e-07, 6.04e-07, 3.02e-07, 2.33e-07, 1.70e-09, 1.70e-08, 1.11e-06, 1.59e-06, 1.03e-06, 1.38e-06, 7.80e-10, 0.00e+00, 9.85e-09, 1.24e-08, 3.02e-13, 1.73e-09, 8.64e-08, 1.02e-08]    [2.41e-07, 5.07e-07, 4.82e-07, 4.16e-07, 3.16e-07, 6.04e-07, 3.02e-07, 2.33e-07, 1.70e-09, 1.70e-08, 1.11e-06, 1.59e-06, 1.03e-06, 1.38e-06, 7.80e-10, 0.00e+00, 9.85e-09, 1.24e-08, 3.02e-13, 1.73e-09, 8.64e-08, 1.02e-08]    []  
253700    [2.47e-07, 5.33e-07, 4.40e-07, 4.38e-07, 2.85e-07, 6.21e-07, 3.54e-07, 2.81e-08, 1.45e-06, 1.35e-09, 7.20e-07, 1.29e-06, 9.38e-07, 1.18e-07, 4.94e-09, 0.00e+00, 3.49e-08, 3.35e-08, 8.23e-10, 7.92e-09, 8.46e-08, 4.73e-08]    [2.47e-07, 5.33e-07, 4.40e-07, 4.38e-07, 2.85e-07, 6.21e-07, 3.54e-07, 2.81e-08, 1.45e-06, 1.35e-09, 7.20e-07, 1.29e-06, 9.38e-07, 1.18e-07, 4.94e-09, 0.00e+00, 3.49e-08, 3.35e-08, 8.23e-10, 7.92e-09, 8.46e-08, 4.73e-08]    []  
253800    [1.12e-06, 5.61e-07, 5.82e-07, 4.15e-07, 4.28e-07, 5.93e-07, 4.17e-07, 2.12e-11, 4.18e-09, 1.56e-06, 2.55e-06, 7.63e-06, 9.92e-06, 4.33e-05, 3.01e-07, 4.86e-07, 4.10e-07, 2.88e-07, 3.68e-10, 1.46e-09, 7.54e-08, 1.37e-08]    [1.12e-06, 5.61e-07, 5.82e-07, 4.15e-07, 4.28e-07, 5.93e-07, 4.17e-07, 2.12e-11, 4.18e-09, 1.56e-06, 2.55e-06, 7.63e-06, 9.92e-06, 4.33e-05, 3.01e-07, 4.86e-07, 4.10e-07, 2.88e-07, 3.68e-10, 1.46e-09, 7.54e-08, 1.37e-08]    []  
253900    [6.50e-06, 1.41e-06, 1.06e-06, 1.07e-06, 9.00e-07, 1.03e-06, 6.07e-07, 1.01e-05, 2.79e-09, 6.12e-06, 2.28e-05, 5.19e-05, 1.30e-04, 3.39e-04, 4.73e-06, 3.42e-06, 2.95e-06, 2.44e-06, 1.97e-06, 1.01e-09, 1.20e-05, 1.01e-08]    [6.50e-06, 1.41e-06, 1.06e-06, 1.07e-06, 9.00e-07, 1.03e-06, 6.07e-07, 1.01e-05, 2.79e-09, 6.12e-06, 2.28e-05, 5.19e-05, 1.30e-04, 3.39e-04, 4.73e-06, 3.42e-06, 2.95e-06, 2.44e-06, 1.97e-06, 1.01e-09, 1.20e-05, 1.01e-08]    []  
254000    [4.76e-06, 1.12e-06, 8.11e-07, 8.70e-07, 6.67e-07, 8.45e-07, 4.08e-07, 9.13e-05, 9.68e-09, 4.44e-07, 5.39e-05, 4.88e-05, 1.91e-04, 2.18e-04, 3.00e-06, 1.79e-06, 2.98e-06, 2.41e-06, 1.74e-05, 2.93e-09, 9.21e-05, 1.85e-08]    [4.76e-06, 1.12e-06, 8.11e-07, 8.70e-07, 6.67e-07, 8.45e-07, 4.08e-07, 9.13e-05, 9.68e-09, 4.44e-07, 5.39e-05, 4.88e-05, 1.91e-04, 2.18e-04, 3.00e-06, 1.79e-06, 2.98e-06, 2.41e-06, 1.74e-05, 2.93e-09, 9.21e-05, 1.85e-08]    []  

Best model at step 249321:
  train loss: 5.78e-06
  test loss: 5.78e-06
  test metric: []

'train' took 38.758855 s

Best train step: 249321
lambda_a: 8.700225224508563
lambda_b: 6.076739429580139
kappa_a: 2.0658337597025804
kappa_b: 1.5721680809889689
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
254000    [4.76e-06, 1.12e-06, 8.11e-07, 8.70e-07, 6.67e-07, 8.45e-07, 4.08e-07, 9.13e-05, 9.68e-09, 4.44e-07, 5.39e-05, 4.88e-05, 1.91e-04, 2.18e-04, 3.00e-06, 1.79e-06, 2.98e-06, 2.41e-06, 1.74e-05, 2.93e-09, 9.21e-05, 1.85e-08]    [4.76e-06, 1.12e-06, 8.11e-07, 8.70e-07, 6.67e-07, 8.45e-07, 4.08e-07, 9.13e-05, 9.68e-09, 4.44e-07, 5.39e-05, 4.88e-05, 1.91e-04, 2.18e-04, 3.00e-06, 1.79e-06, 2.98e-06, 2.41e-06, 1.74e-05, 2.93e-09, 9.21e-05, 1.85e-08]    []  
254100    [1.91e-06, 1.51e-06, 9.82e-07, 1.18e-06, 4.86e-07, 1.17e-06, 7.99e-07, 2.27e-07, 4.61e-06, 1.45e-06, 3.47e-06, 8.32e-06, 7.27e-06, 3.52e-05, 1.08e-06, 4.16e-09, 5.57e-07, 4.59e-09, 6.28e-08, 7.32e-07, 3.87e-07, 3.83e-06]    [1.91e-06, 1.51e-06, 9.82e-07, 1.18e-06, 4.86e-07, 1.17e-06, 7.99e-07, 2.27e-07, 4.61e-06, 1.45e-06, 3.47e-06, 8.32e-06, 7.27e-06, 3.52e-05, 1.08e-06, 4.16e-09, 5.57e-07, 4.59e-09, 6.28e-08, 7.32e-07, 3.87e-07, 3.83e-06]    []  
254200    [3.30e-06, 1.25e-06, 7.95e-07, 8.01e-07, 5.64e-07, 8.47e-07, 5.54e-07, 1.76e-05, 2.27e-09, 1.60e-06, 1.99e-05, 2.65e-05, 9.41e-05, 1.56e-04, 2.16e-06, 9.44e-07, 2.20e-06, 8.65e-07, 2.52e-06, 2.51e-09, 1.51e-05, 1.83e-08]    [3.30e-06, 1.25e-06, 7.95e-07, 8.01e-07, 5.64e-07, 8.47e-07, 5.54e-07, 1.76e-05, 2.27e-09, 1.60e-06, 1.99e-05, 2.65e-05, 9.41e-05, 1.56e-04, 2.16e-06, 9.44e-07, 2.20e-06, 8.65e-07, 2.52e-06, 2.51e-09, 1.51e-05, 1.83e-08]    []  
254300    [2.54e-07, 5.46e-07, 4.52e-07, 3.95e-07, 3.39e-07, 6.25e-07, 3.36e-07, 1.05e-06, 4.33e-08, 2.72e-07, 3.99e-06, 3.82e-06, 2.63e-06, 2.31e-06, 5.14e-10, 0.00e+00, 2.65e-08, 2.10e-08, 0.00e+00, 1.95e-09, 4.85e-07, 1.56e-08]    [2.54e-07, 5.46e-07, 4.52e-07, 3.95e-07, 3.39e-07, 6.25e-07, 3.36e-07, 1.05e-06, 4.33e-08, 2.72e-07, 3.99e-06, 3.82e-06, 2.63e-06, 2.31e-06, 5.14e-10, 0.00e+00, 2.65e-08, 2.10e-08, 0.00e+00, 1.95e-09, 4.85e-07, 1.56e-08]    []  
254400    [6.21e-07, 6.71e-07, 5.76e-07, 4.30e-07, 5.45e-07, 7.84e-07, 3.79e-07, 8.85e-09, 2.09e-07, 5.91e-09, 3.65e-06, 3.17e-06, 1.26e-05, 1.24e-05, 9.43e-08, 1.46e-07, 2.01e-07, 4.89e-07, 2.80e-08, 1.16e-08, 2.01e-07, 9.15e-08]    [6.21e-07, 6.71e-07, 5.76e-07, 4.30e-07, 5.45e-07, 7.84e-07, 3.79e-07, 8.85e-09, 2.09e-07, 5.91e-09, 3.65e-06, 3.17e-06, 1.26e-05, 1.24e-05, 9.43e-08, 1.46e-07, 2.01e-07, 4.89e-07, 2.80e-08, 1.16e-08, 2.01e-07, 9.15e-08]    []  
254500    [3.08e-06, 1.55e-06, 9.19e-07, 8.22e-07, 6.45e-07, 1.01e-06, 5.15e-07, 1.89e-06, 3.28e-09, 4.92e-06, 8.54e-06, 2.64e-05, 2.85e-05, 1.60e-04, 3.43e-06, 1.19e-06, 6.60e-07, 1.33e-06, 1.64e-07, 1.16e-09, 1.08e-06, 1.40e-08]    [3.08e-06, 1.55e-06, 9.19e-07, 8.22e-07, 6.45e-07, 1.01e-06, 5.15e-07, 1.89e-06, 3.28e-09, 4.92e-06, 8.54e-06, 2.64e-05, 2.85e-05, 1.60e-04, 3.43e-06, 1.19e-06, 6.60e-07, 1.33e-06, 1.64e-07, 1.16e-09, 1.08e-06, 1.40e-08]    []  
254600    [3.88e-07, 7.57e-07, 4.12e-07, 5.83e-07, 4.61e-07, 5.76e-07, 3.49e-07, 2.19e-05, 2.24e-10, 8.31e-07, 2.68e-05, 1.31e-05, 4.11e-05, 2.95e-06, 2.22e-07, 0.00e+00, 3.53e-07, 1.42e-07, 2.50e-06, 4.56e-10, 1.51e-05, 1.32e-08]    [3.88e-07, 7.57e-07, 4.12e-07, 5.83e-07, 4.61e-07, 5.76e-07, 3.49e-07, 2.19e-05, 2.24e-10, 8.31e-07, 2.68e-05, 1.31e-05, 4.11e-05, 2.95e-06, 2.22e-07, 0.00e+00, 3.53e-07, 1.42e-07, 2.50e-06, 4.56e-10, 1.51e-05, 1.32e-08]    []  
254700    [3.62e-07, 5.55e-07, 4.61e-07, 4.21e-07, 3.31e-07, 6.04e-07, 3.25e-07, 6.99e-08, 1.08e-07, 1.45e-08, 2.70e-06, 2.39e-06, 5.22e-06, 3.21e-06, 1.10e-07, 2.93e-11, 1.39e-07, 1.48e-07, 6.27e-12, 0.00e+00, 1.78e-07, 1.04e-07]    [3.62e-07, 5.55e-07, 4.61e-07, 4.21e-07, 3.31e-07, 6.04e-07, 3.25e-07, 6.99e-08, 1.08e-07, 1.45e-08, 2.70e-06, 2.39e-06, 5.22e-06, 3.21e-06, 1.10e-07, 2.93e-11, 1.39e-07, 1.48e-07, 6.27e-12, 0.00e+00, 1.78e-07, 1.04e-07]    []  
254800    [5.76e-07, 5.53e-07, 5.20e-07, 4.23e-07, 3.59e-07, 6.20e-07, 3.25e-07, 5.05e-07, 1.39e-07, 2.06e-07, 2.24e-06, 3.40e-06, 8.45e-06, 1.45e-05, 1.36e-07, 1.75e-07, 2.48e-07, 1.98e-07, 4.17e-08, 1.83e-08, 2.73e-07, 1.22e-07]    [5.76e-07, 5.53e-07, 5.20e-07, 4.23e-07, 3.59e-07, 6.20e-07, 3.25e-07, 5.05e-07, 1.39e-07, 2.06e-07, 2.24e-06, 3.40e-06, 8.45e-06, 1.45e-05, 1.36e-07, 1.75e-07, 2.48e-07, 1.98e-07, 4.17e-08, 1.83e-08, 2.73e-07, 1.22e-07]    []  
254900    [1.76e-06, 7.25e-07, 5.66e-07, 5.66e-07, 4.31e-07, 7.34e-07, 4.06e-07, 1.52e-07, 1.21e-08, 7.18e-07, 1.34e-05, 1.48e-05, 5.79e-05, 7.80e-05, 9.15e-07, 4.41e-07, 1.10e-06, 8.75e-07, 3.41e-08, 9.21e-09, 2.33e-07, 6.16e-08]    [1.76e-06, 7.25e-07, 5.66e-07, 5.66e-07, 4.31e-07, 7.34e-07, 4.06e-07, 1.52e-07, 1.21e-08, 7.18e-07, 1.34e-05, 1.48e-05, 5.79e-05, 7.80e-05, 9.15e-07, 4.41e-07, 1.10e-06, 8.75e-07, 3.41e-08, 9.21e-09, 2.33e-07, 6.16e-08]    []  
255000    [3.00e-06, 1.98e-06, 9.64e-07, 8.25e-07, 1.13e-06, 7.94e-07, 5.21e-07, 4.55e-07, 1.53e-07, 1.08e-07, 1.28e-04, 6.99e-05, 2.60e-04, 4.84e-05, 9.05e-07, 5.93e-07, 1.45e-06, 1.84e-06, 0.00e+00, 0.00e+00, 9.70e-07, 1.86e-07]    [3.00e-06, 1.98e-06, 9.64e-07, 8.25e-07, 1.13e-06, 7.94e-07, 5.21e-07, 4.55e-07, 1.53e-07, 1.08e-07, 1.28e-04, 6.99e-05, 2.60e-04, 4.84e-05, 9.05e-07, 5.93e-07, 1.45e-06, 1.84e-06, 0.00e+00, 0.00e+00, 9.70e-07, 1.86e-07]    []  
255100    [7.13e-06, 3.08e-06, 7.88e-07, 2.71e-06, 1.23e-06, 2.03e-06, 1.02e-06, 1.45e-06, 9.83e-08, 1.14e-05, 1.43e-05, 8.70e-05, 8.74e-05, 4.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.45e-06, 9.04e-08]    [7.13e-06, 3.08e-06, 7.88e-07, 2.71e-06, 1.23e-06, 2.03e-06, 1.02e-06, 1.45e-06, 9.83e-08, 1.14e-05, 1.43e-05, 8.70e-05, 8.74e-05, 4.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.45e-06, 9.04e-08]    []  
255200    [1.37e-06, 1.44e-06, 5.78e-07, 8.72e-07, 5.24e-07, 1.07e-06, 3.69e-07, 4.00e-06, 1.18e-06, 3.40e-07, 7.11e-05, 3.93e-05, 1.39e-04, 2.27e-05, 2.19e-07, 6.64e-07, 9.01e-07, 1.41e-06, 1.26e-06, 0.00e+00, 7.73e-06, 1.33e-06]    [1.37e-06, 1.44e-06, 5.78e-07, 8.72e-07, 5.24e-07, 1.07e-06, 3.69e-07, 4.00e-06, 1.18e-06, 3.40e-07, 7.11e-05, 3.93e-05, 1.39e-04, 2.27e-05, 2.19e-07, 6.64e-07, 9.01e-07, 1.41e-06, 1.26e-06, 0.00e+00, 7.73e-06, 1.33e-06]    []  
255300    [5.51e-06, 3.55e-06, 1.29e-06, 2.79e-06, 2.13e-06, 1.21e-06, 8.34e-07, 7.67e-05, 7.77e-07, 5.75e-06, 1.23e-04, 9.82e-05, 3.41e-04, 1.47e-04, 3.33e-06, 1.02e-06, 6.36e-06, 4.33e-06, 0.00e+00, 9.62e-08, 5.76e-05, 5.76e-07]    [5.51e-06, 3.55e-06, 1.29e-06, 2.79e-06, 2.13e-06, 1.21e-06, 8.34e-07, 7.67e-05, 7.77e-07, 5.75e-06, 1.23e-04, 9.82e-05, 3.41e-04, 1.47e-04, 3.33e-06, 1.02e-06, 6.36e-06, 4.33e-06, 0.00e+00, 9.62e-08, 5.76e-05, 5.76e-07]    []  
255400    [2.98e-07, 5.80e-07, 4.29e-07, 4.13e-07, 2.98e-07, 6.33e-07, 2.98e-07, 1.97e-08, 1.07e-10, 6.54e-09, 9.49e-07, 1.42e-06, 2.29e-06, 1.87e-06, 4.14e-09, 0.00e+00, 2.82e-08, 1.20e-08, 1.51e-09, 3.45e-10, 9.66e-08, 9.80e-09]    [2.98e-07, 5.80e-07, 4.29e-07, 4.13e-07, 2.98e-07, 6.33e-07, 2.98e-07, 1.97e-08, 1.07e-10, 6.54e-09, 9.49e-07, 1.42e-06, 2.29e-06, 1.87e-06, 4.14e-09, 0.00e+00, 2.82e-08, 1.20e-08, 1.51e-09, 3.45e-10, 9.66e-08, 9.80e-09]    []  
255500    [1.30e-06, 6.13e-07, 4.85e-07, 4.55e-07, 4.13e-07, 6.79e-07, 4.15e-07, 2.09e-07, 9.79e-07, 9.08e-07, 5.19e-06, 9.16e-06, 2.40e-05, 5.21e-05, 5.45e-07, 4.83e-07, 5.66e-07, 6.19e-07, 2.23e-08, 0.00e+00, 1.61e-07, 6.80e-07]    [1.30e-06, 6.13e-07, 4.85e-07, 4.55e-07, 4.13e-07, 6.79e-07, 4.15e-07, 2.09e-07, 9.79e-07, 9.08e-07, 5.19e-06, 9.16e-06, 2.40e-05, 5.21e-05, 5.45e-07, 4.83e-07, 5.66e-07, 6.19e-07, 2.23e-08, 0.00e+00, 1.61e-07, 6.80e-07]    []  
255600    [1.05e-05, 2.07e-06, 1.30e-06, 1.59e-06, 1.20e-06, 1.32e-06, 8.16e-07, 3.55e-05, 7.54e-09, 4.68e-06, 6.47e-05, 9.08e-05, 3.09e-04, 5.55e-04, 8.22e-06, 5.27e-06, 5.75e-06, 4.20e-06, 6.03e-06, 1.94e-09, 3.44e-05, 1.49e-08]    [1.05e-05, 2.07e-06, 1.30e-06, 1.59e-06, 1.20e-06, 1.32e-06, 8.16e-07, 3.55e-05, 7.54e-09, 4.68e-06, 6.47e-05, 9.08e-05, 3.09e-04, 5.55e-04, 8.22e-06, 5.27e-06, 5.75e-06, 4.20e-06, 6.03e-06, 1.94e-09, 3.44e-05, 1.49e-08]    []  
255700    [2.30e-06, 2.30e-06, 2.95e-06, 3.29e-06, 1.06e-06, 1.85e-06, 1.37e-06, 4.88e-06, 1.17e-07, 1.96e-07, 1.23e-04, 5.79e-05, 3.39e-04, 1.93e-04, 2.43e-07, 1.32e-06, 1.03e-06, 1.48e-06, 0.00e+00, 0.00e+00, 3.11e-06, 7.65e-08]    [2.30e-06, 2.30e-06, 2.95e-06, 3.29e-06, 1.06e-06, 1.85e-06, 1.37e-06, 4.88e-06, 1.17e-07, 1.96e-07, 1.23e-04, 5.79e-05, 3.39e-04, 1.93e-04, 2.43e-07, 1.32e-06, 1.03e-06, 1.48e-06, 0.00e+00, 0.00e+00, 3.11e-06, 7.65e-08]    []  
255800    [7.22e-07, 5.26e-07, 4.58e-07, 4.22e-07, 3.31e-07, 6.47e-07, 3.13e-07, 8.38e-07, 8.14e-11, 1.65e-07, 4.58e-06, 5.13e-06, 1.53e-05, 2.13e-05, 3.17e-07, 1.88e-07, 3.31e-07, 3.51e-07, 1.64e-07, 2.66e-10, 1.04e-06, 7.16e-09]    [7.22e-07, 5.26e-07, 4.58e-07, 4.22e-07, 3.31e-07, 6.47e-07, 3.13e-07, 8.38e-07, 8.14e-11, 1.65e-07, 4.58e-06, 5.13e-06, 1.53e-05, 2.13e-05, 3.17e-07, 1.88e-07, 3.31e-07, 3.51e-07, 1.64e-07, 2.66e-10, 1.04e-06, 7.16e-09]    []  
255900    [2.58e-05, 5.16e-06, 3.12e-06, 4.07e-06, 3.20e-06, 2.99e-06, 2.01e-06, 2.42e-05, 3.33e-08, 2.70e-05, 9.35e-05, 2.39e-04, 5.59e-04, 1.67e-03, 2.73e-05, 2.23e-05, 1.24e-05, 9.17e-06, 4.83e-06, 5.85e-09, 2.80e-05, 3.69e-08]    [2.58e-05, 5.16e-06, 3.12e-06, 4.07e-06, 3.20e-06, 2.99e-06, 2.01e-06, 2.42e-05, 3.33e-08, 2.70e-05, 9.35e-05, 2.39e-04, 5.59e-04, 1.67e-03, 2.73e-05, 2.23e-05, 1.24e-05, 9.17e-06, 4.83e-06, 5.85e-09, 2.80e-05, 3.69e-08]    []  
256000    [2.99e-06, 8.20e-07, 6.36e-07, 6.09e-07, 5.18e-07, 7.97e-07, 3.63e-07, 4.62e-06, 2.90e-08, 8.67e-07, 2.75e-05, 2.82e-05, 9.97e-05, 1.33e-04, 1.75e-06, 1.15e-06, 1.84e-06, 1.44e-06, 1.15e-06, 4.22e-09, 7.20e-06, 2.46e-08]    [2.99e-06, 8.20e-07, 6.36e-07, 6.09e-07, 5.18e-07, 7.97e-07, 3.63e-07, 4.62e-06, 2.90e-08, 8.67e-07, 2.75e-05, 2.82e-05, 9.97e-05, 1.33e-04, 1.75e-06, 1.15e-06, 1.84e-06, 1.44e-06, 1.15e-06, 4.22e-09, 7.20e-06, 2.46e-08]    []  

Best model at step 249321:
  train loss: 5.78e-06
  test loss: 5.78e-06
  test metric: []

'train' took 38.916117 s

Best train step: 249321
lambda_a: 8.700225224508563
lambda_b: 6.076739429580139
kappa_a: 2.0658337597025804
kappa_b: 1.5721680809889689
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
256000    [2.99e-06, 8.20e-07, 6.36e-07, 6.09e-07, 5.18e-07, 7.97e-07, 3.63e-07, 4.62e-06, 2.90e-08, 8.67e-07, 2.75e-05, 2.82e-05, 9.97e-05, 1.33e-04, 1.75e-06, 1.15e-06, 1.84e-06, 1.44e-06, 1.15e-06, 4.22e-09, 7.20e-06, 2.46e-08]    [2.99e-06, 8.20e-07, 6.36e-07, 6.09e-07, 5.18e-07, 7.97e-07, 3.63e-07, 4.62e-06, 2.90e-08, 8.67e-07, 2.75e-05, 2.82e-05, 9.97e-05, 1.33e-04, 1.75e-06, 1.15e-06, 1.84e-06, 1.44e-06, 1.15e-06, 4.22e-09, 7.20e-06, 2.46e-08]    []  
256100    [9.11e-06, 2.50e-06, 1.61e-06, 8.97e-07, 1.35e-06, 1.48e-06, 9.01e-07, 1.51e-06, 3.43e-09, 1.43e-05, 2.44e-05, 7.48e-05, 1.18e-04, 4.90e-04, 5.50e-06, 7.36e-06, 2.55e-06, 4.32e-06, 1.91e-07, 2.16e-08, 1.25e-06, 1.38e-07]    [9.11e-06, 2.50e-06, 1.61e-06, 8.97e-07, 1.35e-06, 1.48e-06, 9.01e-07, 1.51e-06, 3.43e-09, 1.43e-05, 2.44e-05, 7.48e-05, 1.18e-04, 4.90e-04, 5.50e-06, 7.36e-06, 2.55e-06, 4.32e-06, 1.91e-07, 2.16e-08, 1.25e-06, 1.38e-07]    []  
256200    [7.93e-07, 8.97e-07, 4.93e-07, 6.36e-07, 4.47e-07, 5.72e-07, 4.85e-07, 5.33e-05, 1.18e-07, 1.23e-07, 1.13e-05, 1.17e-05, 1.57e-05, 3.31e-06, 2.10e-08, 1.50e-07, 7.93e-10, 0.00e+00, 6.91e-06, 1.50e-08, 4.01e-05, 9.58e-08]    [7.93e-07, 8.97e-07, 4.93e-07, 6.36e-07, 4.47e-07, 5.72e-07, 4.85e-07, 5.33e-05, 1.18e-07, 1.23e-07, 1.13e-05, 1.17e-05, 1.57e-05, 3.31e-06, 2.10e-08, 1.50e-07, 7.93e-10, 0.00e+00, 6.91e-06, 1.50e-08, 4.01e-05, 9.58e-08]    []  
256300    [5.97e-07, 6.17e-07, 4.58e-07, 4.88e-07, 3.71e-07, 5.37e-07, 3.23e-07, 8.50e-06, 1.73e-10, 6.25e-08, 8.15e-06, 6.87e-06, 1.47e-05, 1.98e-06, 1.71e-07, 0.00e+00, 6.05e-09, 6.05e-13, 0.00e+00, 6.08e-10, 1.27e-05, 8.27e-09]    [5.97e-07, 6.17e-07, 4.58e-07, 4.88e-07, 3.71e-07, 5.37e-07, 3.23e-07, 8.50e-06, 1.73e-10, 6.25e-08, 8.15e-06, 6.87e-06, 1.47e-05, 1.98e-06, 1.71e-07, 0.00e+00, 6.05e-09, 6.05e-13, 0.00e+00, 6.08e-10, 1.27e-05, 8.27e-09]    []  
256400    [8.23e-07, 8.98e-07, 4.15e-07, 5.17e-07, 3.39e-07, 7.79e-07, 3.32e-07, 5.57e-07, 2.47e-09, 1.63e-06, 3.51e-06, 8.88e-06, 2.98e-06, 3.22e-05, 1.60e-09, 0.00e+00, 4.08e-10, 0.00e+00, 0.00e+00, 9.26e-10, 2.30e-07, 8.22e-09]    [8.23e-07, 8.98e-07, 4.15e-07, 5.17e-07, 3.39e-07, 7.79e-07, 3.32e-07, 5.57e-07, 2.47e-09, 1.63e-06, 3.51e-06, 8.88e-06, 2.98e-06, 3.22e-05, 1.60e-09, 0.00e+00, 4.08e-10, 0.00e+00, 0.00e+00, 9.26e-10, 2.30e-07, 8.22e-09]    []  
256500    [5.62e-07, 5.01e-07, 4.02e-07, 4.12e-07, 3.19e-07, 6.33e-07, 3.49e-07, 3.23e-06, 4.00e-06, 9.88e-09, 7.13e-06, 5.01e-06, 1.58e-05, 1.08e-05, 2.01e-07, 1.07e-07, 2.96e-07, 3.13e-07, 2.64e-07, 8.06e-07, 1.68e-06, 4.45e-06]    [5.62e-07, 5.01e-07, 4.02e-07, 4.12e-07, 3.19e-07, 6.33e-07, 3.49e-07, 3.23e-06, 4.00e-06, 9.88e-09, 7.13e-06, 5.01e-06, 1.58e-05, 1.08e-05, 2.01e-07, 1.07e-07, 2.96e-07, 3.13e-07, 2.64e-07, 8.06e-07, 1.68e-06, 4.45e-06]    []  
256600    [2.25e-06, 1.06e-06, 5.58e-07, 7.52e-07, 3.77e-07, 8.43e-07, 3.78e-07, 3.49e-06, 6.24e-09, 6.76e-07, 1.94e-05, 2.31e-05, 7.49e-05, 9.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.51e-10, 2.21e-06, 9.20e-09]    [2.25e-06, 1.06e-06, 5.58e-07, 7.52e-07, 3.77e-07, 8.43e-07, 3.78e-07, 3.49e-06, 6.24e-09, 6.76e-07, 1.94e-05, 2.31e-05, 7.49e-05, 9.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.51e-10, 2.21e-06, 9.20e-09]    []  
256700    [1.71e-06, 9.79e-07, 5.94e-07, 5.88e-07, 4.70e-07, 7.17e-07, 4.75e-07, 1.37e-05, 2.54e-10, 3.88e-09, 3.07e-05, 1.92e-05, 7.94e-05, 5.92e-05, 1.17e-06, 2.91e-07, 1.20e-06, 4.10e-07, 1.55e-06, 1.91e-10, 9.77e-06, 8.04e-09]    [1.71e-06, 9.79e-07, 5.94e-07, 5.88e-07, 4.70e-07, 7.17e-07, 4.75e-07, 1.37e-05, 2.54e-10, 3.88e-09, 3.07e-05, 1.92e-05, 7.94e-05, 5.92e-05, 1.17e-06, 2.91e-07, 1.20e-06, 4.10e-07, 1.55e-06, 1.91e-10, 9.77e-06, 8.04e-09]    []  
256800    [9.50e-07, 5.51e-07, 4.79e-07, 4.40e-07, 3.73e-07, 6.69e-07, 3.43e-07, 2.17e-08, 1.44e-08, 5.32e-07, 4.61e-06, 6.54e-06, 1.76e-05, 3.34e-05, 5.76e-07, 1.28e-07, 4.06e-07, 3.87e-07, 1.13e-08, 1.30e-08, 1.00e-07, 8.08e-08]    [9.50e-07, 5.51e-07, 4.79e-07, 4.40e-07, 3.73e-07, 6.69e-07, 3.43e-07, 2.17e-08, 1.44e-08, 5.32e-07, 4.61e-06, 6.54e-06, 1.76e-05, 3.34e-05, 5.76e-07, 1.28e-07, 4.06e-07, 3.87e-07, 1.13e-08, 1.30e-08, 1.00e-07, 8.08e-08]    []  
256900    [5.37e-06, 1.84e-06, 7.53e-07, 1.27e-06, 5.44e-07, 1.17e-06, 4.63e-07, 4.21e-06, 3.76e-10, 2.43e-06, 3.72e-05, 5.19e-05, 1.56e-04, 2.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.82e-12, 6.40e-06, 1.25e-08]    [5.37e-06, 1.84e-06, 7.53e-07, 1.27e-06, 5.44e-07, 1.17e-06, 4.63e-07, 4.21e-06, 3.76e-10, 2.43e-06, 3.72e-05, 5.19e-05, 1.56e-04, 2.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.82e-12, 6.40e-06, 1.25e-08]    []  
257000    [1.03e-05, 2.04e-06, 1.36e-06, 1.58e-06, 1.20e-06, 1.33e-06, 7.94e-07, 3.12e-05, 1.42e-07, 5.18e-06, 6.71e-05, 9.18e-05, 3.08e-04, 5.52e-04, 8.33e-06, 5.24e-06, 5.66e-06, 4.11e-06, 5.86e-06, 2.02e-08, 3.40e-05, 1.30e-07]    [1.03e-05, 2.04e-06, 1.36e-06, 1.58e-06, 1.20e-06, 1.33e-06, 7.94e-07, 3.12e-05, 1.42e-07, 5.18e-06, 6.71e-05, 9.18e-05, 3.08e-04, 5.52e-04, 8.33e-06, 5.24e-06, 5.66e-06, 4.11e-06, 5.86e-06, 2.02e-08, 3.40e-05, 1.30e-07]    []  
257100    [2.75e-06, 2.10e-06, 8.09e-07, 1.30e-06, 6.37e-07, 1.12e-06, 3.59e-07, 4.88e-05, 7.93e-08, 4.09e-06, 1.53e-05, 2.01e-05, 7.46e-05, 1.14e-04, 5.21e-06, 6.63e-07, 9.63e-07, 1.09e-06, 0.00e+00, 0.00e+00, 3.33e-05, 7.26e-08]    [2.75e-06, 2.10e-06, 8.09e-07, 1.30e-06, 6.37e-07, 1.12e-06, 3.59e-07, 4.88e-05, 7.93e-08, 4.09e-06, 1.53e-05, 2.01e-05, 7.46e-05, 1.14e-04, 5.21e-06, 6.63e-07, 9.63e-07, 1.09e-06, 0.00e+00, 0.00e+00, 3.33e-05, 7.26e-08]    []  
257200    [2.23e-06, 1.33e-06, 4.90e-07, 1.04e-06, 4.85e-07, 1.08e-06, 4.53e-07, 1.19e-06, 2.71e-04, 1.07e-06, 8.30e-06, 1.83e-05, 3.74e-05, 7.17e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.88e-09, 0.00e+00, 0.00e+00, 2.13e-06, 2.67e-04]    [2.23e-06, 1.33e-06, 4.90e-07, 1.04e-06, 4.85e-07, 1.08e-06, 4.53e-07, 1.19e-06, 2.71e-04, 1.07e-06, 8.30e-06, 1.83e-05, 3.74e-05, 7.17e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.88e-09, 0.00e+00, 0.00e+00, 2.13e-06, 2.67e-04]    []  
257300    [1.20e-06, 5.93e-07, 4.93e-07, 4.51e-07, 3.77e-07, 6.79e-07, 4.23e-07, 6.43e-06, 1.90e-08, 6.67e-07, 4.79e-06, 8.05e-06, 1.85e-05, 4.29e-05, 7.27e-07, 2.26e-07, 5.02e-07, 4.65e-07, 9.44e-07, 2.25e-09, 6.16e-06, 1.67e-08]    [1.20e-06, 5.93e-07, 4.93e-07, 4.51e-07, 3.77e-07, 6.79e-07, 4.23e-07, 6.43e-06, 1.90e-08, 6.67e-07, 4.79e-06, 8.05e-06, 1.85e-05, 4.29e-05, 7.27e-07, 2.26e-07, 5.02e-07, 4.65e-07, 9.44e-07, 2.25e-09, 6.16e-06, 1.67e-08]    []  
257400    [1.23e-05, 2.36e-06, 1.49e-06, 1.80e-06, 1.33e-06, 1.51e-06, 8.68e-07, 4.91e-05, 4.24e-08, 5.53e-06, 8.87e-05, 1.11e-04, 3.89e-04, 6.55e-04, 1.03e-05, 5.86e-06, 7.06e-06, 5.26e-06, 6.97e-06, 1.11e-08, 4.01e-05, 6.96e-08]    [1.23e-05, 2.36e-06, 1.49e-06, 1.80e-06, 1.33e-06, 1.51e-06, 8.68e-07, 4.91e-05, 4.24e-08, 5.53e-06, 8.87e-05, 1.11e-04, 3.89e-04, 6.55e-04, 1.03e-05, 5.86e-06, 7.06e-06, 5.26e-06, 6.97e-06, 1.11e-08, 4.01e-05, 6.96e-08]    []  
257500    [4.21e-06, 1.62e-06, 1.15e-06, 7.29e-07, 6.71e-07, 1.17e-06, 7.80e-07, 4.13e-06, 6.07e-11, 7.53e-06, 1.13e-05, 3.45e-05, 4.28e-05, 2.22e-04, 2.74e-06, 2.18e-06, 1.33e-06, 7.39e-07, 0.00e+00, 4.43e-10, 3.72e-06, 9.67e-09]    [4.21e-06, 1.62e-06, 1.15e-06, 7.29e-07, 6.71e-07, 1.17e-06, 7.80e-07, 4.13e-06, 6.07e-11, 7.53e-06, 1.13e-05, 3.45e-05, 4.28e-05, 2.22e-04, 2.74e-06, 2.18e-06, 1.33e-06, 7.39e-07, 0.00e+00, 4.43e-10, 3.72e-06, 9.67e-09]    []  
257600    [5.43e-07, 5.44e-07, 4.49e-07, 3.86e-07, 3.86e-07, 6.08e-07, 3.17e-07, 9.90e-06, 4.28e-08, 1.88e-07, 1.65e-05, 9.50e-06, 2.59e-05, 8.77e-06, 1.04e-07, 1.17e-07, 4.11e-07, 2.99e-07, 1.33e-06, 5.64e-09, 8.53e-06, 3.21e-08]    [5.43e-07, 5.44e-07, 4.49e-07, 3.86e-07, 3.86e-07, 6.08e-07, 3.17e-07, 9.90e-06, 4.28e-08, 1.88e-07, 1.65e-05, 9.50e-06, 2.59e-05, 8.77e-06, 1.04e-07, 1.17e-07, 4.11e-07, 2.99e-07, 1.33e-06, 5.64e-09, 8.53e-06, 3.21e-08]    []  
257700    [3.80e-06, 1.27e-06, 8.21e-07, 1.40e-06, 1.47e-06, 1.01e-06, 1.09e-06, 1.51e-05, 6.27e-06, 1.65e-05, 3.68e-05, 5.58e-05, 9.24e-06, 1.86e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.00e-06, 9.86e-06, 5.21e-06]    [3.80e-06, 1.27e-06, 8.21e-07, 1.40e-06, 1.47e-06, 1.01e-06, 1.09e-06, 1.51e-05, 6.27e-06, 1.65e-05, 3.68e-05, 5.58e-05, 9.24e-06, 1.86e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.00e-06, 9.86e-06, 5.21e-06]    []  
257800    [7.55e-07, 8.27e-07, 5.76e-07, 5.42e-07, 3.39e-07, 7.63e-07, 4.89e-07, 3.25e-05, 1.78e-05, 9.71e-10, 8.25e-06, 8.66e-06, 2.56e-05, 3.30e-05, 6.88e-09, 0.00e+00, 0.00e+00, 1.80e-10, 0.00e+00, 1.08e-05, 3.85e-05, 4.72e-05]    [7.55e-07, 8.27e-07, 5.76e-07, 5.42e-07, 3.39e-07, 7.63e-07, 4.89e-07, 3.25e-05, 1.78e-05, 9.71e-10, 8.25e-06, 8.66e-06, 2.56e-05, 3.30e-05, 6.88e-09, 0.00e+00, 0.00e+00, 1.80e-10, 0.00e+00, 1.08e-05, 3.85e-05, 4.72e-05]    []  
257900    [2.73e-06, 8.87e-07, 7.33e-07, 5.92e-07, 5.78e-07, 8.48e-07, 4.88e-07, 1.21e-09, 1.85e-07, 4.01e-06, 7.67e-06, 2.36e-05, 3.31e-05, 1.48e-04, 2.13e-06, 1.26e-06, 1.13e-06, 7.92e-07, 8.43e-08, 2.14e-08, 4.69e-07, 1.35e-07]    [2.73e-06, 8.87e-07, 7.33e-07, 5.92e-07, 5.78e-07, 8.48e-07, 4.88e-07, 1.21e-09, 1.85e-07, 4.01e-06, 7.67e-06, 2.36e-05, 3.31e-05, 1.48e-04, 2.13e-06, 1.26e-06, 1.13e-06, 7.92e-07, 8.43e-08, 2.14e-08, 4.69e-07, 1.35e-07]    []  
258000    [6.46e-06, 2.05e-06, 8.10e-07, 2.05e-06, 8.54e-07, 1.39e-06, 6.81e-07, 3.01e-08, 3.46e-09, 4.00e-06, 5.96e-05, 7.07e-05, 2.06e-04, 2.43e-04, 0.00e+00, 1.66e-08, 0.00e+00, 0.00e+00, 1.64e-10, 4.48e-10, 6.02e-07, 1.35e-08]    [6.46e-06, 2.05e-06, 8.10e-07, 2.05e-06, 8.54e-07, 1.39e-06, 6.81e-07, 3.01e-08, 3.46e-09, 4.00e-06, 5.96e-05, 7.07e-05, 2.06e-04, 2.43e-04, 0.00e+00, 1.66e-08, 0.00e+00, 0.00e+00, 1.64e-10, 4.48e-10, 6.02e-07, 1.35e-08]    []  

Best model at step 249321:
  train loss: 5.78e-06
  test loss: 5.78e-06
  test metric: []

'train' took 38.575245 s

Best train step: 249321
lambda_a: 8.700225224508563
lambda_b: 6.076739429580139
kappa_a: 2.0658337597025804
kappa_b: 1.5721680809889689
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
258000    [6.46e-06, 2.05e-06, 8.10e-07, 2.05e-06, 8.54e-07, 1.39e-06, 6.81e-07, 3.01e-08, 3.46e-09, 4.00e-06, 5.96e-05, 7.07e-05, 2.06e-04, 2.43e-04, 0.00e+00, 1.66e-08, 0.00e+00, 0.00e+00, 1.64e-10, 4.48e-10, 6.02e-07, 1.35e-08]    [6.46e-06, 2.05e-06, 8.10e-07, 2.05e-06, 8.54e-07, 1.39e-06, 6.81e-07, 3.01e-08, 3.46e-09, 4.00e-06, 5.96e-05, 7.07e-05, 2.06e-04, 2.43e-04, 0.00e+00, 1.66e-08, 0.00e+00, 0.00e+00, 1.64e-10, 4.48e-10, 6.02e-07, 1.35e-08]    []  
258100    [3.87e-07, 5.35e-07, 4.74e-07, 3.88e-07, 3.72e-07, 6.48e-07, 3.94e-07, 2.48e-06, 2.85e-10, 5.98e-07, 9.40e-06, 4.56e-06, 1.58e-05, 9.23e-06, 1.03e-07, 7.15e-08, 1.11e-07, 1.60e-07, 5.30e-07, 1.28e-09, 3.48e-06, 1.27e-08]    [3.87e-07, 5.35e-07, 4.74e-07, 3.88e-07, 3.72e-07, 6.48e-07, 3.94e-07, 2.48e-06, 2.85e-10, 5.98e-07, 9.40e-06, 4.56e-06, 1.58e-05, 9.23e-06, 1.03e-07, 7.15e-08, 1.11e-07, 1.60e-07, 5.30e-07, 1.28e-09, 3.48e-06, 1.27e-08]    []  
258200    [3.85e-07, 4.40e-07, 4.86e-07, 4.27e-07, 3.67e-07, 6.33e-07, 3.23e-07, 1.12e-06, 5.03e-08, 4.90e-09, 3.62e-06, 3.06e-06, 7.94e-06, 9.64e-06, 1.97e-07, 2.41e-08, 1.89e-07, 1.28e-07, 3.25e-08, 5.86e-08, 2.10e-07, 3.73e-07]    [3.85e-07, 4.40e-07, 4.86e-07, 4.27e-07, 3.67e-07, 6.33e-07, 3.23e-07, 1.12e-06, 5.03e-08, 4.90e-09, 3.62e-06, 3.06e-06, 7.94e-06, 9.64e-06, 1.97e-07, 2.41e-08, 1.89e-07, 1.28e-07, 3.25e-08, 5.86e-08, 2.10e-07, 3.73e-07]    []  
258300    [8.68e-07, 6.61e-07, 4.90e-07, 5.73e-07, 3.29e-07, 6.47e-07, 3.77e-07, 1.47e-06, 3.88e-11, 4.91e-08, 1.18e-05, 1.09e-05, 3.56e-05, 2.95e-05, 1.73e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.81e-08, 5.59e-10, 3.31e-07, 1.67e-08]    [8.68e-07, 6.61e-07, 4.90e-07, 5.73e-07, 3.29e-07, 6.47e-07, 3.77e-07, 1.47e-06, 3.88e-11, 4.91e-08, 1.18e-05, 1.09e-05, 3.56e-05, 2.95e-05, 1.73e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.81e-08, 5.59e-10, 3.31e-07, 1.67e-08]    []  
258400    [1.85e-05, 3.80e-06, 2.41e-06, 2.93e-06, 2.38e-06, 2.28e-06, 1.67e-06, 5.58e-05, 4.13e-08, 1.84e-05, 7.32e-05, 1.73e-04, 4.01e-04, 1.17e-03, 1.88e-05, 1.49e-05, 8.89e-06, 5.85e-06, 8.78e-06, 1.77e-08, 5.08e-05, 1.10e-07]    [1.85e-05, 3.80e-06, 2.41e-06, 2.93e-06, 2.38e-06, 2.28e-06, 1.67e-06, 5.58e-05, 4.13e-08, 1.84e-05, 7.32e-05, 1.73e-04, 4.01e-04, 1.17e-03, 1.88e-05, 1.49e-05, 8.89e-06, 5.85e-06, 8.78e-06, 1.77e-08, 5.08e-05, 1.10e-07]    []  
258500    [2.83e-05, 1.07e-05, 2.70e-06, 7.55e-06, 3.30e-06, 6.15e-06, 2.14e-06, 7.85e-05, 5.65e-07, 3.60e-05, 6.12e-05, 3.63e-04, 3.50e-04, 1.89e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.96e-05, 5.32e-07]    [2.83e-05, 1.07e-05, 2.70e-06, 7.55e-06, 3.30e-06, 6.15e-06, 2.14e-06, 7.85e-05, 5.65e-07, 3.60e-05, 6.12e-05, 3.63e-04, 3.50e-04, 1.89e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.96e-05, 5.32e-07]    []  
258600    [6.77e-06, 2.11e-06, 1.03e-06, 7.64e-07, 9.01e-07, 1.06e-06, 6.15e-07, 2.96e-05, 3.12e-04, 6.72e-06, 4.70e-05, 6.01e-05, 2.06e-04, 2.61e-04, 2.32e-06, 3.01e-06, 3.52e-06, 5.30e-06, 0.00e+00, 5.90e-05, 2.77e-05, 2.28e-04]    [6.77e-06, 2.11e-06, 1.03e-06, 7.64e-07, 9.01e-07, 1.06e-06, 6.15e-07, 2.96e-05, 3.12e-04, 6.72e-06, 4.70e-05, 6.01e-05, 2.06e-04, 2.61e-04, 2.32e-06, 3.01e-06, 3.52e-06, 5.30e-06, 0.00e+00, 5.90e-05, 2.77e-05, 2.28e-04]    []  
258700    [6.17e-07, 7.20e-07, 5.22e-07, 7.76e-07, 4.78e-07, 5.69e-07, 4.04e-07, 1.60e-05, 2.47e-09, 1.46e-08, 1.91e-06, 5.48e-06, 4.24e-06, 2.16e-05, 1.52e-08, 0.00e+00, 3.38e-08, 2.67e-08, 2.56e-06, 0.00e+00, 1.63e-05, 4.18e-08]    [6.17e-07, 7.20e-07, 5.22e-07, 7.76e-07, 4.78e-07, 5.69e-07, 4.04e-07, 1.60e-05, 2.47e-09, 1.46e-08, 1.91e-06, 5.48e-06, 4.24e-06, 2.16e-05, 1.52e-08, 0.00e+00, 3.38e-08, 2.67e-08, 2.56e-06, 0.00e+00, 1.63e-05, 4.18e-08]    []  
258800    [5.91e-07, 8.70e-07, 5.17e-07, 6.75e-07, 3.52e-07, 7.73e-07, 4.94e-07, 5.52e-06, 1.05e-07, 1.03e-08, 9.55e-06, 8.58e-06, 2.80e-05, 2.84e-05, 4.15e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-09, 7.68e-06, 2.41e-08]    [5.91e-07, 8.70e-07, 5.17e-07, 6.75e-07, 3.52e-07, 7.73e-07, 4.94e-07, 5.52e-06, 1.05e-07, 1.03e-08, 9.55e-06, 8.58e-06, 2.80e-05, 2.84e-05, 4.15e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-09, 7.68e-06, 2.41e-08]    []  
258900    [4.69e-07, 4.78e-07, 4.72e-07, 4.12e-07, 3.26e-07, 5.87e-07, 3.52e-07, 1.46e-06, 3.33e-10, 9.28e-08, 3.66e-06, 3.47e-06, 7.73e-06, 5.94e-06, 1.72e-07, 5.28e-08, 1.70e-07, 2.84e-07, 1.25e-07, 1.81e-09, 7.28e-07, 1.87e-08]    [4.69e-07, 4.78e-07, 4.72e-07, 4.12e-07, 3.26e-07, 5.87e-07, 3.52e-07, 1.46e-06, 3.33e-10, 9.28e-08, 3.66e-06, 3.47e-06, 7.73e-06, 5.94e-06, 1.72e-07, 5.28e-08, 1.70e-07, 2.84e-07, 1.25e-07, 1.81e-09, 7.28e-07, 1.87e-08]    []  
259000    [3.17e-07, 3.98e-07, 4.89e-07, 3.91e-07, 3.08e-07, 5.86e-07, 3.22e-07, 1.22e-06, 2.51e-06, 6.30e-08, 9.03e-07, 1.78e-06, 2.80e-06, 4.51e-06, 3.63e-08, 8.48e-08, 1.04e-07, 1.36e-07, 0.00e+00, 3.45e-07, 3.25e-07, 2.17e-06]    [3.17e-07, 3.98e-07, 4.89e-07, 3.91e-07, 3.08e-07, 5.86e-07, 3.22e-07, 1.22e-06, 2.51e-06, 6.30e-08, 9.03e-07, 1.78e-06, 2.80e-06, 4.51e-06, 3.63e-08, 8.48e-08, 1.04e-07, 1.36e-07, 0.00e+00, 3.45e-07, 3.25e-07, 2.17e-06]    []  
259100    [2.97e-07, 4.41e-07, 5.22e-07, 4.27e-07, 3.68e-07, 5.57e-07, 3.51e-07, 2.18e-07, 1.57e-08, 1.12e-07, 6.40e-07, 1.37e-06, 1.50e-06, 1.91e-06, 5.89e-08, 5.14e-08, 1.50e-07, 1.29e-07, 7.89e-09, 0.00e+00, 1.22e-07, 5.95e-08]    [2.97e-07, 4.41e-07, 5.22e-07, 4.27e-07, 3.68e-07, 5.57e-07, 3.51e-07, 2.18e-07, 1.57e-08, 1.12e-07, 6.40e-07, 1.37e-06, 1.50e-06, 1.91e-06, 5.89e-08, 5.14e-08, 1.50e-07, 1.29e-07, 7.89e-09, 0.00e+00, 1.22e-07, 5.95e-08]    []  
259200    [1.89e-06, 1.21e-06, 1.05e-06, 6.90e-07, 5.12e-07, 1.14e-06, 6.49e-07, 7.54e-06, 1.26e-07, 6.13e-07, 1.89e-05, 1.73e-05, 6.90e-05, 8.42e-05, 6.52e-07, 2.38e-07, 8.49e-07, 3.30e-07, 0.00e+00, 0.00e+00, 5.20e-06, 2.29e-07]    [1.89e-06, 1.21e-06, 1.05e-06, 6.90e-07, 5.12e-07, 1.14e-06, 6.49e-07, 7.54e-06, 1.26e-07, 6.13e-07, 1.89e-05, 1.73e-05, 6.90e-05, 8.42e-05, 6.52e-07, 2.38e-07, 8.49e-07, 3.30e-07, 0.00e+00, 0.00e+00, 5.20e-06, 2.29e-07]    []  
259300    [4.02e-06, 2.21e-06, 7.30e-07, 2.99e-06, 7.77e-07, 1.44e-06, 8.47e-07, 7.05e-06, 5.00e-07, 1.53e-06, 6.15e-05, 5.97e-05, 1.88e-04, 2.09e-04, 0.00e+00, 1.84e-08, 0.00e+00, 0.00e+00, 3.83e-07, 8.46e-08, 2.46e-06, 5.55e-07]    [4.02e-06, 2.21e-06, 7.30e-07, 2.99e-06, 7.77e-07, 1.44e-06, 8.47e-07, 7.05e-06, 5.00e-07, 1.53e-06, 6.15e-05, 5.97e-05, 1.88e-04, 2.09e-04, 0.00e+00, 1.84e-08, 0.00e+00, 0.00e+00, 3.83e-07, 8.46e-08, 2.46e-06, 5.55e-07]    []  
259400    [3.38e-06, 1.60e-06, 8.30e-07, 1.17e-06, 9.14e-07, 1.08e-06, 5.62e-07, 9.31e-06, 8.95e-05, 8.78e-07, 9.08e-05, 5.28e-05, 1.95e-04, 8.31e-05, 2.21e-06, 1.05e-06, 2.84e-06, 2.18e-06, 0.00e+00, 9.03e-06, 5.89e-06, 4.45e-05]    [3.38e-06, 1.60e-06, 8.30e-07, 1.17e-06, 9.14e-07, 1.08e-06, 5.62e-07, 9.31e-06, 8.95e-05, 8.78e-07, 9.08e-05, 5.28e-05, 1.95e-04, 8.31e-05, 2.21e-06, 1.05e-06, 2.84e-06, 2.18e-06, 0.00e+00, 9.03e-06, 5.89e-06, 4.45e-05]    []  
259500    [6.35e-06, 2.24e-06, 8.85e-07, 3.00e-06, 1.06e-06, 1.45e-06, 1.16e-06, 8.74e-07, 2.84e-07, 6.45e-07, 1.46e-04, 1.13e-04, 3.74e-04, 2.60e-04, 0.00e+00, 7.64e-07, 0.00e+00, 0.00e+00, 0.00e+00, 6.41e-08, 1.31e-06, 3.96e-07]    [6.35e-06, 2.24e-06, 8.85e-07, 3.00e-06, 1.06e-06, 1.45e-06, 1.16e-06, 8.74e-07, 2.84e-07, 6.45e-07, 1.46e-04, 1.13e-04, 3.74e-04, 2.60e-04, 0.00e+00, 7.64e-07, 0.00e+00, 0.00e+00, 0.00e+00, 6.41e-08, 1.31e-06, 3.96e-07]    []  
259600    [3.53e-07, 9.45e-07, 6.85e-07, 7.74e-07, 6.28e-07, 7.08e-07, 5.37e-07, 3.00e-05, 7.75e-07, 4.66e-06, 2.54e-05, 1.17e-05, 1.91e-05, 4.81e-06, 1.32e-07, 0.00e+00, 9.61e-09, 0.00e+00, 3.17e-06, 0.00e+00, 2.00e-05, 9.71e-07]    [3.53e-07, 9.45e-07, 6.85e-07, 7.74e-07, 6.28e-07, 7.08e-07, 5.37e-07, 3.00e-05, 7.75e-07, 4.66e-06, 2.54e-05, 1.17e-05, 1.91e-05, 4.81e-06, 1.32e-07, 0.00e+00, 9.61e-09, 0.00e+00, 3.17e-06, 0.00e+00, 2.00e-05, 9.71e-07]    []  
259700    [1.51e-06, 1.09e-06, 6.06e-07, 9.13e-07, 5.69e-07, 7.81e-07, 3.92e-07, 4.38e-05, 5.40e-06, 3.30e-07, 1.74e-05, 1.41e-05, 4.62e-05, 5.52e-05, 2.21e-06, 5.45e-07, 9.92e-07, 5.11e-07, 0.00e+00, 6.90e-07, 4.47e-05, 4.35e-06]    [1.51e-06, 1.09e-06, 6.06e-07, 9.13e-07, 5.69e-07, 7.81e-07, 3.92e-07, 4.38e-05, 5.40e-06, 3.30e-07, 1.74e-05, 1.41e-05, 4.62e-05, 5.52e-05, 2.21e-06, 5.45e-07, 9.92e-07, 5.11e-07, 0.00e+00, 6.90e-07, 4.47e-05, 4.35e-06]    []  
259800    [6.30e-07, 6.67e-07, 4.62e-07, 7.80e-07, 4.19e-07, 6.61e-07, 7.06e-07, 4.53e-06, 3.03e-08, 3.47e-08, 1.39e-05, 9.51e-06, 3.17e-05, 1.02e-05, 0.00e+00, 3.71e-08, 1.21e-09, 0.00e+00, 2.08e-07, 1.65e-10, 1.29e-06, 2.02e-05]    [6.30e-07, 6.67e-07, 4.62e-07, 7.80e-07, 4.19e-07, 6.61e-07, 7.06e-07, 4.53e-06, 3.03e-08, 3.47e-08, 1.39e-05, 9.51e-06, 3.17e-05, 1.02e-05, 0.00e+00, 3.71e-08, 1.21e-09, 0.00e+00, 2.08e-07, 1.65e-10, 1.29e-06, 2.02e-05]    []  
259900    [2.68e-06, 1.02e-06, 7.84e-07, 7.01e-07, 8.81e-07, 7.19e-07, 4.46e-07, 4.37e-05, 1.21e-07, 1.56e-07, 5.48e-05, 3.76e-05, 1.28e-04, 1.03e-04, 1.48e-06, 1.69e-06, 1.81e-06, 1.68e-06, 5.60e-06, 1.16e-08, 3.39e-05, 6.96e-08]    [2.68e-06, 1.02e-06, 7.84e-07, 7.01e-07, 8.81e-07, 7.19e-07, 4.46e-07, 4.37e-05, 1.21e-07, 1.56e-07, 5.48e-05, 3.76e-05, 1.28e-04, 1.03e-04, 1.48e-06, 1.69e-06, 1.81e-06, 1.68e-06, 5.60e-06, 1.16e-08, 3.39e-05, 6.96e-08]    []  
260000    [2.69e-06, 1.55e-06, 1.15e-06, 1.35e-06, 9.60e-07, 1.06e-06, 7.15e-07, 3.66e-05, 1.28e-06, 4.61e-09, 9.92e-05, 6.45e-05, 1.55e-04, 4.44e-05, 3.04e-07, 1.04e-06, 1.23e-06, 3.29e-07, 0.00e+00, 9.74e-08, 2.84e-05, 6.45e-07]    [2.69e-06, 1.55e-06, 1.15e-06, 1.35e-06, 9.60e-07, 1.06e-06, 7.15e-07, 3.66e-05, 1.28e-06, 4.61e-09, 9.92e-05, 6.45e-05, 1.55e-04, 4.44e-05, 3.04e-07, 1.04e-06, 1.23e-06, 3.29e-07, 0.00e+00, 9.74e-08, 2.84e-05, 6.45e-07]    []  

Best model at step 259945:
  train loss: 5.41e-06
  test loss: 5.41e-06
  test metric: []

'train' took 37.559822 s

Best train step: 259945
lambda_a: 8.731809631484593
lambda_b: 6.199083743353916
kappa_a: 2.0822612983955446
kappa_b: 1.580736202346972
Best train step: 259945
lambda_a: 2.1669726372
lambda_b: 1.8244014978
kappa_a: 0.73345446587
kappa_b: 0.45789068937
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
260000    [2.69e-06, 1.55e-06, 1.15e-06, 1.35e-06, 9.60e-07, 1.06e-06, 7.15e-07, 3.66e-05, 1.28e-06, 4.61e-09, 9.92e-05, 6.45e-05, 1.55e-04, 4.44e-05, 3.04e-07, 1.04e-06, 1.23e-06, 3.29e-07, 0.00e+00, 9.74e-08, 2.84e-05, 6.45e-07]    [2.69e-06, 1.55e-06, 1.15e-06, 1.35e-06, 9.60e-07, 1.06e-06, 7.15e-07, 3.66e-05, 1.28e-06, 4.61e-09, 9.92e-05, 6.45e-05, 1.55e-04, 4.44e-05, 3.04e-07, 1.04e-06, 1.23e-06, 3.29e-07, 0.00e+00, 9.74e-08, 2.84e-05, 6.45e-07]    []  
260100    [1.01e-06, 4.73e-07, 5.23e-07, 4.60e-07, 3.69e-07, 5.89e-07, 3.36e-07, 3.79e-08, 3.70e-07, 5.48e-07, 6.46e-06, 8.67e-06, 2.53e-05, 4.34e-05, 5.82e-07, 3.35e-07, 4.12e-07, 3.76e-07, 3.31e-08, 0.00e+00, 2.03e-07, 4.55e-07]    [1.01e-06, 4.73e-07, 5.23e-07, 4.60e-07, 3.69e-07, 5.89e-07, 3.36e-07, 3.79e-08, 3.70e-07, 5.48e-07, 6.46e-06, 8.67e-06, 2.53e-05, 4.34e-05, 5.82e-07, 3.35e-07, 4.12e-07, 3.76e-07, 3.31e-08, 0.00e+00, 2.03e-07, 4.55e-07]    []  
260200    [1.91e-07, 3.57e-07, 4.42e-07, 4.11e-07, 2.97e-07, 5.56e-07, 3.24e-07, 1.22e-06, 1.79e-08, 2.82e-12, 7.66e-07, 1.18e-06, 1.59e-06, 7.23e-07, 1.24e-08, 1.78e-08, 1.06e-08, 1.37e-08, 1.21e-09, 3.75e-09, 1.18e-07, 3.30e-08]    [1.91e-07, 3.57e-07, 4.42e-07, 4.11e-07, 2.97e-07, 5.56e-07, 3.24e-07, 1.22e-06, 1.79e-08, 2.82e-12, 7.66e-07, 1.18e-06, 1.59e-06, 7.23e-07, 1.24e-08, 1.78e-08, 1.06e-08, 1.37e-08, 1.21e-09, 3.75e-09, 1.18e-07, 3.30e-08]    []  
260300    [2.10e-07, 3.45e-07, 4.68e-07, 4.33e-07, 3.21e-07, 5.24e-07, 3.35e-07, 1.99e-06, 5.24e-10, 4.74e-08, 1.39e-06, 2.11e-06, 1.73e-06, 1.24e-06, 3.79e-08, 9.78e-09, 5.97e-09, 2.70e-09, 0.00e+00, 1.78e-09, 2.48e-06, 1.94e-08]    [2.10e-07, 3.45e-07, 4.68e-07, 4.33e-07, 3.21e-07, 5.24e-07, 3.35e-07, 1.99e-06, 5.24e-10, 4.74e-08, 1.39e-06, 2.11e-06, 1.73e-06, 1.24e-06, 3.79e-08, 9.78e-09, 5.97e-09, 2.70e-09, 0.00e+00, 1.78e-09, 2.48e-06, 1.94e-08]    []  
260400    [4.01e-07, 3.90e-07, 4.46e-07, 4.00e-07, 3.44e-07, 5.67e-07, 4.03e-07, 1.61e-06, 8.77e-09, 3.65e-07, 1.18e-06, 2.67e-06, 4.62e-06, 8.62e-06, 1.03e-07, 5.22e-08, 1.30e-07, 9.46e-08, 3.31e-07, 0.00e+00, 2.18e-06, 4.28e-06]    [4.01e-07, 3.90e-07, 4.46e-07, 4.00e-07, 3.44e-07, 5.67e-07, 4.03e-07, 1.61e-06, 8.77e-09, 3.65e-07, 1.18e-06, 2.67e-06, 4.62e-06, 8.62e-06, 1.03e-07, 5.22e-08, 1.30e-07, 9.46e-08, 3.31e-07, 0.00e+00, 2.18e-06, 4.28e-06]    []  
260500    [1.18e-06, 6.01e-07, 6.09e-07, 4.52e-07, 6.18e-07, 5.42e-07, 6.84e-07, 2.03e-06, 1.42e-08, 3.64e-06, 1.08e-05, 1.54e-05, 6.18e-06, 7.44e-05, 6.34e-07, 1.00e-06, 2.31e-07, 1.95e-07, 0.00e+00, 3.98e-11, 2.33e-06, 2.47e-08]    [1.18e-06, 6.01e-07, 6.09e-07, 4.52e-07, 6.18e-07, 5.42e-07, 6.84e-07, 2.03e-06, 1.42e-08, 3.64e-06, 1.08e-05, 1.54e-05, 6.18e-06, 7.44e-05, 6.34e-07, 1.00e-06, 2.31e-07, 1.95e-07, 0.00e+00, 3.98e-11, 2.33e-06, 2.47e-08]    []  
260600    [2.06e-06, 8.13e-07, 4.67e-07, 9.61e-07, 5.13e-07, 6.61e-07, 4.89e-07, 7.24e-06, 4.62e-07, 5.65e-07, 2.58e-05, 2.54e-05, 6.42e-05, 4.90e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.64e-07, 1.31e-07, 5.16e-06, 8.84e-07]    [2.06e-06, 8.13e-07, 4.67e-07, 9.61e-07, 5.13e-07, 6.61e-07, 4.89e-07, 7.24e-06, 4.62e-07, 5.65e-07, 2.58e-05, 2.54e-05, 6.42e-05, 4.90e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.64e-07, 1.31e-07, 5.16e-06, 8.84e-07]    []  
260700    [3.87e-05, 8.57e-06, 5.47e-06, 5.74e-06, 5.69e-06, 4.87e-06, 4.67e-06, 5.32e-08, 2.39e-10, 9.11e-05, 1.46e-04, 3.64e-04, 4.34e-04, 2.56e-03, 3.27e-05, 4.85e-05, 1.75e-05, 1.04e-05, 0.00e+00, 8.39e-10, 4.03e-07, 1.12e-08]    [3.87e-05, 8.57e-06, 5.47e-06, 5.74e-06, 5.69e-06, 4.87e-06, 4.67e-06, 5.32e-08, 2.39e-10, 9.11e-05, 1.46e-04, 3.64e-04, 4.34e-04, 2.56e-03, 3.27e-05, 4.85e-05, 1.75e-05, 1.04e-05, 0.00e+00, 8.39e-10, 4.03e-07, 1.12e-08]    []  
260800    [1.45e-07, 3.37e-07, 4.14e-07, 4.18e-07, 2.91e-07, 5.13e-07, 3.23e-07, 9.62e-11, 1.34e-07, 3.59e-09, 2.17e-07, 8.92e-07, 7.13e-07, 3.76e-07, 3.51e-10, 6.00e-12, 5.47e-10, 1.09e-10, 1.19e-08, 9.54e-09, 9.52e-08, 5.70e-08]    [1.45e-07, 3.37e-07, 4.14e-07, 4.18e-07, 2.91e-07, 5.13e-07, 3.23e-07, 9.62e-11, 1.34e-07, 3.59e-09, 2.17e-07, 8.92e-07, 7.13e-07, 3.76e-07, 3.51e-10, 6.00e-12, 5.47e-10, 1.09e-10, 1.19e-08, 9.54e-09, 9.52e-08, 5.70e-08]    []  
260900    [1.93e-07, 3.24e-07, 4.49e-07, 4.16e-07, 3.44e-07, 5.66e-07, 3.58e-07, 2.33e-06, 4.77e-10, 2.23e-07, 5.93e-07, 1.36e-06, 9.32e-07, 1.52e-06, 1.83e-08, 5.82e-09, 6.03e-09, 5.11e-09, 0.00e+00, 5.03e-10, 1.60e-06, 1.60e-08]    [1.93e-07, 3.24e-07, 4.49e-07, 4.16e-07, 3.44e-07, 5.66e-07, 3.58e-07, 2.33e-06, 4.77e-10, 2.23e-07, 5.93e-07, 1.36e-06, 9.32e-07, 1.52e-06, 1.83e-08, 5.82e-09, 6.03e-09, 5.11e-09, 0.00e+00, 5.03e-10, 1.60e-06, 1.60e-08]    []  
261000    [7.27e-07, 5.37e-07, 4.94e-07, 5.33e-07, 3.56e-07, 5.49e-07, 4.25e-07, 4.94e-08, 1.44e-08, 1.34e-06, 8.70e-07, 5.84e-06, 9.67e-06, 2.71e-05, 0.00e+00, 0.00e+00, 5.49e-09, 2.13e-10, 1.07e-08, 1.89e-09, 9.40e-08, 1.88e-08]    [7.27e-07, 5.37e-07, 4.94e-07, 5.33e-07, 3.56e-07, 5.49e-07, 4.25e-07, 4.94e-08, 1.44e-08, 1.34e-06, 8.70e-07, 5.84e-06, 9.67e-06, 2.71e-05, 0.00e+00, 0.00e+00, 5.49e-09, 2.13e-10, 1.07e-08, 1.89e-09, 9.40e-08, 1.88e-08]    []  
261100    [2.38e-06, 8.33e-07, 7.38e-07, 9.48e-07, 5.28e-07, 6.18e-07, 5.43e-07, 6.56e-08, 8.02e-07, 8.50e-07, 1.42e-05, 2.43e-05, 5.48e-05, 9.33e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.73e-08, 1.23e-07, 5.37e-07]    [2.38e-06, 8.33e-07, 7.38e-07, 9.48e-07, 5.28e-07, 6.18e-07, 5.43e-07, 6.56e-08, 8.02e-07, 8.50e-07, 1.42e-05, 2.43e-05, 5.48e-05, 9.33e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.73e-08, 1.23e-07, 5.37e-07]    []  
261200    [1.08e-06, 1.01e-06, 5.34e-07, 8.15e-07, 5.87e-07, 7.23e-07, 5.23e-07, 2.25e-05, 3.86e-08, 9.26e-08, 1.99e-05, 1.43e-05, 5.32e-05, 5.54e-05, 2.53e-06, 2.64e-07, 7.42e-07, 3.17e-07, 0.00e+00, 0.00e+00, 1.93e-05, 1.04e-07]    [1.08e-06, 1.01e-06, 5.34e-07, 8.15e-07, 5.87e-07, 7.23e-07, 5.23e-07, 2.25e-05, 3.86e-08, 9.26e-08, 1.99e-05, 1.43e-05, 5.32e-05, 5.54e-05, 2.53e-06, 2.64e-07, 7.42e-07, 3.17e-07, 0.00e+00, 0.00e+00, 1.93e-05, 1.04e-07]    []  
261300    [2.22e-07, 4.24e-07, 3.84e-07, 4.97e-07, 3.53e-07, 5.57e-07, 3.58e-07, 7.84e-06, 4.17e-09, 6.89e-09, 2.56e-06, 2.06e-06, 4.68e-06, 3.06e-06, 7.96e-08, 4.81e-10, 4.28e-08, 3.55e-08, 5.88e-07, 0.00e+00, 3.94e-06, 4.75e-08]    [2.22e-07, 4.24e-07, 3.84e-07, 4.97e-07, 3.53e-07, 5.57e-07, 3.58e-07, 7.84e-06, 4.17e-09, 6.89e-09, 2.56e-06, 2.06e-06, 4.68e-06, 3.06e-06, 7.96e-08, 4.81e-10, 4.28e-08, 3.55e-08, 5.88e-07, 0.00e+00, 3.94e-06, 4.75e-08]    []  
261400    [3.67e-07, 4.37e-07, 4.62e-07, 5.26e-07, 3.91e-07, 6.01e-07, 4.55e-07, 2.56e-06, 1.28e-07, 1.70e-09, 7.88e-06, 7.67e-06, 1.80e-05, 9.23e-06, 0.00e+00, 3.51e-09, 0.00e+00, 0.00e+00, 1.49e-07, 0.00e+00, 9.37e-07, 1.10e-07]    [3.67e-07, 4.37e-07, 4.62e-07, 5.26e-07, 3.91e-07, 6.01e-07, 4.55e-07, 2.56e-06, 1.28e-07, 1.70e-09, 7.88e-06, 7.67e-06, 1.80e-05, 9.23e-06, 0.00e+00, 3.51e-09, 0.00e+00, 0.00e+00, 1.49e-07, 0.00e+00, 9.37e-07, 1.10e-07]    []  
261500    [7.96e-05, 2.03e-05, 8.31e-06, 1.57e-05, 3.03e-05, 1.85e-05, 1.65e-05, 7.91e-07, 1.85e-04, 4.83e-05, 5.86e-04, 1.03e-03, 1.70e-03, 2.16e-03, 2.42e-08, 0.00e+00, 1.48e-05, 7.63e-06, 8.99e-07, 4.21e-05, 4.22e-06, 1.90e-04]    [7.96e-05, 2.03e-05, 8.31e-06, 1.57e-05, 3.03e-05, 1.85e-05, 1.65e-05, 7.91e-07, 1.85e-04, 4.83e-05, 5.86e-04, 1.03e-03, 1.70e-03, 2.16e-03, 2.42e-08, 0.00e+00, 1.48e-05, 7.63e-06, 8.99e-07, 4.21e-05, 4.22e-06, 1.90e-04]    []  
261600    [2.29e-06, 2.58e-06, 2.51e-06, 4.22e-06, 5.46e-06, 1.84e-06, 2.73e-06, 6.24e-06, 1.77e-06, 2.14e-07, 1.09e-05, 9.70e-06, 7.84e-06, 4.22e-07, 2.87e-07, 1.49e-07, 2.63e-07, 3.41e-07, 9.29e-07, 0.00e+00, 4.73e-06, 1.90e-06]    [2.29e-06, 2.58e-06, 2.51e-06, 4.22e-06, 5.46e-06, 1.84e-06, 2.73e-06, 6.24e-06, 1.77e-06, 2.14e-07, 1.09e-05, 9.70e-06, 7.84e-06, 4.22e-07, 2.87e-07, 1.49e-07, 2.63e-07, 3.41e-07, 9.29e-07, 0.00e+00, 4.73e-06, 1.90e-06]    []  
261700    [1.37e-06, 2.04e-06, 2.48e-06, 3.41e-06, 3.23e-06, 1.23e-06, 2.03e-06, 2.05e-08, 4.94e-10, 5.69e-11, 5.51e-06, 3.79e-06, 4.33e-06, 4.33e-08, 1.37e-07, 8.59e-08, 2.96e-07, 1.61e-07, 2.52e-07, 1.47e-09, 1.35e-06, 1.35e-08]    [1.37e-06, 2.04e-06, 2.48e-06, 3.41e-06, 3.23e-06, 1.23e-06, 2.03e-06, 2.05e-08, 4.94e-10, 5.69e-11, 5.51e-06, 3.79e-06, 4.33e-06, 4.33e-08, 1.37e-07, 8.59e-08, 2.96e-07, 1.61e-07, 2.52e-07, 1.47e-09, 1.35e-06, 1.35e-08]    []  
261800    [1.12e-06, 1.92e-06, 2.38e-06, 2.99e-06, 2.83e-06, 1.08e-06, 1.77e-06, 4.70e-07, 2.59e-10, 1.04e-09, 4.43e-06, 2.89e-06, 3.43e-06, 3.27e-08, 7.01e-08, 5.89e-08, 2.38e-07, 1.11e-07, 1.28e-08, 4.30e-10, 4.89e-06, 6.16e-09]    [1.12e-06, 1.92e-06, 2.38e-06, 2.99e-06, 2.83e-06, 1.08e-06, 1.77e-06, 4.70e-07, 2.59e-10, 1.04e-09, 4.43e-06, 2.89e-06, 3.43e-06, 3.27e-08, 7.01e-08, 5.89e-08, 2.38e-07, 1.11e-07, 1.28e-08, 4.30e-10, 4.89e-06, 6.16e-09]    []  
261900    [9.32e-07, 1.93e-06, 2.28e-06, 2.71e-06, 2.70e-06, 1.03e-06, 1.60e-06, 5.79e-07, 5.20e-09, 2.00e-12, 3.82e-06, 2.57e-06, 3.01e-06, 1.22e-07, 4.63e-08, 4.91e-08, 2.04e-07, 8.49e-08, 7.97e-08, 7.84e-10, 1.82e-06, 4.59e-09]    [9.32e-07, 1.93e-06, 2.28e-06, 2.71e-06, 2.70e-06, 1.03e-06, 1.60e-06, 5.79e-07, 5.20e-09, 2.00e-12, 3.82e-06, 2.57e-06, 3.01e-06, 1.22e-07, 4.63e-08, 4.91e-08, 2.04e-07, 8.49e-08, 7.97e-08, 7.84e-10, 1.82e-06, 4.59e-09]    []  
262000    [3.86e-06, 2.92e-06, 3.46e-06, 2.13e-06, 4.19e-06, 9.64e-07, 2.04e-06, 1.24e-06, 2.59e-05, 6.42e-07, 2.16e-05, 2.11e-05, 1.73e-04, 2.82e-04, 2.10e-06, 7.73e-07, 2.84e-06, 2.43e-06, 1.22e-08, 0.00e+00, 3.48e-06, 3.56e-05]    [3.86e-06, 2.92e-06, 3.46e-06, 2.13e-06, 4.19e-06, 9.64e-07, 2.04e-06, 1.24e-06, 2.59e-05, 6.42e-07, 2.16e-05, 2.11e-05, 1.73e-04, 2.82e-04, 2.10e-06, 7.73e-07, 2.84e-06, 2.43e-06, 1.22e-08, 0.00e+00, 3.48e-06, 3.56e-05]    []  

Best model at step 260657:
  train loss: 4.57e-06
  test loss: 4.57e-06
  test metric: []

'train' took 40.105824 s

Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Best train step: 260657
lambda_a: 2.1668128967
lambda_b: 1.8299462795
kappa_a: 0.73059403896
kappa_b: 0.45842275023
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
262000    [3.86e-06, 2.92e-06, 3.46e-06, 2.13e-06, 4.19e-06, 9.64e-07, 2.04e-06, 1.24e-06, 2.59e-05, 6.42e-07, 2.16e-05, 2.11e-05, 1.73e-04, 2.82e-04, 2.10e-06, 7.73e-07, 2.84e-06, 2.43e-06, 1.22e-08, 0.00e+00, 3.48e-06, 3.56e-05]    [3.86e-06, 2.92e-06, 3.46e-06, 2.13e-06, 4.19e-06, 9.64e-07, 2.04e-06, 1.24e-06, 2.59e-05, 6.42e-07, 2.16e-05, 2.11e-05, 1.73e-04, 2.82e-04, 2.10e-06, 7.73e-07, 2.84e-06, 2.43e-06, 1.22e-08, 0.00e+00, 3.48e-06, 3.56e-05]    []  
262100    [9.49e-07, 1.92e-06, 2.14e-06, 2.33e-06, 2.66e-06, 1.07e-06, 1.53e-06, 2.45e-08, 1.84e-08, 4.43e-09, 3.41e-06, 2.46e-06, 2.56e-06, 6.86e-08, 3.92e-08, 3.44e-08, 1.79e-07, 6.87e-08, 2.24e-07, 6.61e-11, 7.71e-07, 1.93e-09]    [9.49e-07, 1.92e-06, 2.14e-06, 2.33e-06, 2.66e-06, 1.07e-06, 1.53e-06, 2.45e-08, 1.84e-08, 4.43e-09, 3.41e-06, 2.46e-06, 2.56e-06, 6.86e-08, 3.92e-08, 3.44e-08, 1.79e-07, 6.87e-08, 2.24e-07, 6.61e-11, 7.71e-07, 1.93e-09]    []  
262200    [8.79e-07, 1.79e-06, 2.09e-06, 2.23e-06, 2.49e-06, 1.01e-06, 1.43e-06, 3.89e-07, 1.52e-10, 6.18e-09, 3.12e-06, 2.15e-06, 2.30e-06, 2.60e-08, 5.60e-08, 3.75e-08, 1.62e-07, 6.02e-08, 5.22e-08, 7.52e-11, 1.55e-06, 1.45e-09]    [8.79e-07, 1.79e-06, 2.09e-06, 2.23e-06, 2.49e-06, 1.01e-06, 1.43e-06, 3.89e-07, 1.52e-10, 6.18e-09, 3.12e-06, 2.15e-06, 2.30e-06, 2.60e-08, 5.60e-08, 3.75e-08, 1.62e-07, 6.02e-08, 5.22e-08, 7.52e-11, 1.55e-06, 1.45e-09]    []  
262300    [1.69e-06, 1.79e-06, 1.99e-06, 1.85e-06, 2.72e-06, 1.03e-06, 1.30e-06, 1.06e-05, 3.38e-10, 3.36e-08, 1.89e-05, 1.26e-05, 3.42e-05, 2.03e-05, 3.52e-07, 3.60e-07, 5.11e-07, 3.03e-07, 6.51e-10, 4.75e-10, 3.96e-06, 6.25e-09]    [1.69e-06, 1.79e-06, 1.99e-06, 1.85e-06, 2.72e-06, 1.03e-06, 1.30e-06, 1.06e-05, 3.38e-10, 3.36e-08, 1.89e-05, 1.26e-05, 3.42e-05, 2.03e-05, 3.52e-07, 3.60e-07, 5.11e-07, 3.03e-07, 6.51e-10, 4.75e-10, 3.96e-06, 6.25e-09]    []  
262400    [1.06e-05, 6.09e-06, 3.20e-06, 3.95e-06, 2.83e-06, 3.59e-06, 1.26e-06, 2.73e-06, 6.25e-11, 8.25e-06, 8.39e-05, 1.43e-04, 3.75e-04, 8.06e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.19e-07, 1.87e-11, 1.29e-06, 3.26e-09]    [1.06e-05, 6.09e-06, 3.20e-06, 3.95e-06, 2.83e-06, 3.59e-06, 1.26e-06, 2.73e-06, 6.25e-11, 8.25e-06, 8.39e-05, 1.43e-04, 3.75e-04, 8.06e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.19e-07, 1.87e-11, 1.29e-06, 3.26e-09]    []  
262500    [1.33e-05, 3.33e-06, 2.78e-06, 3.35e-06, 3.53e-06, 2.44e-06, 1.68e-06, 7.50e-09, 4.32e-09, 1.64e-05, 6.88e-05, 1.46e-04, 3.51e-04, 1.01e-03, 1.41e-05, 9.99e-06, 6.66e-06, 5.20e-06, 2.16e-07, 1.50e-09, 7.02e-07, 9.70e-09]    [1.33e-05, 3.33e-06, 2.78e-06, 3.35e-06, 3.53e-06, 2.44e-06, 1.68e-06, 7.50e-09, 4.32e-09, 1.64e-05, 6.88e-05, 1.46e-04, 3.51e-04, 1.01e-03, 1.41e-05, 9.99e-06, 6.66e-06, 5.20e-06, 2.16e-07, 1.50e-09, 7.02e-07, 9.70e-09]    []  
262600    [2.59e-06, 2.75e-06, 2.02e-06, 2.03e-06, 2.38e-06, 1.63e-06, 1.12e-06, 7.46e-08, 5.93e-10, 1.60e-06, 2.04e-05, 2.87e-05, 7.79e-05, 1.42e-04, 0.00e+00, 0.00e+00, 1.90e-11, 0.00e+00, 4.42e-08, 8.55e-11, 9.05e-07, 5.13e-09]    [2.59e-06, 2.75e-06, 2.02e-06, 2.03e-06, 2.38e-06, 1.63e-06, 1.12e-06, 7.46e-08, 5.93e-10, 1.60e-06, 2.04e-05, 2.87e-05, 7.79e-05, 1.42e-04, 0.00e+00, 0.00e+00, 1.90e-11, 0.00e+00, 4.42e-08, 8.55e-11, 9.05e-07, 5.13e-09]    []  
262700    [3.06e-06, 2.96e-06, 2.31e-06, 2.27e-06, 2.16e-06, 1.82e-06, 1.06e-06, 5.37e-07, 1.18e-09, 2.18e-06, 2.64e-05, 3.64e-05, 1.04e-04, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-08, 3.34e-12, 1.31e-06, 3.91e-09]    [3.06e-06, 2.96e-06, 2.31e-06, 2.27e-06, 2.16e-06, 1.82e-06, 1.06e-06, 5.37e-07, 1.18e-09, 2.18e-06, 2.64e-05, 3.64e-05, 1.04e-04, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-08, 3.34e-12, 1.31e-06, 3.91e-09]    []  
262800    [5.02e-06, 2.17e-06, 2.36e-06, 2.21e-06, 3.01e-06, 1.80e-06, 1.12e-06, 2.43e-06, 1.52e-07, 2.13e-06, 1.08e-04, 7.35e-05, 3.00e-04, 4.01e-04, 4.55e-06, 2.28e-06, 2.59e-06, 3.18e-06, 3.88e-08, 0.00e+00, 7.81e-07, 1.53e-07]    [5.02e-06, 2.17e-06, 2.36e-06, 2.21e-06, 3.01e-06, 1.80e-06, 1.12e-06, 2.43e-06, 1.52e-07, 2.13e-06, 1.08e-04, 7.35e-05, 3.00e-04, 4.01e-04, 4.55e-06, 2.28e-06, 2.59e-06, 3.18e-06, 3.88e-08, 0.00e+00, 7.81e-07, 1.53e-07]    []  
262900    [3.05e-06, 2.30e-06, 2.01e-06, 1.93e-06, 2.17e-06, 1.35e-06, 1.02e-06, 2.25e-07, 7.95e-11, 1.03e-06, 3.78e-05, 3.84e-05, 1.28e-04, 1.69e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.18e-08, 3.30e-10, 9.00e-07, 5.08e-09]    [3.05e-06, 2.30e-06, 2.01e-06, 1.93e-06, 2.17e-06, 1.35e-06, 1.02e-06, 2.25e-07, 7.95e-11, 1.03e-06, 3.78e-05, 3.84e-05, 1.28e-04, 1.69e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.18e-08, 3.30e-10, 9.00e-07, 5.08e-09]    []  
263000    [1.57e-06, 1.45e-06, 1.90e-06, 1.57e-06, 2.04e-06, 1.16e-06, 1.15e-06, 4.42e-08, 1.71e-05, 2.30e-08, 1.85e-05, 1.24e-05, 3.78e-05, 3.07e-05, 1.79e-07, 3.57e-07, 4.44e-07, 2.64e-07, 8.82e-08, 0.00e+00, 4.37e-07, 1.41e-05]    [1.57e-06, 1.45e-06, 1.90e-06, 1.57e-06, 2.04e-06, 1.16e-06, 1.15e-06, 4.42e-08, 1.71e-05, 2.30e-08, 1.85e-05, 1.24e-05, 3.78e-05, 3.07e-05, 1.79e-07, 3.57e-07, 4.44e-07, 2.64e-07, 8.82e-08, 0.00e+00, 4.37e-07, 1.41e-05]    []  
263100    [4.60e-06, 2.94e-06, 1.71e-06, 2.10e-06, 2.37e-06, 1.90e-06, 9.50e-07, 2.21e-08, 8.03e-10, 9.35e-06, 1.46e-05, 5.83e-05, 2.65e-05, 2.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-07, 3.96e-11, 4.59e-07, 2.75e-09]    [4.60e-06, 2.94e-06, 1.71e-06, 2.10e-06, 2.37e-06, 1.90e-06, 9.50e-07, 2.21e-08, 8.03e-10, 9.35e-06, 1.46e-05, 5.83e-05, 2.65e-05, 2.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-07, 3.96e-11, 4.59e-07, 2.75e-09]    []  
263200    [2.11e-06, 1.35e-06, 1.91e-06, 1.66e-06, 1.95e-06, 1.22e-06, 1.09e-06, 4.42e-07, 9.81e-11, 1.14e-06, 1.33e-05, 1.57e-05, 4.46e-05, 9.19e-05, 8.95e-07, 5.38e-07, 7.93e-07, 6.60e-07, 8.60e-08, 1.54e-10, 4.52e-07, 2.40e-09]    [2.11e-06, 1.35e-06, 1.91e-06, 1.66e-06, 1.95e-06, 1.22e-06, 1.09e-06, 4.42e-07, 9.81e-11, 1.14e-06, 1.33e-05, 1.57e-05, 4.46e-05, 9.19e-05, 8.95e-07, 5.38e-07, 7.93e-07, 6.60e-07, 8.60e-08, 1.54e-10, 4.52e-07, 2.40e-09]    []  
263300    [9.22e-07, 1.49e-06, 1.89e-06, 1.77e-06, 1.60e-06, 1.16e-06, 1.01e-06, 2.85e-07, 2.26e-10, 1.61e-07, 5.70e-06, 5.43e-06, 1.53e-05, 1.86e-05, 0.00e+00, 0.00e+00, 2.88e-08, 4.55e-10, 1.50e-07, 3.91e-12, 7.46e-07, 3.45e-09]    [9.22e-07, 1.49e-06, 1.89e-06, 1.77e-06, 1.60e-06, 1.16e-06, 1.01e-06, 2.85e-07, 2.26e-10, 1.61e-07, 5.70e-06, 5.43e-06, 1.53e-05, 1.86e-05, 0.00e+00, 0.00e+00, 2.88e-08, 4.55e-10, 1.50e-07, 3.91e-12, 7.46e-07, 3.45e-09]    []  
263400    [7.52e-07, 1.25e-06, 1.81e-06, 1.73e-06, 1.57e-06, 1.07e-06, 1.00e-06, 1.56e-07, 2.05e-12, 4.93e-08, 2.41e-06, 2.40e-06, 2.83e-06, 3.45e-06, 3.30e-09, 1.34e-10, 7.37e-08, 1.07e-08, 6.82e-08, 4.36e-11, 4.84e-07, 1.97e-09]    [7.52e-07, 1.25e-06, 1.81e-06, 1.73e-06, 1.57e-06, 1.07e-06, 1.00e-06, 1.56e-07, 2.05e-12, 4.93e-08, 2.41e-06, 2.40e-06, 2.83e-06, 3.45e-06, 3.30e-09, 1.34e-10, 7.37e-08, 1.07e-08, 6.82e-08, 4.36e-11, 4.84e-07, 1.97e-09]    []  
263500    [7.27e-07, 1.19e-06, 1.78e-06, 1.73e-06, 1.56e-06, 1.05e-06, 9.99e-07, 1.10e-06, 1.75e-11, 5.68e-08, 2.40e-06, 2.18e-06, 1.81e-06, 1.20e-06, 1.03e-08, 1.09e-08, 7.28e-08, 4.27e-08, 1.02e-07, 1.56e-10, 4.93e-07, 2.27e-09]    [7.27e-07, 1.19e-06, 1.78e-06, 1.73e-06, 1.56e-06, 1.05e-06, 9.99e-07, 1.10e-06, 1.75e-11, 5.68e-08, 2.40e-06, 2.18e-06, 1.81e-06, 1.20e-06, 1.03e-08, 1.09e-08, 7.28e-08, 4.27e-08, 1.02e-07, 1.56e-10, 4.93e-07, 2.27e-09]    []  
263600    [7.46e-07, 1.11e-06, 1.75e-06, 1.69e-06, 1.54e-06, 1.08e-06, 1.00e-06, 4.98e-07, 8.25e-11, 5.45e-11, 3.27e-06, 2.40e-06, 3.50e-06, 1.18e-06, 4.88e-08, 3.21e-08, 1.53e-07, 1.03e-07, 8.55e-08, 1.54e-10, 4.48e-07, 2.29e-09]    [7.46e-07, 1.11e-06, 1.75e-06, 1.69e-06, 1.54e-06, 1.08e-06, 1.00e-06, 4.98e-07, 8.25e-11, 5.45e-11, 3.27e-06, 2.40e-06, 3.50e-06, 1.18e-06, 4.88e-08, 3.21e-08, 1.53e-07, 1.03e-07, 8.55e-08, 1.54e-10, 4.48e-07, 2.29e-09]    []  
263700    [8.82e-07, 1.31e-06, 1.82e-06, 1.70e-06, 1.47e-06, 1.10e-06, 1.02e-06, 1.44e-07, 4.31e-07, 8.61e-08, 6.04e-06, 5.26e-06, 1.55e-05, 1.66e-05, 0.00e+00, 0.00e+00, 3.12e-08, 2.19e-11, 1.02e-08, 7.66e-08, 8.82e-07, 3.47e-07]    [8.82e-07, 1.31e-06, 1.82e-06, 1.70e-06, 1.47e-06, 1.10e-06, 1.02e-06, 1.44e-07, 4.31e-07, 8.61e-08, 6.04e-06, 5.26e-06, 1.55e-05, 1.66e-05, 0.00e+00, 0.00e+00, 3.12e-08, 2.19e-11, 1.02e-08, 7.66e-08, 8.82e-07, 3.47e-07]    []  
263800    [1.18e-06, 9.99e-07, 1.84e-06, 1.76e-06, 1.48e-06, 1.13e-06, 1.06e-06, 2.22e-07, 2.94e-04, 3.50e-08, 1.90e-05, 1.31e-05, 4.57e-05, 4.03e-05, 6.33e-07, 2.92e-07, 5.30e-07, 5.87e-07, 6.76e-08, 5.28e-05, 3.56e-07, 2.12e-04]    [1.18e-06, 9.99e-07, 1.84e-06, 1.76e-06, 1.48e-06, 1.13e-06, 1.06e-06, 2.22e-07, 2.94e-04, 3.50e-08, 1.90e-05, 1.31e-05, 4.57e-05, 4.03e-05, 6.33e-07, 2.92e-07, 5.30e-07, 5.87e-07, 6.76e-08, 5.28e-05, 3.56e-07, 2.12e-04]    []  
263900    [6.86e-07, 1.08e-06, 1.71e-06, 1.72e-06, 1.43e-06, 1.08e-06, 1.03e-06, 1.05e-07, 4.49e-09, 1.30e-09, 2.42e-06, 2.04e-06, 1.97e-06, 1.45e-08, 1.81e-08, 1.40e-08, 1.16e-07, 5.55e-08, 1.27e-07, 3.82e-11, 7.18e-07, 1.79e-09]    [6.86e-07, 1.08e-06, 1.71e-06, 1.72e-06, 1.43e-06, 1.08e-06, 1.03e-06, 1.05e-07, 4.49e-09, 1.30e-09, 2.42e-06, 2.04e-06, 1.97e-06, 1.45e-08, 1.81e-08, 1.40e-08, 1.16e-07, 5.55e-08, 1.27e-07, 3.82e-11, 7.18e-07, 1.79e-09]    []  
264000    [1.34e-06, 1.31e-06, 1.86e-06, 1.51e-06, 1.71e-06, 1.10e-06, 1.16e-06, 1.97e-06, 4.62e-07, 9.54e-07, 2.45e-05, 1.53e-05, 2.11e-05, 5.50e-06, 1.38e-08, 1.58e-07, 5.08e-08, 4.79e-14, 0.00e+00, 4.69e-08, 4.12e-06, 2.84e-07]    [1.34e-06, 1.31e-06, 1.86e-06, 1.51e-06, 1.71e-06, 1.10e-06, 1.16e-06, 1.97e-06, 4.62e-07, 9.54e-07, 2.45e-05, 1.53e-05, 2.11e-05, 5.50e-06, 1.38e-08, 1.58e-07, 5.08e-08, 4.79e-14, 0.00e+00, 4.69e-08, 4.12e-06, 2.84e-07]    []  

Best model at step 260657:
  train loss: 4.57e-06
  test loss: 4.57e-06
  test metric: []

'train' took 42.390106 s

Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
264000    [1.34e-06, 1.31e-06, 1.86e-06, 1.51e-06, 1.71e-06, 1.10e-06, 1.16e-06, 1.97e-06, 4.62e-07, 9.54e-07, 2.45e-05, 1.53e-05, 2.11e-05, 5.50e-06, 1.38e-08, 1.58e-07, 5.08e-08, 4.79e-14, 0.00e+00, 4.69e-08, 4.12e-06, 2.84e-07]    [1.34e-06, 1.31e-06, 1.86e-06, 1.51e-06, 1.71e-06, 1.10e-06, 1.16e-06, 1.97e-06, 4.62e-07, 9.54e-07, 2.45e-05, 1.53e-05, 2.11e-05, 5.50e-06, 1.38e-08, 1.58e-07, 5.08e-08, 4.79e-14, 0.00e+00, 4.69e-08, 4.12e-06, 2.84e-07]    []  
264100    [4.36e-06, 1.98e-06, 1.65e-06, 1.84e-06, 1.96e-06, 1.71e-06, 1.00e-06, 2.78e-06, 2.38e-05, 2.55e-06, 2.44e-04, 1.40e-04, 5.35e-04, 2.55e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.47e-06, 2.66e-05]    [4.36e-06, 1.98e-06, 1.65e-06, 1.84e-06, 1.96e-06, 1.71e-06, 1.00e-06, 2.78e-06, 2.38e-05, 2.55e-06, 2.44e-04, 1.40e-04, 5.35e-04, 2.55e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.47e-06, 2.66e-05]    []  
264200    [5.76e-07, 9.90e-07, 1.66e-06, 1.63e-06, 1.36e-06, 1.02e-06, 1.04e-06, 1.74e-07, 9.53e-09, 1.70e-08, 1.82e-06, 1.86e-06, 2.41e-06, 1.46e-06, 6.65e-10, 8.16e-10, 6.23e-08, 1.48e-08, 4.30e-09, 5.20e-10, 1.54e-07, 2.10e-09]    [5.76e-07, 9.90e-07, 1.66e-06, 1.63e-06, 1.36e-06, 1.02e-06, 1.04e-06, 1.74e-07, 9.53e-09, 1.70e-08, 1.82e-06, 1.86e-06, 2.41e-06, 1.46e-06, 6.65e-10, 8.16e-10, 6.23e-08, 1.48e-08, 4.30e-09, 5.20e-10, 1.54e-07, 2.10e-09]    []  
264300    [6.58e-07, 1.10e-06, 1.66e-06, 1.64e-06, 1.35e-06, 1.06e-06, 1.03e-06, 2.94e-07, 1.03e-12, 1.22e-07, 2.66e-06, 3.29e-06, 7.41e-06, 9.89e-06, 0.00e+00, 0.00e+00, 3.06e-08, 2.26e-10, 4.15e-10, 9.66e-11, 1.29e-07, 1.41e-09]    [6.58e-07, 1.10e-06, 1.66e-06, 1.64e-06, 1.35e-06, 1.06e-06, 1.03e-06, 2.94e-07, 1.03e-12, 1.22e-07, 2.66e-06, 3.29e-06, 7.41e-06, 9.89e-06, 0.00e+00, 0.00e+00, 3.06e-08, 2.26e-10, 4.15e-10, 9.66e-11, 1.29e-07, 1.41e-09]    []  
264400    [2.02e-05, 9.30e-06, 2.98e-06, 5.59e-06, 2.70e-06, 5.87e-06, 1.23e-06, 2.09e-05, 1.79e-06, 2.46e-05, 5.41e-05, 2.49e-04, 3.53e-04, 1.38e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-05, 2.01e-06]    [2.02e-05, 9.30e-06, 2.98e-06, 5.59e-06, 2.70e-06, 5.87e-06, 1.23e-06, 2.09e-05, 1.79e-06, 2.46e-05, 5.41e-05, 2.49e-04, 3.53e-04, 1.38e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-05, 2.01e-06]    []  
264500    [7.06e-06, 3.31e-06, 2.55e-06, 2.58e-06, 2.29e-06, 2.74e-06, 9.87e-07, 9.67e-07, 4.58e-08, 5.86e-06, 1.04e-04, 7.95e-05, 3.08e-04, 4.17e-04, 6.81e-06, 1.25e-06, 3.59e-06, 3.66e-06, 7.54e-12, 0.00e+00, 3.11e-07, 9.88e-08]    [7.06e-06, 3.31e-06, 2.55e-06, 2.58e-06, 2.29e-06, 2.74e-06, 9.87e-07, 9.67e-07, 4.58e-08, 5.86e-06, 1.04e-04, 7.95e-05, 3.08e-04, 4.17e-04, 6.81e-06, 1.25e-06, 3.59e-06, 3.66e-06, 7.54e-12, 0.00e+00, 3.11e-07, 9.88e-08]    []  
264600    [3.59e-07, 8.48e-07, 1.60e-06, 1.61e-06, 1.31e-06, 1.10e-06, 1.11e-06, 1.17e-06, 7.54e-08, 3.92e-08, 7.38e-07, 1.79e-06, 2.51e-06, 2.69e-06, 5.23e-10, 1.95e-13, 1.22e-12, 5.18e-11, 3.19e-08, 1.29e-09, 1.91e-07, 1.51e-08]    [3.59e-07, 8.48e-07, 1.60e-06, 1.61e-06, 1.31e-06, 1.10e-06, 1.11e-06, 1.17e-06, 7.54e-08, 3.92e-08, 7.38e-07, 1.79e-06, 2.51e-06, 2.69e-06, 5.23e-10, 1.95e-13, 1.22e-12, 5.18e-11, 3.19e-08, 1.29e-09, 1.91e-07, 1.51e-08]    []  
264700    [4.03e-07, 7.91e-07, 1.59e-06, 1.72e-06, 1.38e-06, 1.03e-06, 1.18e-06, 2.20e-09, 3.83e-07, 4.43e-08, 6.83e-07, 1.47e-06, 1.46e-06, 3.74e-07, 2.26e-08, 6.12e-09, 1.62e-08, 1.27e-08, 8.31e-10, 3.35e-08, 6.42e-08, 2.27e-07]    [4.03e-07, 7.91e-07, 1.59e-06, 1.72e-06, 1.38e-06, 1.03e-06, 1.18e-06, 2.20e-09, 3.83e-07, 4.43e-08, 6.83e-07, 1.47e-06, 1.46e-06, 3.74e-07, 2.26e-08, 6.12e-09, 1.62e-08, 1.27e-08, 8.31e-10, 3.35e-08, 6.42e-08, 2.27e-07]    []  
264800    [1.41e-06, 1.28e-06, 1.63e-06, 1.78e-06, 1.33e-06, 1.26e-06, 1.15e-06, 2.69e-08, 1.63e-07, 2.03e-06, 3.44e-06, 1.74e-05, 2.42e-05, 9.50e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.42e-08, 1.48e-08, 2.54e-07, 9.05e-08]    [1.41e-06, 1.28e-06, 1.63e-06, 1.78e-06, 1.33e-06, 1.26e-06, 1.15e-06, 2.69e-08, 1.63e-07, 2.03e-06, 3.44e-06, 1.74e-05, 2.42e-05, 9.50e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.42e-08, 1.48e-08, 2.54e-07, 9.05e-08]    []  
264900    [4.83e-07, 8.03e-07, 1.53e-06, 1.61e-06, 1.35e-06, 9.35e-07, 1.23e-06, 2.16e-07, 8.30e-09, 3.91e-08, 8.16e-07, 1.90e-06, 2.17e-06, 3.25e-06, 7.33e-08, 2.44e-11, 4.98e-08, 6.26e-08, 4.94e-08, 6.58e-10, 2.91e-07, 9.55e-09]    [4.83e-07, 8.03e-07, 1.53e-06, 1.61e-06, 1.35e-06, 9.35e-07, 1.23e-06, 2.16e-07, 8.30e-09, 3.91e-08, 8.16e-07, 1.90e-06, 2.17e-06, 3.25e-06, 7.33e-08, 2.44e-11, 4.98e-08, 6.26e-08, 4.94e-08, 6.58e-10, 2.91e-07, 9.55e-09]    []  
265000    [5.18e-07, 9.47e-07, 1.64e-06, 1.77e-06, 1.30e-06, 9.75e-07, 1.25e-06, 2.12e-06, 6.87e-09, 5.49e-07, 1.49e-06, 5.50e-06, 5.60e-06, 2.41e-05, 0.00e+00, 0.00e+00, 1.41e-09, 0.00e+00, 3.55e-07, 1.00e-10, 2.39e-06, 7.08e-09]    [5.18e-07, 9.47e-07, 1.64e-06, 1.77e-06, 1.30e-06, 9.75e-07, 1.25e-06, 2.12e-06, 6.87e-09, 5.49e-07, 1.49e-06, 5.50e-06, 5.60e-06, 2.41e-05, 0.00e+00, 0.00e+00, 1.41e-09, 0.00e+00, 3.55e-07, 1.00e-10, 2.39e-06, 7.08e-09]    []  
265100    [2.44e-06, 1.71e-06, 1.76e-06, 2.00e-06, 1.66e-06, 1.58e-06, 1.30e-06, 6.82e-06, 1.46e-06, 3.55e-06, 7.50e-06, 2.12e-05, 1.62e-05, 1.18e-04, 3.50e-06, 5.45e-07, 5.12e-07, 4.01e-07, 1.19e-06, 0.00e+00, 7.80e-06, 1.08e-06]    [2.44e-06, 1.71e-06, 1.76e-06, 2.00e-06, 1.66e-06, 1.58e-06, 1.30e-06, 6.82e-06, 1.46e-06, 3.55e-06, 7.50e-06, 2.12e-05, 1.62e-05, 1.18e-04, 3.50e-06, 5.45e-07, 5.12e-07, 4.01e-07, 1.19e-06, 0.00e+00, 7.80e-06, 1.08e-06]    []  
265200    [6.48e-07, 8.55e-07, 1.51e-06, 1.59e-06, 1.35e-06, 8.76e-07, 1.21e-06, 3.73e-12, 1.03e-07, 5.96e-07, 2.25e-06, 6.45e-06, 1.17e-05, 3.06e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.81e-10, 0.00e+00, 5.59e-08, 1.06e-07]    [6.48e-07, 8.55e-07, 1.51e-06, 1.59e-06, 1.35e-06, 8.76e-07, 1.21e-06, 3.73e-12, 1.03e-07, 5.96e-07, 2.25e-06, 6.45e-06, 1.17e-05, 3.06e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.81e-10, 0.00e+00, 5.59e-08, 1.06e-07]    []  
265300    [4.44e-07, 8.60e-07, 1.67e-06, 1.57e-06, 1.42e-06, 8.22e-07, 1.33e-06, 1.49e-06, 1.15e-07, 8.88e-08, 3.76e-06, 2.09e-06, 7.97e-06, 1.04e-05, 6.79e-12, 1.42e-08, 9.76e-10, 2.31e-10, 0.00e+00, 6.36e-08, 1.19e-06, 4.30e-07]    [4.44e-07, 8.60e-07, 1.67e-06, 1.57e-06, 1.42e-06, 8.22e-07, 1.33e-06, 1.49e-06, 1.15e-07, 8.88e-08, 3.76e-06, 2.09e-06, 7.97e-06, 1.04e-05, 6.79e-12, 1.42e-08, 9.76e-10, 2.31e-10, 0.00e+00, 6.36e-08, 1.19e-06, 4.30e-07]    []  
265400    [1.38e-05, 3.42e-06, 3.48e-06, 2.45e-06, 3.72e-06, 3.04e-06, 2.11e-06, 4.27e-10, 4.13e-05, 1.57e-05, 4.95e-05, 1.25e-04, 2.52e-04, 8.66e-04, 9.40e-06, 1.31e-05, 5.24e-06, 6.12e-06, 3.84e-09, 0.00e+00, 3.42e-08, 2.77e-05]    [1.38e-05, 3.42e-06, 3.48e-06, 2.45e-06, 3.72e-06, 3.04e-06, 2.11e-06, 4.27e-10, 4.13e-05, 1.57e-05, 4.95e-05, 1.25e-04, 2.52e-04, 8.66e-04, 9.40e-06, 1.31e-05, 5.24e-06, 6.12e-06, 3.84e-09, 0.00e+00, 3.42e-08, 2.77e-05]    []  
265500    [3.03e-05, 1.30e-05, 4.09e-06, 7.83e-06, 3.36e-06, 8.60e-06, 1.55e-06, 2.07e-04, 5.57e-09, 3.27e-05, 8.40e-05, 3.58e-04, 5.15e-04, 2.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.80e-10, 2.18e-04, 9.13e-09]    [3.03e-05, 1.30e-05, 4.09e-06, 7.83e-06, 3.36e-06, 8.60e-06, 1.55e-06, 2.07e-04, 5.57e-09, 3.27e-05, 8.40e-05, 3.58e-04, 5.15e-04, 2.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.80e-10, 2.18e-04, 9.13e-09]    []  
265600    [6.02e-06, 3.21e-06, 2.02e-06, 2.76e-06, 1.58e-06, 2.23e-06, 1.29e-06, 2.52e-06, 3.69e-09, 5.50e-06, 3.95e-05, 7.32e-05, 1.88e-04, 4.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.19e-10, 1.68e-06, 1.64e-08]    [6.02e-06, 3.21e-06, 2.02e-06, 2.76e-06, 1.58e-06, 2.23e-06, 1.29e-06, 2.52e-06, 3.69e-09, 5.50e-06, 3.95e-05, 7.32e-05, 1.88e-04, 4.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.19e-10, 1.68e-06, 1.64e-08]    []  
265700    [9.41e-06, 4.56e-06, 2.36e-06, 3.49e-06, 1.75e-06, 3.11e-06, 1.31e-06, 2.98e-05, 5.40e-10, 8.33e-06, 6.10e-05, 1.13e-04, 2.89e-04, 6.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.64e-11, 2.89e-05, 1.13e-08]    [9.41e-06, 4.56e-06, 2.36e-06, 3.49e-06, 1.75e-06, 3.11e-06, 1.31e-06, 2.98e-05, 5.40e-10, 8.33e-06, 6.10e-05, 1.13e-04, 2.89e-04, 6.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.64e-11, 2.89e-05, 1.13e-08]    []  
265800    [2.18e-07, 6.80e-07, 1.41e-06, 1.46e-06, 1.46e-06, 8.19e-07, 1.37e-06, 3.09e-07, 6.75e-14, 3.88e-09, 3.27e-07, 1.42e-06, 1.43e-06, 8.12e-08, 1.33e-08, 1.59e-09, 2.72e-09, 4.10e-09, 1.69e-08, 1.63e-10, 1.01e-07, 4.34e-09]    [2.18e-07, 6.80e-07, 1.41e-06, 1.46e-06, 1.46e-06, 8.19e-07, 1.37e-06, 3.09e-07, 6.75e-14, 3.88e-09, 3.27e-07, 1.42e-06, 1.43e-06, 8.12e-08, 1.33e-08, 1.59e-09, 2.72e-09, 4.10e-09, 1.69e-08, 1.63e-10, 1.01e-07, 4.34e-09]    []  
265900    [2.03e-07, 7.18e-07, 1.38e-06, 1.45e-06, 1.47e-06, 7.99e-07, 1.37e-06, 3.16e-08, 9.58e-09, 2.51e-08, 8.91e-07, 2.07e-06, 1.58e-06, 1.29e-06, 1.98e-09, 1.87e-09, 1.26e-09, 1.16e-09, 0.00e+00, 2.03e-10, 1.35e-07, 3.07e-09]    [2.03e-07, 7.18e-07, 1.38e-06, 1.45e-06, 1.47e-06, 7.99e-07, 1.37e-06, 3.16e-08, 9.58e-09, 2.51e-08, 8.91e-07, 2.07e-06, 1.58e-06, 1.29e-06, 1.98e-09, 1.87e-09, 1.26e-09, 1.16e-09, 0.00e+00, 2.03e-10, 1.35e-07, 3.07e-09]    []  
266000    [2.39e-07, 7.13e-07, 1.29e-06, 1.44e-06, 1.44e-06, 8.36e-07, 1.51e-06, 5.49e-06, 3.38e-06, 6.73e-08, 9.53e-06, 7.76e-06, 1.91e-05, 3.78e-06, 5.47e-08, 8.51e-09, 4.14e-08, 1.91e-07, 3.24e-07, 0.00e+00, 2.15e-06, 4.00e-07]    [2.39e-07, 7.13e-07, 1.29e-06, 1.44e-06, 1.44e-06, 8.36e-07, 1.51e-06, 5.49e-06, 3.38e-06, 6.73e-08, 9.53e-06, 7.76e-06, 1.91e-05, 3.78e-06, 5.47e-08, 8.51e-09, 4.14e-08, 1.91e-07, 3.24e-07, 0.00e+00, 2.15e-06, 4.00e-07]    []  

Best model at step 260657:
  train loss: 4.57e-06
  test loss: 4.57e-06
  test metric: []

'train' took 42.582059 s

Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
266000    [2.39e-07, 7.13e-07, 1.29e-06, 1.44e-06, 1.44e-06, 8.36e-07, 1.51e-06, 5.49e-06, 3.38e-06, 6.73e-08, 9.53e-06, 7.76e-06, 1.91e-05, 3.78e-06, 5.47e-08, 8.51e-09, 4.14e-08, 1.91e-07, 3.24e-07, 0.00e+00, 2.15e-06, 4.00e-07]    [2.39e-07, 7.13e-07, 1.29e-06, 1.44e-06, 1.44e-06, 8.36e-07, 1.51e-06, 5.49e-06, 3.38e-06, 6.73e-08, 9.53e-06, 7.76e-06, 1.91e-05, 3.78e-06, 5.47e-08, 8.51e-09, 4.14e-08, 1.91e-07, 3.24e-07, 0.00e+00, 2.15e-06, 4.00e-07]    []  
266100    [1.74e-06, 1.34e-06, 1.48e-06, 1.66e-06, 1.52e-06, 1.00e-06, 1.44e-06, 2.30e-05, 4.17e-09, 6.90e-07, 5.29e-05, 3.90e-05, 1.39e-04, 1.16e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.47e-10, 1.96e-05, 5.85e-09]    [1.74e-06, 1.34e-06, 1.48e-06, 1.66e-06, 1.52e-06, 1.00e-06, 1.44e-06, 2.30e-05, 4.17e-09, 6.90e-07, 5.29e-05, 3.90e-05, 1.39e-04, 1.16e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.47e-10, 1.96e-05, 5.85e-09]    []  
266200    [5.79e-05, 1.99e-05, 7.30e-06, 1.35e-05, 8.93e-06, 1.31e-05, 3.57e-06, 4.04e-06, 1.17e-06, 1.96e-04, 1.51e-04, 5.52e-04, 8.22e-04, 4.01e-03, 1.23e-04, 4.86e-05, 2.97e-05, 2.33e-05, 7.13e-07, 0.00e+00, 4.56e-06, 2.82e-06]    [5.79e-05, 1.99e-05, 7.30e-06, 1.35e-05, 8.93e-06, 1.31e-05, 3.57e-06, 4.04e-06, 1.17e-06, 1.96e-04, 1.51e-04, 5.52e-04, 8.22e-04, 4.01e-03, 1.23e-04, 4.86e-05, 2.97e-05, 2.33e-05, 7.13e-07, 0.00e+00, 4.56e-06, 2.82e-06]    []  
266300    [9.55e-07, 1.68e-06, 1.55e-06, 2.21e-06, 1.89e-06, 1.13e-06, 1.72e-06, 1.35e-06, 3.55e-07, 1.30e-07, 5.46e-06, 7.70e-06, 7.68e-06, 5.25e-07, 7.30e-08, 3.05e-08, 1.47e-07, 7.20e-08, 7.52e-08, 1.22e-08, 4.97e-07, 7.33e-08]    [9.55e-07, 1.68e-06, 1.55e-06, 2.21e-06, 1.89e-06, 1.13e-06, 1.72e-06, 1.35e-06, 3.55e-07, 1.30e-07, 5.46e-06, 7.70e-06, 7.68e-06, 5.25e-07, 7.30e-08, 3.05e-08, 1.47e-07, 7.20e-08, 7.52e-08, 1.22e-08, 4.97e-07, 7.33e-08]    []  
266400    [4.67e-07, 1.18e-06, 1.55e-06, 1.77e-06, 1.41e-06, 1.02e-06, 1.29e-06, 6.04e-08, 2.57e-08, 7.79e-10, 2.29e-06, 2.57e-06, 2.70e-06, 2.41e-08, 4.86e-08, 2.22e-09, 1.07e-07, 8.79e-08, 7.96e-09, 3.15e-09, 6.42e-08, 1.97e-08]    [4.67e-07, 1.18e-06, 1.55e-06, 1.77e-06, 1.41e-06, 1.02e-06, 1.29e-06, 6.04e-08, 2.57e-08, 7.79e-10, 2.29e-06, 2.57e-06, 2.70e-06, 2.41e-08, 4.86e-08, 2.22e-09, 1.07e-07, 8.79e-08, 7.96e-09, 3.15e-09, 6.42e-08, 1.97e-08]    []  
266500    [2.78e-07, 1.10e-06, 1.47e-06, 1.50e-06, 1.35e-06, 1.15e-06, 1.13e-06, 3.87e-06, 1.99e-09, 1.62e-07, 5.56e-06, 3.75e-06, 4.69e-06, 4.12e-07, 5.84e-09, 1.77e-09, 6.90e-08, 6.03e-08, 1.60e-06, 1.34e-12, 1.05e-05, 4.33e-09]    [2.78e-07, 1.10e-06, 1.47e-06, 1.50e-06, 1.35e-06, 1.15e-06, 1.13e-06, 3.87e-06, 1.99e-09, 1.62e-07, 5.56e-06, 3.75e-06, 4.69e-06, 4.12e-07, 5.84e-09, 1.77e-09, 6.90e-08, 6.03e-08, 1.60e-06, 1.34e-12, 1.05e-05, 4.33e-09]    []  
266600    [2.09e-07, 1.03e-06, 1.47e-06, 1.48e-06, 1.36e-06, 1.04e-06, 1.12e-06, 7.04e-08, 3.24e-09, 7.43e-09, 6.71e-07, 1.58e-06, 1.69e-06, 3.56e-07, 9.93e-09, 9.58e-10, 1.15e-08, 1.08e-08, 2.35e-08, 6.77e-13, 1.85e-07, 4.50e-09]    [2.09e-07, 1.03e-06, 1.47e-06, 1.48e-06, 1.36e-06, 1.04e-06, 1.12e-06, 7.04e-08, 3.24e-09, 7.43e-09, 6.71e-07, 1.58e-06, 1.69e-06, 3.56e-07, 9.93e-09, 9.58e-10, 1.15e-08, 1.08e-08, 2.35e-08, 6.77e-13, 1.85e-07, 4.50e-09]    []  
266700    [1.84e-07, 9.95e-07, 1.40e-06, 1.42e-06, 1.40e-06, 1.07e-06, 1.68e-06, 4.47e-07, 1.99e-05, 2.38e-09, 2.81e-07, 1.58e-06, 1.54e-06, 3.97e-07, 3.09e-09, 0.00e+00, 1.30e-08, 0.00e+00, 4.79e-08, 2.00e-06, 2.97e-07, 1.35e-05]    [1.84e-07, 9.95e-07, 1.40e-06, 1.42e-06, 1.40e-06, 1.07e-06, 1.68e-06, 4.47e-07, 1.99e-05, 2.38e-09, 2.81e-07, 1.58e-06, 1.54e-06, 3.97e-07, 3.09e-09, 0.00e+00, 1.30e-08, 0.00e+00, 4.79e-08, 2.00e-06, 2.97e-07, 1.35e-05]    []  
266800    [7.06e-05, 2.91e-05, 7.19e-06, 1.86e-05, 7.64e-06, 1.78e-05, 1.80e-06, 4.18e-06, 1.28e-07, 9.13e-05, 1.33e-04, 9.32e-04, 7.30e-04, 4.66e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.95e-06, 1.59e-07]    [7.06e-05, 2.91e-05, 7.19e-06, 1.86e-05, 7.64e-06, 1.78e-05, 1.80e-06, 4.18e-06, 1.28e-07, 9.13e-05, 1.33e-04, 9.32e-04, 7.30e-04, 4.66e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.95e-06, 1.59e-07]    []  
266900    [2.00e-07, 8.37e-07, 1.37e-06, 1.49e-06, 1.44e-06, 9.65e-07, 1.44e-06, 2.47e-07, 1.16e-09, 2.88e-09, 2.26e-07, 1.46e-06, 1.42e-06, 2.77e-07, 3.61e-09, 6.06e-11, 2.11e-09, 7.37e-12, 3.76e-08, 1.92e-10, 2.38e-07, 5.92e-09]    [2.00e-07, 8.37e-07, 1.37e-06, 1.49e-06, 1.44e-06, 9.65e-07, 1.44e-06, 2.47e-07, 1.16e-09, 2.88e-09, 2.26e-07, 1.46e-06, 1.42e-06, 2.77e-07, 3.61e-09, 6.06e-11, 2.11e-09, 7.37e-12, 3.76e-08, 1.92e-10, 2.38e-07, 5.92e-09]    []  
267000    [1.39e-05, 3.88e-06, 3.86e-06, 2.84e-06, 4.21e-06, 3.28e-06, 2.44e-06, 6.53e-07, 5.23e-09, 1.52e-05, 7.09e-05, 1.40e-04, 3.22e-04, 9.98e-04, 9.59e-06, 1.33e-05, 4.84e-06, 4.43e-06, 1.54e-07, 1.55e-11, 1.04e-06, 9.14e-09]    [1.39e-05, 3.88e-06, 3.86e-06, 2.84e-06, 4.21e-06, 3.28e-06, 2.44e-06, 6.53e-07, 5.23e-09, 1.52e-05, 7.09e-05, 1.40e-04, 3.22e-04, 9.98e-04, 9.59e-06, 1.33e-05, 4.84e-06, 4.43e-06, 1.54e-07, 1.55e-11, 1.04e-06, 9.14e-09]    []  
267100    [1.92e-07, 7.43e-07, 1.39e-06, 1.43e-06, 1.44e-06, 8.90e-07, 1.38e-06, 4.57e-08, 2.47e-09, 9.92e-09, 3.67e-07, 1.59e-06, 1.95e-06, 1.07e-06, 5.84e-11, 3.69e-11, 2.93e-11, 1.36e-10, 7.37e-13, 5.39e-11, 6.16e-08, 5.11e-09]    [1.92e-07, 7.43e-07, 1.39e-06, 1.43e-06, 1.44e-06, 8.90e-07, 1.38e-06, 4.57e-08, 2.47e-09, 9.92e-09, 3.67e-07, 1.59e-06, 1.95e-06, 1.07e-06, 5.84e-11, 3.69e-11, 2.93e-11, 1.36e-10, 7.37e-13, 5.39e-11, 6.16e-08, 5.11e-09]    []  
267200    [2.12e-07, 6.85e-07, 1.35e-06, 1.45e-06, 1.49e-06, 8.68e-07, 1.38e-06, 2.97e-08, 4.89e-09, 1.85e-12, 1.65e-06, 2.41e-06, 4.78e-06, 2.07e-06, 6.88e-08, 2.65e-09, 2.73e-08, 1.54e-08, 3.05e-09, 5.33e-11, 2.59e-08, 2.85e-09]    [2.12e-07, 6.85e-07, 1.35e-06, 1.45e-06, 1.49e-06, 8.68e-07, 1.38e-06, 2.97e-08, 4.89e-09, 1.85e-12, 1.65e-06, 2.41e-06, 4.78e-06, 2.07e-06, 6.88e-08, 2.65e-09, 2.73e-08, 1.54e-08, 3.05e-09, 5.33e-11, 2.59e-08, 2.85e-09]    []  
267300    [2.07e-07, 7.39e-07, 1.40e-06, 1.49e-06, 1.53e-06, 8.02e-07, 1.41e-06, 1.06e-06, 2.98e-10, 1.80e-08, 3.68e-07, 1.70e-06, 1.60e-06, 1.17e-06, 1.82e-09, 0.00e+00, 5.23e-09, 2.65e-09, 1.43e-07, 2.06e-10, 9.68e-07, 1.61e-09]    [2.07e-07, 7.39e-07, 1.40e-06, 1.49e-06, 1.53e-06, 8.02e-07, 1.41e-06, 1.06e-06, 2.98e-10, 1.80e-08, 3.68e-07, 1.70e-06, 1.60e-06, 1.17e-06, 1.82e-09, 0.00e+00, 5.23e-09, 2.65e-09, 1.43e-07, 2.06e-10, 9.68e-07, 1.61e-09]    []  
267400    [1.13e-06, 1.01e-06, 1.40e-06, 1.33e-06, 1.65e-06, 9.11e-07, 1.55e-06, 1.11e-05, 1.71e-05, 8.89e-07, 6.70e-06, 1.06e-05, 3.23e-05, 5.33e-05, 6.83e-07, 2.08e-07, 2.50e-07, 2.21e-07, 5.32e-07, 0.00e+00, 3.40e-06, 8.83e-05]    [1.13e-06, 1.01e-06, 1.40e-06, 1.33e-06, 1.65e-06, 9.11e-07, 1.55e-06, 1.11e-05, 1.71e-05, 8.89e-07, 6.70e-06, 1.06e-05, 3.23e-05, 5.33e-05, 6.83e-07, 2.08e-07, 2.50e-07, 2.21e-07, 5.32e-07, 0.00e+00, 3.40e-06, 8.83e-05]    []  
267500    [1.05e-06, 1.58e-06, 1.34e-06, 1.60e-06, 1.74e-06, 1.32e-06, 1.38e-06, 8.69e-06, 7.56e-09, 1.29e-06, 2.52e-06, 1.34e-05, 1.10e-05, 5.49e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.51e-07, 4.14e-10, 5.92e-06, 2.92e-09]    [1.05e-06, 1.58e-06, 1.34e-06, 1.60e-06, 1.74e-06, 1.32e-06, 1.38e-06, 8.69e-06, 7.56e-09, 1.29e-06, 2.52e-06, 1.34e-05, 1.10e-05, 5.49e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.51e-07, 4.14e-10, 5.92e-06, 2.92e-09]    []  
267600    [8.09e-05, 3.36e-05, 9.29e-06, 1.86e-05, 7.53e-06, 2.26e-05, 2.75e-06, 2.74e-04, 9.01e-09, 9.65e-05, 1.58e-04, 9.97e-04, 9.74e-04, 5.20e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.81e-11, 3.40e-04, 7.09e-09]    [8.09e-05, 3.36e-05, 9.29e-06, 1.86e-05, 7.53e-06, 2.26e-05, 2.75e-06, 2.74e-04, 9.01e-09, 9.65e-05, 1.58e-04, 9.97e-04, 9.74e-04, 5.20e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.81e-11, 3.40e-04, 7.09e-09]    []  
267700    [1.83e-07, 6.70e-07, 1.36e-06, 1.44e-06, 1.56e-06, 7.02e-07, 1.55e-06, 1.72e-09, 2.78e-12, 8.76e-09, 2.65e-07, 1.61e-06, 1.67e-06, 1.68e-07, 1.93e-08, 2.12e-09, 1.99e-09, 2.76e-09, 5.21e-09, 1.21e-10, 3.25e-08, 1.33e-09]    [1.83e-07, 6.70e-07, 1.36e-06, 1.44e-06, 1.56e-06, 7.02e-07, 1.55e-06, 1.72e-09, 2.78e-12, 8.76e-09, 2.65e-07, 1.61e-06, 1.67e-06, 1.68e-07, 1.93e-08, 2.12e-09, 1.99e-09, 2.76e-09, 5.21e-09, 1.21e-10, 3.25e-08, 1.33e-09]    []  
267800    [7.38e-06, 3.61e-06, 2.93e-06, 2.29e-06, 2.61e-06, 2.42e-06, 1.48e-06, 1.21e-06, 3.71e-07, 9.90e-06, 1.11e-04, 9.03e-05, 3.69e-04, 5.54e-04, 7.97e-06, 1.75e-06, 3.23e-06, 3.64e-06, 6.39e-07, 4.99e-08, 3.89e-06, 3.17e-07]    [7.38e-06, 3.61e-06, 2.93e-06, 2.29e-06, 2.61e-06, 2.42e-06, 1.48e-06, 1.21e-06, 3.71e-07, 9.90e-06, 1.11e-04, 9.03e-05, 3.69e-04, 5.54e-04, 7.97e-06, 1.75e-06, 3.23e-06, 3.64e-06, 6.39e-07, 4.99e-08, 3.89e-06, 3.17e-07]    []  
267900    [1.26e-07, 6.49e-07, 1.34e-06, 1.37e-06, 1.52e-06, 7.00e-07, 1.51e-06, 1.27e-08, 1.23e-10, 7.67e-09, 2.20e-07, 1.68e-06, 1.80e-06, 5.33e-07, 9.61e-10, 3.39e-10, 3.80e-12, 4.25e-10, 3.42e-10, 1.01e-10, 1.15e-08, 1.12e-09]    [1.26e-07, 6.49e-07, 1.34e-06, 1.37e-06, 1.52e-06, 7.00e-07, 1.51e-06, 1.27e-08, 1.23e-10, 7.67e-09, 2.20e-07, 1.68e-06, 1.80e-06, 5.33e-07, 9.61e-10, 3.39e-10, 3.80e-12, 4.25e-10, 3.42e-10, 1.01e-10, 1.15e-08, 1.12e-09]    []  
268000    [1.97e-07, 6.60e-07, 1.24e-06, 1.44e-06, 1.64e-06, 6.88e-07, 1.68e-06, 8.09e-07, 2.24e-05, 4.36e-08, 4.62e-07, 2.23e-06, 2.85e-06, 3.11e-06, 1.37e-07, 1.16e-08, 1.93e-08, 2.09e-08, 0.00e+00, 0.00e+00, 4.93e-07, 3.81e-05]    [1.97e-07, 6.60e-07, 1.24e-06, 1.44e-06, 1.64e-06, 6.88e-07, 1.68e-06, 8.09e-07, 2.24e-05, 4.36e-08, 4.62e-07, 2.23e-06, 2.85e-06, 3.11e-06, 1.37e-07, 1.16e-08, 1.93e-08, 2.09e-08, 0.00e+00, 0.00e+00, 4.93e-07, 3.81e-05]    []  

Best model at step 260657:
  train loss: 4.57e-06
  test loss: 4.57e-06
  test metric: []

'train' took 39.773637 s

Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
268000    [1.97e-07, 6.60e-07, 1.24e-06, 1.44e-06, 1.64e-06, 6.88e-07, 1.68e-06, 8.09e-07, 2.24e-05, 4.36e-08, 4.62e-07, 2.23e-06, 2.85e-06, 3.11e-06, 1.37e-07, 1.16e-08, 1.93e-08, 2.09e-08, 0.00e+00, 0.00e+00, 4.93e-07, 3.81e-05]    [1.97e-07, 6.60e-07, 1.24e-06, 1.44e-06, 1.64e-06, 6.88e-07, 1.68e-06, 8.09e-07, 2.24e-05, 4.36e-08, 4.62e-07, 2.23e-06, 2.85e-06, 3.11e-06, 1.37e-07, 1.16e-08, 1.93e-08, 2.09e-08, 0.00e+00, 0.00e+00, 4.93e-07, 3.81e-05]    []  
268100    [3.17e-07, 1.04e-06, 1.28e-06, 1.30e-06, 1.61e-06, 1.05e-06, 1.49e-06, 6.10e-06, 1.94e-09, 1.07e-06, 2.33e-05, 2.11e-05, 1.45e-05, 2.21e-05, 0.00e+00, 0.00e+00, 4.72e-09, 0.00e+00, 0.00e+00, 3.98e-11, 3.72e-06, 4.40e-09]    [3.17e-07, 1.04e-06, 1.28e-06, 1.30e-06, 1.61e-06, 1.05e-06, 1.49e-06, 6.10e-06, 1.94e-09, 1.07e-06, 2.33e-05, 2.11e-05, 1.45e-05, 2.21e-05, 0.00e+00, 0.00e+00, 4.72e-09, 0.00e+00, 0.00e+00, 3.98e-11, 3.72e-06, 4.40e-09]    []  
268200    [2.53e-05, 6.93e-06, 3.77e-06, 4.68e-06, 5.19e-06, 4.89e-06, 3.06e-06, 8.89e-07, 3.22e-11, 4.29e-05, 1.10e-04, 3.03e-04, 5.92e-04, 2.16e-03, 3.46e-05, 2.95e-05, 9.53e-06, 8.76e-06, 8.24e-08, 4.68e-11, 5.55e-07, 4.72e-09]    [2.53e-05, 6.93e-06, 3.77e-06, 4.68e-06, 5.19e-06, 4.89e-06, 3.06e-06, 8.89e-07, 3.22e-11, 4.29e-05, 1.10e-04, 3.03e-04, 5.92e-04, 2.16e-03, 3.46e-05, 2.95e-05, 9.53e-06, 8.76e-06, 8.24e-08, 4.68e-11, 5.55e-07, 4.72e-09]    []  
268300    [1.16e-07, 6.43e-07, 1.31e-06, 1.34e-06, 1.58e-06, 6.71e-07, 1.59e-06, 4.63e-08, 3.54e-10, 9.06e-11, 1.72e-07, 1.66e-06, 1.76e-06, 2.88e-08, 1.28e-08, 1.57e-09, 1.29e-09, 2.42e-09, 2.68e-10, 6.60e-11, 1.94e-08, 1.49e-09]    [1.16e-07, 6.43e-07, 1.31e-06, 1.34e-06, 1.58e-06, 6.71e-07, 1.59e-06, 4.63e-08, 3.54e-10, 9.06e-11, 1.72e-07, 1.66e-06, 1.76e-06, 2.88e-08, 1.28e-08, 1.57e-09, 1.29e-09, 2.42e-09, 2.68e-10, 6.60e-11, 1.94e-08, 1.49e-09]    []  
268400    [2.16e-07, 7.83e-07, 1.40e-06, 1.50e-06, 1.72e-06, 7.21e-07, 1.65e-06, 2.58e-06, 1.33e-07, 1.59e-09, 2.51e-06, 3.14e-06, 1.03e-05, 8.28e-06, 1.10e-08, 0.00e+00, 2.79e-09, 0.00e+00, 1.24e-07, 9.46e-09, 8.12e-07, 6.33e-08]    [2.16e-07, 7.83e-07, 1.40e-06, 1.50e-06, 1.72e-06, 7.21e-07, 1.65e-06, 2.58e-06, 1.33e-07, 1.59e-09, 2.51e-06, 3.14e-06, 1.03e-05, 8.28e-06, 1.10e-08, 0.00e+00, 2.79e-09, 0.00e+00, 1.24e-07, 9.46e-09, 8.12e-07, 6.33e-08]    []  
268500    [9.50e-06, 4.98e-06, 2.23e-06, 3.56e-06, 1.98e-06, 3.62e-06, 1.53e-06, 1.35e-04, 3.98e-07, 1.26e-05, 2.46e-05, 1.16e-04, 1.65e-04, 6.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-05, 0.00e+00, 6.99e-05, 4.99e-07]    [9.50e-06, 4.98e-06, 2.23e-06, 3.56e-06, 1.98e-06, 3.62e-06, 1.53e-06, 1.35e-04, 3.98e-07, 1.26e-05, 2.46e-05, 1.16e-04, 1.65e-04, 6.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-05, 0.00e+00, 6.99e-05, 4.99e-07]    []  
268600    [7.08e-07, 9.85e-07, 1.36e-06, 1.39e-06, 1.59e-06, 8.62e-07, 1.58e-06, 1.35e-09, 2.67e-11, 8.66e-07, 3.00e-06, 9.75e-06, 1.95e-05, 5.07e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.97e-11, 6.18e-11, 8.85e-09, 2.80e-09]    [7.08e-07, 9.85e-07, 1.36e-06, 1.39e-06, 1.59e-06, 8.62e-07, 1.58e-06, 1.35e-09, 2.67e-11, 8.66e-07, 3.00e-06, 9.75e-06, 1.95e-05, 5.07e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.97e-11, 6.18e-11, 8.85e-09, 2.80e-09]    []  
268700    [1.21e-06, 1.27e-06, 1.32e-06, 1.45e-06, 1.75e-06, 1.20e-06, 1.54e-06, 1.42e-05, 5.83e-08, 8.67e-07, 7.15e-06, 1.35e-05, 3.41e-05, 6.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-05, 5.88e-08]    [1.21e-06, 1.27e-06, 1.32e-06, 1.45e-06, 1.75e-06, 1.20e-06, 1.54e-06, 1.42e-05, 5.83e-08, 8.67e-07, 7.15e-06, 1.35e-05, 3.41e-05, 6.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-05, 5.88e-08]    []  
268800    [2.93e-07, 8.13e-07, 1.34e-06, 1.32e-06, 1.63e-06, 6.69e-07, 1.71e-06, 1.20e-06, 2.75e-07, 2.71e-07, 3.47e-06, 3.85e-06, 4.91e-06, 2.67e-07, 1.28e-08, 0.00e+00, 1.96e-09, 0.00e+00, 0.00e+00, 9.86e-11, 2.05e-06, 5.76e-09]    [2.93e-07, 8.13e-07, 1.34e-06, 1.32e-06, 1.63e-06, 6.69e-07, 1.71e-06, 1.20e-06, 2.75e-07, 2.71e-07, 3.47e-06, 3.85e-06, 4.91e-06, 2.67e-07, 1.28e-08, 0.00e+00, 1.96e-09, 0.00e+00, 0.00e+00, 9.86e-11, 2.05e-06, 5.76e-09]    []  
268900    [1.94e-06, 1.54e-06, 1.74e-06, 1.26e-06, 2.22e-06, 9.45e-07, 1.91e-06, 1.38e-06, 7.59e-09, 3.14e-06, 3.10e-05, 2.90e-05, 2.27e-05, 1.91e-05, 5.24e-08, 8.03e-07, 0.00e+00, 0.00e+00, 2.70e-08, 3.36e-10, 1.55e-07, 1.63e-09]    [1.94e-06, 1.54e-06, 1.74e-06, 1.26e-06, 2.22e-06, 9.45e-07, 1.91e-06, 1.38e-06, 7.59e-09, 3.14e-06, 3.10e-05, 2.90e-05, 2.27e-05, 1.91e-05, 5.24e-08, 8.03e-07, 0.00e+00, 0.00e+00, 2.70e-08, 3.36e-10, 1.55e-07, 1.63e-09]    []  
269000    [2.97e-07, 6.31e-07, 1.29e-06, 1.28e-06, 1.65e-06, 6.87e-07, 1.66e-06, 4.16e-08, 2.25e-10, 2.06e-07, 1.66e-06, 3.78e-06, 8.89e-06, 1.43e-05, 2.31e-07, 4.94e-08, 6.65e-08, 6.40e-08, 2.27e-10, 2.35e-10, 2.80e-08, 1.28e-09]    [2.97e-07, 6.31e-07, 1.29e-06, 1.28e-06, 1.65e-06, 6.87e-07, 1.66e-06, 4.16e-08, 2.25e-10, 2.06e-07, 1.66e-06, 3.78e-06, 8.89e-06, 1.43e-05, 2.31e-07, 4.94e-08, 6.65e-08, 6.40e-08, 2.27e-10, 2.35e-10, 2.80e-08, 1.28e-09]    []  
269100    [9.46e-08, 6.69e-07, 1.34e-06, 1.35e-06, 1.66e-06, 6.48e-07, 1.68e-06, 1.21e-07, 1.82e-10, 3.54e-09, 2.78e-07, 2.16e-06, 2.20e-06, 1.09e-07, 1.90e-10, 2.93e-11, 9.72e-10, 2.58e-10, 2.00e-11, 1.16e-10, 7.52e-09, 7.03e-10]    [9.46e-08, 6.69e-07, 1.34e-06, 1.35e-06, 1.66e-06, 6.48e-07, 1.68e-06, 1.21e-07, 1.82e-10, 3.54e-09, 2.78e-07, 2.16e-06, 2.20e-06, 1.09e-07, 1.90e-10, 2.93e-11, 9.72e-10, 2.58e-10, 2.00e-11, 1.16e-10, 7.52e-09, 7.03e-10]    []  
269200    [1.37e-06, 1.37e-06, 1.76e-06, 1.59e-06, 1.62e-06, 1.19e-06, 1.62e-06, 2.72e-06, 1.47e-04, 1.39e-06, 1.19e-05, 1.84e-05, 5.55e-05, 1.01e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.55e-05, 2.15e-06, 1.11e-04]    [1.37e-06, 1.37e-06, 1.76e-06, 1.59e-06, 1.62e-06, 1.19e-06, 1.62e-06, 2.72e-06, 1.47e-04, 1.39e-06, 1.19e-05, 1.84e-05, 5.55e-05, 1.01e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.55e-05, 2.15e-06, 1.11e-04]    []  
269300    [6.46e-06, 3.55e-06, 1.96e-06, 2.88e-06, 1.83e-06, 2.55e-06, 1.61e-06, 5.35e-08, 4.66e-08, 7.92e-06, 2.30e-05, 7.64e-05, 1.46e-04, 4.58e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-11, 4.24e-08, 2.05e-08]    [6.46e-06, 3.55e-06, 1.96e-06, 2.88e-06, 1.83e-06, 2.55e-06, 1.61e-06, 5.35e-08, 4.66e-08, 7.92e-06, 2.30e-05, 7.64e-05, 1.46e-04, 4.58e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-11, 4.24e-08, 2.05e-08]    []  
269400    [1.75e-06, 1.67e-06, 1.52e-06, 1.58e-06, 1.91e-06, 1.13e-06, 1.53e-06, 2.78e-06, 1.61e-09, 2.09e-06, 1.33e-05, 1.78e-05, 5.88e-05, 1.10e-04, 3.07e-06, 2.65e-07, 2.24e-07, 9.71e-07, 0.00e+00, 1.17e-09, 2.27e-06, 6.44e-09]    [1.75e-06, 1.67e-06, 1.52e-06, 1.58e-06, 1.91e-06, 1.13e-06, 1.53e-06, 2.78e-06, 1.61e-09, 2.09e-06, 1.33e-05, 1.78e-05, 5.88e-05, 1.10e-04, 3.07e-06, 2.65e-07, 2.24e-07, 9.71e-07, 0.00e+00, 1.17e-09, 2.27e-06, 6.44e-09]    []  
269500    [4.47e-06, 1.66e-06, 1.40e-06, 1.84e-06, 2.37e-06, 1.16e-06, 1.68e-06, 1.21e-05, 2.11e-07, 5.06e-06, 2.37e-05, 4.15e-05, 9.68e-05, 1.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.35e-07, 1.25e-06, 0.00e+00, 7.25e-06, 7.83e-07]    [4.47e-06, 1.66e-06, 1.40e-06, 1.84e-06, 2.37e-06, 1.16e-06, 1.68e-06, 1.21e-05, 2.11e-07, 5.06e-06, 2.37e-05, 4.15e-05, 9.68e-05, 1.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.35e-07, 1.25e-06, 0.00e+00, 7.25e-06, 7.83e-07]    []  
269600    [1.01e-07, 6.71e-07, 1.32e-06, 1.26e-06, 1.64e-06, 6.54e-07, 1.62e-06, 8.61e-08, 4.48e-09, 1.22e-09, 1.31e-07, 1.85e-06, 2.06e-06, 6.87e-08, 1.75e-08, 2.47e-09, 1.22e-09, 1.67e-09, 2.62e-09, 4.68e-11, 1.60e-08, 2.00e-09]    [1.01e-07, 6.71e-07, 1.32e-06, 1.26e-06, 1.64e-06, 6.54e-07, 1.62e-06, 8.61e-08, 4.48e-09, 1.22e-09, 1.31e-07, 1.85e-06, 2.06e-06, 6.87e-08, 1.75e-08, 2.47e-09, 1.22e-09, 1.67e-09, 2.62e-09, 4.68e-11, 1.60e-08, 2.00e-09]    []  
269700    [2.54e-07, 7.26e-07, 1.25e-06, 1.39e-06, 1.76e-06, 6.55e-07, 2.02e-06, 7.21e-08, 7.16e-06, 2.32e-07, 1.61e-06, 3.78e-06, 2.72e-06, 5.48e-06, 2.24e-07, 4.12e-10, 3.54e-09, 5.26e-09, 0.00e+00, 3.00e-07, 8.84e-08, 1.81e-06]    [2.54e-07, 7.26e-07, 1.25e-06, 1.39e-06, 1.76e-06, 6.55e-07, 2.02e-06, 7.21e-08, 7.16e-06, 2.32e-07, 1.61e-06, 3.78e-06, 2.72e-06, 5.48e-06, 2.24e-07, 4.12e-10, 3.54e-09, 5.26e-09, 0.00e+00, 3.00e-07, 8.84e-08, 1.81e-06]    []  
269800    [1.70e-06, 1.18e-06, 1.45e-06, 1.44e-06, 2.01e-06, 7.98e-07, 2.00e-06, 5.63e-06, 1.07e-09, 1.88e-06, 9.87e-06, 2.01e-05, 9.72e-06, 8.79e-05, 1.64e-06, 6.39e-07, 1.28e-07, 2.79e-07, 2.35e-07, 5.66e-10, 1.47e-06, 2.41e-09]    [1.70e-06, 1.18e-06, 1.45e-06, 1.44e-06, 2.01e-06, 7.98e-07, 2.00e-06, 5.63e-06, 1.07e-09, 1.88e-06, 9.87e-06, 2.01e-05, 9.72e-06, 8.79e-05, 1.64e-06, 6.39e-07, 1.28e-07, 2.79e-07, 2.35e-07, 5.66e-10, 1.47e-06, 2.41e-09]    []  
269900    [2.66e-05, 1.18e-05, 4.04e-06, 7.59e-06, 3.10e-06, 8.45e-06, 1.85e-06, 2.19e-06, 1.36e-10, 3.44e-05, 8.13e-05, 3.21e-04, 5.17e-04, 1.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.45e-10, 2.16e-06, 1.96e-09]    [2.66e-05, 1.18e-05, 4.04e-06, 7.59e-06, 3.10e-06, 8.45e-06, 1.85e-06, 2.19e-06, 1.36e-10, 3.44e-05, 8.13e-05, 3.21e-04, 5.17e-04, 1.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.45e-10, 2.16e-06, 1.96e-09]    []  
270000    [8.12e-08, 6.70e-07, 1.30e-06, 1.28e-06, 1.65e-06, 6.63e-07, 1.72e-06, 6.24e-07, 1.95e-11, 1.60e-09, 4.00e-07, 2.19e-06, 3.02e-06, 1.23e-06, 2.89e-13, 2.22e-10, 0.00e+00, 1.98e-10, 0.00e+00, 1.30e-10, 6.62e-07, 1.20e-09]    [8.12e-08, 6.70e-07, 1.30e-06, 1.28e-06, 1.65e-06, 6.63e-07, 1.72e-06, 6.24e-07, 1.95e-11, 1.60e-09, 4.00e-07, 2.19e-06, 3.02e-06, 1.23e-06, 2.89e-13, 2.22e-10, 0.00e+00, 1.98e-10, 0.00e+00, 1.30e-10, 6.62e-07, 1.20e-09]    []  

Best model at step 260657:
  train loss: 4.57e-06
  test loss: 4.57e-06
  test metric: []

'train' took 41.852420 s

Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
270000    [8.12e-08, 6.70e-07, 1.30e-06, 1.28e-06, 1.65e-06, 6.63e-07, 1.72e-06, 6.24e-07, 1.95e-11, 1.60e-09, 4.00e-07, 2.19e-06, 3.02e-06, 1.23e-06, 2.89e-13, 2.22e-10, 0.00e+00, 1.98e-10, 0.00e+00, 1.30e-10, 6.62e-07, 1.20e-09]    [8.12e-08, 6.70e-07, 1.30e-06, 1.28e-06, 1.65e-06, 6.63e-07, 1.72e-06, 6.24e-07, 1.95e-11, 1.60e-09, 4.00e-07, 2.19e-06, 3.02e-06, 1.23e-06, 2.89e-13, 2.22e-10, 0.00e+00, 1.98e-10, 0.00e+00, 1.30e-10, 6.62e-07, 1.20e-09]    []  
270100    [1.47e-07, 7.92e-07, 1.35e-06, 1.36e-06, 1.69e-06, 7.28e-07, 1.76e-06, 6.11e-08, 5.94e-09, 1.82e-07, 5.94e-07, 3.37e-06, 3.86e-06, 9.95e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-08, 3.62e-11, 6.57e-08, 4.62e-09]    [1.47e-07, 7.92e-07, 1.35e-06, 1.36e-06, 1.69e-06, 7.28e-07, 1.76e-06, 6.11e-08, 5.94e-09, 1.82e-07, 5.94e-07, 3.37e-06, 3.86e-06, 9.95e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-08, 3.62e-11, 6.57e-08, 4.62e-09]    []  
270200    [3.44e-07, 9.65e-07, 1.47e-06, 1.39e-06, 1.64e-06, 8.32e-07, 1.68e-06, 9.01e-07, 5.08e-08, 1.36e-07, 6.42e-07, 7.60e-06, 7.87e-06, 2.68e-05, 0.00e+00, 0.00e+00, 1.89e-09, 0.00e+00, 6.93e-08, 3.84e-09, 4.62e-07, 2.54e-08]    [3.44e-07, 9.65e-07, 1.47e-06, 1.39e-06, 1.64e-06, 8.32e-07, 1.68e-06, 9.01e-07, 5.08e-08, 1.36e-07, 6.42e-07, 7.60e-06, 7.87e-06, 2.68e-05, 0.00e+00, 0.00e+00, 1.89e-09, 0.00e+00, 6.93e-08, 3.84e-09, 4.62e-07, 2.54e-08]    []  
270300    [1.24e-04, 2.15e-05, 5.22e-06, 1.47e-05, 1.50e-05, 7.45e-06, 4.85e-06, 5.72e-06, 6.08e-04, 1.62e-04, 3.67e-04, 6.80e-04, 8.96e-04, 3.88e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.38e-05, 1.17e-03]    [1.24e-04, 2.15e-05, 5.22e-06, 1.47e-05, 1.50e-05, 7.45e-06, 4.85e-06, 5.72e-06, 6.08e-04, 1.62e-04, 3.67e-04, 6.80e-04, 8.96e-04, 3.88e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.38e-05, 1.17e-03]    []  
270400    [1.88e-07, 6.37e-07, 1.34e-06, 2.50e-06, 2.46e-06, 4.56e-07, 3.71e-06, 1.05e-08, 1.06e-07, 3.71e-07, 6.08e-07, 4.06e-06, 3.67e-06, 1.81e-08, 5.51e-09, 0.00e+00, 4.51e-11, 4.61e-09, 0.00e+00, 1.22e-10, 1.50e-08, 1.52e-07]    [1.88e-07, 6.37e-07, 1.34e-06, 2.50e-06, 2.46e-06, 4.56e-07, 3.71e-06, 1.05e-08, 1.06e-07, 3.71e-07, 6.08e-07, 4.06e-06, 3.67e-06, 1.81e-08, 5.51e-09, 0.00e+00, 4.51e-11, 4.61e-09, 0.00e+00, 1.22e-10, 1.50e-08, 1.52e-07]    []  
270500    [1.01e-07, 7.28e-07, 1.31e-06, 2.05e-06, 2.10e-06, 5.27e-07, 2.88e-06, 2.51e-04, 4.60e-11, 5.65e-09, 3.76e-07, 2.83e-06, 2.98e-06, 6.86e-09, 2.49e-08, 4.05e-10, 1.48e-10, 2.05e-09, 3.12e-05, 6.80e-10, 1.49e-04, 5.68e-09]    [1.01e-07, 7.28e-07, 1.31e-06, 2.05e-06, 2.10e-06, 5.27e-07, 2.88e-06, 2.51e-04, 4.60e-11, 5.65e-09, 3.76e-07, 2.83e-06, 2.98e-06, 6.86e-09, 2.49e-08, 4.05e-10, 1.48e-10, 2.05e-09, 3.12e-05, 6.80e-10, 1.49e-04, 5.68e-09]    []  
270600    [5.83e-08, 5.69e-07, 1.30e-06, 1.56e-06, 1.89e-06, 6.27e-07, 2.41e-06, 4.16e-08, 4.63e-12, 6.14e-11, 2.01e-07, 2.44e-06, 2.60e-06, 3.51e-09, 1.96e-08, 2.74e-10, 1.00e-10, 8.79e-10, 1.30e-10, 2.63e-10, 1.10e-08, 2.61e-09]    [5.83e-08, 5.69e-07, 1.30e-06, 1.56e-06, 1.89e-06, 6.27e-07, 2.41e-06, 4.16e-08, 4.63e-12, 6.14e-11, 2.01e-07, 2.44e-06, 2.60e-06, 3.51e-09, 1.96e-08, 2.74e-10, 1.00e-10, 8.79e-10, 1.30e-10, 2.63e-10, 1.10e-08, 2.61e-09]    []  
270700    [6.90e-05, 2.19e-05, 7.01e-06, 1.64e-05, 1.28e-05, 1.23e-05, 3.19e-06, 1.02e-05, 3.64e-08, 1.61e-04, 1.93e-04, 8.76e-04, 8.89e-04, 5.08e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.68e-07, 7.49e-11, 2.86e-06, 1.01e-08]    [6.90e-05, 2.19e-05, 7.01e-06, 1.64e-05, 1.28e-05, 1.23e-05, 3.19e-06, 1.02e-05, 3.64e-08, 1.61e-04, 1.93e-04, 8.76e-04, 8.89e-04, 5.08e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.68e-07, 7.49e-11, 2.86e-06, 1.01e-08]    []  
270800    [1.63e-07, 9.55e-07, 1.43e-06, 1.17e-06, 1.94e-06, 8.97e-07, 2.54e-06, 8.27e-05, 8.07e-11, 1.21e-10, 1.31e-07, 3.09e-06, 3.17e-06, 4.04e-08, 3.05e-08, 5.57e-08, 6.39e-09, 1.42e-11, 0.00e+00, 2.10e-10, 7.26e-05, 9.95e-10]    [1.63e-07, 9.55e-07, 1.43e-06, 1.17e-06, 1.94e-06, 8.97e-07, 2.54e-06, 8.27e-05, 8.07e-11, 1.21e-10, 1.31e-07, 3.09e-06, 3.17e-06, 4.04e-08, 3.05e-08, 5.57e-08, 6.39e-09, 1.42e-11, 0.00e+00, 2.10e-10, 7.26e-05, 9.95e-10]    []  
270900    [7.81e-08, 8.91e-07, 1.33e-06, 9.43e-07, 1.75e-06, 9.55e-07, 2.22e-06, 2.14e-07, 1.02e-11, 1.86e-10, 7.55e-08, 2.71e-06, 2.86e-06, 7.16e-09, 1.84e-08, 1.87e-08, 7.10e-10, 2.59e-11, 7.59e-12, 8.76e-11, 4.03e-08, 6.81e-10]    [7.81e-08, 8.91e-07, 1.33e-06, 9.43e-07, 1.75e-06, 9.55e-07, 2.22e-06, 2.14e-07, 1.02e-11, 1.86e-10, 7.55e-08, 2.71e-06, 2.86e-06, 7.16e-09, 1.84e-08, 1.87e-08, 7.10e-10, 2.59e-11, 7.59e-12, 8.76e-11, 4.03e-08, 6.81e-10]    []  
271000    [9.75e-08, 8.21e-07, 1.26e-06, 7.84e-07, 1.57e-06, 9.24e-07, 1.95e-06, 3.85e-09, 8.34e-11, 6.81e-08, 2.30e-07, 3.22e-06, 3.84e-06, 3.76e-06, 0.00e+00, 2.16e-09, 0.00e+00, 0.00e+00, 1.05e-09, 4.66e-11, 9.61e-09, 9.89e-10]    [9.75e-08, 8.21e-07, 1.26e-06, 7.84e-07, 1.57e-06, 9.24e-07, 1.95e-06, 3.85e-09, 8.34e-11, 6.81e-08, 2.30e-07, 3.22e-06, 3.84e-06, 3.76e-06, 0.00e+00, 2.16e-09, 0.00e+00, 0.00e+00, 1.05e-09, 4.66e-11, 9.61e-09, 9.89e-10]    []  
271100    [1.05e-07, 6.70e-07, 1.32e-06, 8.63e-07, 1.55e-06, 6.71e-07, 1.79e-06, 3.14e-10, 6.81e-10, 9.73e-13, 3.29e-07, 3.06e-06, 3.32e-06, 4.48e-07, 5.25e-09, 9.88e-10, 6.04e-12, 1.27e-09, 4.74e-12, 8.37e-11, 1.04e-08, 4.85e-10]    [1.05e-07, 6.70e-07, 1.32e-06, 8.63e-07, 1.55e-06, 6.71e-07, 1.79e-06, 3.14e-10, 6.81e-10, 9.73e-13, 3.29e-07, 3.06e-06, 3.32e-06, 4.48e-07, 5.25e-09, 9.88e-10, 6.04e-12, 1.27e-09, 4.74e-12, 8.37e-11, 1.04e-08, 4.85e-10]    []  
271200    [6.82e-08, 5.79e-07, 1.24e-06, 7.43e-07, 1.37e-06, 8.03e-07, 1.52e-06, 1.89e-06, 4.03e-11, 1.54e-09, 1.42e-07, 2.39e-06, 2.51e-06, 1.27e-08, 2.20e-08, 1.22e-09, 2.74e-10, 8.63e-10, 1.41e-07, 2.21e-11, 9.35e-07, 4.82e-10]    [6.82e-08, 5.79e-07, 1.24e-06, 7.43e-07, 1.37e-06, 8.03e-07, 1.52e-06, 1.89e-06, 4.03e-11, 1.54e-09, 1.42e-07, 2.39e-06, 2.51e-06, 1.27e-08, 2.20e-08, 1.22e-09, 2.74e-10, 8.63e-10, 1.41e-07, 2.21e-11, 9.35e-07, 4.82e-10]    []  
271300    [4.25e-07, 6.33e-07, 1.27e-06, 9.26e-07, 1.42e-06, 6.75e-07, 1.53e-06, 7.67e-07, 1.46e-05, 2.61e-07, 4.10e-06, 5.75e-06, 1.51e-05, 1.97e-05, 3.32e-07, 4.23e-08, 1.22e-07, 1.28e-07, 4.86e-08, 0.00e+00, 3.24e-07, 1.46e-05]    [4.25e-07, 6.33e-07, 1.27e-06, 9.26e-07, 1.42e-06, 6.75e-07, 1.53e-06, 7.67e-07, 1.46e-05, 2.61e-07, 4.10e-06, 5.75e-06, 1.51e-05, 1.97e-05, 3.32e-07, 4.23e-08, 1.22e-07, 1.28e-07, 4.86e-08, 0.00e+00, 3.24e-07, 1.46e-05]    []  
271400    [3.00e-06, 1.40e-06, 1.77e-06, 2.03e-06, 2.31e-06, 1.34e-06, 1.67e-06, 3.92e-07, 6.23e-09, 9.65e-06, 2.04e-05, 3.97e-05, 1.70e-05, 1.77e-04, 6.93e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.38e-08, 1.53e-09, 2.26e-07, 9.43e-09]    [3.00e-06, 1.40e-06, 1.77e-06, 2.03e-06, 2.31e-06, 1.34e-06, 1.67e-06, 3.92e-07, 6.23e-09, 9.65e-06, 2.04e-05, 3.97e-05, 1.70e-05, 1.77e-04, 6.93e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.38e-08, 1.53e-09, 2.26e-07, 9.43e-09]    []  
271500    [9.38e-08, 5.14e-07, 1.29e-06, 7.82e-07, 1.19e-06, 6.68e-07, 1.21e-06, 4.25e-08, 3.62e-10, 4.25e-08, 4.04e-07, 2.55e-06, 3.42e-06, 2.86e-06, 0.00e+00, 6.29e-10, 0.00e+00, 4.42e-10, 2.32e-10, 1.98e-11, 2.40e-08, 1.34e-09]    [9.38e-08, 5.14e-07, 1.29e-06, 7.82e-07, 1.19e-06, 6.68e-07, 1.21e-06, 4.25e-08, 3.62e-10, 4.25e-08, 4.04e-07, 2.55e-06, 3.42e-06, 2.86e-06, 0.00e+00, 6.29e-10, 0.00e+00, 4.42e-10, 2.32e-10, 1.98e-11, 2.40e-08, 1.34e-09]    []  
271600    [1.14e-07, 4.70e-07, 1.28e-06, 7.90e-07, 1.20e-06, 6.25e-07, 1.33e-06, 2.44e-07, 3.38e-07, 2.73e-08, 2.26e-07, 2.11e-06, 2.12e-06, 7.54e-07, 4.46e-08, 1.74e-09, 3.03e-09, 2.75e-09, 3.83e-09, 5.44e-08, 1.99e-08, 3.48e-07]    [1.14e-07, 4.70e-07, 1.28e-06, 7.90e-07, 1.20e-06, 6.25e-07, 1.33e-06, 2.44e-07, 3.38e-07, 2.73e-08, 2.26e-07, 2.11e-06, 2.12e-06, 7.54e-07, 4.46e-08, 1.74e-09, 3.03e-09, 2.75e-09, 3.83e-09, 5.44e-08, 1.99e-08, 3.48e-07]    []  
271700    [3.61e-07, 5.37e-07, 1.27e-06, 8.91e-07, 1.20e-06, 5.86e-07, 1.26e-06, 2.84e-09, 4.41e-12, 1.56e-07, 4.77e-06, 5.48e-06, 1.49e-05, 1.32e-05, 3.18e-07, 1.53e-08, 8.04e-08, 8.61e-08, 1.23e-09, 1.66e-10, 8.96e-09, 7.69e-10]    [3.61e-07, 5.37e-07, 1.27e-06, 8.91e-07, 1.20e-06, 5.86e-07, 1.26e-06, 2.84e-09, 4.41e-12, 1.56e-07, 4.77e-06, 5.48e-06, 1.49e-05, 1.32e-05, 3.18e-07, 1.53e-08, 8.04e-08, 8.61e-08, 1.23e-09, 1.66e-10, 8.96e-09, 7.69e-10]    []  
271800    [3.98e-06, 2.01e-06, 1.53e-06, 2.07e-06, 1.43e-06, 1.44e-06, 1.36e-06, 1.42e-07, 1.29e-07, 5.24e-06, 4.83e-05, 5.74e-05, 2.03e-04, 2.76e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.52e-08, 1.02e-08, 3.03e-07, 6.62e-08]    [3.98e-06, 2.01e-06, 1.53e-06, 2.07e-06, 1.43e-06, 1.44e-06, 1.36e-06, 1.42e-07, 1.29e-07, 5.24e-06, 4.83e-05, 5.74e-05, 2.03e-04, 2.76e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.52e-08, 1.02e-08, 3.03e-07, 6.62e-08]    []  
271900    [7.95e-08, 4.28e-07, 1.32e-06, 7.04e-07, 1.10e-06, 6.81e-07, 1.07e-06, 1.55e-09, 1.12e-09, 2.53e-08, 2.99e-07, 2.11e-06, 2.58e-06, 1.69e-06, 5.78e-11, 1.59e-09, 0.00e+00, 7.45e-10, 0.00e+00, 1.02e-11, 1.08e-07, 1.09e-09]    [7.95e-08, 4.28e-07, 1.32e-06, 7.04e-07, 1.10e-06, 6.81e-07, 1.07e-06, 1.55e-09, 1.12e-09, 2.53e-08, 2.99e-07, 2.11e-06, 2.58e-06, 1.69e-06, 5.78e-11, 1.59e-09, 0.00e+00, 7.45e-10, 0.00e+00, 1.02e-11, 1.08e-07, 1.09e-09]    []  
272000    [1.22e-07, 4.18e-07, 1.29e-06, 7.38e-07, 1.12e-06, 6.08e-07, 1.27e-06, 9.66e-08, 7.95e-09, 1.42e-07, 5.08e-07, 2.26e-06, 1.98e-06, 7.87e-07, 5.44e-08, 1.74e-09, 1.30e-09, 2.98e-09, 3.16e-09, 2.23e-11, 1.85e-08, 1.71e-08]    [1.22e-07, 4.18e-07, 1.29e-06, 7.38e-07, 1.12e-06, 6.08e-07, 1.27e-06, 9.66e-08, 7.95e-09, 1.42e-07, 5.08e-07, 2.26e-06, 1.98e-06, 7.87e-07, 5.44e-08, 1.74e-09, 1.30e-09, 2.98e-09, 3.16e-09, 2.23e-11, 1.85e-08, 1.71e-08]    []  

Best model at step 260657:
  train loss: 4.57e-06
  test loss: 4.57e-06
  test metric: []

'train' took 40.235627 s

Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
272000    [1.22e-07, 4.18e-07, 1.29e-06, 7.38e-07, 1.12e-06, 6.08e-07, 1.27e-06, 9.66e-08, 7.95e-09, 1.42e-07, 5.08e-07, 2.26e-06, 1.98e-06, 7.87e-07, 5.44e-08, 1.74e-09, 1.30e-09, 2.98e-09, 3.16e-09, 2.23e-11, 1.85e-08, 1.71e-08]    [1.22e-07, 4.18e-07, 1.29e-06, 7.38e-07, 1.12e-06, 6.08e-07, 1.27e-06, 9.66e-08, 7.95e-09, 1.42e-07, 5.08e-07, 2.26e-06, 1.98e-06, 7.87e-07, 5.44e-08, 1.74e-09, 1.30e-09, 2.98e-09, 3.16e-09, 2.23e-11, 1.85e-08, 1.71e-08]    []  
272100    [1.98e-07, 4.42e-07, 1.28e-06, 7.44e-07, 1.16e-06, 5.66e-07, 1.21e-06, 3.99e-06, 2.81e-10, 1.55e-07, 1.40e-06, 3.16e-06, 6.32e-06, 5.01e-06, 4.95e-08, 4.92e-09, 2.26e-08, 1.60e-08, 0.00e+00, 5.46e-11, 3.70e-06, 9.51e-10]    [1.98e-07, 4.42e-07, 1.28e-06, 7.44e-07, 1.16e-06, 5.66e-07, 1.21e-06, 3.99e-06, 2.81e-10, 1.55e-07, 1.40e-06, 3.16e-06, 6.32e-06, 5.01e-06, 4.95e-08, 4.92e-09, 2.26e-08, 1.60e-08, 0.00e+00, 5.46e-11, 3.70e-06, 9.51e-10]    []  
272200    [4.05e-06, 1.29e-06, 1.59e-06, 1.85e-06, 1.76e-06, 1.09e-06, 1.25e-06, 2.36e-05, 6.73e-08, 1.93e-06, 1.02e-04, 7.82e-05, 2.78e-04, 2.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-06, 0.00e+00, 1.23e-05, 1.40e-07]    [4.05e-06, 1.29e-06, 1.59e-06, 1.85e-06, 1.76e-06, 1.09e-06, 1.25e-06, 2.36e-05, 6.73e-08, 1.93e-06, 1.02e-04, 7.82e-05, 2.78e-04, 2.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-06, 0.00e+00, 1.23e-05, 1.40e-07]    []  
272300    [3.61e-06, 1.01e-06, 1.72e-06, 9.69e-07, 1.56e-06, 1.01e-06, 1.34e-06, 9.22e-06, 5.26e-08, 6.29e-06, 9.38e-06, 3.54e-05, 4.42e-05, 2.22e-04, 3.08e-06, 2.12e-06, 8.96e-07, 8.51e-07, 1.19e-06, 3.20e-09, 6.92e-06, 2.12e-08]    [3.61e-06, 1.01e-06, 1.72e-06, 9.69e-07, 1.56e-06, 1.01e-06, 1.34e-06, 9.22e-06, 5.26e-08, 6.29e-06, 9.38e-06, 3.54e-05, 4.42e-05, 2.22e-04, 3.08e-06, 2.12e-06, 8.96e-07, 8.51e-07, 1.19e-06, 3.20e-09, 6.92e-06, 2.12e-08]    []  
272400    [2.82e-06, 1.44e-06, 1.94e-06, 2.31e-06, 1.49e-06, 1.42e-06, 1.58e-06, 1.02e-06, 2.10e-05, 2.02e-06, 1.86e-05, 2.98e-05, 8.41e-05, 1.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.92e-06, 9.88e-07, 9.94e-06]    [2.82e-06, 1.44e-06, 1.94e-06, 2.31e-06, 1.49e-06, 1.42e-06, 1.58e-06, 1.02e-06, 2.10e-05, 2.02e-06, 1.86e-05, 2.98e-05, 8.41e-05, 1.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.92e-06, 9.88e-07, 9.94e-06]    []  
272500    [3.10e-05, 1.11e-05, 3.95e-06, 6.95e-06, 3.11e-06, 7.34e-06, 1.59e-06, 2.17e-04, 1.31e-08, 3.84e-05, 8.15e-05, 3.32e-04, 5.35e-04, 1.89e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-12, 2.30e-04, 1.09e-08]    [3.10e-05, 1.11e-05, 3.95e-06, 6.95e-06, 3.11e-06, 7.34e-06, 1.59e-06, 2.17e-04, 1.31e-08, 3.84e-05, 8.15e-05, 3.32e-04, 5.35e-04, 1.89e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-12, 2.30e-04, 1.09e-08]    []  
272600    [1.18e-07, 3.52e-07, 1.31e-06, 6.33e-07, 1.10e-06, 6.40e-07, 1.06e-06, 1.32e-07, 1.62e-09, 3.14e-08, 2.73e-07, 1.91e-06, 2.07e-06, 1.12e-06, 5.76e-08, 6.60e-09, 3.63e-09, 6.32e-09, 1.05e-09, 1.08e-10, 6.68e-09, 5.62e-10]    [1.18e-07, 3.52e-07, 1.31e-06, 6.33e-07, 1.10e-06, 6.40e-07, 1.06e-06, 1.32e-07, 1.62e-09, 3.14e-08, 2.73e-07, 1.91e-06, 2.07e-06, 1.12e-06, 5.76e-08, 6.60e-09, 3.63e-09, 6.32e-09, 1.05e-09, 1.08e-10, 6.68e-09, 5.62e-10]    []  
272700    [6.84e-08, 4.05e-07, 1.28e-06, 6.24e-07, 1.13e-06, 6.62e-07, 1.12e-06, 2.44e-07, 3.02e-05, 6.38e-08, 8.09e-07, 2.35e-06, 2.01e-06, 5.98e-07, 3.23e-10, 2.43e-09, 6.22e-11, 1.89e-10, 1.15e-08, 2.80e-06, 7.25e-08, 1.38e-05]    [6.84e-08, 4.05e-07, 1.28e-06, 6.24e-07, 1.13e-06, 6.62e-07, 1.12e-06, 2.44e-07, 3.02e-05, 6.38e-08, 8.09e-07, 2.35e-06, 2.01e-06, 5.98e-07, 3.23e-10, 2.43e-09, 6.22e-11, 1.89e-10, 1.15e-08, 2.80e-06, 7.25e-08, 1.38e-05]    []  
272800    [5.63e-07, 6.35e-07, 1.32e-06, 9.90e-07, 1.25e-06, 6.25e-07, 1.31e-06, 8.34e-07, 4.16e-08, 8.46e-07, 3.98e-06, 9.37e-06, 4.17e-06, 3.47e-05, 7.57e-07, 7.29e-08, 6.39e-08, 3.26e-08, 6.51e-08, 2.27e-10, 4.34e-07, 1.19e-08]    [5.63e-07, 6.35e-07, 1.32e-06, 9.90e-07, 1.25e-06, 6.25e-07, 1.31e-06, 8.34e-07, 4.16e-08, 8.46e-07, 3.98e-06, 9.37e-06, 4.17e-06, 3.47e-05, 7.57e-07, 7.29e-08, 6.39e-08, 3.26e-08, 6.51e-08, 2.27e-10, 4.34e-07, 1.19e-08]    []  
272900    [2.01e-05, 8.05e-06, 2.92e-06, 6.46e-06, 2.73e-06, 5.11e-06, 1.39e-06, 3.00e-05, 2.66e-05, 4.27e-05, 2.91e-05, 2.35e-04, 2.66e-04, 1.23e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-05, 2.80e-05, 4.70e-05]    [2.01e-05, 8.05e-06, 2.92e-06, 6.46e-06, 2.73e-06, 5.11e-06, 1.39e-06, 3.00e-05, 2.66e-05, 4.27e-05, 2.91e-05, 2.35e-04, 2.66e-04, 1.23e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-05, 2.80e-05, 4.70e-05]    []  
273000    [1.76e-05, 6.65e-06, 2.80e-06, 4.62e-06, 2.08e-06, 4.49e-06, 1.34e-06, 7.90e-05, 2.24e-08, 2.42e-05, 4.11e-05, 1.87e-04, 2.91e-04, 1.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.92e-06, 0.00e+00, 4.11e-05, 4.04e-08]    [1.76e-05, 6.65e-06, 2.80e-06, 4.62e-06, 2.08e-06, 4.49e-06, 1.34e-06, 7.90e-05, 2.24e-08, 2.42e-05, 4.11e-05, 1.87e-04, 2.91e-04, 1.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.92e-06, 0.00e+00, 4.11e-05, 4.04e-08]    []  
273100    [3.37e-07, 3.49e-07, 1.30e-06, 5.87e-07, 1.11e-06, 6.59e-07, 1.07e-06, 3.84e-08, 9.70e-10, 2.92e-07, 1.16e-06, 3.81e-06, 7.31e-06, 1.45e-05, 2.26e-07, 7.16e-08, 6.20e-08, 5.77e-08, 2.28e-10, 1.94e-10, 5.74e-09, 9.75e-10]    [3.37e-07, 3.49e-07, 1.30e-06, 5.87e-07, 1.11e-06, 6.59e-07, 1.07e-06, 3.84e-08, 9.70e-10, 2.92e-07, 1.16e-06, 3.81e-06, 7.31e-06, 1.45e-05, 2.26e-07, 7.16e-08, 6.20e-08, 5.77e-08, 2.28e-10, 1.94e-10, 5.74e-09, 9.75e-10]    []  
273200    [1.56e-07, 3.43e-07, 1.29e-06, 5.96e-07, 1.13e-06, 6.60e-07, 1.05e-06, 6.40e-08, 1.76e-11, 7.89e-08, 3.24e-07, 2.06e-06, 2.28e-06, 2.05e-06, 6.59e-08, 2.37e-08, 5.74e-09, 9.42e-09, 0.00e+00, 1.35e-11, 7.54e-08, 3.19e-10]    [1.56e-07, 3.43e-07, 1.29e-06, 5.96e-07, 1.13e-06, 6.60e-07, 1.05e-06, 6.40e-08, 1.76e-11, 7.89e-08, 3.24e-07, 2.06e-06, 2.28e-06, 2.05e-06, 6.59e-08, 2.37e-08, 5.74e-09, 9.42e-09, 0.00e+00, 1.35e-11, 7.54e-08, 3.19e-10]    []  
273300    [1.40e-07, 3.43e-07, 1.27e-06, 5.78e-07, 1.19e-06, 6.31e-07, 1.12e-06, 1.02e-06, 1.92e-06, 6.81e-08, 2.31e-06, 3.27e-06, 5.46e-06, 2.11e-06, 0.00e+00, 5.95e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.62e-07, 6.84e-07, 1.49e-06]    [1.40e-07, 3.43e-07, 1.27e-06, 5.78e-07, 1.19e-06, 6.31e-07, 1.12e-06, 1.02e-06, 1.92e-06, 6.81e-08, 2.31e-06, 3.27e-06, 5.46e-06, 2.11e-06, 0.00e+00, 5.95e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.62e-07, 6.84e-07, 1.49e-06]    []  
273400    [1.70e-06, 1.13e-06, 1.37e-06, 1.25e-06, 1.28e-06, 1.05e-06, 1.26e-06, 2.95e-09, 3.44e-07, 2.94e-06, 8.48e-06, 2.56e-05, 1.58e-05, 1.25e-04, 3.05e-06, 5.56e-07, 2.77e-07, 3.07e-07, 3.35e-10, 2.40e-08, 4.81e-09, 1.48e-07]    [1.70e-06, 1.13e-06, 1.37e-06, 1.25e-06, 1.28e-06, 1.05e-06, 1.26e-06, 2.95e-09, 3.44e-07, 2.94e-06, 8.48e-06, 2.56e-05, 1.58e-05, 1.25e-04, 3.05e-06, 5.56e-07, 2.77e-07, 3.07e-07, 3.35e-10, 2.40e-08, 4.81e-09, 1.48e-07]    []  
273500    [3.40e-06, 1.67e-06, 1.12e-06, 1.85e-06, 1.41e-06, 1.58e-06, 1.29e-06, 1.45e-06, 5.70e-05, 4.67e-06, 8.74e-06, 4.57e-05, 2.25e-05, 1.87e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.22e-07, 0.00e+00, 7.87e-07, 6.25e-05]    [3.40e-06, 1.67e-06, 1.12e-06, 1.85e-06, 1.41e-06, 1.58e-06, 1.29e-06, 1.45e-06, 5.70e-05, 4.67e-06, 8.74e-06, 4.57e-05, 2.25e-05, 1.87e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.22e-07, 0.00e+00, 7.87e-07, 6.25e-05]    []  
273600    [2.04e-05, 7.54e-06, 3.01e-06, 4.81e-06, 2.38e-06, 5.14e-06, 1.34e-06, 6.33e-04, 2.43e-07, 1.85e-05, 8.04e-05, 2.19e-04, 4.53e-04, 1.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.83e-04, 3.00e-07]    [2.04e-05, 7.54e-06, 3.01e-06, 4.81e-06, 2.38e-06, 5.14e-06, 1.34e-06, 6.33e-04, 2.43e-07, 1.85e-05, 8.04e-05, 2.19e-04, 4.53e-04, 1.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.83e-04, 3.00e-07]    []  
273700    [9.70e-08, 3.07e-07, 1.23e-06, 5.41e-07, 1.09e-06, 6.80e-07, 9.90e-07, 3.23e-08, 1.52e-10, 9.33e-09, 2.18e-07, 1.76e-06, 1.74e-06, 1.15e-07, 1.55e-08, 5.57e-09, 3.69e-10, 4.67e-09, 1.91e-10, 5.23e-11, 9.31e-09, 2.95e-10]    [9.70e-08, 3.07e-07, 1.23e-06, 5.41e-07, 1.09e-06, 6.80e-07, 9.90e-07, 3.23e-08, 1.52e-10, 9.33e-09, 2.18e-07, 1.76e-06, 1.74e-06, 1.15e-07, 1.55e-08, 5.57e-09, 3.69e-10, 4.67e-09, 1.91e-10, 5.23e-11, 9.31e-09, 2.95e-10]    []  
273800    [1.81e-07, 4.28e-07, 1.13e-06, 6.10e-07, 1.12e-06, 7.43e-07, 1.09e-06, 2.63e-07, 4.52e-07, 4.12e-07, 1.12e-06, 4.42e-06, 2.13e-06, 8.00e-06, 0.00e+00, 1.29e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.84e-08, 6.19e-07]    [1.81e-07, 4.28e-07, 1.13e-06, 6.10e-07, 1.12e-06, 7.43e-07, 1.09e-06, 2.63e-07, 4.52e-07, 4.12e-07, 1.12e-06, 4.42e-06, 2.13e-06, 8.00e-06, 0.00e+00, 1.29e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.84e-08, 6.19e-07]    []  
273900    [4.34e-07, 4.14e-07, 1.22e-06, 6.70e-07, 1.19e-06, 5.63e-07, 1.20e-06, 4.95e-06, 1.56e-07, 5.83e-07, 2.11e-05, 1.66e-05, 5.79e-05, 4.76e-05, 9.15e-08, 4.20e-07, 4.07e-07, 1.87e-07, 6.36e-07, 1.38e-08, 3.70e-06, 8.75e-08]    [4.34e-07, 4.14e-07, 1.22e-06, 6.70e-07, 1.19e-06, 5.63e-07, 1.20e-06, 4.95e-06, 1.56e-07, 5.83e-07, 2.11e-05, 1.66e-05, 5.79e-05, 4.76e-05, 9.15e-08, 4.20e-07, 4.07e-07, 1.87e-07, 6.36e-07, 1.38e-08, 3.70e-06, 8.75e-08]    []  
274000    [3.04e-05, 7.07e-06, 5.40e-06, 5.42e-06, 5.10e-06, 4.56e-06, 3.87e-06, 9.53e-06, 1.23e-10, 6.03e-05, 1.09e-04, 3.05e-04, 3.52e-04, 2.06e-03, 2.83e-05, 3.42e-05, 1.17e-05, 8.55e-06, 1.22e-06, 2.00e-12, 6.84e-06, 6.85e-10]    [3.04e-05, 7.07e-06, 5.40e-06, 5.42e-06, 5.10e-06, 4.56e-06, 3.87e-06, 9.53e-06, 1.23e-10, 6.03e-05, 1.09e-04, 3.05e-04, 3.52e-04, 2.06e-03, 2.83e-05, 3.42e-05, 1.17e-05, 8.55e-06, 1.22e-06, 2.00e-12, 6.84e-06, 6.85e-10]    []  

Best model at step 260657:
  train loss: 4.57e-06
  test loss: 4.57e-06
  test metric: []

'train' took 42.191585 s

Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
274000    [3.04e-05, 7.07e-06, 5.40e-06, 5.42e-06, 5.10e-06, 4.56e-06, 3.87e-06, 9.53e-06, 1.23e-10, 6.03e-05, 1.09e-04, 3.05e-04, 3.52e-04, 2.06e-03, 2.83e-05, 3.42e-05, 1.17e-05, 8.55e-06, 1.22e-06, 2.00e-12, 6.84e-06, 6.85e-10]    [3.04e-05, 7.07e-06, 5.40e-06, 5.42e-06, 5.10e-06, 4.56e-06, 3.87e-06, 9.53e-06, 1.23e-10, 6.03e-05, 1.09e-04, 3.05e-04, 3.52e-04, 2.06e-03, 2.83e-05, 3.42e-05, 1.17e-05, 8.55e-06, 1.22e-06, 2.00e-12, 6.84e-06, 6.85e-10]    []  
274100    [7.12e-08, 5.20e-07, 1.23e-06, 7.38e-07, 1.10e-06, 6.72e-07, 9.26e-07, 2.34e-04, 8.55e-05, 6.51e-08, 1.09e-06, 2.07e-06, 2.26e-06, 7.91e-08, 8.45e-09, 5.40e-09, 1.51e-09, 6.57e-09, 3.00e-05, 1.31e-05, 1.40e-04, 5.36e-05]    [7.12e-08, 5.20e-07, 1.23e-06, 7.38e-07, 1.10e-06, 6.72e-07, 9.26e-07, 2.34e-04, 8.55e-05, 6.51e-08, 1.09e-06, 2.07e-06, 2.26e-06, 7.91e-08, 8.45e-09, 5.40e-09, 1.51e-09, 6.57e-09, 3.00e-05, 1.31e-05, 1.40e-04, 5.36e-05]    []  
274200    [3.34e-06, 8.66e-07, 1.47e-06, 8.57e-07, 1.39e-06, 9.68e-07, 1.50e-06, 3.13e-07, 1.90e-09, 4.68e-06, 1.21e-05, 3.46e-05, 7.90e-05, 2.28e-04, 2.88e-06, 1.76e-06, 1.04e-06, 9.36e-07, 2.42e-08, 9.83e-09, 1.62e-07, 6.37e-08]    [3.34e-06, 8.66e-07, 1.47e-06, 8.57e-07, 1.39e-06, 9.68e-07, 1.50e-06, 3.13e-07, 1.90e-09, 4.68e-06, 1.21e-05, 3.46e-05, 7.90e-05, 2.28e-04, 2.88e-06, 1.76e-06, 1.04e-06, 9.36e-07, 2.42e-08, 9.83e-09, 1.62e-07, 6.37e-08]    []  
274300    [1.00e-05, 3.93e-06, 1.92e-06, 3.04e-06, 1.55e-06, 2.93e-06, 1.17e-06, 1.93e-06, 6.84e-09, 1.23e-05, 2.79e-05, 1.08e-04, 1.96e-04, 6.28e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.64e-06, 1.94e-08]    [1.00e-05, 3.93e-06, 1.92e-06, 3.04e-06, 1.55e-06, 2.93e-06, 1.17e-06, 1.93e-06, 6.84e-09, 1.23e-05, 2.79e-05, 1.08e-04, 1.96e-04, 6.28e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.64e-06, 1.94e-08]    []  
274400    [2.15e-05, 5.62e-06, 3.64e-06, 3.93e-06, 3.86e-06, 3.23e-06, 2.68e-06, 1.25e-04, 2.02e-09, 4.13e-05, 6.95e-05, 2.36e-04, 3.80e-04, 1.64e-03, 2.60e-05, 2.38e-05, 7.63e-06, 6.83e-06, 0.00e+00, 3.82e-10, 1.12e-04, 2.27e-09]    [2.15e-05, 5.62e-06, 3.64e-06, 3.93e-06, 3.86e-06, 3.23e-06, 2.68e-06, 1.25e-04, 2.02e-09, 4.13e-05, 6.95e-05, 2.36e-04, 3.80e-04, 1.64e-03, 2.60e-05, 2.38e-05, 7.63e-06, 6.83e-06, 0.00e+00, 3.82e-10, 1.12e-04, 2.27e-09]    []  
274500    [2.45e-06, 6.38e-07, 1.34e-06, 7.34e-07, 1.27e-06, 8.85e-07, 1.08e-06, 1.53e-06, 3.30e-08, 2.61e-06, 1.34e-05, 2.70e-05, 7.74e-05, 1.62e-04, 2.08e-06, 9.64e-07, 8.19e-07, 7.90e-07, 1.71e-07, 4.61e-09, 1.09e-06, 3.03e-08]    [2.45e-06, 6.38e-07, 1.34e-06, 7.34e-07, 1.27e-06, 8.85e-07, 1.08e-06, 1.53e-06, 3.30e-08, 2.61e-06, 1.34e-05, 2.70e-05, 7.74e-05, 1.62e-04, 2.08e-06, 9.64e-07, 8.19e-07, 7.90e-07, 1.71e-07, 4.61e-09, 1.09e-06, 3.03e-08]    []  
274600    [8.50e-08, 3.04e-07, 1.11e-06, 4.98e-07, 1.09e-06, 7.42e-07, 8.84e-07, 1.14e-06, 1.09e-07, 7.57e-09, 3.91e-07, 1.87e-06, 2.39e-06, 1.17e-06, 1.62e-10, 3.90e-09, 0.00e+00, 7.72e-09, 0.00e+00, 0.00e+00, 7.09e-07, 1.07e-07]    [8.50e-08, 3.04e-07, 1.11e-06, 4.98e-07, 1.09e-06, 7.42e-07, 8.84e-07, 1.14e-06, 1.09e-07, 7.57e-09, 3.91e-07, 1.87e-06, 2.39e-06, 1.17e-06, 1.62e-10, 3.90e-09, 0.00e+00, 7.72e-09, 0.00e+00, 0.00e+00, 7.09e-07, 1.07e-07]    []  
274700    [1.65e-07, 2.86e-07, 1.04e-06, 5.28e-07, 1.03e-06, 6.47e-07, 1.05e-06, 3.65e-07, 1.33e-07, 1.53e-08, 7.90e-07, 2.24e-06, 3.92e-06, 3.41e-06, 9.48e-08, 7.43e-09, 1.08e-08, 2.44e-08, 0.00e+00, 0.00e+00, 1.74e-07, 1.12e-07]    [1.65e-07, 2.86e-07, 1.04e-06, 5.28e-07, 1.03e-06, 6.47e-07, 1.05e-06, 3.65e-07, 1.33e-07, 1.53e-08, 7.90e-07, 2.24e-06, 3.92e-06, 3.41e-06, 9.48e-08, 7.43e-09, 1.08e-08, 2.44e-08, 0.00e+00, 0.00e+00, 1.74e-07, 1.12e-07]    []  
274800    [9.54e-08, 3.15e-07, 1.04e-06, 5.72e-07, 1.07e-06, 6.92e-07, 9.69e-07, 2.61e-08, 9.91e-11, 2.63e-08, 4.44e-07, 2.24e-06, 3.21e-06, 2.91e-06, 0.00e+00, 4.32e-09, 0.00e+00, 3.88e-09, 5.83e-09, 9.38e-12, 3.54e-08, 1.86e-10]    [9.54e-08, 3.15e-07, 1.04e-06, 5.72e-07, 1.07e-06, 6.92e-07, 9.69e-07, 2.61e-08, 9.91e-11, 2.63e-08, 4.44e-07, 2.24e-06, 3.21e-06, 2.91e-06, 0.00e+00, 4.32e-09, 0.00e+00, 3.88e-09, 5.83e-09, 9.38e-12, 3.54e-08, 1.86e-10]    []  
274900    [6.82e-08, 3.32e-07, 1.02e-06, 5.17e-07, 1.13e-06, 7.26e-07, 9.78e-07, 4.02e-07, 5.43e-09, 1.36e-09, 3.73e-07, 1.98e-06, 1.91e-06, 6.21e-07, 1.23e-08, 6.11e-09, 1.64e-08, 5.50e-10, 0.00e+00, 3.26e-10, 1.32e-07, 2.12e-09]    [6.82e-08, 3.32e-07, 1.02e-06, 5.17e-07, 1.13e-06, 7.26e-07, 9.78e-07, 4.02e-07, 5.43e-09, 1.36e-09, 3.73e-07, 1.98e-06, 1.91e-06, 6.21e-07, 1.23e-08, 6.11e-09, 1.64e-08, 5.50e-10, 0.00e+00, 3.26e-10, 1.32e-07, 2.12e-09]    []  
275000    [5.19e-07, 3.97e-07, 1.24e-06, 6.55e-07, 1.30e-06, 6.65e-07, 9.64e-07, 2.45e-07, 3.22e-04, 2.39e-07, 4.03e-06, 5.24e-06, 1.63e-05, 1.76e-05, 6.85e-07, 4.42e-08, 8.28e-08, 1.12e-07, 0.00e+00, 0.00e+00, 1.85e-07, 3.69e-04]    [5.19e-07, 3.97e-07, 1.24e-06, 6.55e-07, 1.30e-06, 6.65e-07, 9.64e-07, 2.45e-07, 3.22e-04, 2.39e-07, 4.03e-06, 5.24e-06, 1.63e-05, 1.76e-05, 6.85e-07, 4.42e-08, 8.28e-08, 1.12e-07, 0.00e+00, 0.00e+00, 1.85e-07, 3.69e-04]    []  
275100    [1.02e-06, 8.23e-07, 1.45e-06, 1.16e-06, 1.37e-06, 1.01e-06, 1.03e-06, 1.82e-06, 6.60e-07, 4.83e-06, 1.21e-05, 6.62e-06, 3.90e-06, 1.76e-05, 7.24e-10, 7.66e-07, 5.61e-08, 2.63e-08, 1.50e-07, 0.00e+00, 9.39e-07, 2.45e-07]    [1.02e-06, 8.23e-07, 1.45e-06, 1.16e-06, 1.37e-06, 1.01e-06, 1.03e-06, 1.82e-06, 6.60e-07, 4.83e-06, 1.21e-05, 6.62e-06, 3.90e-06, 1.76e-05, 7.24e-10, 7.66e-07, 5.61e-08, 2.63e-08, 1.50e-07, 0.00e+00, 9.39e-07, 2.45e-07]    []  
275200    [1.93e-05, 6.69e-06, 2.44e-06, 5.14e-06, 2.08e-06, 4.57e-06, 1.34e-06, 5.94e-04, 1.66e-06, 1.48e-05, 1.16e-04, 2.18e-04, 5.55e-04, 1.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.19e-04, 1.67e-06]    [1.93e-05, 6.69e-06, 2.44e-06, 5.14e-06, 2.08e-06, 4.57e-06, 1.34e-06, 5.94e-04, 1.66e-06, 1.48e-05, 1.16e-04, 2.18e-04, 5.55e-04, 1.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.19e-04, 1.67e-06]    []  
275300    [1.51e-07, 2.39e-07, 9.70e-07, 4.40e-07, 1.04e-06, 7.17e-07, 9.72e-07, 4.20e-08, 4.00e-09, 7.13e-08, 3.08e-07, 1.93e-06, 2.41e-06, 2.65e-06, 1.16e-07, 1.44e-08, 8.61e-09, 1.87e-08, 3.18e-11, 0.00e+00, 1.32e-08, 2.05e-08]    [1.51e-07, 2.39e-07, 9.70e-07, 4.40e-07, 1.04e-06, 7.17e-07, 9.72e-07, 4.20e-08, 4.00e-09, 7.13e-08, 3.08e-07, 1.93e-06, 2.41e-06, 2.65e-06, 1.16e-07, 1.44e-08, 8.61e-09, 1.87e-08, 3.18e-11, 0.00e+00, 1.32e-08, 2.05e-08]    []  
275400    [1.36e-07, 2.73e-07, 9.92e-07, 5.04e-07, 1.09e-06, 6.91e-07, 9.74e-07, 3.87e-09, 9.03e-09, 2.61e-08, 2.65e-07, 1.86e-06, 1.98e-06, 1.62e-06, 2.35e-08, 2.16e-08, 4.39e-09, 1.12e-08, 2.55e-10, 0.00e+00, 3.85e-09, 7.59e-09]    [1.36e-07, 2.73e-07, 9.92e-07, 5.04e-07, 1.09e-06, 6.91e-07, 9.74e-07, 3.87e-09, 9.03e-09, 2.61e-08, 2.65e-07, 1.86e-06, 1.98e-06, 1.62e-06, 2.35e-08, 2.16e-08, 4.39e-09, 1.12e-08, 2.55e-10, 0.00e+00, 3.85e-09, 7.59e-09]    []  
275500    [9.76e-08, 2.80e-07, 8.91e-07, 5.88e-07, 1.13e-06, 6.63e-07, 1.12e-06, 2.90e-07, 4.51e-08, 1.42e-08, 3.05e-07, 1.65e-06, 1.73e-06, 2.48e-07, 1.65e-07, 2.82e-09, 1.31e-11, 0.00e+00, 0.00e+00, 5.44e-09, 2.14e-07, 3.62e-08]    [9.76e-08, 2.80e-07, 8.91e-07, 5.88e-07, 1.13e-06, 6.63e-07, 1.12e-06, 2.90e-07, 4.51e-08, 1.42e-08, 3.05e-07, 1.65e-06, 1.73e-06, 2.48e-07, 1.65e-07, 2.82e-09, 1.31e-11, 0.00e+00, 0.00e+00, 5.44e-09, 2.14e-07, 3.62e-08]    []  
275600    [3.37e-07, 3.83e-07, 9.71e-07, 5.97e-07, 1.13e-06, 7.61e-07, 9.95e-07, 4.79e-06, 1.91e-09, 2.27e-07, 3.77e-06, 6.30e-06, 1.70e-05, 1.92e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.61e-06, 1.08e-08]    [3.37e-07, 3.83e-07, 9.71e-07, 5.97e-07, 1.13e-06, 7.61e-07, 9.95e-07, 4.79e-06, 1.91e-09, 2.27e-07, 3.77e-06, 6.30e-06, 1.70e-05, 1.92e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.61e-06, 1.08e-08]    []  
275700    [1.21e-07, 3.25e-07, 9.26e-07, 5.69e-07, 1.10e-06, 7.04e-07, 9.42e-07, 3.13e-07, 1.07e-08, 6.75e-08, 8.31e-07, 2.67e-06, 5.23e-06, 5.37e-06, 0.00e+00, 5.76e-09, 0.00e+00, 2.32e-09, 2.18e-08, 3.45e-10, 1.45e-07, 2.12e-09]    [1.21e-07, 3.25e-07, 9.26e-07, 5.69e-07, 1.10e-06, 7.04e-07, 9.42e-07, 3.13e-07, 1.07e-08, 6.75e-08, 8.31e-07, 2.67e-06, 5.23e-06, 5.37e-06, 0.00e+00, 5.76e-09, 0.00e+00, 2.32e-09, 2.18e-08, 3.45e-10, 1.45e-07, 2.12e-09]    []  
275800    [9.81e-08, 3.75e-07, 9.29e-07, 5.48e-07, 1.39e-06, 7.54e-07, 9.58e-07, 1.95e-08, 1.41e-09, 5.73e-07, 2.87e-06, 3.20e-06, 2.81e-06, 5.06e-06, 0.00e+00, 1.96e-08, 0.00e+00, 1.48e-10, 1.26e-11, 5.69e-11, 1.45e-08, 3.37e-10]    [9.81e-08, 3.75e-07, 9.29e-07, 5.48e-07, 1.39e-06, 7.54e-07, 9.58e-07, 1.95e-08, 1.41e-09, 5.73e-07, 2.87e-06, 3.20e-06, 2.81e-06, 5.06e-06, 0.00e+00, 1.96e-08, 0.00e+00, 1.48e-10, 1.26e-11, 5.69e-11, 1.45e-08, 3.37e-10]    []  
275900    [9.46e-06, 1.95e-06, 1.61e-06, 1.33e-06, 1.90e-06, 1.20e-06, 1.69e-06, 1.18e-06, 4.45e-07, 1.49e-05, 1.45e-05, 5.76e-05, 2.60e-05, 2.40e-04, 4.91e-06, 4.86e-06, 1.83e-06, 1.55e-06, 0.00e+00, 0.00e+00, 1.43e-06, 9.72e-06]    [9.46e-06, 1.95e-06, 1.61e-06, 1.33e-06, 1.90e-06, 1.20e-06, 1.69e-06, 1.18e-06, 4.45e-07, 1.49e-05, 1.45e-05, 5.76e-05, 2.60e-05, 2.40e-04, 4.91e-06, 4.86e-06, 1.83e-06, 1.55e-06, 0.00e+00, 0.00e+00, 1.43e-06, 9.72e-06]    []  
276000    [4.11e-06, 3.09e-06, 1.56e-06, 4.85e-06, 1.27e-06, 2.55e-06, 1.71e-06, 1.47e-06, 1.53e-08, 1.01e-06, 4.66e-05, 6.32e-05, 1.71e-04, 2.29e-04, 3.08e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.46e-06, 3.57e-07]    [4.11e-06, 3.09e-06, 1.56e-06, 4.85e-06, 1.27e-06, 2.55e-06, 1.71e-06, 1.47e-06, 1.53e-08, 1.01e-06, 4.66e-05, 6.32e-05, 1.71e-04, 2.29e-04, 3.08e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.46e-06, 3.57e-07]    []  

Best model at step 260657:
  train loss: 4.57e-06
  test loss: 4.57e-06
  test metric: []

'train' took 42.811562 s

Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
276000    [4.11e-06, 3.09e-06, 1.56e-06, 4.85e-06, 1.27e-06, 2.55e-06, 1.71e-06, 1.47e-06, 1.53e-08, 1.01e-06, 4.66e-05, 6.32e-05, 1.71e-04, 2.29e-04, 3.08e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.46e-06, 3.57e-07]    [4.11e-06, 3.09e-06, 1.56e-06, 4.85e-06, 1.27e-06, 2.55e-06, 1.71e-06, 1.47e-06, 1.53e-08, 1.01e-06, 4.66e-05, 6.32e-05, 1.71e-04, 2.29e-04, 3.08e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.46e-06, 3.57e-07]    []  
276100    [7.00e-07, 5.84e-07, 1.27e-06, 8.67e-07, 1.20e-06, 1.07e-06, 1.13e-06, 1.74e-05, 9.60e-08, 4.91e-06, 2.33e-05, 2.49e-05, 1.17e-05, 4.73e-05, 3.03e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.85e-06, 1.09e-08, 9.96e-06, 7.00e-08]    [7.00e-07, 5.84e-07, 1.27e-06, 8.67e-07, 1.20e-06, 1.07e-06, 1.13e-06, 1.74e-05, 9.60e-08, 4.91e-06, 2.33e-05, 2.49e-05, 1.17e-05, 4.73e-05, 3.03e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.85e-06, 1.09e-08, 9.96e-06, 7.00e-08]    []  
276200    [3.99e-06, 2.23e-06, 1.90e-06, 1.78e-06, 1.28e-06, 2.12e-06, 1.29e-06, 1.06e-05, 1.79e-07, 4.43e-06, 1.18e-05, 4.04e-05, 8.16e-05, 2.52e-04, 1.03e-05, 1.02e-06, 1.20e-06, 1.18e-06, 8.48e-07, 0.00e+00, 4.82e-06, 1.62e-07]    [3.99e-06, 2.23e-06, 1.90e-06, 1.78e-06, 1.28e-06, 2.12e-06, 1.29e-06, 1.06e-05, 1.79e-07, 4.43e-06, 1.18e-05, 4.04e-05, 8.16e-05, 2.52e-04, 1.03e-05, 1.02e-06, 1.20e-06, 1.18e-06, 8.48e-07, 0.00e+00, 4.82e-06, 1.62e-07]    []  
276300    [9.08e-06, 1.92e-06, 1.69e-06, 1.58e-06, 1.80e-06, 1.57e-06, 1.34e-06, 1.64e-06, 2.14e-05, 1.18e-05, 4.09e-05, 9.68e-05, 2.78e-04, 6.27e-04, 9.36e-06, 5.45e-06, 3.42e-06, 3.19e-06, 1.77e-07, 3.49e-06, 1.10e-06, 1.45e-05]    [9.08e-06, 1.92e-06, 1.69e-06, 1.58e-06, 1.80e-06, 1.57e-06, 1.34e-06, 1.64e-06, 2.14e-05, 1.18e-05, 4.09e-05, 9.68e-05, 2.78e-04, 6.27e-04, 9.36e-06, 5.45e-06, 3.42e-06, 3.19e-06, 1.77e-07, 3.49e-06, 1.10e-06, 1.45e-05]    []  
276400    [4.09e-06, 5.47e-06, 4.01e-06, 5.69e-06, 1.37e-05, 4.38e-06, 4.99e-06, 4.24e-09, 5.94e-08, 7.89e-07, 7.31e-06, 2.83e-05, 2.19e-05, 6.28e-07, 2.57e-08, 1.00e-06, 8.15e-10, 0.00e+00, 5.81e-09, 1.14e-09, 2.67e-08, 5.30e-09]    [4.09e-06, 5.47e-06, 4.01e-06, 5.69e-06, 1.37e-05, 4.38e-06, 4.99e-06, 4.24e-09, 5.94e-08, 7.89e-07, 7.31e-06, 2.83e-05, 2.19e-05, 6.28e-07, 2.57e-08, 1.00e-06, 8.15e-10, 0.00e+00, 5.81e-09, 1.14e-09, 2.67e-08, 5.30e-09]    []  
276500    [1.46e-06, 4.37e-06, 2.69e-06, 6.10e-06, 3.70e-06, 3.47e-06, 2.16e-06, 4.01e-05, 5.23e-09, 9.87e-09, 1.75e-06, 2.58e-06, 2.54e-06, 1.63e-07, 5.04e-07, 7.04e-08, 1.19e-08, 3.07e-09, 0.00e+00, 9.45e-09, 9.15e-05, 1.75e-08]    [1.46e-06, 4.37e-06, 2.69e-06, 6.10e-06, 3.70e-06, 3.47e-06, 2.16e-06, 4.01e-05, 5.23e-09, 9.87e-09, 1.75e-06, 2.58e-06, 2.54e-06, 1.63e-07, 5.04e-07, 7.04e-08, 1.19e-08, 3.07e-09, 0.00e+00, 9.45e-09, 9.15e-05, 1.75e-08]    []  
276600    [8.08e-07, 2.95e-06, 2.33e-06, 4.60e-06, 2.40e-06, 2.44e-06, 1.14e-06, 3.41e-10, 1.72e-09, 3.43e-10, 1.26e-06, 2.12e-06, 2.18e-06, 4.85e-08, 2.32e-07, 2.06e-08, 2.03e-08, 6.50e-10, 1.82e-09, 0.00e+00, 7.75e-09, 2.82e-09]    [8.08e-07, 2.95e-06, 2.33e-06, 4.60e-06, 2.40e-06, 2.44e-06, 1.14e-06, 3.41e-10, 1.72e-09, 3.43e-10, 1.26e-06, 2.12e-06, 2.18e-06, 4.85e-08, 2.32e-07, 2.06e-08, 2.03e-08, 6.50e-10, 1.82e-09, 0.00e+00, 7.75e-09, 2.82e-09]    []  
276700    [5.08e-07, 2.18e-06, 2.20e-06, 3.48e-06, 1.78e-06, 2.05e-06, 9.31e-07, 1.28e-09, 3.59e-05, 1.32e-09, 9.34e-07, 1.96e-06, 2.08e-06, 3.64e-08, 1.16e-07, 1.25e-08, 5.09e-09, 2.38e-10, 6.10e-10, 6.59e-06, 5.79e-09, 3.02e-05]    [5.08e-07, 2.18e-06, 2.20e-06, 3.48e-06, 1.78e-06, 2.05e-06, 9.31e-07, 1.28e-09, 3.59e-05, 1.32e-09, 9.34e-07, 1.96e-06, 2.08e-06, 3.64e-08, 1.16e-07, 1.25e-08, 5.09e-09, 2.38e-10, 6.10e-10, 6.59e-06, 5.79e-09, 3.02e-05]    []  
276800    [3.42e-07, 1.75e-06, 2.01e-06, 2.78e-06, 1.44e-06, 1.96e-06, 8.43e-07, 1.79e-09, 1.99e-10, 6.70e-11, 7.39e-07, 1.84e-06, 2.05e-06, 2.70e-08, 4.70e-08, 4.80e-09, 2.49e-10, 1.82e-09, 6.43e-10, 2.85e-11, 5.72e-09, 5.56e-10]    [3.42e-07, 1.75e-06, 2.01e-06, 2.78e-06, 1.44e-06, 1.96e-06, 8.43e-07, 1.79e-09, 1.99e-10, 6.70e-11, 7.39e-07, 1.84e-06, 2.05e-06, 2.70e-08, 4.70e-08, 4.80e-09, 2.49e-10, 1.82e-09, 6.43e-10, 2.85e-11, 5.72e-09, 5.56e-10]    []  
276900    [5.12e-07, 1.48e-06, 1.86e-06, 2.25e-06, 1.36e-06, 1.94e-06, 8.10e-07, 4.74e-09, 1.50e-09, 2.19e-07, 9.18e-07, 2.98e-06, 3.71e-06, 8.37e-06, 2.38e-07, 5.94e-08, 2.62e-08, 3.89e-08, 1.06e-10, 3.01e-10, 2.55e-08, 2.44e-09]    [5.12e-07, 1.48e-06, 1.86e-06, 2.25e-06, 1.36e-06, 1.94e-06, 8.10e-07, 4.74e-09, 1.50e-09, 2.19e-07, 9.18e-07, 2.98e-06, 3.71e-06, 8.37e-06, 2.38e-07, 5.94e-08, 2.62e-08, 3.89e-08, 1.06e-10, 3.01e-10, 2.55e-08, 2.44e-09]    []  
277000    [5.31e-07, 1.32e-06, 1.76e-06, 1.93e-06, 1.52e-06, 1.50e-06, 9.43e-07, 4.45e-09, 3.38e-10, 5.20e-08, 6.89e-07, 2.49e-06, 2.84e-06, 2.89e-06, 1.01e-07, 1.27e-08, 4.55e-09, 3.20e-08, 6.39e-10, 3.07e-12, 5.38e-09, 4.72e-11]    [5.31e-07, 1.32e-06, 1.76e-06, 1.93e-06, 1.52e-06, 1.50e-06, 9.43e-07, 4.45e-09, 3.38e-10, 5.20e-08, 6.89e-07, 2.49e-06, 2.84e-06, 2.89e-06, 1.01e-07, 1.27e-08, 4.55e-09, 3.20e-08, 6.39e-10, 3.07e-12, 5.38e-09, 4.72e-11]    []  
277100    [3.60e-07, 1.12e-06, 1.69e-06, 1.70e-06, 1.36e-06, 1.77e-06, 1.39e-06, 1.09e-05, 9.68e-06, 1.57e-07, 4.66e-06, 4.55e-06, 8.20e-06, 1.03e-07, 3.44e-08, 4.81e-09, 0.00e+00, 2.35e-08, 2.44e-07, 1.48e-05, 1.44e-06, 6.82e-05]    [3.60e-07, 1.12e-06, 1.69e-06, 1.70e-06, 1.36e-06, 1.77e-06, 1.39e-06, 1.09e-05, 9.68e-06, 1.57e-07, 4.66e-06, 4.55e-06, 8.20e-06, 1.03e-07, 3.44e-08, 4.81e-09, 0.00e+00, 2.35e-08, 2.44e-07, 1.48e-05, 1.44e-06, 6.82e-05]    []  
277200    [1.35e-06, 1.23e-06, 1.58e-06, 1.50e-06, 1.38e-06, 1.77e-06, 1.20e-06, 3.45e-10, 9.61e-09, 1.67e-06, 2.60e-06, 1.09e-05, 1.67e-05, 6.34e-05, 1.00e-06, 4.27e-07, 2.71e-07, 3.47e-07, 6.19e-10, 4.48e-10, 6.11e-09, 2.84e-09]    [1.35e-06, 1.23e-06, 1.58e-06, 1.50e-06, 1.38e-06, 1.77e-06, 1.20e-06, 3.45e-10, 9.61e-09, 1.67e-06, 2.60e-06, 1.09e-05, 1.67e-05, 6.34e-05, 1.00e-06, 4.27e-07, 2.71e-07, 3.47e-07, 6.19e-10, 4.48e-10, 6.11e-09, 2.84e-09]    []  
277300    [2.10e-07, 1.40e-06, 1.16e-06, 9.18e-07, 1.76e-06, 1.25e-06, 9.66e-07, 7.02e-09, 6.37e-09, 2.22e-08, 3.89e-07, 1.82e-06, 2.24e-06, 4.49e-07, 4.76e-08, 1.04e-13, 0.00e+00, 1.93e-08, 6.19e-10, 9.40e-10, 4.60e-09, 6.39e-09]    [2.10e-07, 1.40e-06, 1.16e-06, 9.18e-07, 1.76e-06, 1.25e-06, 9.66e-07, 7.02e-09, 6.37e-09, 2.22e-08, 3.89e-07, 1.82e-06, 2.24e-06, 4.49e-07, 4.76e-08, 1.04e-13, 0.00e+00, 1.93e-08, 6.19e-10, 9.40e-10, 4.60e-09, 6.39e-09]    []  
277400    [1.35e-07, 1.24e-06, 1.05e-06, 5.89e-07, 1.62e-06, 1.34e-06, 8.30e-07, 1.98e-08, 4.29e-11, 2.92e-10, 1.26e-07, 1.53e-06, 1.71e-06, 1.12e-08, 1.77e-08, 5.45e-10, 0.00e+00, 2.42e-08, 9.29e-11, 2.34e-13, 6.32e-09, 9.37e-11]    [1.35e-07, 1.24e-06, 1.05e-06, 5.89e-07, 1.62e-06, 1.34e-06, 8.30e-07, 1.98e-08, 4.29e-11, 2.92e-10, 1.26e-07, 1.53e-06, 1.71e-06, 1.12e-08, 1.77e-08, 5.45e-10, 0.00e+00, 2.42e-08, 9.29e-11, 2.34e-13, 6.32e-09, 9.37e-11]    []  
277500    [1.10e-07, 1.03e-06, 8.92e-07, 3.31e-07, 1.54e-06, 1.25e-06, 8.12e-07, 3.90e-10, 5.37e-13, 7.93e-11, 9.46e-08, 1.40e-06, 1.51e-06, 8.15e-09, 1.04e-08, 6.16e-10, 5.63e-11, 1.88e-08, 9.13e-11, 1.98e-13, 3.97e-09, 4.27e-11]    [1.10e-07, 1.03e-06, 8.92e-07, 3.31e-07, 1.54e-06, 1.25e-06, 8.12e-07, 3.90e-10, 5.37e-13, 7.93e-11, 9.46e-08, 1.40e-06, 1.51e-06, 8.15e-09, 1.04e-08, 6.16e-10, 5.63e-11, 1.88e-08, 9.13e-11, 1.98e-13, 3.97e-09, 4.27e-11]    []  
277600    [6.38e-07, 6.71e-07, 1.10e-06, 5.33e-07, 2.00e-06, 8.78e-07, 1.13e-06, 2.30e-07, 1.65e-04, 1.09e-07, 1.11e-06, 2.22e-06, 4.00e-06, 4.32e-06, 3.79e-08, 5.33e-08, 2.48e-08, 0.00e+00, 2.52e-08, 3.29e-05, 1.69e-07, 1.15e-04]    [6.38e-07, 6.71e-07, 1.10e-06, 5.33e-07, 2.00e-06, 8.78e-07, 1.13e-06, 2.30e-07, 1.65e-04, 1.09e-07, 1.11e-06, 2.22e-06, 4.00e-06, 4.32e-06, 3.79e-08, 5.33e-08, 2.48e-08, 0.00e+00, 2.52e-08, 3.29e-05, 1.69e-07, 1.15e-04]    []  
277700    [1.37e-07, 5.11e-07, 7.60e-07, 2.12e-07, 1.50e-06, 8.75e-07, 9.41e-07, 2.62e-08, 2.83e-10, 7.14e-11, 1.24e-07, 1.42e-06, 1.57e-06, 1.20e-08, 8.35e-09, 3.69e-10, 6.45e-16, 1.68e-09, 7.98e-11, 0.00e+00, 6.16e-09, 1.23e-09]    [1.37e-07, 5.11e-07, 7.60e-07, 2.12e-07, 1.50e-06, 8.75e-07, 9.41e-07, 2.62e-08, 2.83e-10, 7.14e-11, 1.24e-07, 1.42e-06, 1.57e-06, 1.20e-08, 8.35e-09, 3.69e-10, 6.45e-16, 1.68e-09, 7.98e-11, 0.00e+00, 6.16e-09, 1.23e-09]    []  
277800    [1.01e-06, 9.53e-07, 1.05e-06, 1.00e-06, 1.06e-06, 1.19e-06, 1.39e-06, 1.51e-05, 2.06e-05, 2.79e-08, 1.53e-06, 5.60e-06, 5.01e-06, 1.54e-05, 0.00e+00, 0.00e+00, 1.15e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.78e-06, 4.28e-05]    [1.01e-06, 9.53e-07, 1.05e-06, 1.00e-06, 1.06e-06, 1.19e-06, 1.39e-06, 1.51e-05, 2.06e-05, 2.79e-08, 1.53e-06, 5.60e-06, 5.01e-06, 1.54e-05, 0.00e+00, 0.00e+00, 1.15e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.78e-06, 4.28e-05]    []  
277900    [1.62e-07, 3.60e-07, 7.25e-07, 2.62e-07, 1.36e-06, 8.22e-07, 9.28e-07, 2.89e-10, 3.72e-07, 3.76e-08, 1.76e-07, 1.52e-06, 2.04e-06, 1.43e-06, 5.44e-08, 1.10e-08, 5.85e-09, 7.83e-09, 2.09e-10, 6.86e-08, 4.00e-09, 4.11e-07]    [1.62e-07, 3.60e-07, 7.25e-07, 2.62e-07, 1.36e-06, 8.22e-07, 9.28e-07, 2.89e-10, 3.72e-07, 3.76e-08, 1.76e-07, 1.52e-06, 2.04e-06, 1.43e-06, 5.44e-08, 1.10e-08, 5.85e-09, 7.83e-09, 2.09e-10, 6.86e-08, 4.00e-09, 4.11e-07]    []  
278000    [1.99e-07, 3.43e-07, 7.80e-07, 3.44e-07, 1.32e-06, 7.68e-07, 9.02e-07, 5.94e-10, 8.78e-11, 8.55e-08, 2.48e-07, 1.83e-06, 2.49e-06, 3.19e-06, 1.31e-07, 1.11e-08, 8.52e-09, 2.07e-08, 5.13e-10, 4.78e-13, 4.64e-09, 2.82e-10]    [1.99e-07, 3.43e-07, 7.80e-07, 3.44e-07, 1.32e-06, 7.68e-07, 9.02e-07, 5.94e-10, 8.78e-11, 8.55e-08, 2.48e-07, 1.83e-06, 2.49e-06, 3.19e-06, 1.31e-07, 1.11e-08, 8.52e-09, 2.07e-08, 5.13e-10, 4.78e-13, 4.64e-09, 2.82e-10]    []  

Best model at step 260657:
  train loss: 4.57e-06
  test loss: 4.57e-06
  test metric: []

'train' took 41.913105 s

Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
278000    [1.99e-07, 3.43e-07, 7.80e-07, 3.44e-07, 1.32e-06, 7.68e-07, 9.02e-07, 5.94e-10, 8.78e-11, 8.55e-08, 2.48e-07, 1.83e-06, 2.49e-06, 3.19e-06, 1.31e-07, 1.11e-08, 8.52e-09, 2.07e-08, 5.13e-10, 4.78e-13, 4.64e-09, 2.82e-10]    [1.99e-07, 3.43e-07, 7.80e-07, 3.44e-07, 1.32e-06, 7.68e-07, 9.02e-07, 5.94e-10, 8.78e-11, 8.55e-08, 2.48e-07, 1.83e-06, 2.49e-06, 3.19e-06, 1.31e-07, 1.11e-08, 8.52e-09, 2.07e-08, 5.13e-10, 4.78e-13, 4.64e-09, 2.82e-10]    []  
278100    [7.89e-07, 4.09e-07, 1.03e-06, 5.79e-07, 1.47e-06, 8.15e-07, 9.12e-07, 3.95e-07, 2.83e-04, 4.44e-07, 5.77e-06, 7.93e-06, 2.67e-05, 3.07e-05, 7.45e-07, 2.10e-07, 2.71e-07, 1.55e-07, 3.97e-08, 5.38e-05, 2.67e-07, 1.93e-04]    [7.89e-07, 4.09e-07, 1.03e-06, 5.79e-07, 1.47e-06, 8.15e-07, 9.12e-07, 3.95e-07, 2.83e-04, 4.44e-07, 5.77e-06, 7.93e-06, 2.67e-05, 3.07e-05, 7.45e-07, 2.10e-07, 2.71e-07, 1.55e-07, 3.97e-08, 5.38e-05, 2.67e-07, 1.93e-04]    []  
278200    [7.11e-06, 2.21e-06, 1.65e-06, 3.55e-06, 1.77e-06, 1.90e-06, 1.73e-06, 2.54e-06, 5.97e-09, 3.08e-06, 8.36e-05, 1.17e-04, 3.64e-04, 4.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.89e-06, 1.03e-08]    [7.11e-06, 2.21e-06, 1.65e-06, 3.55e-06, 1.77e-06, 1.90e-06, 1.73e-06, 2.54e-06, 5.97e-09, 3.08e-06, 8.36e-05, 1.17e-04, 3.64e-04, 4.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.89e-06, 1.03e-08]    []  
278300    [1.95e-07, 4.59e-07, 6.92e-07, 4.24e-07, 1.23e-06, 8.39e-07, 7.84e-07, 1.12e-07, 7.70e-07, 2.38e-07, 4.72e-07, 3.08e-06, 5.23e-06, 1.06e-05, 0.00e+00, 2.73e-11, 0.00e+00, 3.48e-10, 0.00e+00, 0.00e+00, 6.25e-08, 6.89e-07]    [1.95e-07, 4.59e-07, 6.92e-07, 4.24e-07, 1.23e-06, 8.39e-07, 7.84e-07, 1.12e-07, 7.70e-07, 2.38e-07, 4.72e-07, 3.08e-06, 5.23e-06, 1.06e-05, 0.00e+00, 2.73e-11, 0.00e+00, 3.48e-10, 0.00e+00, 0.00e+00, 6.25e-08, 6.89e-07]    []  
278400    [1.86e-07, 3.66e-07, 7.41e-07, 3.96e-07, 1.21e-06, 7.72e-07, 9.40e-07, 4.67e-07, 4.48e-08, 1.16e-07, 2.02e-07, 1.67e-06, 2.22e-06, 2.75e-06, 3.86e-08, 1.24e-08, 8.93e-09, 7.85e-09, 4.81e-08, 0.00e+00, 3.23e-07, 1.67e-08]    [1.86e-07, 3.66e-07, 7.41e-07, 3.96e-07, 1.21e-06, 7.72e-07, 9.40e-07, 4.67e-07, 4.48e-08, 1.16e-07, 2.02e-07, 1.67e-06, 2.22e-06, 2.75e-06, 3.86e-08, 1.24e-08, 8.93e-09, 7.85e-09, 4.81e-08, 0.00e+00, 3.23e-07, 1.67e-08]    []  
278500    [1.03e-07, 3.96e-07, 8.00e-07, 4.33e-07, 1.18e-06, 7.82e-07, 8.74e-07, 2.49e-06, 1.11e-08, 1.54e-08, 1.27e-06, 2.29e-06, 3.85e-06, 9.68e-07, 0.00e+00, 1.58e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.45e-06, 6.88e-09]    [1.03e-07, 3.96e-07, 8.00e-07, 4.33e-07, 1.18e-06, 7.82e-07, 8.74e-07, 2.49e-06, 1.11e-08, 1.54e-08, 1.27e-06, 2.29e-06, 3.85e-06, 9.68e-07, 0.00e+00, 1.58e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.45e-06, 6.88e-09]    []  
278600    [6.62e-07, 6.36e-07, 1.05e-06, 7.04e-07, 1.26e-06, 1.03e-06, 8.48e-07, 7.55e-07, 4.19e-12, 1.65e-06, 1.62e-06, 9.41e-06, 1.11e-05, 4.67e-05, 0.00e+00, 0.00e+00, 5.60e-10, 0.00e+00, 0.00e+00, 2.28e-14, 4.93e-06, 5.11e-10]    [6.62e-07, 6.36e-07, 1.05e-06, 7.04e-07, 1.26e-06, 1.03e-06, 8.48e-07, 7.55e-07, 4.19e-12, 1.65e-06, 1.62e-06, 9.41e-06, 1.11e-05, 4.67e-05, 0.00e+00, 0.00e+00, 5.60e-10, 0.00e+00, 0.00e+00, 2.28e-14, 4.93e-06, 5.11e-10]    []  
278700    [2.50e-06, 1.16e-06, 9.83e-07, 1.46e-06, 1.24e-06, 1.31e-06, 1.13e-06, 9.53e-06, 7.85e-05, 4.79e-06, 4.54e-06, 3.05e-05, 3.25e-05, 1.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.10e-06, 4.79e-06, 6.29e-06, 2.25e-05]    [2.50e-06, 1.16e-06, 9.83e-07, 1.46e-06, 1.24e-06, 1.31e-06, 1.13e-06, 9.53e-06, 7.85e-05, 4.79e-06, 4.54e-06, 3.05e-05, 3.25e-05, 1.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.10e-06, 4.79e-06, 6.29e-06, 2.25e-05]    []  
278800    [2.13e-06, 1.24e-06, 9.09e-07, 1.72e-06, 8.68e-07, 1.29e-06, 1.37e-06, 4.08e-06, 1.08e-07, 9.40e-07, 2.41e-05, 3.58e-05, 1.09e-04, 1.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.77e-07, 4.47e-09, 1.72e-06, 2.87e-08]    [2.13e-06, 1.24e-06, 9.09e-07, 1.72e-06, 8.68e-07, 1.29e-06, 1.37e-06, 4.08e-06, 1.08e-07, 9.40e-07, 2.41e-05, 3.58e-05, 1.09e-04, 1.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.77e-07, 4.47e-09, 1.72e-06, 2.87e-08]    []  
278900    [3.21e-05, 6.49e-06, 5.45e-06, 6.09e-06, 5.57e-06, 4.52e-06, 4.88e-06, 1.91e-05, 1.92e-05, 6.47e-05, 1.03e-04, 3.29e-04, 3.99e-04, 2.20e-03, 3.20e-05, 4.20e-05, 1.23e-05, 7.36e-06, 2.63e-06, 2.94e-06, 1.41e-05, 1.27e-05]    [3.21e-05, 6.49e-06, 5.45e-06, 6.09e-06, 5.57e-06, 4.52e-06, 4.88e-06, 1.91e-05, 1.92e-05, 6.47e-05, 1.03e-04, 3.29e-04, 3.99e-04, 2.20e-03, 3.20e-05, 4.20e-05, 1.23e-05, 7.36e-06, 2.63e-06, 2.94e-06, 1.41e-05, 1.27e-05]    []  
279000    [8.16e-06, 3.09e-06, 1.16e-06, 2.47e-06, 1.38e-06, 2.44e-06, 9.94e-07, 2.42e-04, 2.34e-06, 9.24e-06, 2.41e-05, 8.11e-05, 1.87e-04, 4.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.45e-04, 2.18e-06]    [8.16e-06, 3.09e-06, 1.16e-06, 2.47e-06, 1.38e-06, 2.44e-06, 9.94e-07, 2.42e-04, 2.34e-06, 9.24e-06, 2.41e-05, 8.11e-05, 1.87e-04, 4.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.45e-04, 2.18e-06]    []  
279100    [4.37e-06, 9.51e-07, 1.31e-06, 7.08e-07, 1.45e-06, 1.08e-06, 1.20e-06, 1.46e-07, 2.15e-05, 7.93e-06, 8.86e-06, 3.71e-05, 7.73e-05, 2.47e-04, 3.20e-06, 2.53e-06, 1.43e-06, 1.29e-06, 1.65e-08, 0.00e+00, 1.10e-07, 2.49e-05]    [4.37e-06, 9.51e-07, 1.31e-06, 7.08e-07, 1.45e-06, 1.08e-06, 1.20e-06, 1.46e-07, 2.15e-05, 7.93e-06, 8.86e-06, 3.71e-05, 7.73e-05, 2.47e-04, 3.20e-06, 2.53e-06, 1.43e-06, 1.29e-06, 1.65e-08, 0.00e+00, 1.10e-07, 2.49e-05]    []  
279200    [2.99e-06, 9.43e-07, 1.07e-06, 1.29e-06, 1.28e-06, 1.16e-06, 1.36e-06, 2.83e-07, 2.14e-11, 7.56e-06, 9.02e-06, 4.22e-05, 2.87e-05, 2.00e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.08e-08, 8.13e-11, 1.38e-07, 4.85e-10]    [2.99e-06, 9.43e-07, 1.07e-06, 1.29e-06, 1.28e-06, 1.16e-06, 1.36e-06, 2.83e-07, 2.14e-11, 7.56e-06, 9.02e-06, 4.22e-05, 2.87e-05, 2.00e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.08e-08, 8.13e-11, 1.38e-07, 4.85e-10]    []  
279300    [3.60e-06, 1.15e-06, 1.31e-06, 9.53e-07, 1.11e-06, 1.01e-06, 1.18e-06, 2.45e-05, 4.87e-05, 4.71e-06, 1.45e-05, 3.22e-05, 8.62e-05, 2.02e-04, 4.74e-06, 1.81e-06, 1.48e-06, 1.26e-06, 2.49e-06, 0.00e+00, 1.32e-05, 3.76e-05]    [3.60e-06, 1.15e-06, 1.31e-06, 9.53e-07, 1.11e-06, 1.01e-06, 1.18e-06, 2.45e-05, 4.87e-05, 4.71e-06, 1.45e-05, 3.22e-05, 8.62e-05, 2.02e-04, 4.74e-06, 1.81e-06, 1.48e-06, 1.26e-06, 2.49e-06, 0.00e+00, 1.32e-05, 3.76e-05]    []  
279400    [1.64e-06, 1.11e-06, 9.26e-07, 1.04e-06, 1.01e-06, 1.17e-06, 9.31e-07, 8.48e-06, 7.00e-07, 1.80e-06, 5.13e-06, 1.69e-05, 3.84e-05, 9.34e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.96e-07, 4.53e-08, 4.08e-06, 2.54e-07]    [1.64e-06, 1.11e-06, 9.26e-07, 1.04e-06, 1.01e-06, 1.17e-06, 9.31e-07, 8.48e-06, 7.00e-07, 1.80e-06, 5.13e-06, 1.69e-05, 3.84e-05, 9.34e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.96e-07, 4.53e-08, 4.08e-06, 2.54e-07]    []  
279500    [2.66e-07, 6.30e-07, 7.91e-07, 5.24e-07, 1.16e-06, 8.65e-07, 8.94e-07, 6.43e-07, 6.53e-07, 4.14e-07, 6.97e-07, 4.66e-06, 4.09e-06, 1.68e-05, 0.00e+00, 3.56e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.99e-07, 3.62e-07]    [2.66e-07, 6.30e-07, 7.91e-07, 5.24e-07, 1.16e-06, 8.65e-07, 8.94e-07, 6.43e-07, 6.53e-07, 4.14e-07, 6.97e-07, 4.66e-06, 4.09e-06, 1.68e-05, 0.00e+00, 3.56e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.99e-07, 3.62e-07]    []  
279600    [6.33e-07, 9.16e-07, 1.07e-06, 7.67e-07, 1.26e-06, 1.07e-06, 9.78e-07, 3.53e-08, 6.14e-07, 6.66e-07, 2.26e-06, 1.00e-05, 2.17e-05, 5.15e-05, 0.00e+00, 0.00e+00, 1.18e-08, 0.00e+00, 2.76e-10, 5.51e-08, 1.86e-08, 2.77e-07]    [6.33e-07, 9.16e-07, 1.07e-06, 7.67e-07, 1.26e-06, 1.07e-06, 9.78e-07, 3.53e-08, 6.14e-07, 6.66e-07, 2.26e-06, 1.00e-05, 2.17e-05, 5.15e-05, 0.00e+00, 0.00e+00, 1.18e-08, 0.00e+00, 2.76e-10, 5.51e-08, 1.86e-08, 2.77e-07]    []  
279700    [8.29e-06, 2.28e-06, 2.21e-06, 1.41e-06, 1.41e-06, 1.81e-06, 1.98e-06, 1.40e-05, 2.02e-06, 1.72e-05, 1.79e-05, 6.72e-05, 1.07e-04, 4.43e-04, 9.23e-06, 4.30e-06, 2.09e-06, 3.06e-06, 0.00e+00, 3.91e-08, 1.23e-05, 2.97e-07]    [8.29e-06, 2.28e-06, 2.21e-06, 1.41e-06, 1.41e-06, 1.81e-06, 1.98e-06, 1.40e-05, 2.02e-06, 1.72e-05, 1.79e-05, 6.72e-05, 1.07e-04, 4.43e-04, 9.23e-06, 4.30e-06, 2.09e-06, 3.06e-06, 0.00e+00, 3.91e-08, 1.23e-05, 2.97e-07]    []  
279800    [2.63e-06, 1.86e-06, 1.05e-06, 1.74e-06, 1.10e-06, 2.01e-06, 1.01e-06, 6.58e-07, 8.02e-08, 8.08e-06, 6.17e-06, 2.95e-05, 2.11e-05, 1.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.37e-10, 3.56e-07, 1.92e-09]    [2.63e-06, 1.86e-06, 1.05e-06, 1.74e-06, 1.10e-06, 2.01e-06, 1.01e-06, 6.58e-07, 8.02e-08, 8.08e-06, 6.17e-06, 2.95e-05, 2.11e-05, 1.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.37e-10, 3.56e-07, 1.92e-09]    []  
279900    [6.22e-07, 6.30e-07, 9.58e-07, 6.34e-07, 1.16e-06, 7.59e-07, 8.00e-07, 5.63e-06, 1.14e-07, 2.33e-07, 1.83e-05, 1.96e-05, 4.81e-05, 1.50e-05, 2.40e-07, 6.34e-08, 6.18e-07, 5.33e-07, 7.48e-07, 1.49e-08, 4.31e-06, 8.49e-08]    [6.22e-07, 6.30e-07, 9.58e-07, 6.34e-07, 1.16e-06, 7.59e-07, 8.00e-07, 5.63e-06, 1.14e-07, 2.33e-07, 1.83e-05, 1.96e-05, 4.81e-05, 1.50e-05, 2.40e-07, 6.34e-08, 6.18e-07, 5.33e-07, 7.48e-07, 1.49e-08, 4.31e-06, 8.49e-08]    []  
280000    [9.08e-06, 2.59e-06, 1.53e-06, 2.74e-06, 2.08e-06, 2.00e-06, 1.71e-06, 5.96e-07, 1.01e-06, 1.63e-05, 1.35e-05, 1.21e-04, 1.09e-04, 5.85e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.59e-08, 1.46e-07, 2.38e-07, 7.11e-07]    [9.08e-06, 2.59e-06, 1.53e-06, 2.74e-06, 2.08e-06, 2.00e-06, 1.71e-06, 5.96e-07, 1.01e-06, 1.63e-05, 1.35e-05, 1.21e-04, 1.09e-04, 5.85e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.59e-08, 1.46e-07, 2.38e-07, 7.11e-07]    []  

Best model at step 260657:
  train loss: 4.57e-06
  test loss: 4.57e-06
  test metric: []

'train' took 42.286329 s

Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
280000    [9.08e-06, 2.59e-06, 1.53e-06, 2.74e-06, 2.08e-06, 2.00e-06, 1.71e-06, 5.96e-07, 1.01e-06, 1.63e-05, 1.35e-05, 1.21e-04, 1.09e-04, 5.85e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.59e-08, 1.46e-07, 2.38e-07, 7.11e-07]    [9.08e-06, 2.59e-06, 1.53e-06, 2.74e-06, 2.08e-06, 2.00e-06, 1.71e-06, 5.96e-07, 1.01e-06, 1.63e-05, 1.35e-05, 1.21e-04, 1.09e-04, 5.85e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.59e-08, 1.46e-07, 2.38e-07, 7.11e-07]    []  
280100    [1.02e-05, 5.87e-06, 4.61e-06, 5.24e-06, 1.62e-06, 5.07e-06, 3.43e-06, 1.96e-08, 2.61e-10, 2.55e-05, 4.85e-05, 1.65e-04, 9.33e-05, 7.43e-04, 3.41e-05, 2.85e-06, 3.81e-06, 1.45e-06, 6.86e-08, 0.00e+00, 4.35e-07, 3.73e-09]    [1.02e-05, 5.87e-06, 4.61e-06, 5.24e-06, 1.62e-06, 5.07e-06, 3.43e-06, 1.96e-08, 2.61e-10, 2.55e-05, 4.85e-05, 1.65e-04, 9.33e-05, 7.43e-04, 3.41e-05, 2.85e-06, 3.81e-06, 1.45e-06, 6.86e-08, 0.00e+00, 4.35e-07, 3.73e-09]    []  
280200    [1.12e-07, 4.12e-07, 7.10e-07, 3.93e-07, 9.88e-07, 7.71e-07, 6.89e-07, 4.19e-09, 1.15e-09, 1.44e-08, 1.10e-07, 9.89e-07, 1.22e-06, 3.45e-07, 4.25e-08, 2.31e-09, 1.47e-09, 1.17e-08, 3.05e-10, 5.66e-11, 3.61e-09, 3.44e-10]    [1.12e-07, 4.12e-07, 7.10e-07, 3.93e-07, 9.88e-07, 7.71e-07, 6.89e-07, 4.19e-09, 1.15e-09, 1.44e-08, 1.10e-07, 9.89e-07, 1.22e-06, 3.45e-07, 4.25e-08, 2.31e-09, 1.47e-09, 1.17e-08, 3.05e-10, 5.66e-11, 3.61e-09, 3.44e-10]    []  
280300    [1.80e-07, 5.26e-07, 6.76e-07, 4.49e-07, 9.20e-07, 8.15e-07, 7.24e-07, 2.02e-08, 1.46e-07, 4.79e-07, 3.56e-07, 2.71e-06, 3.12e-06, 9.56e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.92e-12, 1.38e-08, 4.01e-08, 8.22e-08]    [1.80e-07, 5.26e-07, 6.76e-07, 4.49e-07, 9.20e-07, 8.15e-07, 7.24e-07, 2.02e-08, 1.46e-07, 4.79e-07, 3.56e-07, 2.71e-06, 3.12e-06, 9.56e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.92e-12, 1.38e-08, 4.01e-08, 8.22e-08]    []  
280400    [9.51e-08, 4.32e-07, 6.49e-07, 4.11e-07, 9.14e-07, 7.33e-07, 8.91e-07, 3.17e-07, 2.74e-06, 1.55e-07, 3.33e-07, 1.95e-06, 1.72e-06, 4.26e-06, 0.00e+00, 1.92e-11, 0.00e+00, 9.80e-11, 0.00e+00, 0.00e+00, 2.71e-07, 1.01e-06]    [9.51e-08, 4.32e-07, 6.49e-07, 4.11e-07, 9.14e-07, 7.33e-07, 8.91e-07, 3.17e-07, 2.74e-06, 1.55e-07, 3.33e-07, 1.95e-06, 1.72e-06, 4.26e-06, 0.00e+00, 1.92e-11, 0.00e+00, 9.80e-11, 0.00e+00, 0.00e+00, 2.71e-07, 1.01e-06]    []  
280500    [1.35e-07, 3.72e-07, 6.70e-07, 4.19e-07, 9.10e-07, 7.08e-07, 7.17e-07, 3.60e-07, 7.50e-10, 2.78e-08, 1.90e-07, 1.20e-06, 1.78e-06, 1.53e-06, 6.43e-08, 6.67e-10, 1.21e-09, 1.23e-08, 0.00e+00, 5.36e-11, 2.07e-07, 3.38e-10]    [1.35e-07, 3.72e-07, 6.70e-07, 4.19e-07, 9.10e-07, 7.08e-07, 7.17e-07, 3.60e-07, 7.50e-10, 2.78e-08, 1.90e-07, 1.20e-06, 1.78e-06, 1.53e-06, 6.43e-08, 6.67e-10, 1.21e-09, 1.23e-08, 0.00e+00, 5.36e-11, 2.07e-07, 3.38e-10]    []  
280600    [1.17e-07, 4.42e-07, 6.94e-07, 4.03e-07, 9.24e-07, 7.56e-07, 6.88e-07, 2.66e-08, 2.71e-10, 8.12e-08, 6.65e-07, 1.71e-06, 3.31e-06, 2.02e-06, 0.00e+00, 1.70e-10, 0.00e+00, 8.51e-10, 2.58e-11, 2.10e-12, 2.70e-08, 3.86e-11]    [1.17e-07, 4.42e-07, 6.94e-07, 4.03e-07, 9.24e-07, 7.56e-07, 6.88e-07, 2.66e-08, 2.71e-10, 8.12e-08, 6.65e-07, 1.71e-06, 3.31e-06, 2.02e-06, 0.00e+00, 1.70e-10, 0.00e+00, 8.51e-10, 2.58e-11, 2.10e-12, 2.70e-08, 3.86e-11]    []  
280700    [5.39e-07, 4.22e-07, 7.56e-07, 3.73e-07, 9.35e-07, 7.16e-07, 7.17e-07, 4.96e-07, 4.95e-08, 7.54e-07, 7.14e-07, 3.64e-06, 7.54e-06, 1.90e-05, 1.92e-07, 6.35e-08, 9.74e-08, 1.21e-07, 0.00e+00, 5.38e-09, 5.39e-07, 3.00e-08]    [5.39e-07, 4.22e-07, 7.56e-07, 3.73e-07, 9.35e-07, 7.16e-07, 7.17e-07, 4.96e-07, 4.95e-08, 7.54e-07, 7.14e-07, 3.64e-06, 7.54e-06, 1.90e-05, 1.92e-07, 6.35e-08, 9.74e-08, 1.21e-07, 0.00e+00, 5.38e-09, 5.39e-07, 3.00e-08]    []  
280800    [1.22e-05, 2.23e-06, 1.81e-06, 1.40e-06, 1.96e-06, 1.60e-06, 1.59e-06, 1.58e-07, 1.10e-07, 2.31e-05, 2.14e-05, 9.71e-05, 1.96e-04, 6.48e-04, 8.60e-06, 8.47e-06, 4.33e-06, 3.95e-06, 2.71e-08, 0.00e+00, 1.80e-07, 9.19e-09]    [1.22e-05, 2.23e-06, 1.81e-06, 1.40e-06, 1.96e-06, 1.60e-06, 1.59e-06, 1.58e-07, 1.10e-07, 2.31e-05, 2.14e-05, 9.71e-05, 1.96e-04, 6.48e-04, 8.60e-06, 8.47e-06, 4.33e-06, 3.95e-06, 2.71e-08, 0.00e+00, 1.80e-07, 9.19e-09]    []  
280900    [3.62e-06, 1.28e-06, 9.22e-07, 1.35e-06, 1.36e-06, 1.28e-06, 1.24e-06, 1.33e-07, 4.76e-09, 7.75e-06, 6.57e-06, 5.49e-05, 4.01e-05, 2.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-12, 3.32e-10, 5.77e-08, 2.20e-09]    [3.62e-06, 1.28e-06, 9.22e-07, 1.35e-06, 1.36e-06, 1.28e-06, 1.24e-06, 1.33e-07, 4.76e-09, 7.75e-06, 6.57e-06, 5.49e-05, 4.01e-05, 2.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-12, 3.32e-10, 5.77e-08, 2.20e-09]    []  
281000    [1.37e-05, 2.86e-06, 1.41e-06, 1.10e-06, 2.23e-06, 1.39e-06, 1.14e-06, 3.63e-05, 6.10e-06, 2.33e-05, 5.76e-06, 4.78e-05, 1.09e-05, 1.34e-04, 4.11e-06, 6.55e-06, 4.75e-07, 6.38e-07, 0.00e+00, 1.06e-06, 2.89e-05, 4.10e-06]    [1.37e-05, 2.86e-06, 1.41e-06, 1.10e-06, 2.23e-06, 1.39e-06, 1.14e-06, 3.63e-05, 6.10e-06, 2.33e-05, 5.76e-06, 4.78e-05, 1.09e-05, 1.34e-04, 4.11e-06, 6.55e-06, 4.75e-07, 6.38e-07, 0.00e+00, 1.06e-06, 2.89e-05, 4.10e-06]    []  
281100    [7.33e-05, 2.43e-05, 6.67e-06, 1.80e-05, 6.45e-06, 1.40e-05, 3.14e-06, 1.17e-04, 2.55e-06, 1.11e-04, 9.46e-05, 7.25e-04, 7.49e-04, 3.83e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-04, 2.46e-06]    [7.33e-05, 2.43e-05, 6.67e-06, 1.80e-05, 6.45e-06, 1.40e-05, 3.14e-06, 1.17e-04, 2.55e-06, 1.11e-04, 9.46e-05, 7.25e-04, 7.49e-04, 3.83e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-04, 2.46e-06]    []  
281200    [1.19e-07, 4.45e-07, 6.34e-07, 3.89e-07, 8.20e-07, 7.87e-07, 6.01e-07, 3.92e-09, 1.79e-06, 9.91e-08, 2.79e-07, 1.66e-06, 3.16e-06, 4.44e-06, 0.00e+00, 0.00e+00, 0.00e+00, 4.65e-09, 1.00e-09, 0.00e+00, 5.15e-09, 1.39e-06]    [1.19e-07, 4.45e-07, 6.34e-07, 3.89e-07, 8.20e-07, 7.87e-07, 6.01e-07, 3.92e-09, 1.79e-06, 9.91e-08, 2.79e-07, 1.66e-06, 3.16e-06, 4.44e-06, 0.00e+00, 0.00e+00, 0.00e+00, 4.65e-09, 1.00e-09, 0.00e+00, 5.15e-09, 1.39e-06]    []  
281300    [1.07e-07, 3.96e-07, 6.32e-07, 3.64e-07, 8.19e-07, 7.50e-07, 6.32e-07, 1.00e-06, 7.67e-08, 1.37e-07, 2.35e-07, 1.78e-06, 1.90e-06, 4.57e-06, 0.00e+00, 0.00e+00, 0.00e+00, 3.33e-09, 0.00e+00, 0.00e+00, 8.19e-07, 7.61e-08]    [1.07e-07, 3.96e-07, 6.32e-07, 3.64e-07, 8.19e-07, 7.50e-07, 6.32e-07, 1.00e-06, 7.67e-08, 1.37e-07, 2.35e-07, 1.78e-06, 1.90e-06, 4.57e-06, 0.00e+00, 0.00e+00, 0.00e+00, 3.33e-09, 0.00e+00, 0.00e+00, 8.19e-07, 7.61e-08]    []  
281400    [2.61e-07, 3.70e-07, 6.95e-07, 3.62e-07, 8.73e-07, 6.93e-07, 6.04e-07, 2.43e-10, 1.24e-09, 1.36e-07, 5.86e-07, 1.91e-06, 4.87e-06, 6.34e-06, 6.66e-08, 3.67e-08, 3.18e-08, 5.11e-08, 1.45e-09, 1.97e-11, 6.37e-09, 6.74e-11]    [2.61e-07, 3.70e-07, 6.95e-07, 3.62e-07, 8.73e-07, 6.93e-07, 6.04e-07, 2.43e-10, 1.24e-09, 1.36e-07, 5.86e-07, 1.91e-06, 4.87e-06, 6.34e-06, 6.66e-08, 3.67e-08, 3.18e-08, 5.11e-08, 1.45e-09, 1.97e-11, 6.37e-09, 6.74e-11]    []  
281500    [4.87e-06, 1.03e-06, 1.06e-06, 7.44e-07, 1.28e-06, 1.00e-06, 8.03e-07, 1.31e-05, 5.82e-06, 7.41e-06, 1.08e-05, 4.04e-05, 9.85e-05, 2.65e-04, 3.46e-06, 2.70e-06, 1.62e-06, 1.44e-06, 1.39e-06, 8.16e-07, 7.59e-06, 3.31e-06]    [4.87e-06, 1.03e-06, 1.06e-06, 7.44e-07, 1.28e-06, 1.00e-06, 8.03e-07, 1.31e-05, 5.82e-06, 7.41e-06, 1.08e-05, 4.04e-05, 9.85e-05, 2.65e-04, 3.46e-06, 2.70e-06, 1.62e-06, 1.44e-06, 1.39e-06, 8.16e-07, 7.59e-06, 3.31e-06]    []  
281600    [6.75e-06, 2.28e-06, 1.17e-06, 2.46e-06, 1.89e-06, 1.68e-06, 1.46e-06, 5.95e-05, 1.54e-08, 1.29e-05, 1.08e-05, 9.71e-05, 6.95e-05, 4.32e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.32e-06, 8.41e-11, 3.63e-05, 8.22e-08]    [6.75e-06, 2.28e-06, 1.17e-06, 2.46e-06, 1.89e-06, 1.68e-06, 1.46e-06, 5.95e-05, 1.54e-08, 1.29e-05, 1.08e-05, 9.71e-05, 6.95e-05, 4.32e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.32e-06, 8.41e-11, 3.63e-05, 8.22e-08]    []  
281700    [3.40e-06, 1.18e-06, 1.11e-06, 6.22e-07, 1.45e-06, 8.37e-07, 1.37e-06, 1.67e-05, 1.15e-08, 5.19e-06, 8.89e-06, 3.36e-05, 2.24e-05, 1.70e-04, 9.19e-07, 5.16e-06, 2.80e-07, 3.57e-07, 1.46e-06, 0.00e+00, 7.98e-06, 6.01e-09]    [3.40e-06, 1.18e-06, 1.11e-06, 6.22e-07, 1.45e-06, 8.37e-07, 1.37e-06, 1.67e-05, 1.15e-08, 5.19e-06, 8.89e-06, 3.36e-05, 2.24e-05, 1.70e-04, 9.19e-07, 5.16e-06, 2.80e-07, 3.57e-07, 1.46e-06, 0.00e+00, 7.98e-06, 6.01e-09]    []  
281800    [1.33e-07, 3.71e-07, 5.84e-07, 4.08e-07, 9.65e-07, 6.71e-07, 7.04e-07, 8.35e-07, 8.14e-08, 9.31e-07, 3.34e-06, 4.59e-06, 3.27e-06, 5.49e-06, 0.00e+00, 1.73e-09, 0.00e+00, 0.00e+00, 9.38e-08, 0.00e+00, 6.01e-07, 6.82e-08]    [1.33e-07, 3.71e-07, 5.84e-07, 4.08e-07, 9.65e-07, 6.71e-07, 7.04e-07, 8.35e-07, 8.14e-08, 9.31e-07, 3.34e-06, 4.59e-06, 3.27e-06, 5.49e-06, 0.00e+00, 1.73e-09, 0.00e+00, 0.00e+00, 9.38e-08, 0.00e+00, 6.01e-07, 6.82e-08]    []  
281900    [1.04e-07, 3.00e-07, 6.56e-07, 3.38e-07, 8.04e-07, 6.84e-07, 7.05e-07, 9.19e-06, 1.61e-04, 4.13e-09, 1.91e-07, 1.09e-06, 1.44e-06, 3.62e-07, 5.79e-08, 3.29e-09, 3.47e-09, 3.99e-09, 0.00e+00, 1.81e-05, 6.55e-06, 7.88e-05]    [1.04e-07, 3.00e-07, 6.56e-07, 3.38e-07, 8.04e-07, 6.84e-07, 7.05e-07, 9.19e-06, 1.61e-04, 4.13e-09, 1.91e-07, 1.09e-06, 1.44e-06, 3.62e-07, 5.79e-08, 3.29e-09, 3.47e-09, 3.99e-09, 0.00e+00, 1.81e-05, 6.55e-06, 7.88e-05]    []  
282000    [1.75e-07, 5.78e-07, 7.13e-07, 4.10e-07, 8.28e-07, 7.30e-07, 6.42e-07, 8.41e-08, 2.36e-09, 4.67e-08, 1.30e-06, 1.80e-06, 4.04e-06, 2.37e-06, 1.71e-07, 0.00e+00, 2.38e-09, 7.74e-08, 2.54e-08, 7.62e-10, 1.66e-07, 5.00e-09]    [1.75e-07, 5.78e-07, 7.13e-07, 4.10e-07, 8.28e-07, 7.30e-07, 6.42e-07, 8.41e-08, 2.36e-09, 4.67e-08, 1.30e-06, 1.80e-06, 4.04e-06, 2.37e-06, 1.71e-07, 0.00e+00, 2.38e-09, 7.74e-08, 2.54e-08, 7.62e-10, 1.66e-07, 5.00e-09]    []  

Best model at step 260657:
  train loss: 4.57e-06
  test loss: 4.57e-06
  test metric: []

'train' took 39.844944 s

Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
282000    [1.75e-07, 5.78e-07, 7.13e-07, 4.10e-07, 8.28e-07, 7.30e-07, 6.42e-07, 8.41e-08, 2.36e-09, 4.67e-08, 1.30e-06, 1.80e-06, 4.04e-06, 2.37e-06, 1.71e-07, 0.00e+00, 2.38e-09, 7.74e-08, 2.54e-08, 7.62e-10, 1.66e-07, 5.00e-09]    [1.75e-07, 5.78e-07, 7.13e-07, 4.10e-07, 8.28e-07, 7.30e-07, 6.42e-07, 8.41e-08, 2.36e-09, 4.67e-08, 1.30e-06, 1.80e-06, 4.04e-06, 2.37e-06, 1.71e-07, 0.00e+00, 2.38e-09, 7.74e-08, 2.54e-08, 7.62e-10, 1.66e-07, 5.00e-09]    []  
282100    [1.27e-05, 4.82e-06, 1.42e-06, 3.45e-06, 1.44e-06, 3.27e-06, 8.95e-07, 1.79e-06, 9.65e-07, 1.71e-05, 2.75e-05, 1.16e-04, 2.71e-04, 6.99e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.09e-06, 1.02e-06]    [1.27e-05, 4.82e-06, 1.42e-06, 3.45e-06, 1.44e-06, 3.27e-06, 8.95e-07, 1.79e-06, 9.65e-07, 1.71e-05, 2.75e-05, 1.16e-04, 2.71e-04, 6.99e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.09e-06, 1.02e-06]    []  
282200    [1.21e-05, 4.43e-06, 1.33e-06, 3.03e-06, 1.42e-06, 3.13e-06, 8.96e-07, 8.12e-05, 4.61e-06, 1.58e-05, 2.46e-05, 1.11e-04, 2.41e-04, 6.48e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.91e-05, 4.62e-06]    [1.21e-05, 4.43e-06, 1.33e-06, 3.03e-06, 1.42e-06, 3.13e-06, 8.96e-07, 8.12e-05, 4.61e-06, 1.58e-05, 2.46e-05, 1.11e-04, 2.41e-04, 6.48e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.91e-05, 4.62e-06]    []  
282300    [2.26e-05, 7.57e-06, 2.21e-06, 5.35e-06, 2.12e-06, 4.72e-06, 1.20e-06, 5.34e-06, 9.10e-07, 3.26e-05, 3.41e-05, 1.99e-04, 3.51e-04, 1.17e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.63e-06, 4.33e-07]    [2.26e-05, 7.57e-06, 2.21e-06, 5.35e-06, 2.12e-06, 4.72e-06, 1.20e-06, 5.34e-06, 9.10e-07, 3.26e-05, 3.41e-05, 1.99e-04, 3.51e-04, 1.17e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.63e-06, 4.33e-07]    []  
282400    [2.28e-05, 5.36e-06, 4.97e-06, 5.64e-06, 3.92e-06, 3.99e-06, 3.66e-06, 8.18e-05, 1.10e-05, 4.98e-05, 7.86e-05, 2.54e-04, 2.88e-04, 1.65e-03, 2.49e-05, 2.55e-05, 9.10e-06, 4.84e-06, 9.95e-06, 1.71e-06, 4.82e-05, 7.50e-06]    [2.28e-05, 5.36e-06, 4.97e-06, 5.64e-06, 3.92e-06, 3.99e-06, 3.66e-06, 8.18e-05, 1.10e-05, 4.98e-05, 7.86e-05, 2.54e-04, 2.88e-04, 1.65e-03, 2.49e-05, 2.55e-05, 9.10e-06, 4.84e-06, 9.95e-06, 1.71e-06, 4.82e-05, 7.50e-06]    []  
282500    [1.12e-06, 4.49e-07, 7.52e-07, 4.19e-07, 8.49e-07, 7.52e-07, 5.53e-07, 1.41e-08, 2.07e-10, 1.65e-06, 1.96e-06, 7.94e-06, 1.92e-05, 4.87e-05, 6.47e-07, 2.94e-07, 3.11e-07, 3.26e-07, 2.81e-09, 1.07e-10, 1.12e-08, 5.15e-10]    [1.12e-06, 4.49e-07, 7.52e-07, 4.19e-07, 8.49e-07, 7.52e-07, 5.53e-07, 1.41e-08, 2.07e-10, 1.65e-06, 1.96e-06, 7.94e-06, 1.92e-05, 4.87e-05, 6.47e-07, 2.94e-07, 3.11e-07, 3.26e-07, 2.81e-09, 1.07e-10, 1.12e-08, 5.15e-10]    []  
282600    [9.86e-07, 4.75e-07, 7.20e-07, 4.43e-07, 8.48e-07, 7.09e-07, 5.21e-07, 7.12e-05, 1.16e-06, 9.95e-07, 3.83e-06, 8.18e-06, 2.58e-05, 4.27e-05, 5.45e-07, 2.63e-07, 3.04e-07, 2.97e-07, 8.34e-06, 1.24e-07, 4.13e-05, 6.53e-07]    [9.86e-07, 4.75e-07, 7.20e-07, 4.43e-07, 8.48e-07, 7.09e-07, 5.21e-07, 7.12e-05, 1.16e-06, 9.95e-07, 3.83e-06, 8.18e-06, 2.58e-05, 4.27e-05, 5.45e-07, 2.63e-07, 3.04e-07, 2.97e-07, 8.34e-06, 1.24e-07, 4.13e-05, 6.53e-07]    []  
282700    [2.45e-05, 7.84e-06, 2.41e-06, 5.39e-06, 2.23e-06, 4.81e-06, 1.21e-06, 5.59e-07, 1.53e-07, 3.79e-05, 3.04e-05, 2.04e-04, 3.23e-04, 1.19e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.04e-07, 1.76e-07]    [2.45e-05, 7.84e-06, 2.41e-06, 5.39e-06, 2.23e-06, 4.81e-06, 1.21e-06, 5.59e-07, 1.53e-07, 3.79e-05, 3.04e-05, 2.04e-04, 3.23e-04, 1.19e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.04e-07, 1.76e-07]    []  
282800    [7.28e-07, 5.57e-07, 1.15e-06, 7.35e-07, 7.02e-07, 9.94e-07, 9.04e-07, 1.84e-05, 1.49e-09, 1.13e-07, 2.61e-06, 6.25e-06, 1.28e-05, 1.19e-05, 1.53e-07, 1.52e-08, 9.08e-08, 2.73e-08, 2.11e-06, 7.48e-11, 1.12e-05, 3.72e-10]    [7.28e-07, 5.57e-07, 1.15e-06, 7.35e-07, 7.02e-07, 9.94e-07, 9.04e-07, 1.84e-05, 1.49e-09, 1.13e-07, 2.61e-06, 6.25e-06, 1.28e-05, 1.19e-05, 1.53e-07, 1.52e-08, 9.08e-08, 2.73e-08, 2.11e-06, 7.48e-11, 1.12e-05, 3.72e-10]    []  
282900    [1.80e-06, 9.44e-07, 8.31e-07, 1.26e-06, 9.37e-07, 1.15e-06, 1.09e-06, 3.33e-05, 1.37e-07, 2.88e-06, 8.24e-06, 2.82e-05, 1.79e-05, 5.82e-05, 3.33e-06, 1.98e-08, 0.00e+00, 0.00e+00, 3.38e-06, 0.00e+00, 1.75e-05, 1.12e-07]    [1.80e-06, 9.44e-07, 8.31e-07, 1.26e-06, 9.37e-07, 1.15e-06, 1.09e-06, 3.33e-05, 1.37e-07, 2.88e-06, 8.24e-06, 2.82e-05, 1.79e-05, 5.82e-05, 3.33e-06, 1.98e-08, 0.00e+00, 0.00e+00, 3.38e-06, 0.00e+00, 1.75e-05, 1.12e-07]    []  
283000    [1.33e-05, 3.58e-06, 4.04e-06, 4.13e-06, 2.38e-06, 2.99e-06, 2.79e-06, 9.42e-05, 3.95e-09, 2.46e-05, 4.44e-05, 1.51e-04, 1.93e-04, 9.88e-04, 1.43e-05, 1.19e-05, 5.03e-06, 2.21e-06, 1.20e-05, 2.41e-09, 5.75e-05, 1.59e-08]    [1.33e-05, 3.58e-06, 4.04e-06, 4.13e-06, 2.38e-06, 2.99e-06, 2.79e-06, 9.42e-05, 3.95e-09, 2.46e-05, 4.44e-05, 1.51e-04, 1.93e-04, 9.88e-04, 1.43e-05, 1.19e-05, 5.03e-06, 2.21e-06, 1.20e-05, 2.41e-09, 5.75e-05, 1.59e-08]    []  
283100    [2.79e-05, 9.22e-06, 2.45e-06, 6.39e-06, 2.50e-06, 5.61e-06, 1.36e-06, 2.42e-05, 2.28e-06, 4.03e-05, 3.86e-05, 2.35e-04, 4.17e-04, 1.36e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.52e-05, 2.30e-06]    [2.79e-05, 9.22e-06, 2.45e-06, 6.39e-06, 2.50e-06, 5.61e-06, 1.36e-06, 2.42e-05, 2.28e-06, 4.03e-05, 3.86e-05, 2.35e-04, 4.17e-04, 1.36e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.52e-05, 2.30e-06]    []  
283200    [5.28e-07, 5.02e-07, 1.10e-06, 6.12e-07, 7.31e-07, 8.98e-07, 8.99e-07, 1.36e-05, 2.39e-05, 5.56e-08, 1.32e-06, 4.11e-06, 6.11e-06, 4.69e-06, 6.40e-08, 1.21e-08, 3.21e-08, 5.09e-09, 1.34e-06, 0.00e+00, 7.33e-06, 1.45e-05]    [5.28e-07, 5.02e-07, 1.10e-06, 6.12e-07, 7.31e-07, 8.98e-07, 8.99e-07, 1.36e-05, 2.39e-05, 5.56e-08, 1.32e-06, 4.11e-06, 6.11e-06, 4.69e-06, 6.40e-08, 1.21e-08, 3.21e-08, 5.09e-09, 1.34e-06, 0.00e+00, 7.33e-06, 1.45e-05]    []  
283300    [1.60e-06, 9.15e-07, 7.48e-07, 4.26e-07, 8.54e-07, 6.35e-07, 6.60e-07, 2.85e-07, 1.26e-07, 4.09e-06, 3.48e-06, 9.30e-06, 1.37e-05, 5.72e-05, 4.34e-07, 4.81e-07, 2.51e-07, 1.26e-07, 3.29e-08, 1.01e-08, 2.09e-07, 5.80e-08]    [1.60e-06, 9.15e-07, 7.48e-07, 4.26e-07, 8.54e-07, 6.35e-07, 6.60e-07, 2.85e-07, 1.26e-07, 4.09e-06, 3.48e-06, 9.30e-06, 1.37e-05, 5.72e-05, 4.34e-07, 4.81e-07, 2.51e-07, 1.26e-07, 3.29e-08, 1.01e-08, 2.09e-07, 5.80e-08]    []  
283400    [1.01e-06, 1.27e-06, 6.65e-07, 1.11e-06, 9.59e-07, 5.95e-07, 8.69e-07, 2.37e-08, 1.86e-05, 8.45e-07, 8.58e-06, 8.27e-06, 1.86e-05, 4.95e-05, 1.49e-06, 1.23e-08, 4.71e-08, 0.00e+00, 1.22e-07, 3.00e-06, 7.43e-07, 1.45e-05]    [1.01e-06, 1.27e-06, 6.65e-07, 1.11e-06, 9.59e-07, 5.95e-07, 8.69e-07, 2.37e-08, 1.86e-05, 8.45e-07, 8.58e-06, 8.27e-06, 1.86e-05, 4.95e-05, 1.49e-06, 1.23e-08, 4.71e-08, 0.00e+00, 1.22e-07, 3.00e-06, 7.43e-07, 1.45e-05]    []  
283500    [6.74e-06, 2.34e-06, 3.28e-06, 3.22e-06, 1.38e-06, 2.38e-06, 1.96e-06, 3.30e-06, 7.33e-08, 1.16e-05, 2.47e-05, 7.36e-05, 9.48e-05, 4.79e-04, 6.99e-06, 2.94e-06, 2.52e-06, 7.00e-07, 2.91e-07, 0.00e+00, 1.74e-06, 1.37e-08]    [6.74e-06, 2.34e-06, 3.28e-06, 3.22e-06, 1.38e-06, 2.38e-06, 1.96e-06, 3.30e-06, 7.33e-08, 1.16e-05, 2.47e-05, 7.36e-05, 9.48e-05, 4.79e-04, 6.99e-06, 2.94e-06, 2.52e-06, 7.00e-07, 2.91e-07, 0.00e+00, 1.74e-06, 1.37e-08]    []  
283600    [9.95e-06, 3.60e-06, 1.16e-06, 2.37e-06, 1.23e-06, 2.64e-06, 7.61e-07, 9.43e-05, 1.59e-07, 1.30e-05, 2.02e-05, 8.45e-05, 2.04e-04, 4.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.54e-05, 1.53e-07]    [9.95e-06, 3.60e-06, 1.16e-06, 2.37e-06, 1.23e-06, 2.64e-06, 7.61e-07, 9.43e-05, 1.59e-07, 1.30e-05, 2.02e-05, 8.45e-05, 2.04e-04, 4.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.54e-05, 1.53e-07]    []  
283700    [9.87e-07, 7.49e-07, 6.94e-07, 5.32e-07, 7.01e-07, 9.38e-07, 6.52e-07, 1.38e-07, 7.01e-06, 1.21e-06, 3.00e-06, 9.19e-06, 2.59e-05, 4.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.46e-10, 8.77e-07, 1.80e-08, 4.72e-06]    [9.87e-07, 7.49e-07, 6.94e-07, 5.32e-07, 7.01e-07, 9.38e-07, 6.52e-07, 1.38e-07, 7.01e-06, 1.21e-06, 3.00e-06, 9.19e-06, 2.59e-05, 4.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.46e-10, 8.77e-07, 1.80e-08, 4.72e-06]    []  
283800    [8.47e-07, 7.30e-07, 6.27e-07, 4.80e-07, 7.04e-07, 9.39e-07, 4.99e-07, 6.42e-07, 1.33e-08, 1.08e-06, 2.01e-06, 8.25e-06, 2.01e-05, 4.30e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.16e-06, 1.82e-08]    [8.47e-07, 7.30e-07, 6.27e-07, 4.80e-07, 7.04e-07, 9.39e-07, 4.99e-07, 6.42e-07, 1.33e-08, 1.08e-06, 2.01e-06, 8.25e-06, 2.01e-05, 4.30e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.16e-06, 1.82e-08]    []  
283900    [1.20e-05, 2.40e-06, 1.69e-06, 1.49e-06, 1.79e-06, 1.66e-06, 9.63e-07, 1.68e-06, 4.05e-06, 2.36e-05, 2.19e-05, 9.80e-05, 2.07e-04, 6.63e-04, 9.86e-06, 7.77e-06, 4.62e-06, 3.92e-06, 1.41e-07, 4.38e-07, 8.69e-07, 2.01e-06]    [1.20e-05, 2.40e-06, 1.69e-06, 1.49e-06, 1.79e-06, 1.66e-06, 9.63e-07, 1.68e-06, 4.05e-06, 2.36e-05, 2.19e-05, 9.80e-05, 2.07e-04, 6.63e-04, 9.86e-06, 7.77e-06, 4.62e-06, 3.92e-06, 1.41e-07, 4.38e-07, 8.69e-07, 2.01e-06]    []  
284000    [1.25e-05, 3.95e-06, 2.45e-06, 4.08e-06, 4.63e-06, 2.72e-06, 2.17e-06, 3.24e-05, 4.60e-10, 2.92e-05, 5.40e-05, 2.45e-04, 1.41e-04, 1.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.80e-06, 3.18e-11, 1.95e-05, 3.20e-09]    [1.25e-05, 3.95e-06, 2.45e-06, 4.08e-06, 4.63e-06, 2.72e-06, 2.17e-06, 3.24e-05, 4.60e-10, 2.92e-05, 5.40e-05, 2.45e-04, 1.41e-04, 1.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.80e-06, 3.18e-11, 1.95e-05, 3.20e-09]    []  

Best model at step 260657:
  train loss: 4.57e-06
  test loss: 4.57e-06
  test metric: []

'train' took 40.416780 s

Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
284000    [1.25e-05, 3.95e-06, 2.45e-06, 4.08e-06, 4.63e-06, 2.72e-06, 2.17e-06, 3.24e-05, 4.60e-10, 2.92e-05, 5.40e-05, 2.45e-04, 1.41e-04, 1.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.80e-06, 3.18e-11, 1.95e-05, 3.20e-09]    [1.25e-05, 3.95e-06, 2.45e-06, 4.08e-06, 4.63e-06, 2.72e-06, 2.17e-06, 3.24e-05, 4.60e-10, 2.92e-05, 5.40e-05, 2.45e-04, 1.41e-04, 1.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.80e-06, 3.18e-11, 1.95e-05, 3.20e-09]    []  
284100    [4.15e-07, 3.61e-07, 6.64e-07, 3.31e-07, 7.23e-07, 7.23e-07, 4.36e-07, 9.90e-10, 5.36e-09, 4.54e-07, 5.94e-07, 2.76e-06, 6.02e-06, 1.35e-05, 2.15e-07, 8.70e-08, 8.09e-08, 8.53e-08, 7.95e-09, 1.01e-09, 4.07e-08, 6.45e-09]    [4.15e-07, 3.61e-07, 6.64e-07, 3.31e-07, 7.23e-07, 7.23e-07, 4.36e-07, 9.90e-10, 5.36e-09, 4.54e-07, 5.94e-07, 2.76e-06, 6.02e-06, 1.35e-05, 2.15e-07, 8.70e-08, 8.09e-08, 8.53e-08, 7.95e-09, 1.01e-09, 4.07e-08, 6.45e-09]    []  
284200    [8.86e-08, 3.67e-07, 6.01e-07, 2.96e-07, 6.83e-07, 7.02e-07, 4.25e-07, 7.90e-09, 1.56e-08, 2.03e-09, 1.78e-07, 8.69e-07, 1.15e-06, 6.08e-08, 2.40e-09, 4.42e-11, 0.00e+00, 9.25e-09, 4.13e-09, 1.98e-13, 1.46e-08, 4.42e-09]    [8.86e-08, 3.67e-07, 6.01e-07, 2.96e-07, 6.83e-07, 7.02e-07, 4.25e-07, 7.90e-09, 1.56e-08, 2.03e-09, 1.78e-07, 8.69e-07, 1.15e-06, 6.08e-08, 2.40e-09, 4.42e-11, 0.00e+00, 9.25e-09, 4.13e-09, 1.98e-13, 1.46e-08, 4.42e-09]    []  
284300    [2.48e-07, 5.13e-07, 5.80e-07, 3.51e-07, 6.70e-07, 7.11e-07, 1.08e-06, 1.42e-07, 1.10e-05, 7.88e-11, 1.51e-06, 2.40e-06, 3.04e-06, 2.23e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-09, 0.00e+00, 9.43e-09, 3.23e-05]    [2.48e-07, 5.13e-07, 5.80e-07, 3.51e-07, 6.70e-07, 7.11e-07, 1.08e-06, 1.42e-07, 1.10e-05, 7.88e-11, 1.51e-06, 2.40e-06, 3.04e-06, 2.23e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-09, 0.00e+00, 9.43e-09, 3.23e-05]    []  
284400    [1.37e-06, 8.64e-07, 5.74e-07, 5.04e-07, 8.02e-07, 6.51e-07, 7.53e-07, 1.45e-06, 3.38e-09, 1.81e-06, 3.49e-06, 9.69e-06, 7.02e-06, 4.64e-05, 1.01e-06, 2.02e-08, 1.63e-07, 2.09e-07, 2.33e-07, 6.74e-11, 1.42e-06, 1.67e-09]    [1.37e-06, 8.64e-07, 5.74e-07, 5.04e-07, 8.02e-07, 6.51e-07, 7.53e-07, 1.45e-06, 3.38e-09, 1.81e-06, 3.49e-06, 9.69e-06, 7.02e-06, 4.64e-05, 1.01e-06, 2.02e-08, 1.63e-07, 2.09e-07, 2.33e-07, 6.74e-11, 1.42e-06, 1.67e-09]    []  
284500    [2.17e-07, 4.47e-07, 5.71e-07, 2.75e-07, 7.53e-07, 6.30e-07, 5.52e-07, 4.94e-07, 9.59e-10, 1.60e-08, 7.07e-07, 1.48e-06, 2.52e-06, 1.22e-06, 5.15e-08, 6.07e-11, 1.28e-08, 0.00e+00, 0.00e+00, 1.85e-11, 3.11e-07, 1.53e-09]    [2.17e-07, 4.47e-07, 5.71e-07, 2.75e-07, 7.53e-07, 6.30e-07, 5.52e-07, 4.94e-07, 9.59e-10, 1.60e-08, 7.07e-07, 1.48e-06, 2.52e-06, 1.22e-06, 5.15e-08, 6.07e-11, 1.28e-08, 0.00e+00, 0.00e+00, 1.85e-11, 3.11e-07, 1.53e-09]    []  
284600    [7.92e-07, 4.09e-07, 6.80e-07, 2.96e-07, 8.02e-07, 6.69e-07, 4.70e-07, 1.17e-05, 7.48e-09, 8.94e-07, 2.02e-06, 5.64e-06, 1.62e-05, 2.82e-05, 2.32e-07, 3.63e-07, 2.80e-07, 1.48e-07, 1.14e-06, 3.81e-10, 6.29e-06, 2.18e-09]    [7.92e-07, 4.09e-07, 6.80e-07, 2.96e-07, 8.02e-07, 6.69e-07, 4.70e-07, 1.17e-05, 7.48e-09, 8.94e-07, 2.02e-06, 5.64e-06, 1.62e-05, 2.82e-05, 2.32e-07, 3.63e-07, 2.80e-07, 1.48e-07, 1.14e-06, 3.81e-10, 6.29e-06, 2.18e-09]    []  
284700    [1.22e-07, 4.62e-07, 6.04e-07, 3.07e-07, 7.09e-07, 6.68e-07, 4.70e-07, 5.00e-07, 3.05e-11, 1.02e-08, 1.32e-06, 2.00e-06, 3.93e-06, 1.08e-06, 0.00e+00, 7.14e-10, 0.00e+00, 3.21e-09, 0.00e+00, 4.54e-11, 5.54e-07, 1.07e-10]    [1.22e-07, 4.62e-07, 6.04e-07, 3.07e-07, 7.09e-07, 6.68e-07, 4.70e-07, 5.00e-07, 3.05e-11, 1.02e-08, 1.32e-06, 2.00e-06, 3.93e-06, 1.08e-06, 0.00e+00, 7.14e-10, 0.00e+00, 3.21e-09, 0.00e+00, 4.54e-11, 5.54e-07, 1.07e-10]    []  
284800    [4.07e-07, 5.24e-07, 5.34e-07, 3.24e-07, 7.04e-07, 6.97e-07, 9.71e-07, 4.35e-06, 1.65e-05, 1.48e-07, 2.31e-06, 4.99e-06, 1.16e-05, 1.41e-05, 0.00e+00, 1.11e-09, 0.00e+00, 0.00e+00, 3.63e-07, 0.00e+00, 2.16e-06, 3.35e-05]    [4.07e-07, 5.24e-07, 5.34e-07, 3.24e-07, 7.04e-07, 6.97e-07, 9.71e-07, 4.35e-06, 1.65e-05, 1.48e-07, 2.31e-06, 4.99e-06, 1.16e-05, 1.41e-05, 0.00e+00, 1.11e-09, 0.00e+00, 0.00e+00, 3.63e-07, 0.00e+00, 2.16e-06, 3.35e-05]    []  
284900    [7.63e-07, 4.89e-07, 6.93e-07, 2.75e-07, 7.85e-07, 6.95e-07, 6.11e-07, 7.41e-07, 3.65e-11, 1.55e-06, 1.38e-06, 5.20e-06, 4.82e-06, 2.39e-05, 1.83e-07, 1.47e-07, 1.02e-07, 1.46e-07, 2.37e-08, 1.22e-10, 1.40e-07, 5.19e-10]    [7.63e-07, 4.89e-07, 6.93e-07, 2.75e-07, 7.85e-07, 6.95e-07, 6.11e-07, 7.41e-07, 3.65e-11, 1.55e-06, 1.38e-06, 5.20e-06, 4.82e-06, 2.39e-05, 1.83e-07, 1.47e-07, 1.02e-07, 1.46e-07, 2.37e-08, 1.22e-10, 1.40e-07, 5.19e-10]    []  
285000    [1.08e-07, 4.04e-07, 5.52e-07, 3.09e-07, 6.05e-07, 6.86e-07, 4.36e-07, 7.17e-07, 1.77e-09, 3.73e-08, 6.14e-07, 1.53e-06, 2.57e-06, 9.39e-07, 2.97e-09, 0.00e+00, 0.00e+00, 2.18e-09, 3.14e-08, 2.42e-12, 1.92e-07, 3.45e-09]    [1.08e-07, 4.04e-07, 5.52e-07, 3.09e-07, 6.05e-07, 6.86e-07, 4.36e-07, 7.17e-07, 1.77e-09, 3.73e-08, 6.14e-07, 1.53e-06, 2.57e-06, 9.39e-07, 2.97e-09, 0.00e+00, 0.00e+00, 2.18e-09, 3.14e-08, 2.42e-12, 1.92e-07, 3.45e-09]    []  
285100    [1.83e-07, 4.00e-07, 6.25e-07, 3.43e-07, 7.31e-07, 6.76e-07, 4.06e-07, 6.01e-09, 6.94e-09, 3.06e-08, 2.78e-07, 1.07e-06, 1.26e-06, 1.09e-06, 8.39e-08, 1.07e-08, 3.03e-09, 7.10e-09, 1.81e-09, 0.00e+00, 7.75e-09, 2.22e-08]    [1.83e-07, 4.00e-07, 6.25e-07, 3.43e-07, 7.31e-07, 6.76e-07, 4.06e-07, 6.01e-09, 6.94e-09, 3.06e-08, 2.78e-07, 1.07e-06, 1.26e-06, 1.09e-06, 8.39e-08, 1.07e-08, 3.03e-09, 7.10e-09, 1.81e-09, 0.00e+00, 7.75e-09, 2.22e-08]    []  
285200    [1.02e-07, 3.86e-07, 5.59e-07, 2.68e-07, 6.69e-07, 6.92e-07, 6.43e-07, 3.54e-06, 2.01e-06, 2.32e-08, 2.18e-07, 1.41e-06, 1.76e-06, 2.10e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.12e-09, 0.00e+00, 0.00e+00, 2.98e-06, 2.11e-06]    [1.02e-07, 3.86e-07, 5.59e-07, 2.68e-07, 6.69e-07, 6.92e-07, 6.43e-07, 3.54e-06, 2.01e-06, 2.32e-08, 2.18e-07, 1.41e-06, 1.76e-06, 2.10e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.12e-09, 0.00e+00, 0.00e+00, 2.98e-06, 2.11e-06]    []  
285300    [2.03e-07, 5.13e-07, 6.46e-07, 4.37e-07, 8.10e-07, 6.49e-07, 4.41e-07, 7.01e-07, 3.37e-10, 3.48e-08, 1.61e-06, 1.78e-06, 5.08e-06, 2.63e-06, 2.69e-07, 3.27e-08, 1.86e-08, 2.84e-09, 5.45e-08, 2.37e-10, 3.37e-07, 8.87e-10]    [2.03e-07, 5.13e-07, 6.46e-07, 4.37e-07, 8.10e-07, 6.49e-07, 4.41e-07, 7.01e-07, 3.37e-10, 3.48e-08, 1.61e-06, 1.78e-06, 5.08e-06, 2.63e-06, 2.69e-07, 3.27e-08, 1.86e-08, 2.84e-09, 5.45e-08, 2.37e-10, 3.37e-07, 8.87e-10]    []  
285400    [1.25e-06, 8.98e-07, 6.66e-07, 4.44e-07, 7.39e-07, 5.95e-07, 6.37e-07, 2.63e-06, 2.10e-06, 5.93e-06, 1.38e-05, 1.40e-05, 7.69e-06, 7.51e-05, 1.11e-06, 3.12e-07, 2.50e-08, 9.45e-13, 0.00e+00, 6.54e-07, 1.88e-06, 3.18e-06]    [1.25e-06, 8.98e-07, 6.66e-07, 4.44e-07, 7.39e-07, 5.95e-07, 6.37e-07, 2.63e-06, 2.10e-06, 5.93e-06, 1.38e-05, 1.40e-05, 7.69e-06, 7.51e-05, 1.11e-06, 3.12e-07, 2.50e-08, 9.45e-13, 0.00e+00, 6.54e-07, 1.88e-06, 3.18e-06]    []  
285500    [9.49e-06, 2.18e-06, 1.09e-06, 2.22e-06, 1.63e-06, 1.59e-06, 1.18e-06, 3.28e-06, 1.18e-05, 1.09e-05, 1.41e-05, 7.27e-05, 1.76e-04, 3.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.01e-06, 1.14e-05]    [9.49e-06, 2.18e-06, 1.09e-06, 2.22e-06, 1.63e-06, 1.59e-06, 1.18e-06, 3.28e-06, 1.18e-05, 1.09e-05, 1.41e-05, 7.27e-05, 1.76e-04, 3.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.01e-06, 1.14e-05]    []  
285600    [2.19e-05, 7.61e-06, 2.26e-06, 7.42e-06, 3.36e-06, 4.47e-06, 1.80e-06, 2.65e-06, 7.45e-07, 3.76e-05, 3.15e-05, 2.40e-04, 2.92e-04, 1.32e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.30e-06, 9.69e-07]    [2.19e-05, 7.61e-06, 2.26e-06, 7.42e-06, 3.36e-06, 4.47e-06, 1.80e-06, 2.65e-06, 7.45e-07, 3.76e-05, 3.15e-05, 2.40e-04, 2.92e-04, 1.32e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.30e-06, 9.69e-07]    []  
285700    [4.74e-05, 1.57e-05, 3.93e-06, 1.03e-05, 4.00e-06, 9.04e-06, 1.84e-06, 5.51e-04, 1.25e-06, 6.15e-05, 6.06e-05, 3.92e-04, 6.34e-04, 2.20e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.40e-04, 1.37e-06]    [4.74e-05, 1.57e-05, 3.93e-06, 1.03e-05, 4.00e-06, 9.04e-06, 1.84e-06, 5.51e-04, 1.25e-06, 6.15e-05, 6.06e-05, 3.92e-04, 6.34e-04, 2.20e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.40e-04, 1.37e-06]    []  
285800    [4.52e-06, 9.67e-07, 1.02e-06, 6.69e-07, 9.83e-07, 9.47e-07, 8.46e-07, 2.54e-08, 7.60e-06, 8.52e-06, 7.23e-06, 3.10e-05, 7.62e-05, 2.07e-04, 2.90e-06, 1.81e-06, 1.49e-06, 1.46e-06, 2.54e-09, 7.65e-07, 8.22e-09, 4.11e-06]    [4.52e-06, 9.67e-07, 1.02e-06, 6.69e-07, 9.83e-07, 9.47e-07, 8.46e-07, 2.54e-08, 7.60e-06, 8.52e-06, 7.23e-06, 3.10e-05, 7.62e-05, 2.07e-04, 2.90e-06, 1.81e-06, 1.49e-06, 1.46e-06, 2.54e-09, 7.65e-07, 8.22e-09, 4.11e-06]    []  
285900    [4.06e-07, 5.29e-07, 5.95e-07, 3.46e-07, 5.99e-07, 8.26e-07, 3.93e-07, 4.53e-10, 8.00e-09, 6.02e-07, 7.96e-07, 3.74e-06, 8.22e-06, 1.74e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-10, 9.18e-11, 0.00e+00, 1.03e-07, 1.04e-08]    [4.06e-07, 5.29e-07, 5.95e-07, 3.46e-07, 5.99e-07, 8.26e-07, 3.93e-07, 4.53e-10, 8.00e-09, 6.02e-07, 7.96e-07, 3.74e-06, 8.22e-06, 1.74e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-10, 9.18e-11, 0.00e+00, 1.03e-07, 1.04e-08]    []  
286000    [6.57e-07, 6.50e-07, 5.89e-07, 3.84e-07, 6.15e-07, 8.85e-07, 3.89e-07, 1.42e-07, 3.09e-10, 1.03e-06, 1.09e-06, 6.20e-06, 1.34e-05, 3.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.43e-10, 8.46e-09, 4.07e-12, 4.45e-08, 1.33e-09]    [6.57e-07, 6.50e-07, 5.89e-07, 3.84e-07, 6.15e-07, 8.85e-07, 3.89e-07, 1.42e-07, 3.09e-10, 1.03e-06, 1.09e-06, 6.20e-06, 1.34e-05, 3.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.43e-10, 8.46e-09, 4.07e-12, 4.45e-08, 1.33e-09]    []  

Best model at step 260657:
  train loss: 4.57e-06
  test loss: 4.57e-06
  test metric: []

'train' took 42.714255 s

Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
286000    [6.57e-07, 6.50e-07, 5.89e-07, 3.84e-07, 6.15e-07, 8.85e-07, 3.89e-07, 1.42e-07, 3.09e-10, 1.03e-06, 1.09e-06, 6.20e-06, 1.34e-05, 3.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.43e-10, 8.46e-09, 4.07e-12, 4.45e-08, 1.33e-09]    [6.57e-07, 6.50e-07, 5.89e-07, 3.84e-07, 6.15e-07, 8.85e-07, 3.89e-07, 1.42e-07, 3.09e-10, 1.03e-06, 1.09e-06, 6.20e-06, 1.34e-05, 3.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.43e-10, 8.46e-09, 4.07e-12, 4.45e-08, 1.33e-09]    []  
286100    [3.30e-07, 4.75e-07, 5.90e-07, 3.21e-07, 5.88e-07, 7.93e-07, 3.84e-07, 2.43e-07, 3.48e-07, 5.07e-07, 5.55e-07, 3.00e-06, 5.72e-06, 1.29e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-09, 1.26e-11, 1.94e-08, 1.63e-07, 1.19e-07]    [3.30e-07, 4.75e-07, 5.90e-07, 3.21e-07, 5.88e-07, 7.93e-07, 3.84e-07, 2.43e-07, 3.48e-07, 5.07e-07, 5.55e-07, 3.00e-06, 5.72e-06, 1.29e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-09, 1.26e-11, 1.94e-08, 1.63e-07, 1.19e-07]    []  
286200    [2.46e-07, 3.54e-07, 6.24e-07, 2.77e-07, 6.68e-07, 6.82e-07, 5.25e-07, 1.61e-07, 7.40e-06, 2.48e-08, 1.09e-06, 1.90e-06, 5.81e-06, 4.62e-06, 6.23e-08, 2.10e-08, 3.75e-08, 5.04e-08, 6.47e-09, 4.03e-08, 3.08e-08, 9.12e-08]    [2.46e-07, 3.54e-07, 6.24e-07, 2.77e-07, 6.68e-07, 6.82e-07, 5.25e-07, 1.61e-07, 7.40e-06, 2.48e-08, 1.09e-06, 1.90e-06, 5.81e-06, 4.62e-06, 6.23e-08, 2.10e-08, 3.75e-08, 5.04e-08, 6.47e-09, 4.03e-08, 3.08e-08, 9.12e-08]    []  
286300    [5.42e-07, 5.53e-07, 5.91e-07, 3.27e-07, 6.01e-07, 8.61e-07, 3.92e-07, 9.84e-06, 1.07e-09, 5.61e-07, 2.08e-06, 5.48e-06, 1.54e-05, 2.44e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.53e-06, 9.20e-09]    [5.42e-07, 5.53e-07, 5.91e-07, 3.27e-07, 6.01e-07, 8.61e-07, 3.92e-07, 9.84e-06, 1.07e-09, 5.61e-07, 2.08e-06, 5.48e-06, 1.54e-05, 2.44e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.53e-06, 9.20e-09]    []  
286400    [8.07e-06, 1.74e-06, 1.34e-06, 1.12e-06, 1.31e-06, 1.33e-06, 5.97e-07, 4.49e-06, 6.05e-07, 1.50e-05, 1.44e-05, 6.41e-05, 1.43e-04, 4.32e-04, 6.73e-06, 4.27e-06, 2.96e-06, 2.57e-06, 3.90e-07, 6.51e-08, 2.25e-06, 3.27e-07]    [8.07e-06, 1.74e-06, 1.34e-06, 1.12e-06, 1.31e-06, 1.33e-06, 5.97e-07, 4.49e-06, 6.05e-07, 1.50e-05, 1.44e-05, 6.41e-05, 1.43e-04, 4.32e-04, 6.73e-06, 4.27e-06, 2.96e-06, 2.57e-06, 3.90e-07, 6.51e-08, 2.25e-06, 3.27e-07]    []  
286500    [6.81e-05, 1.51e-05, 1.14e-05, 1.49e-05, 1.46e-05, 8.84e-06, 9.40e-06, 5.08e-05, 4.18e-07, 1.70e-04, 2.91e-04, 9.18e-04, 8.81e-04, 5.73e-03, 8.49e-05, 1.38e-04, 2.47e-05, 1.88e-05, 6.50e-06, 8.28e-08, 3.18e-05, 4.88e-07]    [6.81e-05, 1.51e-05, 1.14e-05, 1.49e-05, 1.46e-05, 8.84e-06, 9.40e-06, 5.08e-05, 4.18e-07, 1.70e-04, 2.91e-04, 9.18e-04, 8.81e-04, 5.73e-03, 8.49e-05, 1.38e-04, 2.47e-05, 1.88e-05, 6.50e-06, 8.28e-08, 3.18e-05, 4.88e-07]    []  
286600    [1.14e-07, 4.27e-07, 6.59e-07, 3.20e-07, 6.34e-07, 7.60e-07, 3.54e-07, 7.85e-08, 1.20e-09, 1.97e-08, 2.37e-07, 9.30e-07, 1.09e-06, 1.39e-07, 1.61e-09, 0.00e+00, 7.50e-10, 6.16e-09, 5.26e-09, 4.65e-12, 2.64e-08, 5.78e-10]    [1.14e-07, 4.27e-07, 6.59e-07, 3.20e-07, 6.34e-07, 7.60e-07, 3.54e-07, 7.85e-08, 1.20e-09, 1.97e-08, 2.37e-07, 9.30e-07, 1.09e-06, 1.39e-07, 1.61e-09, 0.00e+00, 7.50e-10, 6.16e-09, 5.26e-09, 4.65e-12, 2.64e-08, 5.78e-10]    []  
286700    [4.96e-07, 4.62e-07, 5.33e-07, 2.69e-07, 6.67e-07, 6.79e-07, 4.35e-07, 8.98e-06, 4.13e-06, 7.31e-07, 5.54e-07, 4.37e-06, 4.93e-06, 1.47e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.30e-08, 0.00e+00, 3.32e-07, 3.84e-06]    [4.96e-07, 4.62e-07, 5.33e-07, 2.69e-07, 6.67e-07, 6.79e-07, 4.35e-07, 8.98e-06, 4.13e-06, 7.31e-07, 5.54e-07, 4.37e-06, 4.93e-06, 1.47e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.30e-08, 0.00e+00, 3.32e-07, 3.84e-06]    []  
286800    [1.69e-07, 4.20e-07, 5.51e-07, 2.99e-07, 5.79e-07, 7.35e-07, 3.88e-07, 4.37e-09, 3.51e-07, 7.64e-08, 6.07e-07, 1.78e-06, 3.54e-06, 3.98e-06, 6.55e-11, 0.00e+00, 0.00e+00, 1.99e-09, 6.14e-10, 0.00e+00, 2.34e-08, 2.26e-07]    [1.69e-07, 4.20e-07, 5.51e-07, 2.99e-07, 5.79e-07, 7.35e-07, 3.88e-07, 4.37e-09, 3.51e-07, 7.64e-08, 6.07e-07, 1.78e-06, 3.54e-06, 3.98e-06, 6.55e-11, 0.00e+00, 0.00e+00, 1.99e-09, 6.14e-10, 0.00e+00, 2.34e-08, 2.26e-07]    []  
286900    [7.76e-07, 6.97e-07, 5.76e-07, 4.02e-07, 5.97e-07, 9.10e-07, 4.00e-07, 6.11e-08, 1.66e-06, 1.16e-06, 1.72e-06, 7.35e-06, 1.73e-05, 3.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.33e-10, 0.00e+00, 4.47e-08, 1.22e-06]    [7.76e-07, 6.97e-07, 5.76e-07, 4.02e-07, 5.97e-07, 9.10e-07, 4.00e-07, 6.11e-08, 1.66e-06, 1.16e-06, 1.72e-06, 7.35e-06, 1.73e-05, 3.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.33e-10, 0.00e+00, 4.47e-08, 1.22e-06]    []  
287000    [3.66e-06, 8.95e-07, 9.23e-07, 5.90e-07, 8.75e-07, 9.40e-07, 5.38e-07, 5.06e-07, 4.56e-09, 6.38e-06, 6.09e-06, 2.68e-05, 6.02e-05, 1.77e-04, 2.37e-06, 1.45e-06, 1.20e-06, 1.05e-06, 6.17e-08, 3.14e-10, 3.93e-07, 1.81e-09]    [3.66e-06, 8.95e-07, 9.23e-07, 5.90e-07, 8.75e-07, 9.40e-07, 5.38e-07, 5.06e-07, 4.56e-09, 6.38e-06, 6.09e-06, 2.68e-05, 6.02e-05, 1.77e-04, 2.37e-06, 1.45e-06, 1.20e-06, 1.05e-06, 6.17e-08, 3.14e-10, 3.93e-07, 1.81e-09]    []  
287100    [3.59e-05, 6.90e-06, 3.54e-06, 4.37e-06, 4.24e-06, 4.05e-06, 2.01e-06, 2.59e-05, 2.13e-07, 6.90e-05, 7.06e-05, 3.14e-04, 6.51e-04, 2.15e-03, 3.65e-05, 3.20e-05, 1.49e-05, 1.34e-05, 3.42e-06, 3.17e-08, 1.73e-05, 1.71e-07]    [3.59e-05, 6.90e-06, 3.54e-06, 4.37e-06, 4.24e-06, 4.05e-06, 2.01e-06, 2.59e-05, 2.13e-07, 6.90e-05, 7.06e-05, 3.14e-04, 6.51e-04, 2.15e-03, 3.65e-05, 3.20e-05, 1.49e-05, 1.34e-05, 3.42e-06, 3.17e-08, 1.73e-05, 1.71e-07]    []  
287200    [1.23e-07, 4.14e-07, 6.56e-07, 3.18e-07, 6.03e-07, 7.64e-07, 4.20e-07, 4.50e-09, 1.60e-07, 6.31e-09, 2.29e-07, 9.56e-07, 1.23e-06, 6.28e-08, 4.22e-09, 0.00e+00, 8.47e-09, 1.29e-08, 1.80e-09, 0.00e+00, 6.70e-09, 9.25e-08]    [1.23e-07, 4.14e-07, 6.56e-07, 3.18e-07, 6.03e-07, 7.64e-07, 4.20e-07, 4.50e-09, 1.60e-07, 6.31e-09, 2.29e-07, 9.56e-07, 1.23e-06, 6.28e-08, 4.22e-09, 0.00e+00, 8.47e-09, 1.29e-08, 1.80e-09, 0.00e+00, 6.70e-09, 9.25e-08]    []  
287300    [2.07e-07, 6.08e-07, 6.03e-07, 3.16e-07, 6.34e-07, 7.11e-07, 4.64e-07, 1.02e-06, 3.61e-06, 1.83e-07, 4.38e-06, 4.40e-06, 6.77e-06, 8.53e-07, 3.10e-11, 3.91e-08, 1.56e-08, 0.00e+00, 0.00e+00, 3.62e-07, 4.03e-07, 1.76e-06]    [2.07e-07, 6.08e-07, 6.03e-07, 3.16e-07, 6.34e-07, 7.11e-07, 4.64e-07, 1.02e-06, 3.61e-06, 1.83e-07, 4.38e-06, 4.40e-06, 6.77e-06, 8.53e-07, 3.10e-11, 3.91e-08, 1.56e-08, 0.00e+00, 0.00e+00, 3.62e-07, 4.03e-07, 1.76e-06]    []  
287400    [5.35e-06, 1.82e-06, 1.11e-06, 8.25e-07, 1.18e-06, 9.71e-07, 1.04e-06, 2.82e-06, 1.73e-05, 1.12e-05, 1.17e-05, 5.05e-05, 4.90e-05, 2.92e-04, 5.47e-06, 3.16e-06, 1.25e-06, 9.69e-07, 3.76e-07, 1.88e-06, 2.19e-06, 9.35e-06]    [5.35e-06, 1.82e-06, 1.11e-06, 8.25e-07, 1.18e-06, 9.71e-07, 1.04e-06, 2.82e-06, 1.73e-05, 1.12e-05, 1.17e-05, 5.05e-05, 4.90e-05, 2.92e-04, 5.47e-06, 3.16e-06, 1.25e-06, 9.69e-07, 3.76e-07, 1.88e-06, 2.19e-06, 9.35e-06]    []  
287500    [1.70e-06, 9.43e-07, 6.11e-07, 8.67e-07, 7.85e-07, 7.79e-07, 4.34e-07, 2.30e-06, 2.13e-12, 3.27e-06, 3.47e-06, 9.37e-06, 1.23e-05, 6.09e-05, 2.93e-06, 5.13e-07, 3.49e-07, 3.13e-07, 0.00e+00, 7.30e-11, 1.80e-06, 3.50e-10]    [1.70e-06, 9.43e-07, 6.11e-07, 8.67e-07, 7.85e-07, 7.79e-07, 4.34e-07, 2.30e-06, 2.13e-12, 3.27e-06, 3.47e-06, 9.37e-06, 1.23e-05, 6.09e-05, 2.93e-06, 5.13e-07, 3.49e-07, 3.13e-07, 0.00e+00, 7.30e-11, 1.80e-06, 3.50e-10]    []  
287600    [8.16e-07, 7.73e-07, 5.70e-07, 3.74e-07, 6.34e-07, 9.18e-07, 4.34e-07, 3.77e-06, 2.62e-08, 1.23e-06, 1.57e-06, 1.11e-05, 1.13e-05, 5.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.56e-06, 2.05e-08]    [8.16e-07, 7.73e-07, 5.70e-07, 3.74e-07, 6.34e-07, 9.18e-07, 4.34e-07, 3.77e-06, 2.62e-08, 1.23e-06, 1.57e-06, 1.11e-05, 1.13e-05, 5.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.56e-06, 2.05e-08]    []  
287700    [3.68e-07, 4.09e-07, 5.89e-07, 3.17e-07, 6.79e-07, 7.04e-07, 3.38e-07, 2.73e-07, 3.52e-05, 4.65e-08, 1.57e-06, 2.90e-06, 9.02e-06, 9.64e-06, 2.50e-07, 4.95e-08, 1.05e-07, 2.60e-08, 6.13e-08, 0.00e+00, 3.89e-07, 3.53e-05]    [3.68e-07, 4.09e-07, 5.89e-07, 3.17e-07, 6.79e-07, 7.04e-07, 3.38e-07, 2.73e-07, 3.52e-05, 4.65e-08, 1.57e-06, 2.90e-06, 9.02e-06, 9.64e-06, 2.50e-07, 4.95e-08, 1.05e-07, 2.60e-08, 6.13e-08, 0.00e+00, 3.89e-07, 3.53e-05]    []  
287800    [1.68e-07, 4.30e-07, 6.06e-07, 3.07e-07, 6.39e-07, 6.80e-07, 3.73e-07, 5.70e-09, 9.75e-11, 6.94e-09, 2.90e-07, 1.41e-06, 2.39e-06, 3.39e-06, 6.84e-08, 1.16e-08, 1.45e-08, 1.57e-08, 1.06e-09, 2.36e-14, 3.05e-09, 2.60e-09]    [1.68e-07, 4.30e-07, 6.06e-07, 3.07e-07, 6.39e-07, 6.80e-07, 3.73e-07, 5.70e-09, 9.75e-11, 6.94e-09, 2.90e-07, 1.41e-06, 2.39e-06, 3.39e-06, 6.84e-08, 1.16e-08, 1.45e-08, 1.57e-08, 1.06e-09, 2.36e-14, 3.05e-09, 2.60e-09]    []  
287900    [3.59e-07, 4.36e-07, 6.20e-07, 2.17e-07, 6.57e-07, 6.90e-07, 3.51e-07, 5.60e-07, 8.01e-07, 1.02e-07, 1.36e-06, 2.45e-06, 7.73e-06, 7.13e-06, 8.56e-08, 3.30e-08, 5.35e-08, 3.44e-08, 0.00e+00, 7.97e-08, 2.74e-07, 3.96e-07]    [3.59e-07, 4.36e-07, 6.20e-07, 2.17e-07, 6.57e-07, 6.90e-07, 3.51e-07, 5.60e-07, 8.01e-07, 1.02e-07, 1.36e-06, 2.45e-06, 7.73e-06, 7.13e-06, 8.56e-08, 3.30e-08, 5.35e-08, 3.44e-08, 0.00e+00, 7.97e-08, 2.74e-07, 3.96e-07]    []  
288000    [2.08e-07, 4.06e-07, 5.79e-07, 2.88e-07, 6.01e-07, 7.11e-07, 4.30e-07, 5.60e-07, 4.99e-08, 1.36e-07, 6.88e-07, 1.44e-06, 2.67e-06, 4.38e-06, 6.19e-08, 9.04e-09, 7.06e-09, 2.17e-08, 0.00e+00, 5.93e-09, 3.65e-07, 3.94e-08]    [2.08e-07, 4.06e-07, 5.79e-07, 2.88e-07, 6.01e-07, 7.11e-07, 4.30e-07, 5.60e-07, 4.99e-08, 1.36e-07, 6.88e-07, 1.44e-06, 2.67e-06, 4.38e-06, 6.19e-08, 9.04e-09, 7.06e-09, 2.17e-08, 0.00e+00, 5.93e-09, 3.65e-07, 3.94e-08]    []  

Best model at step 260657:
  train loss: 4.57e-06
  test loss: 4.57e-06
  test metric: []

'train' took 43.042952 s

Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
288000    [2.08e-07, 4.06e-07, 5.79e-07, 2.88e-07, 6.01e-07, 7.11e-07, 4.30e-07, 5.60e-07, 4.99e-08, 1.36e-07, 6.88e-07, 1.44e-06, 2.67e-06, 4.38e-06, 6.19e-08, 9.04e-09, 7.06e-09, 2.17e-08, 0.00e+00, 5.93e-09, 3.65e-07, 3.94e-08]    [2.08e-07, 4.06e-07, 5.79e-07, 2.88e-07, 6.01e-07, 7.11e-07, 4.30e-07, 5.60e-07, 4.99e-08, 1.36e-07, 6.88e-07, 1.44e-06, 2.67e-06, 4.38e-06, 6.19e-08, 9.04e-09, 7.06e-09, 2.17e-08, 0.00e+00, 5.93e-09, 3.65e-07, 3.94e-08]    []  
288100    [1.63e-07, 5.10e-07, 5.71e-07, 2.87e-07, 5.86e-07, 7.22e-07, 3.40e-07, 1.72e-09, 5.33e-09, 3.76e-08, 3.82e-07, 1.44e-06, 2.46e-06, 2.27e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.54e-09, 1.87e-09, 3.38e-10, 4.18e-09, 2.25e-09]    [1.63e-07, 5.10e-07, 5.71e-07, 2.87e-07, 5.86e-07, 7.22e-07, 3.40e-07, 1.72e-09, 5.33e-09, 3.76e-08, 3.82e-07, 1.44e-06, 2.46e-06, 2.27e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.54e-09, 1.87e-09, 3.38e-10, 4.18e-09, 2.25e-09]    []  
288200    [3.27e-07, 4.32e-07, 7.30e-07, 4.41e-07, 6.85e-07, 7.07e-07, 3.35e-07, 2.11e-06, 1.83e-04, 5.73e-09, 8.75e-07, 2.14e-06, 4.98e-06, 4.52e-06, 3.03e-07, 1.40e-07, 3.56e-08, 1.19e-08, 0.00e+00, 3.35e-05, 1.43e-06, 1.16e-04]    [3.27e-07, 4.32e-07, 7.30e-07, 4.41e-07, 6.85e-07, 7.07e-07, 3.35e-07, 2.11e-06, 1.83e-04, 5.73e-09, 8.75e-07, 2.14e-06, 4.98e-06, 4.52e-06, 3.03e-07, 1.40e-07, 3.56e-08, 1.19e-08, 0.00e+00, 3.35e-05, 1.43e-06, 1.16e-04]    []  
288300    [1.45e-07, 3.94e-07, 5.52e-07, 3.00e-07, 6.13e-07, 6.96e-07, 4.25e-07, 2.69e-08, 1.31e-08, 9.02e-08, 3.47e-07, 1.08e-06, 1.42e-06, 4.32e-07, 4.57e-08, 1.33e-10, 1.13e-11, 3.50e-10, 8.66e-11, 0.00e+00, 7.52e-08, 8.65e-09]    [1.45e-07, 3.94e-07, 5.52e-07, 3.00e-07, 6.13e-07, 6.96e-07, 4.25e-07, 2.69e-08, 1.31e-08, 9.02e-08, 3.47e-07, 1.08e-06, 1.42e-06, 4.32e-07, 4.57e-08, 1.33e-10, 1.13e-11, 3.50e-10, 8.66e-11, 0.00e+00, 7.52e-08, 8.65e-09]    []  
288400    [1.13e-05, 2.29e-06, 1.56e-06, 1.38e-06, 1.58e-06, 1.60e-06, 7.30e-07, 1.06e-05, 3.94e-08, 2.06e-05, 2.07e-05, 8.89e-05, 1.98e-04, 6.02e-04, 9.19e-06, 6.70e-06, 4.48e-06, 3.64e-06, 1.06e-06, 6.15e-09, 5.74e-06, 3.71e-08]    [1.13e-05, 2.29e-06, 1.56e-06, 1.38e-06, 1.58e-06, 1.60e-06, 7.30e-07, 1.06e-05, 3.94e-08, 2.06e-05, 2.07e-05, 8.89e-05, 1.98e-04, 6.02e-04, 9.19e-06, 6.70e-06, 4.48e-06, 3.64e-06, 1.06e-06, 6.15e-09, 5.74e-06, 3.71e-08]    []  
288500    [1.23e-05, 4.16e-06, 1.54e-06, 5.51e-06, 1.62e-06, 2.82e-06, 9.96e-07, 8.18e-06, 5.65e-05, 1.30e-05, 3.16e-05, 1.02e-04, 2.77e-04, 4.77e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.42e-07, 0.00e+00, 3.63e-06, 5.27e-05]    [1.23e-05, 4.16e-06, 1.54e-06, 5.51e-06, 1.62e-06, 2.82e-06, 9.96e-07, 8.18e-06, 5.65e-05, 1.30e-05, 3.16e-05, 1.02e-04, 2.77e-04, 4.77e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.42e-07, 0.00e+00, 3.63e-06, 5.27e-05]    []  
288600    [1.82e-06, 3.51e-06, 2.05e-06, 3.09e-06, 7.54e-07, 2.19e-06, 8.80e-07, 2.08e-05, 5.86e-07, 3.55e-06, 1.82e-05, 5.65e-05, 9.24e-05, 8.61e-05, 2.78e-07, 1.88e-07, 2.72e-07, 2.10e-07, 3.29e-06, 1.13e-07, 1.67e-05, 6.13e-07]    [1.82e-06, 3.51e-06, 2.05e-06, 3.09e-06, 7.54e-07, 2.19e-06, 8.80e-07, 2.08e-05, 5.86e-07, 3.55e-06, 1.82e-05, 5.65e-05, 9.24e-05, 8.61e-05, 2.78e-07, 1.88e-07, 2.72e-07, 2.10e-07, 3.29e-06, 1.13e-07, 1.67e-05, 6.13e-07]    []  
288700    [3.02e-05, 5.80e-06, 3.21e-06, 3.55e-06, 3.58e-06, 3.55e-06, 1.78e-06, 4.77e-05, 4.48e-06, 6.06e-05, 5.55e-05, 2.59e-04, 4.87e-04, 1.75e-03, 2.82e-05, 2.65e-05, 1.22e-05, 1.04e-05, 6.30e-06, 6.14e-07, 3.08e-05, 2.83e-06]    [3.02e-05, 5.80e-06, 3.21e-06, 3.55e-06, 3.58e-06, 3.55e-06, 1.78e-06, 4.77e-05, 4.48e-06, 6.06e-05, 5.55e-05, 2.59e-04, 4.87e-04, 1.75e-03, 2.82e-05, 2.65e-05, 1.22e-05, 1.04e-05, 6.30e-06, 6.14e-07, 3.08e-05, 2.83e-06]    []  
288800    [2.14e-05, 4.01e-06, 2.34e-06, 2.42e-06, 2.46e-06, 2.47e-06, 1.24e-06, 7.66e-06, 3.45e-07, 4.23e-05, 3.56e-05, 1.66e-04, 3.59e-04, 1.13e-03, 1.80e-05, 1.47e-05, 8.47e-06, 7.51e-06, 8.76e-07, 7.67e-08, 4.78e-06, 4.40e-07]    [2.14e-05, 4.01e-06, 2.34e-06, 2.42e-06, 2.46e-06, 2.47e-06, 1.24e-06, 7.66e-06, 3.45e-07, 4.23e-05, 3.56e-05, 1.66e-04, 3.59e-04, 1.13e-03, 1.80e-05, 1.47e-05, 8.47e-06, 7.51e-06, 8.76e-07, 7.67e-08, 4.78e-06, 4.40e-07]    []  
288900    [7.20e-07, 6.03e-07, 5.71e-07, 3.51e-07, 5.05e-07, 1.03e-06, 3.21e-07, 1.14e-04, 2.71e-06, 2.94e-07, 5.37e-06, 8.10e-06, 2.70e-05, 2.97e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.85e-05, 2.19e-06]    [7.20e-07, 6.03e-07, 5.71e-07, 3.51e-07, 5.05e-07, 1.03e-06, 3.21e-07, 1.14e-04, 2.71e-06, 2.94e-07, 5.37e-06, 8.10e-06, 2.70e-05, 2.97e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.85e-05, 2.19e-06]    []  
289000    [2.35e-05, 4.54e-06, 2.69e-06, 2.73e-06, 2.84e-06, 2.74e-06, 1.52e-06, 1.22e-06, 4.46e-07, 4.89e-05, 3.92e-05, 1.91e-04, 3.58e-04, 1.29e-03, 2.04e-05, 1.81e-05, 9.16e-06, 7.51e-06, 1.47e-07, 7.56e-08, 8.94e-07, 4.36e-07]    [2.35e-05, 4.54e-06, 2.69e-06, 2.73e-06, 2.84e-06, 2.74e-06, 1.52e-06, 1.22e-06, 4.46e-07, 4.89e-05, 3.92e-05, 1.91e-04, 3.58e-04, 1.29e-03, 2.04e-05, 1.81e-05, 9.16e-06, 7.51e-06, 1.47e-07, 7.56e-08, 8.94e-07, 4.36e-07]    []  
289100    [2.19e-05, 4.18e-06, 2.48e-06, 2.50e-06, 2.60e-06, 2.62e-06, 1.22e-06, 3.89e-05, 2.50e-07, 4.40e-05, 4.04e-05, 1.79e-04, 3.76e-04, 1.23e-03, 1.90e-05, 1.62e-05, 8.94e-06, 7.61e-06, 4.59e-06, 3.86e-08, 2.28e-05, 2.13e-07]    [2.19e-05, 4.18e-06, 2.48e-06, 2.50e-06, 2.60e-06, 2.62e-06, 1.22e-06, 3.89e-05, 2.50e-07, 4.40e-05, 4.04e-05, 1.79e-04, 3.76e-04, 1.23e-03, 1.90e-05, 1.62e-05, 8.94e-06, 7.61e-06, 4.59e-06, 3.86e-08, 2.28e-05, 2.13e-07]    []  
289200    [3.36e-05, 1.05e-05, 2.41e-06, 6.98e-06, 2.82e-06, 6.04e-06, 1.43e-06, 2.35e-06, 1.45e-04, 5.39e-05, 3.48e-05, 2.62e-04, 4.47e-04, 1.52e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.77e-06, 1.49e-04]    [3.36e-05, 1.05e-05, 2.41e-06, 6.98e-06, 2.82e-06, 6.04e-06, 1.43e-06, 2.35e-06, 1.45e-04, 5.39e-05, 3.48e-05, 2.62e-04, 4.47e-04, 1.52e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.77e-06, 1.49e-04]    []  
289300    [1.14e-05, 3.98e-06, 1.37e-06, 2.37e-06, 1.30e-06, 2.46e-06, 6.33e-07, 8.55e-05, 8.69e-09, 2.46e-05, 1.13e-05, 8.31e-05, 1.14e-04, 4.92e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.38e-06, 0.00e+00, 4.60e-05, 4.15e-08]    [1.14e-05, 3.98e-06, 1.37e-06, 2.37e-06, 1.30e-06, 2.46e-06, 6.33e-07, 8.55e-05, 8.69e-09, 2.46e-05, 1.13e-05, 8.31e-05, 1.14e-04, 4.92e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.38e-06, 0.00e+00, 4.60e-05, 4.15e-08]    []  
289400    [1.19e-06, 9.64e-07, 1.15e-06, 1.39e-06, 8.34e-07, 1.42e-06, 6.92e-07, 2.41e-06, 5.99e-09, 1.13e-06, 4.58e-06, 1.78e-05, 2.69e-05, 7.69e-05, 1.62e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.71e-06, 3.49e-09]    [1.19e-06, 9.64e-07, 1.15e-06, 1.39e-06, 8.34e-07, 1.42e-06, 6.92e-07, 2.41e-06, 5.99e-09, 1.13e-06, 4.58e-06, 1.78e-05, 2.69e-05, 7.69e-05, 1.62e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.71e-06, 3.49e-09]    []  
289500    [1.41e-05, 4.25e-06, 1.50e-06, 5.54e-06, 1.77e-06, 3.01e-06, 1.28e-06, 9.89e-06, 4.76e-04, 1.21e-05, 4.00e-05, 1.19e-04, 3.12e-04, 4.82e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.01e-05, 1.14e-05, 2.85e-04]    [1.41e-05, 4.25e-06, 1.50e-06, 5.54e-06, 1.77e-06, 3.01e-06, 1.28e-06, 9.89e-06, 4.76e-04, 1.21e-05, 4.00e-05, 1.19e-04, 3.12e-04, 4.82e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.01e-05, 1.14e-05, 2.85e-04]    []  
289600    [3.47e-05, 1.22e-05, 3.33e-06, 1.05e-05, 4.24e-06, 7.50e-06, 1.81e-06, 2.24e-06, 1.34e-07, 5.62e-05, 4.87e-05, 3.74e-04, 3.01e-04, 1.83e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-06, 1.72e-07]    [3.47e-05, 1.22e-05, 3.33e-06, 1.05e-05, 4.24e-06, 7.50e-06, 1.81e-06, 2.24e-06, 1.34e-07, 5.62e-05, 4.87e-05, 3.74e-04, 3.01e-04, 1.83e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-06, 1.72e-07]    []  
289700    [1.27e-06, 8.44e-07, 5.99e-07, 4.80e-07, 5.33e-07, 1.06e-06, 3.19e-07, 7.45e-07, 2.37e-08, 1.91e-06, 2.51e-06, 1.06e-05, 2.75e-05, 5.84e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.01e-07, 2.39e-08]    [1.27e-06, 8.44e-07, 5.99e-07, 4.80e-07, 5.33e-07, 1.06e-06, 3.19e-07, 7.45e-07, 2.37e-08, 1.91e-06, 2.51e-06, 1.06e-05, 2.75e-05, 5.84e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.01e-07, 2.39e-08]    []  
289800    [1.41e-07, 4.39e-07, 5.84e-07, 2.98e-07, 5.19e-07, 7.89e-07, 3.43e-07, 1.48e-08, 1.22e-06, 5.45e-08, 3.16e-07, 1.13e-06, 1.67e-06, 1.08e-06, 1.72e-12, 0.00e+00, 0.00e+00, 3.01e-09, 1.30e-09, 0.00e+00, 4.38e-09, 9.97e-07]    [1.41e-07, 4.39e-07, 5.84e-07, 2.98e-07, 5.19e-07, 7.89e-07, 3.43e-07, 1.48e-08, 1.22e-06, 5.45e-08, 3.16e-07, 1.13e-06, 1.67e-06, 1.08e-06, 1.72e-12, 0.00e+00, 0.00e+00, 3.01e-09, 1.30e-09, 0.00e+00, 4.38e-09, 9.97e-07]    []  
289900    [3.12e-07, 5.70e-07, 5.70e-07, 3.21e-07, 5.37e-07, 7.94e-07, 3.85e-07, 6.00e-07, 1.73e-05, 1.93e-07, 1.33e-06, 3.21e-06, 8.85e-06, 1.26e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-09, 0.00e+00, 2.16e-06, 4.42e-07, 1.05e-05]    [3.12e-07, 5.70e-07, 5.70e-07, 3.21e-07, 5.37e-07, 7.94e-07, 3.85e-07, 6.00e-07, 1.73e-05, 1.93e-07, 1.33e-06, 3.21e-06, 8.85e-06, 1.26e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-09, 0.00e+00, 2.16e-06, 4.42e-07, 1.05e-05]    []  
290000    [2.04e-07, 3.90e-07, 5.84e-07, 2.84e-07, 5.64e-07, 6.95e-07, 3.04e-07, 7.55e-07, 2.54e-09, 1.93e-08, 6.89e-07, 1.42e-06, 3.40e-06, 3.02e-06, 1.60e-08, 3.99e-08, 4.53e-09, 3.63e-08, 0.00e+00, 1.75e-10, 3.82e-07, 1.15e-09]    [2.04e-07, 3.90e-07, 5.84e-07, 2.84e-07, 5.64e-07, 6.95e-07, 3.04e-07, 7.55e-07, 2.54e-09, 1.93e-08, 6.89e-07, 1.42e-06, 3.40e-06, 3.02e-06, 1.60e-08, 3.99e-08, 4.53e-09, 3.63e-08, 0.00e+00, 1.75e-10, 3.82e-07, 1.15e-09]    []  

Best model at step 260657:
  train loss: 4.57e-06
  test loss: 4.57e-06
  test metric: []

'train' took 42.969820 s

Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
290000    [2.04e-07, 3.90e-07, 5.84e-07, 2.84e-07, 5.64e-07, 6.95e-07, 3.04e-07, 7.55e-07, 2.54e-09, 1.93e-08, 6.89e-07, 1.42e-06, 3.40e-06, 3.02e-06, 1.60e-08, 3.99e-08, 4.53e-09, 3.63e-08, 0.00e+00, 1.75e-10, 3.82e-07, 1.15e-09]    [2.04e-07, 3.90e-07, 5.84e-07, 2.84e-07, 5.64e-07, 6.95e-07, 3.04e-07, 7.55e-07, 2.54e-09, 1.93e-08, 6.89e-07, 1.42e-06, 3.40e-06, 3.02e-06, 1.60e-08, 3.99e-08, 4.53e-09, 3.63e-08, 0.00e+00, 1.75e-10, 3.82e-07, 1.15e-09]    []  
290100    [4.58e-07, 7.23e-07, 5.62e-07, 4.24e-07, 6.04e-07, 7.79e-07, 3.43e-07, 1.16e-04, 7.54e-08, 2.01e-06, 2.64e-06, 5.43e-06, 2.89e-06, 2.20e-05, 0.00e+00, 0.00e+00, 0.00e+00, 7.26e-10, 1.40e-05, 0.00e+00, 6.63e-05, 9.32e-08]    [4.58e-07, 7.23e-07, 5.62e-07, 4.24e-07, 6.04e-07, 7.79e-07, 3.43e-07, 1.16e-04, 7.54e-08, 2.01e-06, 2.64e-06, 5.43e-06, 2.89e-06, 2.20e-05, 0.00e+00, 0.00e+00, 0.00e+00, 7.26e-10, 1.40e-05, 0.00e+00, 6.63e-05, 9.32e-08]    []  
290200    [1.86e-07, 6.85e-07, 6.36e-07, 3.50e-07, 5.84e-07, 7.91e-07, 3.55e-07, 2.66e-07, 6.02e-07, 7.32e-07, 8.59e-07, 1.42e-06, 1.45e-06, 5.15e-07, 2.84e-08, 0.00e+00, 2.34e-09, 4.20e-09, 7.72e-09, 0.00e+00, 4.53e-08, 3.85e-07]    [1.86e-07, 6.85e-07, 6.36e-07, 3.50e-07, 5.84e-07, 7.91e-07, 3.55e-07, 2.66e-07, 6.02e-07, 7.32e-07, 8.59e-07, 1.42e-06, 1.45e-06, 5.15e-07, 2.84e-08, 0.00e+00, 2.34e-09, 4.20e-09, 7.72e-09, 0.00e+00, 4.53e-08, 3.85e-07]    []  
290300    [2.66e-06, 1.24e-06, 5.86e-07, 6.68e-07, 7.85e-07, 8.06e-07, 4.20e-07, 2.40e-06, 5.37e-06, 2.24e-06, 8.14e-06, 1.81e-05, 6.31e-05, 1.05e-04, 1.86e-06, 3.73e-07, 5.32e-07, 7.80e-07, 0.00e+00, 6.03e-07, 1.24e-06, 2.82e-06]    [2.66e-06, 1.24e-06, 5.86e-07, 6.68e-07, 7.85e-07, 8.06e-07, 4.20e-07, 2.40e-06, 5.37e-06, 2.24e-06, 8.14e-06, 1.81e-05, 6.31e-05, 1.05e-04, 1.86e-06, 3.73e-07, 5.32e-07, 7.80e-07, 0.00e+00, 6.03e-07, 1.24e-06, 2.82e-06]    []  
290400    [7.87e-06, 2.74e-06, 1.06e-06, 3.03e-06, 1.68e-06, 2.01e-06, 1.02e-06, 2.66e-06, 3.51e-07, 2.19e-05, 1.72e-05, 7.23e-05, 1.37e-04, 4.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-07, 2.60e-08, 1.05e-06, 1.62e-07]    [7.87e-06, 2.74e-06, 1.06e-06, 3.03e-06, 1.68e-06, 2.01e-06, 1.02e-06, 2.66e-06, 3.51e-07, 2.19e-05, 1.72e-05, 7.23e-05, 1.37e-04, 4.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-07, 2.60e-08, 1.05e-06, 1.62e-07]    []  
290500    [3.29e-05, 1.04e-05, 2.79e-06, 6.86e-06, 2.62e-06, 6.17e-06, 1.26e-06, 5.33e-06, 7.27e-07, 5.04e-05, 3.65e-05, 2.62e-04, 4.51e-04, 1.52e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.95e-06, 8.62e-07]    [3.29e-05, 1.04e-05, 2.79e-06, 6.86e-06, 2.62e-06, 6.17e-06, 1.26e-06, 5.33e-06, 7.27e-07, 5.04e-05, 3.65e-05, 2.62e-04, 4.51e-04, 1.52e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.95e-06, 8.62e-07]    []  
290600    [3.23e-06, 7.41e-07, 8.46e-07, 6.46e-07, 8.41e-07, 8.58e-07, 4.22e-07, 7.04e-05, 6.78e-05, 2.67e-06, 1.73e-05, 3.01e-05, 1.13e-04, 1.49e-04, 2.22e-06, 1.17e-06, 1.47e-06, 1.30e-06, 8.53e-06, 6.36e-06, 4.13e-05, 2.89e-05]    [3.23e-06, 7.41e-07, 8.46e-07, 6.46e-07, 8.41e-07, 8.58e-07, 4.22e-07, 7.04e-05, 6.78e-05, 2.67e-06, 1.73e-05, 3.01e-05, 1.13e-04, 1.49e-04, 2.22e-06, 1.17e-06, 1.47e-06, 1.30e-06, 8.53e-06, 6.36e-06, 4.13e-05, 2.89e-05]    []  
290700    [1.66e-07, 4.38e-07, 6.04e-07, 3.04e-07, 5.60e-07, 7.78e-07, 3.68e-07, 1.06e-07, 2.85e-08, 7.06e-10, 3.73e-07, 9.24e-07, 1.41e-06, 2.34e-07, 3.46e-09, 8.16e-10, 6.17e-10, 8.67e-09, 6.01e-11, 0.00e+00, 3.70e-08, 3.73e-08]    [1.66e-07, 4.38e-07, 6.04e-07, 3.04e-07, 5.60e-07, 7.78e-07, 3.68e-07, 1.06e-07, 2.85e-08, 7.06e-10, 3.73e-07, 9.24e-07, 1.41e-06, 2.34e-07, 3.46e-09, 8.16e-10, 6.17e-10, 8.67e-09, 6.01e-11, 0.00e+00, 3.70e-08, 3.73e-08]    []  
290800    [1.43e-07, 4.15e-07, 5.36e-07, 2.24e-07, 5.67e-07, 7.25e-07, 3.19e-07, 6.18e-06, 1.01e-08, 6.42e-08, 1.06e-06, 1.95e-06, 2.19e-06, 9.21e-07, 3.04e-10, 9.24e-10, 0.00e+00, 1.08e-11, 0.00e+00, 6.86e-10, 3.83e-06, 4.63e-09]    [1.43e-07, 4.15e-07, 5.36e-07, 2.24e-07, 5.67e-07, 7.25e-07, 3.19e-07, 6.18e-06, 1.01e-08, 6.42e-08, 1.06e-06, 1.95e-06, 2.19e-06, 9.21e-07, 3.04e-10, 9.24e-10, 0.00e+00, 1.08e-11, 0.00e+00, 6.86e-10, 3.83e-06, 4.63e-09]    []  
290900    [2.95e-07, 5.88e-07, 5.48e-07, 2.70e-07, 5.87e-07, 7.69e-07, 3.46e-07, 2.96e-06, 9.77e-12, 6.38e-07, 1.21e-06, 3.91e-06, 2.11e-06, 9.55e-06, 0.00e+00, 2.07e-10, 0.00e+00, 0.00e+00, 0.00e+00, 5.32e-14, 1.90e-06, 3.57e-10]    [2.95e-07, 5.88e-07, 5.48e-07, 2.70e-07, 5.87e-07, 7.69e-07, 3.46e-07, 2.96e-06, 9.77e-12, 6.38e-07, 1.21e-06, 3.91e-06, 2.11e-06, 9.55e-06, 0.00e+00, 2.07e-10, 0.00e+00, 0.00e+00, 0.00e+00, 5.32e-14, 1.90e-06, 3.57e-10]    []  
291000    [5.53e-07, 5.95e-07, 4.75e-07, 3.48e-07, 5.72e-07, 7.13e-07, 3.85e-07, 3.10e-06, 4.76e-06, 7.70e-07, 5.99e-07, 5.01e-06, 6.44e-06, 1.86e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.44e-07, 0.00e+00, 1.44e-06, 3.33e-06]    [5.53e-07, 5.95e-07, 4.75e-07, 3.48e-07, 5.72e-07, 7.13e-07, 3.85e-07, 3.10e-06, 4.76e-06, 7.70e-07, 5.99e-07, 5.01e-06, 6.44e-06, 1.86e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.44e-07, 0.00e+00, 1.44e-06, 3.33e-06]    []  
291100    [6.53e-07, 4.56e-07, 7.47e-07, 3.27e-07, 6.01e-07, 7.14e-07, 3.33e-07, 1.22e-07, 8.29e-05, 1.07e-06, 2.53e-06, 5.50e-06, 3.60e-06, 2.28e-05, 8.88e-08, 1.91e-07, 2.91e-08, 8.80e-08, 0.00e+00, 0.00e+00, 5.24e-07, 7.84e-05]    [6.53e-07, 4.56e-07, 7.47e-07, 3.27e-07, 6.01e-07, 7.14e-07, 3.33e-07, 1.22e-07, 8.29e-05, 1.07e-06, 2.53e-06, 5.50e-06, 3.60e-06, 2.28e-05, 8.88e-08, 1.91e-07, 2.91e-08, 8.80e-08, 0.00e+00, 0.00e+00, 5.24e-07, 7.84e-05]    []  
291200    [1.56e-07, 4.92e-07, 5.73e-07, 3.05e-07, 6.14e-07, 7.52e-07, 3.21e-07, 1.35e-07, 1.48e-06, 3.92e-07, 1.06e-06, 1.58e-06, 1.72e-06, 1.62e-06, 6.50e-10, 0.00e+00, 0.00e+00, 2.92e-10, 1.12e-11, 0.00e+00, 7.00e-08, 1.16e-06]    [1.56e-07, 4.92e-07, 5.73e-07, 3.05e-07, 6.14e-07, 7.52e-07, 3.21e-07, 1.35e-07, 1.48e-06, 3.92e-07, 1.06e-06, 1.58e-06, 1.72e-06, 1.62e-06, 6.50e-10, 0.00e+00, 0.00e+00, 2.92e-10, 1.12e-11, 0.00e+00, 7.00e-08, 1.16e-06]    []  
291300    [6.80e-07, 6.86e-07, 5.30e-07, 3.59e-07, 5.56e-07, 8.12e-07, 4.05e-07, 1.64e-08, 7.78e-08, 4.84e-07, 2.01e-06, 7.88e-06, 1.96e-05, 3.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.72e-09, 0.00e+00, 8.71e-09, 9.89e-08]    [6.80e-07, 6.86e-07, 5.30e-07, 3.59e-07, 5.56e-07, 8.12e-07, 4.05e-07, 1.64e-08, 7.78e-08, 4.84e-07, 2.01e-06, 7.88e-06, 1.96e-05, 3.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.72e-09, 0.00e+00, 8.71e-09, 9.89e-08]    []  
291400    [4.93e-07, 4.65e-07, 5.84e-07, 2.51e-07, 5.21e-07, 7.49e-07, 3.01e-07, 1.55e-05, 5.20e-08, 8.32e-07, 1.73e-06, 3.19e-06, 2.35e-06, 1.19e-05, 1.48e-07, 7.43e-09, 2.85e-08, 7.53e-08, 0.00e+00, 4.66e-09, 1.26e-05, 2.95e-08]    [4.93e-07, 4.65e-07, 5.84e-07, 2.51e-07, 5.21e-07, 7.49e-07, 3.01e-07, 1.55e-05, 5.20e-08, 8.32e-07, 1.73e-06, 3.19e-06, 2.35e-06, 1.19e-05, 1.48e-07, 7.43e-09, 2.85e-08, 7.53e-08, 0.00e+00, 4.66e-09, 1.26e-05, 2.95e-08]    []  
291500    [2.44e-07, 5.97e-07, 7.57e-07, 3.00e-07, 7.00e-07, 8.80e-07, 5.37e-07, 6.12e-08, 1.91e-06, 1.51e-08, 1.18e-06, 6.57e-06, 3.53e-06, 4.49e-06, 1.65e-07, 1.81e-07, 4.99e-09, 4.82e-11, 2.47e-09, 0.00e+00, 1.29e-08, 1.33e-06]    [2.44e-07, 5.97e-07, 7.57e-07, 3.00e-07, 7.00e-07, 8.80e-07, 5.37e-07, 6.12e-08, 1.91e-06, 1.51e-08, 1.18e-06, 6.57e-06, 3.53e-06, 4.49e-06, 1.65e-07, 1.81e-07, 4.99e-09, 4.82e-11, 2.47e-09, 0.00e+00, 1.29e-08, 1.33e-06]    []  
291600    [7.39e-06, 2.86e-06, 9.22e-07, 1.95e-06, 8.37e-07, 2.40e-06, 4.67e-07, 2.75e-04, 2.48e-06, 4.43e-06, 4.01e-05, 7.51e-05, 2.51e-04, 3.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.55e-04, 2.75e-06]    [7.39e-06, 2.86e-06, 9.22e-07, 1.95e-06, 8.37e-07, 2.40e-06, 4.67e-07, 2.75e-04, 2.48e-06, 4.43e-06, 4.01e-05, 7.51e-05, 2.51e-04, 3.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.55e-04, 2.75e-06]    []  
291700    [5.56e-07, 3.88e-07, 6.32e-07, 3.25e-07, 5.24e-07, 7.96e-07, 2.66e-07, 2.05e-08, 1.76e-09, 6.43e-07, 7.89e-07, 3.09e-06, 6.50e-06, 1.51e-05, 1.62e-07, 1.27e-07, 1.26e-07, 1.07e-07, 0.00e+00, 0.00e+00, 1.14e-06, 2.61e-09]    [5.56e-07, 3.88e-07, 6.32e-07, 3.25e-07, 5.24e-07, 7.96e-07, 2.66e-07, 2.05e-08, 1.76e-09, 6.43e-07, 7.89e-07, 3.09e-06, 6.50e-06, 1.51e-05, 1.62e-07, 1.27e-07, 1.26e-07, 1.07e-07, 0.00e+00, 0.00e+00, 1.14e-06, 2.61e-09]    []  
291800    [2.76e-07, 4.07e-07, 6.10e-07, 3.06e-07, 5.30e-07, 7.77e-07, 3.07e-07, 5.88e-08, 5.14e-08, 1.52e-07, 4.76e-07, 1.47e-06, 2.61e-06, 4.02e-06, 4.63e-08, 1.50e-08, 2.96e-08, 4.36e-08, 2.57e-09, 0.00e+00, 1.38e-08, 3.71e-08]    [2.76e-07, 4.07e-07, 6.10e-07, 3.06e-07, 5.30e-07, 7.77e-07, 3.07e-07, 5.88e-08, 5.14e-08, 1.52e-07, 4.76e-07, 1.47e-06, 2.61e-06, 4.02e-06, 4.63e-08, 1.50e-08, 2.96e-08, 4.36e-08, 2.57e-09, 0.00e+00, 1.38e-08, 3.71e-08]    []  
291900    [3.00e-07, 4.34e-07, 5.65e-07, 3.54e-07, 5.87e-07, 7.25e-07, 2.88e-07, 2.29e-07, 2.72e-07, 1.42e-07, 1.16e-06, 2.02e-06, 5.53e-06, 4.95e-06, 1.13e-07, 8.39e-08, 4.43e-08, 5.76e-08, 1.99e-08, 0.00e+00, 1.31e-07, 1.82e-07]    [3.00e-07, 4.34e-07, 5.65e-07, 3.54e-07, 5.87e-07, 7.25e-07, 2.88e-07, 2.29e-07, 2.72e-07, 1.42e-07, 1.16e-06, 2.02e-06, 5.53e-06, 4.95e-06, 1.13e-07, 8.39e-08, 4.43e-08, 5.76e-08, 1.99e-08, 0.00e+00, 1.31e-07, 1.82e-07]    []  
292000    [3.06e-07, 4.54e-07, 5.74e-07, 3.34e-07, 5.59e-07, 7.30e-07, 4.40e-07, 1.55e-06, 3.71e-07, 1.28e-07, 4.41e-07, 1.78e-06, 2.12e-06, 4.59e-06, 1.21e-07, 9.12e-08, 4.07e-08, 1.73e-08, 1.60e-07, 1.23e-08, 9.61e-07, 7.85e-08]    [3.06e-07, 4.54e-07, 5.74e-07, 3.34e-07, 5.59e-07, 7.30e-07, 4.40e-07, 1.55e-06, 3.71e-07, 1.28e-07, 4.41e-07, 1.78e-06, 2.12e-06, 4.59e-06, 1.21e-07, 9.12e-08, 4.07e-08, 1.73e-08, 1.60e-07, 1.23e-08, 9.61e-07, 7.85e-08]    []  

Best model at step 260657:
  train loss: 4.57e-06
  test loss: 4.57e-06
  test metric: []

'train' took 41.511873 s

Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
292000    [3.06e-07, 4.54e-07, 5.74e-07, 3.34e-07, 5.59e-07, 7.30e-07, 4.40e-07, 1.55e-06, 3.71e-07, 1.28e-07, 4.41e-07, 1.78e-06, 2.12e-06, 4.59e-06, 1.21e-07, 9.12e-08, 4.07e-08, 1.73e-08, 1.60e-07, 1.23e-08, 9.61e-07, 7.85e-08]    [3.06e-07, 4.54e-07, 5.74e-07, 3.34e-07, 5.59e-07, 7.30e-07, 4.40e-07, 1.55e-06, 3.71e-07, 1.28e-07, 4.41e-07, 1.78e-06, 2.12e-06, 4.59e-06, 1.21e-07, 9.12e-08, 4.07e-08, 1.73e-08, 1.60e-07, 1.23e-08, 9.61e-07, 7.85e-08]    []  
292100    [2.43e-07, 7.00e-07, 6.67e-07, 3.10e-07, 6.06e-07, 8.46e-07, 3.53e-07, 5.13e-08, 2.27e-08, 5.23e-07, 7.60e-07, 1.56e-06, 4.29e-06, 5.78e-06, 7.42e-11, 7.30e-09, 9.03e-08, 6.70e-09, 7.09e-10, 6.36e-10, 2.60e-09, 4.02e-09]    [2.43e-07, 7.00e-07, 6.67e-07, 3.10e-07, 6.06e-07, 8.46e-07, 3.53e-07, 5.13e-08, 2.27e-08, 5.23e-07, 7.60e-07, 1.56e-06, 4.29e-06, 5.78e-06, 7.42e-11, 7.30e-09, 9.03e-08, 6.70e-09, 7.09e-10, 6.36e-10, 2.60e-09, 4.02e-09]    []  
292200    [4.84e-05, 9.84e-06, 5.45e-06, 6.65e-06, 7.05e-06, 5.11e-06, 3.98e-06, 3.76e-04, 6.48e-06, 1.21e-04, 1.35e-04, 4.57e-04, 4.92e-04, 2.97e-03, 4.14e-05, 6.40e-05, 1.82e-05, 1.48e-05, 0.00e+00, 9.47e-07, 3.74e-04, 4.37e-06]    [4.84e-05, 9.84e-06, 5.45e-06, 6.65e-06, 7.05e-06, 5.11e-06, 3.98e-06, 3.76e-04, 6.48e-06, 1.21e-04, 1.35e-04, 4.57e-04, 4.92e-04, 2.97e-03, 4.14e-05, 6.40e-05, 1.82e-05, 1.48e-05, 0.00e+00, 9.47e-07, 3.74e-04, 4.37e-06]    []  
292300    [5.48e-07, 6.00e-07, 5.76e-07, 3.32e-07, 4.86e-07, 9.09e-07, 4.42e-07, 1.36e-08, 2.44e-06, 7.55e-07, 7.45e-07, 4.52e-06, 7.85e-06, 2.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.70e-11, 1.95e-07, 1.34e-08, 1.14e-06]    [5.48e-07, 6.00e-07, 5.76e-07, 3.32e-07, 4.86e-07, 9.09e-07, 4.42e-07, 1.36e-08, 2.44e-06, 7.55e-07, 7.45e-07, 4.52e-06, 7.85e-06, 2.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.70e-11, 1.95e-07, 1.34e-08, 1.14e-06]    []  
292400    [1.89e-07, 4.11e-07, 5.74e-07, 3.18e-07, 5.34e-07, 7.53e-07, 2.70e-07, 9.77e-09, 5.47e-10, 1.56e-08, 4.07e-07, 9.97e-07, 1.45e-06, 9.42e-07, 1.54e-08, 5.68e-09, 4.12e-09, 1.77e-08, 1.40e-09, 2.98e-12, 6.94e-09, 1.40e-09]    [1.89e-07, 4.11e-07, 5.74e-07, 3.18e-07, 5.34e-07, 7.53e-07, 2.70e-07, 9.77e-09, 5.47e-10, 1.56e-08, 4.07e-07, 9.97e-07, 1.45e-06, 9.42e-07, 1.54e-08, 5.68e-09, 4.12e-09, 1.77e-08, 1.40e-09, 2.98e-12, 6.94e-09, 1.40e-09]    []  
292500    [3.85e-07, 5.17e-07, 5.73e-07, 2.83e-07, 5.54e-07, 7.47e-07, 2.87e-07, 4.21e-07, 1.99e-05, 1.52e-07, 4.77e-07, 1.75e-06, 1.89e-06, 3.80e-06, 7.31e-08, 2.74e-08, 2.90e-08, 1.30e-08, 2.59e-08, 2.57e-06, 1.69e-07, 1.09e-05]    [3.85e-07, 5.17e-07, 5.73e-07, 2.83e-07, 5.54e-07, 7.47e-07, 2.87e-07, 4.21e-07, 1.99e-05, 1.52e-07, 4.77e-07, 1.75e-06, 1.89e-06, 3.80e-06, 7.31e-08, 2.74e-08, 2.90e-08, 1.30e-08, 2.59e-08, 2.57e-06, 1.69e-07, 1.09e-05]    []  
292600    [1.53e-06, 7.72e-07, 6.99e-07, 3.57e-07, 7.34e-07, 7.20e-07, 4.28e-07, 1.59e-05, 5.58e-08, 6.22e-07, 2.18e-06, 9.20e-06, 5.12e-06, 7.55e-06, 2.49e-07, 6.84e-07, 1.30e-08, 0.00e+00, 0.00e+00, 9.87e-09, 1.41e-05, 6.27e-08]    [1.53e-06, 7.72e-07, 6.99e-07, 3.57e-07, 7.34e-07, 7.20e-07, 4.28e-07, 1.59e-05, 5.58e-08, 6.22e-07, 2.18e-06, 9.20e-06, 5.12e-06, 7.55e-06, 2.49e-07, 6.84e-07, 1.30e-08, 0.00e+00, 0.00e+00, 9.87e-09, 1.41e-05, 6.27e-08]    []  
292700    [4.36e-05, 1.42e-05, 3.54e-06, 9.46e-06, 3.28e-06, 8.21e-06, 1.55e-06, 3.43e-05, 3.11e-06, 6.37e-05, 4.54e-05, 3.48e-04, 5.88e-04, 2.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.21e-05, 3.32e-06]    [4.36e-05, 1.42e-05, 3.54e-06, 9.46e-06, 3.28e-06, 8.21e-06, 1.55e-06, 3.43e-05, 3.11e-06, 6.37e-05, 4.54e-05, 3.48e-04, 5.88e-04, 2.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.21e-05, 3.32e-06]    []  
292800    [1.58e-06, 9.14e-07, 6.24e-07, 5.01e-07, 5.18e-07, 1.10e-06, 3.28e-07, 3.59e-07, 7.13e-07, 2.23e-06, 2.36e-06, 1.21e-05, 2.94e-05, 6.77e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.54e-08, 2.76e-07, 2.78e-07]    [1.58e-06, 9.14e-07, 6.24e-07, 5.01e-07, 5.18e-07, 1.10e-06, 3.28e-07, 3.59e-07, 7.13e-07, 2.23e-06, 2.36e-06, 1.21e-05, 2.94e-05, 6.77e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.54e-08, 2.76e-07, 2.78e-07]    []  
292900    [1.79e-07, 3.94e-07, 5.68e-07, 3.05e-07, 5.03e-07, 7.62e-07, 2.44e-07, 1.14e-07, 8.46e-08, 9.53e-09, 3.64e-07, 9.39e-07, 1.33e-06, 3.69e-07, 9.32e-09, 3.38e-09, 4.84e-09, 1.79e-08, 1.07e-10, 6.76e-09, 8.78e-09, 4.30e-08]    [1.79e-07, 3.94e-07, 5.68e-07, 3.05e-07, 5.03e-07, 7.62e-07, 2.44e-07, 1.14e-07, 8.46e-08, 9.53e-09, 3.64e-07, 9.39e-07, 1.33e-06, 3.69e-07, 9.32e-09, 3.38e-09, 4.84e-09, 1.79e-08, 1.07e-10, 6.76e-09, 8.78e-09, 4.30e-08]    []  
293000    [1.71e-07, 4.23e-07, 5.40e-07, 2.78e-07, 5.21e-07, 7.51e-07, 3.79e-07, 2.01e-07, 4.60e-07, 5.77e-09, 4.92e-07, 1.13e-06, 1.94e-06, 5.62e-07, 9.73e-09, 0.00e+00, 1.05e-08, 1.29e-08, 0.00e+00, 4.55e-10, 1.17e-07, 6.15e-09]    [1.71e-07, 4.23e-07, 5.40e-07, 2.78e-07, 5.21e-07, 7.51e-07, 3.79e-07, 2.01e-07, 4.60e-07, 5.77e-09, 4.92e-07, 1.13e-06, 1.94e-06, 5.62e-07, 9.73e-09, 0.00e+00, 1.05e-08, 1.29e-08, 0.00e+00, 4.55e-10, 1.17e-07, 6.15e-09]    []  
293100    [2.72e-07, 5.92e-07, 5.50e-07, 3.08e-07, 5.31e-07, 8.01e-07, 2.93e-07, 7.98e-08, 5.33e-08, 1.01e-08, 1.15e-06, 2.27e-06, 5.70e-06, 6.44e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.04e-09, 4.97e-09, 3.73e-09, 3.15e-08, 2.44e-08]    [2.72e-07, 5.92e-07, 5.50e-07, 3.08e-07, 5.31e-07, 8.01e-07, 2.93e-07, 7.98e-08, 5.33e-08, 1.01e-08, 1.15e-06, 2.27e-06, 5.70e-06, 6.44e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.04e-09, 4.97e-09, 3.73e-09, 3.15e-08, 2.44e-08]    []  
293200    [4.23e-07, 5.37e-07, 5.93e-07, 2.31e-07, 5.87e-07, 7.70e-07, 2.86e-07, 6.88e-08, 1.19e-07, 4.78e-07, 6.55e-07, 1.71e-06, 1.82e-06, 3.66e-06, 7.21e-08, 1.82e-08, 4.93e-08, 1.66e-08, 2.15e-09, 1.12e-08, 1.15e-08, 6.57e-08]    [4.23e-07, 5.37e-07, 5.93e-07, 2.31e-07, 5.87e-07, 7.70e-07, 2.86e-07, 6.88e-08, 1.19e-07, 4.78e-07, 6.55e-07, 1.71e-06, 1.82e-06, 3.66e-06, 7.21e-08, 1.82e-08, 4.93e-08, 1.66e-08, 2.15e-09, 1.12e-08, 1.15e-08, 6.57e-08]    []  
293300    [6.42e-07, 6.96e-07, 5.61e-07, 3.54e-07, 5.05e-07, 9.08e-07, 3.69e-07, 2.16e-07, 1.01e-08, 5.44e-07, 1.16e-06, 5.93e-06, 1.10e-05, 2.91e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.51e-08, 1.11e-10, 9.97e-08, 9.08e-10]    [6.42e-07, 6.96e-07, 5.61e-07, 3.54e-07, 5.05e-07, 9.08e-07, 3.69e-07, 2.16e-07, 1.01e-08, 5.44e-07, 1.16e-06, 5.93e-06, 1.10e-05, 2.91e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.51e-08, 1.11e-10, 9.97e-08, 9.08e-10]    []  
293400    [2.78e-06, 7.28e-07, 7.97e-07, 5.16e-07, 7.33e-07, 8.76e-07, 3.03e-07, 3.28e-07, 1.36e-07, 4.76e-06, 4.01e-06, 1.74e-05, 4.36e-05, 1.11e-04, 1.43e-06, 8.69e-07, 9.49e-07, 9.65e-07, 2.25e-08, 1.67e-08, 1.47e-07, 1.02e-07]    [2.78e-06, 7.28e-07, 7.97e-07, 5.16e-07, 7.33e-07, 8.76e-07, 3.03e-07, 3.28e-07, 1.36e-07, 4.76e-06, 4.01e-06, 1.74e-05, 4.36e-05, 1.11e-04, 1.43e-06, 8.69e-07, 9.49e-07, 9.65e-07, 2.25e-08, 1.67e-08, 1.47e-07, 1.02e-07]    []  
293500    [2.80e-06, 7.45e-07, 8.08e-07, 5.86e-07, 7.29e-07, 9.07e-07, 3.16e-07, 7.61e-06, 2.63e-06, 4.32e-06, 4.37e-06, 1.89e-05, 4.96e-05, 1.17e-04, 1.69e-06, 9.94e-07, 9.50e-07, 9.21e-07, 7.60e-07, 3.23e-07, 4.20e-06, 1.69e-06]    [2.80e-06, 7.45e-07, 8.08e-07, 5.86e-07, 7.29e-07, 9.07e-07, 3.16e-07, 7.61e-06, 2.63e-06, 4.32e-06, 4.37e-06, 1.89e-05, 4.96e-05, 1.17e-04, 1.69e-06, 9.94e-07, 9.50e-07, 9.21e-07, 7.60e-07, 3.23e-07, 4.20e-06, 1.69e-06]    []  
293600    [3.70e-07, 5.58e-07, 5.61e-07, 3.28e-07, 4.78e-07, 8.69e-07, 2.54e-07, 3.23e-08, 1.83e-07, 5.68e-07, 6.79e-07, 2.91e-06, 6.12e-06, 1.32e-05, 0.00e+00, 0.00e+00, 0.00e+00, 6.88e-10, 1.16e-09, 0.00e+00, 5.45e-09, 1.85e-07]    [3.70e-07, 5.58e-07, 5.61e-07, 3.28e-07, 4.78e-07, 8.69e-07, 2.54e-07, 3.23e-08, 1.83e-07, 5.68e-07, 6.79e-07, 2.91e-06, 6.12e-06, 1.32e-05, 0.00e+00, 0.00e+00, 0.00e+00, 6.88e-10, 1.16e-09, 0.00e+00, 5.45e-09, 1.85e-07]    []  
293700    [9.87e-07, 7.08e-07, 6.38e-07, 6.39e-07, 6.49e-07, 7.07e-07, 2.56e-07, 3.39e-04, 5.05e-06, 1.12e-07, 1.16e-05, 1.17e-05, 4.84e-05, 4.22e-05, 7.46e-07, 2.82e-07, 4.04e-07, 3.45e-07, 4.35e-05, 5.51e-07, 1.92e-04, 2.74e-06]    [9.87e-07, 7.08e-07, 6.38e-07, 6.39e-07, 6.49e-07, 7.07e-07, 2.56e-07, 3.39e-04, 5.05e-06, 1.12e-07, 1.16e-05, 1.17e-05, 4.84e-05, 4.22e-05, 7.46e-07, 2.82e-07, 4.04e-07, 3.45e-07, 4.35e-05, 5.51e-07, 1.92e-04, 2.74e-06]    []  
293800    [2.57e-05, 8.45e-06, 2.26e-06, 5.45e-06, 2.21e-06, 5.19e-06, 1.05e-06, 1.30e-06, 8.51e-08, 4.20e-05, 2.52e-05, 2.10e-04, 3.14e-04, 1.20e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-06, 1.61e-07]    [2.57e-05, 8.45e-06, 2.26e-06, 5.45e-06, 2.21e-06, 5.19e-06, 1.05e-06, 1.30e-06, 8.51e-08, 4.20e-05, 2.52e-05, 2.10e-04, 3.14e-04, 1.20e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-06, 1.61e-07]    []  
293900    [1.07e-05, 2.44e-06, 2.42e-06, 1.10e-06, 1.58e-06, 1.81e-06, 8.38e-07, 1.39e-06, 2.14e-05, 2.15e-05, 1.90e-05, 8.96e-05, 1.44e-04, 5.79e-04, 7.01e-06, 8.73e-06, 3.58e-06, 3.57e-06, 0.00e+00, 0.00e+00, 1.25e-06, 1.77e-05]    [1.07e-05, 2.44e-06, 2.42e-06, 1.10e-06, 1.58e-06, 1.81e-06, 8.38e-07, 1.39e-06, 2.14e-05, 2.15e-05, 1.90e-05, 8.96e-05, 1.44e-04, 5.79e-04, 7.01e-06, 8.73e-06, 3.58e-06, 3.57e-06, 0.00e+00, 0.00e+00, 1.25e-06, 1.77e-05]    []  
294000    [4.14e-07, 7.89e-07, 7.02e-07, 1.27e-06, 2.18e-06, 1.03e-06, 1.34e-06, 1.53e-05, 6.26e-06, 1.48e-05, 6.07e-05, 4.67e-05, 8.54e-05, 1.18e-05, 1.36e-06, 1.73e-10, 4.11e-09, 9.24e-09, 0.00e+00, 6.11e-07, 9.38e-06, 3.15e-06]    [4.14e-07, 7.89e-07, 7.02e-07, 1.27e-06, 2.18e-06, 1.03e-06, 1.34e-06, 1.53e-05, 6.26e-06, 1.48e-05, 6.07e-05, 4.67e-05, 8.54e-05, 1.18e-05, 1.36e-06, 1.73e-10, 4.11e-09, 9.24e-09, 0.00e+00, 6.11e-07, 9.38e-06, 3.15e-06]    []  

Best model at step 260657:
  train loss: 4.57e-06
  test loss: 4.57e-06
  test metric: []

'train' took 39.938957 s

Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
294000    [4.14e-07, 7.89e-07, 7.02e-07, 1.27e-06, 2.18e-06, 1.03e-06, 1.34e-06, 1.53e-05, 6.26e-06, 1.48e-05, 6.07e-05, 4.67e-05, 8.54e-05, 1.18e-05, 1.36e-06, 1.73e-10, 4.11e-09, 9.24e-09, 0.00e+00, 6.11e-07, 9.38e-06, 3.15e-06]    [4.14e-07, 7.89e-07, 7.02e-07, 1.27e-06, 2.18e-06, 1.03e-06, 1.34e-06, 1.53e-05, 6.26e-06, 1.48e-05, 6.07e-05, 4.67e-05, 8.54e-05, 1.18e-05, 1.36e-06, 1.73e-10, 4.11e-09, 9.24e-09, 0.00e+00, 6.11e-07, 9.38e-06, 3.15e-06]    []  
294100    [5.77e-06, 2.67e-06, 7.87e-07, 1.64e-06, 7.24e-07, 2.33e-06, 4.09e-07, 3.90e-04, 4.94e-07, 4.28e-06, 2.16e-05, 5.37e-05, 1.66e-04, 2.69e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.64e-04, 4.84e-07]    [5.77e-06, 2.67e-06, 7.87e-07, 1.64e-06, 7.24e-07, 2.33e-06, 4.09e-07, 3.90e-04, 4.94e-07, 4.28e-06, 2.16e-05, 5.37e-05, 1.66e-04, 2.69e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.64e-04, 4.84e-07]    []  
294200    [2.45e-05, 4.90e-06, 2.71e-06, 2.98e-06, 2.90e-06, 2.89e-06, 1.66e-06, 9.06e-07, 7.95e-06, 4.90e-05, 4.02e-05, 2.01e-04, 3.51e-04, 1.35e-03, 2.21e-05, 1.93e-05, 9.36e-06, 8.11e-06, 9.68e-08, 1.29e-06, 5.93e-07, 6.52e-06]    [2.45e-05, 4.90e-06, 2.71e-06, 2.98e-06, 2.90e-06, 2.89e-06, 1.66e-06, 9.06e-07, 7.95e-06, 4.90e-05, 4.02e-05, 2.01e-04, 3.51e-04, 1.35e-03, 2.21e-05, 1.93e-05, 9.36e-06, 8.11e-06, 9.68e-08, 1.29e-06, 5.93e-07, 6.52e-06]    []  
294300    [7.48e-06, 3.32e-06, 1.18e-06, 3.24e-06, 1.44e-06, 2.68e-06, 8.33e-07, 1.24e-04, 4.59e-06, 7.45e-06, 1.03e-05, 8.56e-05, 1.05e-04, 4.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-04, 4.11e-06]    [7.48e-06, 3.32e-06, 1.18e-06, 3.24e-06, 1.44e-06, 2.68e-06, 8.33e-07, 1.24e-04, 4.59e-06, 7.45e-06, 1.03e-05, 8.56e-05, 1.05e-04, 4.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-04, 4.11e-06]    []  
294400    [4.78e-06, 1.21e-06, 7.71e-07, 1.21e-06, 1.08e-06, 8.28e-07, 8.24e-07, 2.68e-05, 4.26e-06, 3.37e-06, 1.59e-05, 3.75e-05, 9.21e-05, 2.02e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.15e-06, 3.06e-07, 1.59e-05, 1.73e-06]    [4.78e-06, 1.21e-06, 7.71e-07, 1.21e-06, 1.08e-06, 8.28e-07, 8.24e-07, 2.68e-05, 4.26e-06, 3.37e-06, 1.59e-05, 3.75e-05, 9.21e-05, 2.02e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.15e-06, 3.06e-07, 1.59e-05, 1.73e-06]    []  
294500    [4.37e-06, 1.84e-06, 7.47e-07, 9.28e-07, 8.70e-07, 9.18e-07, 4.53e-07, 1.33e-06, 3.84e-09, 6.82e-06, 1.97e-05, 3.34e-05, 1.29e-04, 1.65e-04, 3.41e-06, 1.81e-06, 2.18e-06, 4.31e-06, 0.00e+00, 1.96e-10, 8.68e-07, 1.22e-09]    [4.37e-06, 1.84e-06, 7.47e-07, 9.28e-07, 8.70e-07, 9.18e-07, 4.53e-07, 1.33e-06, 3.84e-09, 6.82e-06, 1.97e-05, 3.34e-05, 1.29e-04, 1.65e-04, 3.41e-06, 1.81e-06, 2.18e-06, 4.31e-06, 0.00e+00, 1.96e-10, 8.68e-07, 1.22e-09]    []  
294600    [5.38e-06, 2.29e-06, 2.37e-06, 2.12e-06, 9.23e-07, 2.33e-06, 7.24e-07, 1.45e-07, 1.09e-09, 1.06e-05, 1.35e-05, 5.22e-05, 4.12e-05, 2.61e-04, 1.14e-05, 1.98e-06, 1.36e-06, 1.19e-06, 0.00e+00, 3.09e-09, 1.46e-07, 1.96e-08]    [5.38e-06, 2.29e-06, 2.37e-06, 2.12e-06, 9.23e-07, 2.33e-06, 7.24e-07, 1.45e-07, 1.09e-09, 1.06e-05, 1.35e-05, 5.22e-05, 4.12e-05, 2.61e-04, 1.14e-05, 1.98e-06, 1.36e-06, 1.19e-06, 0.00e+00, 3.09e-09, 1.46e-07, 1.96e-08]    []  
294700    [1.78e-05, 7.64e-06, 1.73e-06, 7.90e-06, 3.02e-06, 4.27e-06, 1.77e-06, 4.12e-05, 3.63e-04, 3.44e-05, 3.98e-05, 2.27e-04, 2.42e-04, 1.28e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.99e-06, 5.76e-05, 2.90e-05, 2.08e-04]    [1.78e-05, 7.64e-06, 1.73e-06, 7.90e-06, 3.02e-06, 4.27e-06, 1.77e-06, 4.12e-05, 3.63e-04, 3.44e-05, 3.98e-05, 2.27e-04, 2.42e-04, 1.28e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.99e-06, 5.76e-05, 2.90e-05, 2.08e-04]    []  
294800    [1.29e-06, 5.13e-07, 6.74e-07, 4.13e-07, 5.60e-07, 8.17e-07, 3.47e-07, 8.41e-08, 1.34e-08, 1.92e-06, 1.91e-06, 8.01e-06, 2.05e-05, 4.73e-05, 6.37e-07, 3.40e-07, 3.84e-07, 3.68e-07, 8.75e-09, 1.78e-09, 5.85e-08, 1.21e-08]    [1.29e-06, 5.13e-07, 6.74e-07, 4.13e-07, 5.60e-07, 8.17e-07, 3.47e-07, 8.41e-08, 1.34e-08, 1.92e-06, 1.91e-06, 8.01e-06, 2.05e-05, 4.73e-05, 6.37e-07, 3.40e-07, 3.84e-07, 3.68e-07, 8.75e-09, 1.78e-09, 5.85e-08, 1.21e-08]    []  
294900    [1.81e-07, 4.82e-07, 6.15e-07, 3.28e-07, 5.17e-07, 8.58e-07, 2.58e-07, 1.53e-08, 2.28e-09, 6.35e-11, 3.44e-07, 1.10e-06, 1.30e-06, 2.60e-07, 3.41e-09, 0.00e+00, 5.33e-11, 2.63e-09, 2.32e-09, 1.25e-10, 1.38e-08, 7.92e-10]    [1.81e-07, 4.82e-07, 6.15e-07, 3.28e-07, 5.17e-07, 8.58e-07, 2.58e-07, 1.53e-08, 2.28e-09, 6.35e-11, 3.44e-07, 1.10e-06, 1.30e-06, 2.60e-07, 3.41e-09, 0.00e+00, 5.33e-11, 2.63e-09, 2.32e-09, 1.25e-10, 1.38e-08, 7.92e-10]    []  
295000    [1.04e-06, 7.00e-07, 5.17e-07, 3.39e-07, 5.26e-07, 8.66e-07, 5.12e-07, 2.01e-07, 5.38e-06, 2.22e-06, 8.68e-07, 7.96e-06, 1.32e-05, 3.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.74e-07, 7.15e-06]    [1.04e-06, 7.00e-07, 5.17e-07, 3.39e-07, 5.26e-07, 8.66e-07, 5.12e-07, 2.01e-07, 5.38e-06, 2.22e-06, 8.68e-07, 7.96e-06, 1.32e-05, 3.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.74e-07, 7.15e-06]    []  
295100    [4.59e-07, 5.07e-07, 5.46e-07, 2.80e-07, 5.16e-07, 7.40e-07, 2.87e-07, 1.07e-08, 7.47e-09, 2.93e-07, 7.98e-07, 2.51e-06, 5.36e-06, 9.37e-06, 1.57e-07, 5.90e-09, 1.35e-07, 5.85e-08, 6.99e-10, 9.69e-10, 3.54e-09, 6.58e-09]    [4.59e-07, 5.07e-07, 5.46e-07, 2.80e-07, 5.16e-07, 7.40e-07, 2.87e-07, 1.07e-08, 7.47e-09, 2.93e-07, 7.98e-07, 2.51e-06, 5.36e-06, 9.37e-06, 1.57e-07, 5.90e-09, 1.35e-07, 5.85e-08, 6.99e-10, 9.69e-10, 3.54e-09, 6.58e-09]    []  
295200    [2.02e-07, 4.67e-07, 5.42e-07, 2.75e-07, 4.88e-07, 7.50e-07, 2.62e-07, 1.36e-08, 1.60e-09, 4.11e-10, 6.90e-07, 1.14e-06, 2.42e-06, 1.11e-06, 1.56e-08, 9.05e-11, 3.20e-09, 2.09e-08, 9.57e-10, 0.00e+00, 5.07e-09, 9.65e-10]    [2.02e-07, 4.67e-07, 5.42e-07, 2.75e-07, 4.88e-07, 7.50e-07, 2.62e-07, 1.36e-08, 1.60e-09, 4.11e-10, 6.90e-07, 1.14e-06, 2.42e-06, 1.11e-06, 1.56e-08, 9.05e-11, 3.20e-09, 2.09e-08, 9.57e-10, 0.00e+00, 5.07e-09, 9.65e-10]    []  
295300    [3.15e-07, 4.48e-07, 6.01e-07, 3.45e-07, 5.44e-07, 7.79e-07, 2.51e-07, 8.90e-08, 2.21e-06, 2.20e-08, 1.03e-06, 1.83e-06, 4.52e-06, 3.06e-06, 5.39e-08, 5.08e-08, 2.87e-08, 4.08e-08, 5.56e-09, 1.94e-07, 3.64e-08, 1.01e-06]    [3.15e-07, 4.48e-07, 6.01e-07, 3.45e-07, 5.44e-07, 7.79e-07, 2.51e-07, 8.90e-08, 2.21e-06, 2.20e-08, 1.03e-06, 1.83e-06, 4.52e-06, 3.06e-06, 5.39e-08, 5.08e-08, 2.87e-08, 4.08e-08, 5.56e-09, 1.94e-07, 3.64e-08, 1.01e-06]    []  
295400    [3.38e-07, 4.94e-07, 5.45e-07, 2.93e-07, 4.73e-07, 8.85e-07, 2.89e-07, 3.17e-06, 7.29e-08, 2.02e-07, 8.53e-07, 2.84e-06, 5.95e-06, 1.07e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.62e-09, 0.00e+00, 0.00e+00, 2.40e-06, 1.20e-07]    [3.38e-07, 4.94e-07, 5.45e-07, 2.93e-07, 4.73e-07, 8.85e-07, 2.89e-07, 3.17e-06, 7.29e-08, 2.02e-07, 8.53e-07, 2.84e-06, 5.95e-06, 1.07e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.62e-09, 0.00e+00, 0.00e+00, 2.40e-06, 1.20e-07]    []  
295500    [1.07e-06, 4.84e-07, 6.82e-07, 3.81e-07, 5.76e-07, 7.85e-07, 2.41e-07, 1.05e-07, 4.38e-08, 1.68e-06, 1.21e-06, 5.56e-06, 1.27e-05, 3.03e-05, 3.71e-07, 2.74e-07, 2.96e-07, 2.82e-07, 1.12e-09, 3.91e-09, 4.15e-09, 2.53e-08]    [1.07e-06, 4.84e-07, 6.82e-07, 3.81e-07, 5.76e-07, 7.85e-07, 2.41e-07, 1.05e-07, 4.38e-08, 1.68e-06, 1.21e-06, 5.56e-06, 1.27e-05, 3.03e-05, 3.71e-07, 2.74e-07, 2.96e-07, 2.82e-07, 1.12e-09, 3.91e-09, 4.15e-09, 2.53e-08]    []  
295600    [2.23e-06, 1.14e-06, 6.58e-07, 5.94e-07, 5.46e-07, 1.26e-06, 3.12e-07, 4.59e-06, 4.28e-07, 3.42e-06, 2.98e-06, 1.68e-05, 3.87e-05, 9.62e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.84e-06, 2.55e-07]    [2.23e-06, 1.14e-06, 6.58e-07, 5.94e-07, 5.46e-07, 1.26e-06, 3.12e-07, 4.59e-06, 4.28e-07, 3.42e-06, 2.98e-06, 1.68e-05, 3.87e-05, 9.62e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.84e-06, 2.55e-07]    []  
295700    [3.26e-06, 9.34e-07, 1.20e-06, 6.50e-07, 7.93e-07, 1.01e-06, 4.27e-07, 1.46e-07, 1.35e-04, 6.28e-06, 4.87e-06, 2.36e-05, 3.88e-05, 1.52e-04, 2.20e-06, 1.29e-06, 1.06e-06, 8.01e-07, 8.29e-09, 0.00e+00, 5.48e-08, 9.20e-05]    [3.26e-06, 9.34e-07, 1.20e-06, 6.50e-07, 7.93e-07, 1.01e-06, 4.27e-07, 1.46e-07, 1.35e-04, 6.28e-06, 4.87e-06, 2.36e-05, 3.88e-05, 1.52e-04, 2.20e-06, 1.29e-06, 1.06e-06, 8.01e-07, 8.29e-09, 0.00e+00, 5.48e-08, 9.20e-05]    []  
295800    [9.84e-06, 2.04e-06, 1.93e-06, 8.92e-07, 1.43e-06, 1.40e-06, 7.05e-07, 2.28e-05, 9.35e-07, 1.27e-05, 2.29e-05, 7.15e-05, 2.02e-04, 4.59e-04, 4.07e-06, 6.69e-06, 5.97e-06, 2.46e-06, 2.18e-06, 1.31e-07, 1.07e-05, 7.24e-07]    [9.84e-06, 2.04e-06, 1.93e-06, 8.92e-07, 1.43e-06, 1.40e-06, 7.05e-07, 2.28e-05, 9.35e-07, 1.27e-05, 2.29e-05, 7.15e-05, 2.02e-04, 4.59e-04, 4.07e-06, 6.69e-06, 5.97e-06, 2.46e-06, 2.18e-06, 1.31e-07, 1.07e-05, 7.24e-07]    []  
295900    [3.96e-06, 1.26e-06, 8.68e-07, 7.57e-07, 9.63e-07, 7.25e-07, 4.40e-07, 9.02e-06, 1.32e-05, 7.47e-06, 1.15e-05, 2.92e-05, 8.78e-05, 1.81e-04, 3.10e-06, 1.86e-06, 1.32e-06, 1.26e-06, 1.05e-06, 0.00e+00, 5.42e-06, 8.26e-06]    [3.96e-06, 1.26e-06, 8.68e-07, 7.57e-07, 9.63e-07, 7.25e-07, 4.40e-07, 9.02e-06, 1.32e-05, 7.47e-06, 1.15e-05, 2.92e-05, 8.78e-05, 1.81e-04, 3.10e-06, 1.86e-06, 1.32e-06, 1.26e-06, 1.05e-06, 0.00e+00, 5.42e-06, 8.26e-06]    []  
296000    [9.32e-07, 6.67e-07, 6.03e-07, 4.99e-07, 6.03e-07, 7.71e-07, 2.85e-07, 2.04e-06, 3.76e-07, 2.76e-06, 1.40e-06, 5.12e-06, 1.26e-05, 3.38e-05, 7.62e-07, 2.73e-07, 5.91e-07, 3.28e-07, 0.00e+00, 4.13e-08, 1.72e-06, 2.41e-07]    [9.32e-07, 6.67e-07, 6.03e-07, 4.99e-07, 6.03e-07, 7.71e-07, 2.85e-07, 2.04e-06, 3.76e-07, 2.76e-06, 1.40e-06, 5.12e-06, 1.26e-05, 3.38e-05, 7.62e-07, 2.73e-07, 5.91e-07, 3.28e-07, 0.00e+00, 4.13e-08, 1.72e-06, 2.41e-07]    []  

Best model at step 260657:
  train loss: 4.57e-06
  test loss: 4.57e-06
  test metric: []

'train' took 41.106547 s

Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
296000    [9.32e-07, 6.67e-07, 6.03e-07, 4.99e-07, 6.03e-07, 7.71e-07, 2.85e-07, 2.04e-06, 3.76e-07, 2.76e-06, 1.40e-06, 5.12e-06, 1.26e-05, 3.38e-05, 7.62e-07, 2.73e-07, 5.91e-07, 3.28e-07, 0.00e+00, 4.13e-08, 1.72e-06, 2.41e-07]    [9.32e-07, 6.67e-07, 6.03e-07, 4.99e-07, 6.03e-07, 7.71e-07, 2.85e-07, 2.04e-06, 3.76e-07, 2.76e-06, 1.40e-06, 5.12e-06, 1.26e-05, 3.38e-05, 7.62e-07, 2.73e-07, 5.91e-07, 3.28e-07, 0.00e+00, 4.13e-08, 1.72e-06, 2.41e-07]    []  
296100    [2.06e-06, 1.13e-06, 7.20e-07, 5.61e-07, 7.23e-07, 1.14e-06, 5.44e-07, 1.31e-09, 3.77e-08, 9.82e-06, 1.35e-05, 9.19e-06, 1.34e-05, 8.90e-06, 8.16e-07, 1.31e-06, 1.04e-08, 0.00e+00, 4.15e-08, 6.24e-09, 2.52e-07, 4.10e-08]    [2.06e-06, 1.13e-06, 7.20e-07, 5.61e-07, 7.23e-07, 1.14e-06, 5.44e-07, 1.31e-09, 3.77e-08, 9.82e-06, 1.35e-05, 9.19e-06, 1.34e-05, 8.90e-06, 8.16e-07, 1.31e-06, 1.04e-08, 0.00e+00, 4.15e-08, 6.24e-09, 2.52e-07, 4.10e-08]    []  
296200    [3.19e-06, 1.45e-06, 6.81e-07, 7.57e-07, 6.10e-07, 1.50e-06, 3.36e-07, 3.71e-06, 3.60e-07, 5.09e-06, 3.89e-06, 2.39e-05, 5.52e-05, 1.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.05e-06, 3.82e-07]    [3.19e-06, 1.45e-06, 6.81e-07, 7.57e-07, 6.10e-07, 1.50e-06, 3.36e-07, 3.71e-06, 3.60e-07, 5.09e-06, 3.89e-06, 2.39e-05, 5.52e-05, 1.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.05e-06, 3.82e-07]    []  
296300    [2.13e-06, 1.09e-06, 6.33e-07, 5.98e-07, 5.31e-07, 1.22e-06, 2.97e-07, 1.19e-07, 2.12e-07, 3.46e-06, 2.75e-06, 1.53e-05, 3.58e-05, 8.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-11, 0.00e+00, 1.56e-08, 2.20e-07]    [2.13e-06, 1.09e-06, 6.33e-07, 5.98e-07, 5.31e-07, 1.22e-06, 2.97e-07, 1.19e-07, 2.12e-07, 3.46e-06, 2.75e-06, 1.53e-05, 3.58e-05, 8.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-11, 0.00e+00, 1.56e-08, 2.20e-07]    []  
296400    [7.61e-06, 1.52e-06, 1.11e-06, 1.13e-06, 1.12e-06, 1.25e-06, 4.54e-07, 3.66e-06, 4.10e-04, 1.33e-05, 1.25e-05, 5.26e-05, 1.40e-04, 3.47e-04, 4.84e-06, 3.67e-06, 3.24e-06, 2.97e-06, 3.46e-07, 6.66e-05, 1.96e-06, 2.38e-04]    [7.61e-06, 1.52e-06, 1.11e-06, 1.13e-06, 1.12e-06, 1.25e-06, 4.54e-07, 3.66e-06, 4.10e-04, 1.33e-05, 1.25e-05, 5.26e-05, 1.40e-04, 3.47e-04, 4.84e-06, 3.67e-06, 3.24e-06, 2.97e-06, 3.46e-07, 6.66e-05, 1.96e-06, 2.38e-04]    []  
296500    [5.12e-06, 1.20e-06, 1.04e-06, 8.24e-07, 8.86e-07, 1.16e-06, 4.52e-07, 6.82e-07, 3.21e-07, 1.01e-05, 6.86e-06, 3.65e-05, 7.92e-05, 2.44e-04, 3.40e-06, 2.35e-06, 1.94e-06, 1.62e-06, 7.06e-08, 1.56e-08, 4.44e-07, 9.88e-08]    [5.12e-06, 1.20e-06, 1.04e-06, 8.24e-07, 8.86e-07, 1.16e-06, 4.52e-07, 6.82e-07, 3.21e-07, 1.01e-05, 6.86e-06, 3.65e-05, 7.92e-05, 2.44e-04, 3.40e-06, 2.35e-06, 1.94e-06, 1.62e-06, 7.06e-08, 1.56e-08, 4.44e-07, 9.88e-08]    []  
296600    [3.52e-07, 4.26e-07, 6.10e-07, 3.75e-07, 5.12e-07, 8.11e-07, 2.32e-07, 2.11e-06, 8.66e-10, 2.65e-07, 6.69e-07, 1.88e-06, 4.07e-06, 7.28e-06, 9.87e-08, 5.25e-08, 7.63e-08, 6.61e-08, 1.92e-07, 2.04e-10, 1.14e-06, 1.29e-09]    [3.52e-07, 4.26e-07, 6.10e-07, 3.75e-07, 5.12e-07, 8.11e-07, 2.32e-07, 2.11e-06, 8.66e-10, 2.65e-07, 6.69e-07, 1.88e-06, 4.07e-06, 7.28e-06, 9.87e-08, 5.25e-08, 7.63e-08, 6.61e-08, 1.92e-07, 2.04e-10, 1.14e-06, 1.29e-09]    []  
296700    [6.18e-07, 4.54e-07, 7.40e-07, 3.60e-07, 5.60e-07, 8.18e-07, 2.32e-07, 8.42e-09, 2.22e-04, 8.97e-07, 9.52e-07, 3.42e-06, 4.70e-06, 1.68e-05, 1.79e-07, 9.88e-08, 1.19e-07, 1.32e-07, 5.07e-11, 0.00e+00, 1.73e-09, 2.03e-04]    [6.18e-07, 4.54e-07, 7.40e-07, 3.60e-07, 5.60e-07, 8.18e-07, 2.32e-07, 8.42e-09, 2.22e-04, 8.97e-07, 9.52e-07, 3.42e-06, 4.70e-06, 1.68e-05, 1.79e-07, 9.88e-08, 1.19e-07, 1.32e-07, 5.07e-11, 0.00e+00, 1.73e-09, 2.03e-04]    []  
296800    [2.25e-07, 5.16e-07, 6.20e-07, 3.51e-07, 5.25e-07, 8.41e-07, 2.76e-07, 2.04e-07, 1.23e-07, 8.07e-09, 3.74e-07, 1.13e-06, 1.45e-06, 1.12e-06, 1.45e-08, 6.89e-09, 1.27e-08, 2.44e-08, 1.09e-08, 1.14e-09, 7.21e-08, 4.50e-09]    [2.25e-07, 5.16e-07, 6.20e-07, 3.51e-07, 5.25e-07, 8.41e-07, 2.76e-07, 2.04e-07, 1.23e-07, 8.07e-09, 3.74e-07, 1.13e-06, 1.45e-06, 1.12e-06, 1.45e-08, 6.89e-09, 1.27e-08, 2.44e-08, 1.09e-08, 1.14e-09, 7.21e-08, 4.50e-09]    []  
296900    [6.82e-07, 9.54e-07, 6.01e-07, 5.62e-07, 5.11e-07, 8.55e-07, 3.51e-07, 9.95e-06, 3.76e-07, 1.33e-06, 1.12e-06, 5.57e-06, 1.45e-05, 2.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.22e-07, 2.43e-08, 2.78e-06, 1.44e-07]    [6.82e-07, 9.54e-07, 6.01e-07, 5.62e-07, 5.11e-07, 8.55e-07, 3.51e-07, 9.95e-06, 3.76e-07, 1.33e-06, 1.12e-06, 5.57e-06, 1.45e-05, 2.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.22e-07, 2.43e-08, 2.78e-06, 1.44e-07]    []  
297000    [2.57e-06, 1.68e-06, 7.06e-07, 1.27e-06, 8.08e-07, 1.26e-06, 6.34e-07, 8.40e-06, 2.41e-05, 3.56e-09, 2.89e-05, 3.59e-05, 1.26e-04, 1.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.80e-07, 1.75e-06, 4.24e-06, 8.88e-06]    [2.57e-06, 1.68e-06, 7.06e-07, 1.27e-06, 8.08e-07, 1.26e-06, 6.34e-07, 8.40e-06, 2.41e-05, 3.56e-09, 2.89e-05, 3.59e-05, 1.26e-04, 1.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.80e-07, 1.75e-06, 4.24e-06, 8.88e-06]    []  
297100    [1.05e-06, 1.28e-06, 8.83e-07, 1.41e-06, 6.21e-07, 1.26e-06, 6.04e-07, 1.59e-05, 1.18e-08, 1.89e-07, 1.51e-05, 1.48e-05, 3.37e-05, 4.76e-06, 2.16e-09, 2.52e-07, 0.00e+00, 1.53e-09, 2.53e-06, 2.64e-10, 1.29e-05, 1.49e-09]    [1.05e-06, 1.28e-06, 8.83e-07, 1.41e-06, 6.21e-07, 1.26e-06, 6.04e-07, 1.59e-05, 1.18e-08, 1.89e-07, 1.51e-05, 1.48e-05, 3.37e-05, 4.76e-06, 2.16e-09, 2.52e-07, 0.00e+00, 1.53e-09, 2.53e-06, 2.64e-10, 1.29e-05, 1.49e-09]    []  
297200    [5.83e-06, 2.29e-06, 8.52e-07, 2.20e-06, 1.49e-06, 1.84e-06, 1.10e-06, 7.93e-07, 6.25e-06, 1.10e-05, 1.44e-05, 6.94e-05, 7.14e-05, 3.90e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.05e-08, 6.22e-07, 4.95e-07, 2.92e-06]    [5.83e-06, 2.29e-06, 8.52e-07, 2.20e-06, 1.49e-06, 1.84e-06, 1.10e-06, 7.93e-07, 6.25e-06, 1.10e-05, 1.44e-05, 6.94e-05, 7.14e-05, 3.90e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.05e-08, 6.22e-07, 4.95e-07, 2.92e-06]    []  
297300    [1.40e-05, 5.13e-06, 1.48e-06, 4.61e-06, 2.70e-06, 3.12e-06, 1.48e-06, 6.68e-07, 1.19e-04, 1.75e-05, 1.54e-05, 1.67e-04, 1.83e-04, 8.47e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-05, 3.53e-07, 5.79e-05]    [1.40e-05, 5.13e-06, 1.48e-06, 4.61e-06, 2.70e-06, 3.12e-06, 1.48e-06, 6.68e-07, 1.19e-04, 1.75e-05, 1.54e-05, 1.67e-04, 1.83e-04, 8.47e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-05, 3.53e-07, 5.79e-05]    []  
297400    [5.73e-07, 2.43e-06, 1.02e-06, 2.12e-06, 8.16e-07, 1.70e-06, 5.13e-07, 2.77e-06, 6.71e-07, 3.57e-06, 3.82e-05, 5.93e-05, 8.37e-05, 1.80e-05, 2.32e-08, 0.00e+00, 2.91e-07, 4.83e-07, 1.16e-06, 1.63e-07, 5.85e-06, 9.25e-07]    [5.73e-07, 2.43e-06, 1.02e-06, 2.12e-06, 8.16e-07, 1.70e-06, 5.13e-07, 2.77e-06, 6.71e-07, 3.57e-06, 3.82e-05, 5.93e-05, 8.37e-05, 1.80e-05, 2.32e-08, 0.00e+00, 2.91e-07, 4.83e-07, 1.16e-06, 1.63e-07, 5.85e-06, 9.25e-07]    []  
297500    [1.09e-05, 3.56e-06, 3.48e-06, 3.04e-06, 1.66e-06, 3.15e-06, 9.89e-07, 6.82e-07, 3.02e-05, 2.59e-05, 3.48e-05, 1.02e-04, 1.03e-04, 6.32e-04, 2.01e-05, 7.08e-06, 1.77e-06, 4.41e-06, 9.41e-08, 0.00e+00, 5.69e-07, 2.36e-05]    [1.09e-05, 3.56e-06, 3.48e-06, 3.04e-06, 1.66e-06, 3.15e-06, 9.89e-07, 6.82e-07, 3.02e-05, 2.59e-05, 3.48e-05, 1.02e-04, 1.03e-04, 6.32e-04, 2.01e-05, 7.08e-06, 1.77e-06, 4.41e-06, 9.41e-08, 0.00e+00, 5.69e-07, 2.36e-05]    []  
297600    [7.37e-06, 3.36e-06, 4.49e-06, 3.61e-06, 1.31e-06, 2.71e-06, 9.48e-07, 9.23e-06, 2.21e-04, 1.32e-05, 1.58e-05, 7.45e-05, 8.82e-05, 4.23e-04, 2.08e-05, 3.09e-06, 6.37e-07, 2.74e-06, 6.71e-07, 0.00e+00, 3.54e-06, 2.02e-04]    [7.37e-06, 3.36e-06, 4.49e-06, 3.61e-06, 1.31e-06, 2.71e-06, 9.48e-07, 9.23e-06, 2.21e-04, 1.32e-05, 1.58e-05, 7.45e-05, 8.82e-05, 4.23e-04, 2.08e-05, 3.09e-06, 6.37e-07, 2.74e-06, 6.71e-07, 0.00e+00, 3.54e-06, 2.02e-04]    []  
297700    [7.12e-06, 2.26e-06, 2.04e-06, 1.65e-06, 1.11e-06, 2.10e-06, 6.65e-07, 6.56e-07, 3.56e-09, 1.72e-05, 1.70e-05, 6.10e-05, 6.93e-05, 3.77e-04, 1.02e-05, 3.84e-06, 2.20e-06, 2.37e-06, 1.32e-08, 6.27e-09, 7.77e-08, 4.12e-08]    [7.12e-06, 2.26e-06, 2.04e-06, 1.65e-06, 1.11e-06, 2.10e-06, 6.65e-07, 6.56e-07, 3.56e-09, 1.72e-05, 1.70e-05, 6.10e-05, 6.93e-05, 3.77e-04, 1.02e-05, 3.84e-06, 2.20e-06, 2.37e-06, 1.32e-08, 6.27e-09, 7.77e-08, 4.12e-08]    []  
297800    [3.05e-06, 1.35e-06, 6.06e-07, 1.26e-06, 9.56e-07, 9.94e-07, 7.19e-07, 6.71e-07, 1.71e-06, 8.38e-08, 8.08e-05, 5.44e-05, 2.24e-04, 1.28e-04, 5.49e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.74e-08, 0.00e+00, 2.96e-07, 1.44e-06]    [3.05e-06, 1.35e-06, 6.06e-07, 1.26e-06, 9.56e-07, 9.94e-07, 7.19e-07, 6.71e-07, 1.71e-06, 8.38e-08, 8.08e-05, 5.44e-05, 2.24e-04, 1.28e-04, 5.49e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.74e-08, 0.00e+00, 2.96e-07, 1.44e-06]    []  
297900    [1.45e-06, 1.24e-06, 3.27e-06, 2.39e-06, 8.66e-07, 2.28e-06, 7.00e-07, 1.63e-05, 1.71e-04, 2.06e-07, 6.59e-06, 3.19e-05, 4.56e-05, 9.34e-05, 5.36e-06, 5.62e-09, 3.50e-07, 3.01e-07, 4.16e-06, 0.00e+00, 2.01e-05, 1.54e-04]    [1.45e-06, 1.24e-06, 3.27e-06, 2.39e-06, 8.66e-07, 2.28e-06, 7.00e-07, 1.63e-05, 1.71e-04, 2.06e-07, 6.59e-06, 3.19e-05, 4.56e-05, 9.34e-05, 5.36e-06, 5.62e-09, 3.50e-07, 3.01e-07, 4.16e-06, 0.00e+00, 2.01e-05, 1.54e-04]    []  
298000    [1.86e-07, 4.67e-07, 5.42e-07, 3.36e-07, 4.64e-07, 9.09e-07, 2.48e-07, 2.59e-08, 5.64e-07, 4.47e-08, 3.45e-07, 1.12e-06, 1.62e-06, 1.57e-06, 2.37e-11, 0.00e+00, 0.00e+00, 1.67e-09, 3.22e-12, 0.00e+00, 7.53e-09, 1.31e-06]    [1.86e-07, 4.67e-07, 5.42e-07, 3.36e-07, 4.64e-07, 9.09e-07, 2.48e-07, 2.59e-08, 5.64e-07, 4.47e-08, 3.45e-07, 1.12e-06, 1.62e-06, 1.57e-06, 2.37e-11, 0.00e+00, 0.00e+00, 1.67e-09, 3.22e-12, 0.00e+00, 7.53e-09, 1.31e-06]    []  

Best model at step 260657:
  train loss: 4.57e-06
  test loss: 4.57e-06
  test metric: []

'train' took 41.473450 s

Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
298000    [1.86e-07, 4.67e-07, 5.42e-07, 3.36e-07, 4.64e-07, 9.09e-07, 2.48e-07, 2.59e-08, 5.64e-07, 4.47e-08, 3.45e-07, 1.12e-06, 1.62e-06, 1.57e-06, 2.37e-11, 0.00e+00, 0.00e+00, 1.67e-09, 3.22e-12, 0.00e+00, 7.53e-09, 1.31e-06]    [1.86e-07, 4.67e-07, 5.42e-07, 3.36e-07, 4.64e-07, 9.09e-07, 2.48e-07, 2.59e-08, 5.64e-07, 4.47e-08, 3.45e-07, 1.12e-06, 1.62e-06, 1.57e-06, 2.37e-11, 0.00e+00, 0.00e+00, 1.67e-09, 3.22e-12, 0.00e+00, 7.53e-09, 1.31e-06]    []  
298100    [1.75e-07, 5.26e-07, 5.36e-07, 3.50e-07, 4.84e-07, 8.61e-07, 2.33e-07, 1.26e-05, 1.12e-06, 5.02e-09, 3.63e-07, 8.93e-07, 1.27e-06, 3.27e-07, 1.24e-09, 3.55e-10, 3.02e-09, 6.95e-09, 1.34e-06, 0.00e+00, 7.09e-06, 7.47e-07]    [1.75e-07, 5.26e-07, 5.36e-07, 3.50e-07, 4.84e-07, 8.61e-07, 2.33e-07, 1.26e-05, 1.12e-06, 5.02e-09, 3.63e-07, 8.93e-07, 1.27e-06, 3.27e-07, 1.24e-09, 3.55e-10, 3.02e-09, 6.95e-09, 1.34e-06, 0.00e+00, 7.09e-06, 7.47e-07]    []  
298200    [2.70e-07, 5.37e-07, 5.72e-07, 3.42e-07, 5.04e-07, 9.03e-07, 2.46e-07, 1.70e-07, 2.32e-07, 1.72e-07, 3.91e-07, 1.67e-06, 2.79e-06, 4.72e-06, 0.00e+00, 0.00e+00, 0.00e+00, 8.20e-09, 0.00e+00, 0.00e+00, 1.36e-07, 2.71e-07]    [2.70e-07, 5.37e-07, 5.72e-07, 3.42e-07, 5.04e-07, 9.03e-07, 2.46e-07, 1.70e-07, 2.32e-07, 1.72e-07, 3.91e-07, 1.67e-06, 2.79e-06, 4.72e-06, 0.00e+00, 0.00e+00, 0.00e+00, 8.20e-09, 0.00e+00, 0.00e+00, 1.36e-07, 2.71e-07]    []  
298300    [2.76e-07, 6.77e-07, 5.18e-07, 2.86e-07, 5.43e-07, 9.37e-07, 3.13e-07, 2.37e-06, 1.10e-06, 6.52e-07, 1.13e-06, 3.60e-06, 2.40e-06, 8.09e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.30e-07, 7.01e-08, 1.34e-06, 3.99e-07]    [2.76e-07, 6.77e-07, 5.18e-07, 2.86e-07, 5.43e-07, 9.37e-07, 3.13e-07, 2.37e-06, 1.10e-06, 6.52e-07, 1.13e-06, 3.60e-06, 2.40e-06, 8.09e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.30e-07, 7.01e-08, 1.34e-06, 3.99e-07]    []  
298400    [9.59e-07, 5.87e-07, 5.73e-07, 4.67e-07, 5.63e-07, 7.99e-07, 3.14e-07, 1.18e-07, 2.88e-08, 9.86e-07, 1.80e-06, 5.75e-06, 1.52e-05, 3.07e-05, 5.03e-07, 2.63e-07, 2.81e-07, 4.43e-07, 0.00e+00, 9.20e-09, 7.99e-08, 5.99e-08]    [9.59e-07, 5.87e-07, 5.73e-07, 4.67e-07, 5.63e-07, 7.99e-07, 3.14e-07, 1.18e-07, 2.88e-08, 9.86e-07, 1.80e-06, 5.75e-06, 1.52e-05, 3.07e-05, 5.03e-07, 2.63e-07, 2.81e-07, 4.43e-07, 0.00e+00, 9.20e-09, 7.99e-08, 5.99e-08]    []  
298500    [1.91e-07, 6.19e-07, 5.46e-07, 4.86e-07, 5.22e-07, 8.20e-07, 2.44e-07, 6.85e-05, 1.14e-10, 2.32e-07, 5.61e-07, 1.07e-06, 1.50e-06, 1.49e-06, 2.51e-09, 0.00e+00, 0.00e+00, 5.28e-09, 7.99e-06, 7.22e-10, 3.85e-05, 4.78e-09]    [1.91e-07, 6.19e-07, 5.46e-07, 4.86e-07, 5.22e-07, 8.20e-07, 2.44e-07, 6.85e-05, 1.14e-10, 2.32e-07, 5.61e-07, 1.07e-06, 1.50e-06, 1.49e-06, 2.51e-09, 0.00e+00, 0.00e+00, 5.28e-09, 7.99e-06, 7.22e-10, 3.85e-05, 4.78e-09]    []  
298600    [1.72e-07, 5.98e-07, 5.98e-07, 3.61e-07, 5.35e-07, 9.84e-07, 4.31e-07, 6.72e-08, 1.96e-06, 2.32e-08, 6.24e-07, 1.30e-06, 1.88e-06, 5.76e-07, 0.00e+00, 0.00e+00, 1.45e-08, 2.60e-08, 5.62e-09, 1.16e-07, 3.79e-08, 7.00e-07]    [1.72e-07, 5.98e-07, 5.98e-07, 3.61e-07, 5.35e-07, 9.84e-07, 4.31e-07, 6.72e-08, 1.96e-06, 2.32e-08, 6.24e-07, 1.30e-06, 1.88e-06, 5.76e-07, 0.00e+00, 0.00e+00, 1.45e-08, 2.60e-08, 5.62e-09, 1.16e-07, 3.79e-08, 7.00e-07]    []  
298700    [1.71e-07, 7.26e-07, 4.96e-07, 3.27e-07, 4.68e-07, 8.39e-07, 2.76e-07, 5.60e-07, 4.03e-07, 5.50e-07, 7.08e-06, 5.16e-06, 1.05e-05, 8.51e-07, 0.00e+00, 0.00e+00, 6.54e-09, 1.80e-07, 6.48e-08, 3.44e-08, 3.80e-07, 2.04e-07]    [1.71e-07, 7.26e-07, 4.96e-07, 3.27e-07, 4.68e-07, 8.39e-07, 2.76e-07, 5.60e-07, 4.03e-07, 5.50e-07, 7.08e-06, 5.16e-06, 1.05e-05, 8.51e-07, 0.00e+00, 0.00e+00, 6.54e-09, 1.80e-07, 6.48e-08, 3.44e-08, 3.80e-07, 2.04e-07]    []  
298800    [1.07e-06, 8.38e-07, 5.64e-07, 4.55e-07, 6.38e-07, 7.80e-07, 3.37e-07, 2.65e-08, 1.78e-06, 1.08e-06, 1.77e-06, 5.38e-06, 2.29e-06, 9.43e-06, 2.20e-07, 1.30e-07, 1.86e-07, 3.75e-08, 5.51e-09, 0.00e+00, 3.71e-08, 2.95e-06]    [1.07e-06, 8.38e-07, 5.64e-07, 4.55e-07, 6.38e-07, 7.80e-07, 3.37e-07, 2.65e-08, 1.78e-06, 1.08e-06, 1.77e-06, 5.38e-06, 2.29e-06, 9.43e-06, 2.20e-07, 1.30e-07, 1.86e-07, 3.75e-08, 5.51e-09, 0.00e+00, 3.71e-08, 2.95e-06]    []  
298900    [1.80e-06, 1.09e-06, 7.31e-07, 4.04e-07, 6.62e-07, 9.62e-07, 3.27e-07, 4.29e-05, 8.76e-06, 4.14e-06, 8.67e-06, 8.97e-06, 6.21e-06, 1.16e-05, 3.31e-07, 3.22e-07, 4.61e-08, 1.80e-07, 0.00e+00, 6.76e-07, 4.88e-05, 3.29e-06]    [1.80e-06, 1.09e-06, 7.31e-07, 4.04e-07, 6.62e-07, 9.62e-07, 3.27e-07, 4.29e-05, 8.76e-06, 4.14e-06, 8.67e-06, 8.97e-06, 6.21e-06, 1.16e-05, 3.31e-07, 3.22e-07, 4.61e-08, 1.80e-07, 0.00e+00, 6.76e-07, 4.88e-05, 3.29e-06]    []  
299000    [6.58e-07, 6.69e-07, 5.50e-07, 4.41e-07, 5.78e-07, 8.18e-07, 2.81e-07, 2.80e-07, 1.97e-07, 7.36e-07, 7.16e-07, 2.86e-06, 6.15e-06, 1.39e-05, 8.73e-08, 2.03e-07, 2.47e-07, 4.03e-07, 2.31e-08, 1.02e-08, 1.51e-07, 6.01e-08]    [6.58e-07, 6.69e-07, 5.50e-07, 4.41e-07, 5.78e-07, 8.18e-07, 2.81e-07, 2.80e-07, 1.97e-07, 7.36e-07, 7.16e-07, 2.86e-06, 6.15e-06, 1.39e-05, 8.73e-08, 2.03e-07, 2.47e-07, 4.03e-07, 2.31e-08, 1.02e-08, 1.51e-07, 6.01e-08]    []  
299100    [6.34e-07, 5.94e-07, 5.33e-07, 5.22e-07, 5.93e-07, 8.74e-07, 3.20e-07, 1.04e-06, 1.41e-07, 6.07e-07, 9.16e-07, 2.40e-06, 1.96e-06, 6.56e-06, 1.50e-07, 2.47e-07, 1.27e-08, 4.11e-07, 0.00e+00, 1.45e-08, 4.25e-07, 9.28e-08]    [6.34e-07, 5.94e-07, 5.33e-07, 5.22e-07, 5.93e-07, 8.74e-07, 3.20e-07, 1.04e-06, 1.41e-07, 6.07e-07, 9.16e-07, 2.40e-06, 1.96e-06, 6.56e-06, 1.50e-07, 2.47e-07, 1.27e-08, 4.11e-07, 0.00e+00, 1.45e-08, 4.25e-07, 9.28e-08]    []  
299200    [3.16e-07, 5.60e-07, 5.83e-07, 3.94e-07, 5.90e-07, 8.74e-07, 2.84e-07, 1.77e-06, 6.12e-07, 1.51e-07, 3.36e-07, 2.13e-06, 1.64e-06, 4.37e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-08, 0.00e+00, 0.00e+00, 1.60e-06, 5.52e-07]    [3.16e-07, 5.60e-07, 5.83e-07, 3.94e-07, 5.90e-07, 8.74e-07, 2.84e-07, 1.77e-06, 6.12e-07, 1.51e-07, 3.36e-07, 2.13e-06, 1.64e-06, 4.37e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-08, 0.00e+00, 0.00e+00, 1.60e-06, 5.52e-07]    []  
299300    [2.28e-06, 1.70e-06, 9.15e-07, 8.11e-07, 7.46e-07, 1.21e-06, 5.83e-07, 1.75e-06, 6.10e-06, 1.50e-05, 1.32e-05, 1.73e-05, 2.00e-05, 5.14e-05, 4.23e-07, 3.88e-07, 2.00e-06, 1.31e-06, 2.41e-07, 9.01e-07, 1.40e-06, 4.39e-06]    [2.28e-06, 1.70e-06, 9.15e-07, 8.11e-07, 7.46e-07, 1.21e-06, 5.83e-07, 1.75e-06, 6.10e-06, 1.50e-05, 1.32e-05, 1.73e-05, 2.00e-05, 5.14e-05, 4.23e-07, 3.88e-07, 2.00e-06, 1.31e-06, 2.41e-07, 9.01e-07, 1.40e-06, 4.39e-06]    []  
299400    [1.31e-06, 6.68e-07, 6.70e-07, 5.12e-07, 5.20e-07, 9.51e-07, 2.88e-07, 2.74e-08, 1.81e-09, 1.93e-06, 1.83e-06, 8.73e-06, 1.37e-05, 5.43e-05, 6.64e-07, 4.68e-07, 5.00e-07, 3.26e-07, 3.59e-09, 3.06e-10, 2.39e-08, 2.08e-09]    [1.31e-06, 6.68e-07, 6.70e-07, 5.12e-07, 5.20e-07, 9.51e-07, 2.88e-07, 2.74e-08, 1.81e-09, 1.93e-06, 1.83e-06, 8.73e-06, 1.37e-05, 5.43e-05, 6.64e-07, 4.68e-07, 5.00e-07, 3.26e-07, 3.59e-09, 3.06e-10, 2.39e-08, 2.08e-09]    []  
299500    [1.70e-07, 5.04e-07, 5.57e-07, 4.51e-07, 4.82e-07, 7.95e-07, 2.32e-07, 6.76e-09, 1.22e-09, 3.84e-10, 3.14e-07, 8.42e-07, 8.62e-07, 2.09e-07, 5.75e-10, 1.27e-10, 1.75e-11, 1.98e-08, 0.00e+00, 5.98e-11, 7.64e-08, 3.99e-10]    [1.70e-07, 5.04e-07, 5.57e-07, 4.51e-07, 4.82e-07, 7.95e-07, 2.32e-07, 6.76e-09, 1.22e-09, 3.84e-10, 3.14e-07, 8.42e-07, 8.62e-07, 2.09e-07, 5.75e-10, 1.27e-10, 1.75e-11, 1.98e-08, 0.00e+00, 5.98e-11, 7.64e-08, 3.99e-10]    []  
299600    [9.46e-07, 9.70e-07, 6.05e-07, 5.26e-07, 6.65e-07, 8.35e-07, 7.27e-07, 1.45e-06, 4.60e-06, 9.37e-07, 8.77e-06, 2.06e-05, 3.17e-05, 1.04e-05, 1.23e-07, 6.51e-07, 1.28e-07, 0.00e+00, 0.00e+00, 3.52e-07, 2.95e-06, 2.05e-06]    [9.46e-07, 9.70e-07, 6.05e-07, 5.26e-07, 6.65e-07, 8.35e-07, 7.27e-07, 1.45e-06, 4.60e-06, 9.37e-07, 8.77e-06, 2.06e-05, 3.17e-05, 1.04e-05, 1.23e-07, 6.51e-07, 1.28e-07, 0.00e+00, 0.00e+00, 3.52e-07, 2.95e-06, 2.05e-06]    []  
299700    [1.66e-07, 4.76e-07, 5.14e-07, 3.66e-07, 4.18e-07, 8.05e-07, 3.10e-07, 8.65e-10, 2.50e-09, 7.14e-09, 2.57e-07, 8.78e-07, 7.68e-07, 3.17e-07, 2.28e-09, 0.00e+00, 5.93e-11, 1.03e-09, 1.49e-10, 1.11e-10, 1.51e-09, 6.77e-10]    [1.66e-07, 4.76e-07, 5.14e-07, 3.66e-07, 4.18e-07, 8.05e-07, 3.10e-07, 8.65e-10, 2.50e-09, 7.14e-09, 2.57e-07, 8.78e-07, 7.68e-07, 3.17e-07, 2.28e-09, 0.00e+00, 5.93e-11, 1.03e-09, 1.49e-10, 1.11e-10, 1.51e-09, 6.77e-10]    []  
299800    [2.93e-07, 5.60e-07, 6.20e-07, 4.99e-07, 5.93e-07, 6.21e-07, 2.57e-07, 3.99e-08, 2.70e-08, 7.99e-09, 7.72e-07, 1.69e-06, 4.03e-06, 5.28e-06, 6.83e-08, 2.67e-08, 1.03e-08, 1.05e-07, 0.00e+00, 3.69e-11, 2.64e-08, 4.76e-10]    [2.93e-07, 5.60e-07, 6.20e-07, 4.99e-07, 5.93e-07, 6.21e-07, 2.57e-07, 3.99e-08, 2.70e-08, 7.99e-09, 7.72e-07, 1.69e-06, 4.03e-06, 5.28e-06, 6.83e-08, 2.67e-08, 1.03e-08, 1.05e-07, 0.00e+00, 3.69e-11, 2.64e-08, 4.76e-10]    []  
299900    [2.42e-07, 4.51e-07, 4.82e-07, 3.15e-07, 4.12e-07, 8.53e-07, 2.11e-07, 1.06e-04, 2.91e-09, 3.43e-08, 1.00e-06, 1.91e-06, 3.67e-06, 4.44e-06, 1.46e-09, 0.00e+00, 0.00e+00, 3.73e-09, 0.00e+00, 0.00e+00, 1.02e-04, 5.02e-09]    [2.42e-07, 4.51e-07, 4.82e-07, 3.15e-07, 4.12e-07, 8.53e-07, 2.11e-07, 1.06e-04, 2.91e-09, 3.43e-08, 1.00e-06, 1.91e-06, 3.67e-06, 4.44e-06, 1.46e-09, 0.00e+00, 0.00e+00, 3.73e-09, 0.00e+00, 0.00e+00, 1.02e-04, 5.02e-09]    []  
300000    [1.89e-07, 6.11e-07, 5.85e-07, 4.61e-07, 4.88e-07, 7.22e-07, 2.65e-07, 3.20e-08, 2.14e-06, 7.80e-08, 4.21e-07, 1.10e-06, 8.92e-07, 1.90e-07, 2.67e-08, 0.00e+00, 2.08e-09, 0.00e+00, 1.38e-09, 5.46e-07, 8.27e-09, 2.71e-06]    [1.89e-07, 6.11e-07, 5.85e-07, 4.61e-07, 4.88e-07, 7.22e-07, 2.65e-07, 3.20e-08, 2.14e-06, 7.80e-08, 4.21e-07, 1.10e-06, 8.92e-07, 1.90e-07, 2.67e-08, 0.00e+00, 2.08e-09, 0.00e+00, 1.38e-09, 5.46e-07, 8.27e-09, 2.71e-06]    []  

Best model at step 260657:
  train loss: 4.57e-06
  test loss: 4.57e-06
  test metric: []

'train' took 40.784787 s

Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
300000    [1.89e-07, 6.11e-07, 5.85e-07, 4.61e-07, 4.88e-07, 7.22e-07, 2.65e-07, 3.20e-08, 2.14e-06, 7.80e-08, 4.21e-07, 1.10e-06, 8.92e-07, 1.90e-07, 2.67e-08, 0.00e+00, 2.08e-09, 0.00e+00, 1.38e-09, 5.46e-07, 8.27e-09, 2.71e-06]    [1.89e-07, 6.11e-07, 5.85e-07, 4.61e-07, 4.88e-07, 7.22e-07, 2.65e-07, 3.20e-08, 2.14e-06, 7.80e-08, 4.21e-07, 1.10e-06, 8.92e-07, 1.90e-07, 2.67e-08, 0.00e+00, 2.08e-09, 0.00e+00, 1.38e-09, 5.46e-07, 8.27e-09, 2.71e-06]    []  
300100    [1.28e-04, 4.41e-05, 1.24e-05, 3.07e-05, 9.74e-06, 2.51e-05, 4.57e-06, 1.43e-06, 5.83e-06, 2.08e-04, 1.61e-04, 1.26e-03, 1.39e-03, 6.91e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.98e-06, 6.18e-06]    [1.28e-04, 4.41e-05, 1.24e-05, 3.07e-05, 9.74e-06, 2.51e-05, 4.57e-06, 1.43e-06, 5.83e-06, 2.08e-04, 1.61e-04, 1.26e-03, 1.39e-03, 6.91e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.98e-06, 6.18e-06]    []  
300200    [1.62e-07, 5.18e-07, 5.84e-07, 4.39e-07, 4.97e-07, 6.39e-07, 2.68e-07, 3.04e-09, 1.83e-07, 1.11e-08, 3.68e-07, 9.44e-07, 9.24e-07, 1.32e-07, 1.03e-08, 1.46e-09, 1.84e-09, 1.50e-08, 1.20e-08, 9.98e-10, 7.97e-08, 5.77e-07]    [1.62e-07, 5.18e-07, 5.84e-07, 4.39e-07, 4.97e-07, 6.39e-07, 2.68e-07, 3.04e-09, 1.83e-07, 1.11e-08, 3.68e-07, 9.44e-07, 9.24e-07, 1.32e-07, 1.03e-08, 1.46e-09, 1.84e-09, 1.50e-08, 1.20e-08, 9.98e-10, 7.97e-08, 5.77e-07]    []  
300300    [1.43e-07, 4.13e-07, 4.75e-07, 3.30e-07, 4.20e-07, 6.77e-07, 2.22e-07, 2.88e-09, 1.28e-10, 2.22e-09, 3.19e-07, 7.90e-07, 6.88e-07, 9.36e-08, 3.74e-09, 0.00e+00, 0.00e+00, 3.44e-09, 2.56e-11, 1.18e-11, 1.27e-09, 8.63e-11]    [1.43e-07, 4.13e-07, 4.75e-07, 3.30e-07, 4.20e-07, 6.77e-07, 2.22e-07, 2.88e-09, 1.28e-10, 2.22e-09, 3.19e-07, 7.90e-07, 6.88e-07, 9.36e-08, 3.74e-09, 0.00e+00, 0.00e+00, 3.44e-09, 2.56e-11, 1.18e-11, 1.27e-09, 8.63e-11]    []  
300400    [2.75e-06, 4.45e-06, 1.15e-06, 5.27e-06, 2.32e-06, 3.63e-06, 7.50e-07, 6.08e-06, 1.83e-06, 2.43e-05, 1.72e-05, 1.30e-05, 1.92e-05, 3.41e-05, 2.54e-08, 1.02e-06, 6.86e-07, 4.07e-08, 0.00e+00, 0.00e+00, 6.26e-06, 3.14e-06]    [2.75e-06, 4.45e-06, 1.15e-06, 5.27e-06, 2.32e-06, 3.63e-06, 7.50e-07, 6.08e-06, 1.83e-06, 2.43e-05, 1.72e-05, 1.30e-05, 1.92e-05, 3.41e-05, 2.54e-08, 1.02e-06, 6.86e-07, 4.07e-08, 0.00e+00, 0.00e+00, 6.26e-06, 3.14e-06]    []  
300500    [3.85e-07, 1.60e-06, 9.78e-07, 1.29e-06, 6.48e-07, 1.58e-06, 2.84e-07, 3.64e-10, 9.43e-11, 5.67e-10, 3.93e-07, 1.73e-06, 1.57e-06, 5.89e-08, 2.32e-08, 4.46e-09, 1.39e-07, 1.80e-09, 7.52e-12, 0.00e+00, 2.51e-09, 1.65e-10]    [3.85e-07, 1.60e-06, 9.78e-07, 1.29e-06, 6.48e-07, 1.58e-06, 2.84e-07, 3.64e-10, 9.43e-11, 5.67e-10, 3.93e-07, 1.73e-06, 1.57e-06, 5.89e-08, 2.32e-08, 4.46e-09, 1.39e-07, 1.80e-09, 7.52e-12, 0.00e+00, 2.51e-09, 1.65e-10]    []  
300600    [2.04e-07, 1.04e-06, 7.14e-07, 8.03e-07, 6.00e-07, 1.32e-06, 1.18e-06, 5.25e-08, 6.99e-05, 2.22e-08, 6.53e-07, 1.37e-06, 1.72e-06, 6.06e-08, 6.83e-11, 8.56e-11, 9.99e-08, 2.10e-08, 3.87e-09, 0.00e+00, 2.52e-08, 5.69e-05]    [2.04e-07, 1.04e-06, 7.14e-07, 8.03e-07, 6.00e-07, 1.32e-06, 1.18e-06, 5.25e-08, 6.99e-05, 2.22e-08, 6.53e-07, 1.37e-06, 1.72e-06, 6.06e-08, 6.83e-11, 8.56e-11, 9.99e-08, 2.10e-08, 3.87e-09, 0.00e+00, 2.52e-08, 5.69e-05]    []  
300700    [1.66e-07, 6.52e-07, 5.74e-07, 5.13e-07, 4.86e-07, 1.12e-06, 5.29e-07, 2.57e-09, 2.67e-10, 6.57e-11, 1.92e-07, 1.13e-06, 1.07e-06, 1.43e-08, 3.19e-09, 2.75e-10, 5.94e-09, 1.13e-09, 0.00e+00, 1.09e-11, 8.67e-09, 1.88e-10]    [1.66e-07, 6.52e-07, 5.74e-07, 5.13e-07, 4.86e-07, 1.12e-06, 5.29e-07, 2.57e-09, 2.67e-10, 6.57e-11, 1.92e-07, 1.13e-06, 1.07e-06, 1.43e-08, 3.19e-09, 2.75e-10, 5.94e-09, 1.13e-09, 0.00e+00, 1.09e-11, 8.67e-09, 1.88e-10]    []  
300800    [2.79e-07, 8.25e-07, 5.88e-07, 4.11e-07, 6.03e-07, 7.53e-07, 2.78e-07, 8.70e-08, 5.80e-11, 4.77e-08, 4.52e-07, 1.48e-06, 1.75e-06, 1.24e-06, 2.87e-15, 2.30e-09, 4.25e-08, 0.00e+00, 1.22e-08, 2.17e-12, 8.30e-08, 2.53e-11]    [2.79e-07, 8.25e-07, 5.88e-07, 4.11e-07, 6.03e-07, 7.53e-07, 2.78e-07, 8.70e-08, 5.80e-11, 4.77e-08, 4.52e-07, 1.48e-06, 1.75e-06, 1.24e-06, 2.87e-15, 2.30e-09, 4.25e-08, 0.00e+00, 1.22e-08, 2.17e-12, 8.30e-08, 2.53e-11]    []  
300900    [2.95e-07, 7.60e-07, 5.20e-07, 5.38e-07, 4.38e-07, 8.40e-07, 2.33e-07, 4.17e-05, 9.02e-11, 5.37e-07, 4.92e-07, 2.44e-06, 4.05e-06, 1.07e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.24e-10, 1.06e-05, 2.69e-15, 5.16e-05, 9.10e-11]    [2.95e-07, 7.60e-07, 5.20e-07, 5.38e-07, 4.38e-07, 8.40e-07, 2.33e-07, 4.17e-05, 9.02e-11, 5.37e-07, 4.92e-07, 2.44e-06, 4.05e-06, 1.07e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.24e-10, 1.06e-05, 2.69e-15, 5.16e-05, 9.10e-11]    []  
301000    [7.58e-06, 2.59e-06, 6.87e-07, 2.49e-06, 1.12e-06, 2.22e-06, 1.01e-06, 3.16e-07, 5.62e-09, 1.26e-05, 2.09e-05, 8.13e-05, 6.05e-05, 4.02e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.00e-07, 5.67e-09]    [7.58e-06, 2.59e-06, 6.87e-07, 2.49e-06, 1.12e-06, 2.22e-06, 1.01e-06, 3.16e-07, 5.62e-09, 1.26e-05, 2.09e-05, 8.13e-05, 6.05e-05, 4.02e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.00e-07, 5.67e-09]    []  
301100    [1.63e-07, 4.39e-07, 4.81e-07, 3.63e-07, 4.39e-07, 6.63e-07, 2.26e-07, 2.76e-09, 4.19e-12, 1.66e-10, 2.53e-07, 9.28e-07, 8.35e-07, 7.39e-09, 2.78e-10, 1.17e-10, 1.40e-10, 7.65e-09, 2.80e-12, 2.96e-13, 4.90e-09, 4.65e-12]    [1.63e-07, 4.39e-07, 4.81e-07, 3.63e-07, 4.39e-07, 6.63e-07, 2.26e-07, 2.76e-09, 4.19e-12, 1.66e-10, 2.53e-07, 9.28e-07, 8.35e-07, 7.39e-09, 2.78e-10, 1.17e-10, 1.40e-10, 7.65e-09, 2.80e-12, 2.96e-13, 4.90e-09, 4.65e-12]    []  
301200    [1.03e-05, 2.54e-06, 2.15e-06, 1.66e-06, 1.91e-06, 1.12e-06, 7.18e-07, 1.71e-06, 5.86e-08, 3.50e-07, 1.30e-05, 8.44e-05, 3.61e-05, 1.91e-04, 5.14e-06, 6.89e-06, 9.09e-07, 3.56e-07, 1.87e-07, 1.42e-08, 1.14e-06, 7.97e-08]    [1.03e-05, 2.54e-06, 2.15e-06, 1.66e-06, 1.91e-06, 1.12e-06, 7.18e-07, 1.71e-06, 5.86e-08, 3.50e-07, 1.30e-05, 8.44e-05, 3.61e-05, 1.91e-04, 5.14e-06, 6.89e-06, 9.09e-07, 3.56e-07, 1.87e-07, 1.42e-08, 1.14e-06, 7.97e-08]    []  
301300    [1.65e-07, 4.43e-07, 5.07e-07, 3.86e-07, 4.66e-07, 5.95e-07, 2.29e-07, 1.02e-08, 1.27e-10, 1.96e-09, 3.30e-07, 9.09e-07, 8.67e-07, 3.23e-08, 1.25e-09, 5.69e-11, 5.11e-10, 1.26e-08, 2.71e-12, 0.00e+00, 7.38e-09, 2.03e-10]    [1.65e-07, 4.43e-07, 5.07e-07, 3.86e-07, 4.66e-07, 5.95e-07, 2.29e-07, 1.02e-08, 1.27e-10, 1.96e-09, 3.30e-07, 9.09e-07, 8.67e-07, 3.23e-08, 1.25e-09, 5.69e-11, 5.11e-10, 1.26e-08, 2.71e-12, 0.00e+00, 7.38e-09, 2.03e-10]    []  
301400    [8.53e-06, 2.72e-06, 1.27e-06, 2.12e-06, 1.67e-06, 1.66e-06, 1.06e-06, 2.05e-05, 1.38e-04, 1.05e-05, 6.33e-06, 7.53e-05, 6.91e-05, 3.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-06, 0.00e+00, 2.06e-05, 2.01e-04]    [8.53e-06, 2.72e-06, 1.27e-06, 2.12e-06, 1.67e-06, 1.66e-06, 1.06e-06, 2.05e-05, 1.38e-04, 1.05e-05, 6.33e-06, 7.53e-05, 6.91e-05, 3.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-06, 0.00e+00, 2.06e-05, 2.01e-04]    []  
301500    [1.62e-05, 5.48e-06, 1.69e-06, 7.54e-06, 1.99e-06, 3.88e-06, 1.05e-06, 3.09e-07, 8.14e-09, 2.79e-05, 3.59e-05, 1.36e-04, 4.11e-04, 8.28e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.49e-12, 2.55e-07, 1.65e-10]    [1.62e-05, 5.48e-06, 1.69e-06, 7.54e-06, 1.99e-06, 3.88e-06, 1.05e-06, 3.09e-07, 8.14e-09, 2.79e-05, 3.59e-05, 1.36e-04, 4.11e-04, 8.28e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.49e-12, 2.55e-07, 1.65e-10]    []  
301600    [1.78e-07, 4.09e-07, 4.82e-07, 3.44e-07, 4.87e-07, 5.72e-07, 2.36e-07, 6.65e-10, 4.10e-11, 8.64e-10, 3.79e-07, 8.89e-07, 8.46e-07, 7.49e-08, 4.07e-09, 5.34e-14, 1.09e-10, 1.22e-08, 1.33e-10, 1.37e-12, 1.53e-09, 3.46e-11]    [1.78e-07, 4.09e-07, 4.82e-07, 3.44e-07, 4.87e-07, 5.72e-07, 2.36e-07, 6.65e-10, 4.10e-11, 8.64e-10, 3.79e-07, 8.89e-07, 8.46e-07, 7.49e-08, 4.07e-09, 5.34e-14, 1.09e-10, 1.22e-08, 1.33e-10, 1.37e-12, 1.53e-09, 3.46e-11]    []  
301700    [4.07e-07, 1.20e-06, 4.26e-07, 7.77e-07, 6.97e-07, 8.36e-07, 5.00e-07, 3.12e-06, 1.42e-10, 1.51e-07, 1.01e-05, 1.75e-05, 6.13e-06, 3.22e-06, 2.12e-08, 1.73e-09, 0.00e+00, 0.00e+00, 5.74e-07, 0.00e+00, 3.34e-06, 4.13e-09]    [4.07e-07, 1.20e-06, 4.26e-07, 7.77e-07, 6.97e-07, 8.36e-07, 5.00e-07, 3.12e-06, 1.42e-10, 1.51e-07, 1.01e-05, 1.75e-05, 6.13e-06, 3.22e-06, 2.12e-08, 1.73e-09, 0.00e+00, 0.00e+00, 5.74e-07, 0.00e+00, 3.34e-06, 4.13e-09]    []  
301800    [1.67e-07, 4.29e-07, 4.80e-07, 3.46e-07, 4.69e-07, 5.75e-07, 2.22e-07, 6.87e-09, 3.46e-12, 3.04e-11, 3.75e-07, 8.53e-07, 7.93e-07, 4.56e-09, 3.73e-09, 2.43e-12, 1.12e-12, 3.58e-09, 5.46e-10, 2.53e-13, 3.63e-09, 6.94e-12]    [1.67e-07, 4.29e-07, 4.80e-07, 3.46e-07, 4.69e-07, 5.75e-07, 2.22e-07, 6.87e-09, 3.46e-12, 3.04e-11, 3.75e-07, 8.53e-07, 7.93e-07, 4.56e-09, 3.73e-09, 2.43e-12, 1.12e-12, 3.58e-09, 5.46e-10, 2.53e-13, 3.63e-09, 6.94e-12]    []  
301900    [1.08e-05, 3.67e-06, 4.76e-06, 8.76e-06, 6.30e-06, 2.97e-06, 3.22e-06, 5.80e-06, 2.89e-08, 6.17e-05, 1.25e-04, 2.72e-04, 1.47e-04, 1.21e-03, 0.00e+00, 0.00e+00, 3.56e-07, 0.00e+00, 0.00e+00, 2.46e-09, 7.20e-06, 1.47e-08]    [1.08e-05, 3.67e-06, 4.76e-06, 8.76e-06, 6.30e-06, 2.97e-06, 3.22e-06, 5.80e-06, 2.89e-08, 6.17e-05, 1.25e-04, 2.72e-04, 1.47e-04, 1.21e-03, 0.00e+00, 0.00e+00, 3.56e-07, 0.00e+00, 0.00e+00, 2.46e-09, 7.20e-06, 1.47e-08]    []  
302000    [1.99e-07, 6.09e-07, 6.12e-07, 5.26e-07, 4.21e-07, 5.98e-07, 1.94e-07, 2.42e-08, 8.57e-10, 5.34e-10, 3.66e-07, 9.76e-07, 1.09e-06, 7.48e-08, 1.61e-08, 2.93e-10, 7.45e-09, 1.45e-08, 0.00e+00, 9.87e-12, 2.49e-08, 7.70e-11]    [1.99e-07, 6.09e-07, 6.12e-07, 5.26e-07, 4.21e-07, 5.98e-07, 1.94e-07, 2.42e-08, 8.57e-10, 5.34e-10, 3.66e-07, 9.76e-07, 1.09e-06, 7.48e-08, 1.61e-08, 2.93e-10, 7.45e-09, 1.45e-08, 0.00e+00, 9.87e-12, 2.49e-08, 7.70e-11]    []  

Best model at step 301867:
  train loss: 4.35e-06
  test loss: 4.35e-06
  test metric: []

'train' took 40.680315 s

Best train step: 301867
lambda_a: 8.78876597153538
lambda_b: 6.126416715654678
kappa_a: 2.159891987502796
kappa_b: 1.5732988933502305
Best train step: 301867
lambda_a: 2.1734743118
lambda_b: 1.8126100302
kappa_a: 0.77005821466
kappa_b: 0.45317462087
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
302000    [1.99e-07, 6.09e-07, 6.12e-07, 5.26e-07, 4.21e-07, 5.98e-07, 1.94e-07, 2.42e-08, 8.57e-10, 5.34e-10, 3.66e-07, 9.76e-07, 1.09e-06, 7.48e-08, 1.61e-08, 2.93e-10, 7.45e-09, 1.45e-08, 0.00e+00, 9.87e-12, 2.49e-08, 7.70e-11]    [1.99e-07, 6.09e-07, 6.12e-07, 5.26e-07, 4.21e-07, 5.98e-07, 1.94e-07, 2.42e-08, 8.57e-10, 5.34e-10, 3.66e-07, 9.76e-07, 1.09e-06, 7.48e-08, 1.61e-08, 2.93e-10, 7.45e-09, 1.45e-08, 0.00e+00, 9.87e-12, 2.49e-08, 7.70e-11]    []  
302100    [1.69e-07, 4.25e-07, 4.85e-07, 3.22e-07, 3.59e-07, 5.82e-07, 1.84e-07, 4.85e-10, 0.00e+00, 4.66e-12, 3.51e-07, 8.18e-07, 7.33e-07, 6.33e-09, 1.23e-09, 1.66e-12, 9.93e-10, 9.04e-10, 4.80e-12, 5.24e-15, 3.54e-09, 1.91e-11]    [1.69e-07, 4.25e-07, 4.85e-07, 3.22e-07, 3.59e-07, 5.82e-07, 1.84e-07, 4.85e-10, 0.00e+00, 4.66e-12, 3.51e-07, 8.18e-07, 7.33e-07, 6.33e-09, 1.23e-09, 1.66e-12, 9.93e-10, 9.04e-10, 4.80e-12, 5.24e-15, 3.54e-09, 1.91e-11]    []  
302200    [1.16e-05, 4.89e-06, 5.96e-06, 2.80e-06, 2.57e-06, 4.73e-06, 2.37e-06, 4.88e-06, 2.36e-06, 2.98e-05, 2.28e-04, 2.55e-04, 2.95e-04, 6.36e-04, 1.23e-05, 4.48e-06, 1.32e-06, 1.37e-07, 0.00e+00, 4.87e-06, 4.36e-06, 2.09e-05]    [1.16e-05, 4.89e-06, 5.96e-06, 2.80e-06, 2.57e-06, 4.73e-06, 2.37e-06, 4.88e-06, 2.36e-06, 2.98e-05, 2.28e-04, 2.55e-04, 2.95e-04, 6.36e-04, 1.23e-05, 4.48e-06, 1.32e-06, 1.37e-07, 0.00e+00, 4.87e-06, 4.36e-06, 2.09e-05]    []  
302300    [1.52e-07, 5.18e-07, 5.53e-07, 3.88e-07, 4.57e-07, 5.60e-07, 2.92e-07, 5.82e-10, 4.91e-09, 2.54e-11, 3.47e-07, 9.73e-07, 9.70e-07, 1.83e-08, 3.82e-09, 0.00e+00, 6.57e-12, 3.88e-09, 4.79e-12, 0.00e+00, 5.46e-09, 8.63e-09]    [1.52e-07, 5.18e-07, 5.53e-07, 3.88e-07, 4.57e-07, 5.60e-07, 2.92e-07, 5.82e-10, 4.91e-09, 2.54e-11, 3.47e-07, 9.73e-07, 9.70e-07, 1.83e-08, 3.82e-09, 0.00e+00, 6.57e-12, 3.88e-09, 4.79e-12, 0.00e+00, 5.46e-09, 8.63e-09]    []  
302400    [1.45e-07, 4.15e-07, 4.58e-07, 3.10e-07, 4.01e-07, 5.66e-07, 2.28e-07, 2.82e-09, 1.78e-16, 3.19e-12, 3.53e-07, 8.30e-07, 7.49e-07, 4.70e-09, 3.12e-09, 0.00e+00, 6.90e-11, 2.47e-09, 1.74e-11, 3.54e-16, 2.04e-09, 2.25e-10]    [1.45e-07, 4.15e-07, 4.58e-07, 3.10e-07, 4.01e-07, 5.66e-07, 2.28e-07, 2.82e-09, 1.78e-16, 3.19e-12, 3.53e-07, 8.30e-07, 7.49e-07, 4.70e-09, 3.12e-09, 0.00e+00, 6.90e-11, 2.47e-09, 1.74e-11, 3.54e-16, 2.04e-09, 2.25e-10]    []  
302500    [2.22e-06, 1.62e-06, 9.52e-07, 2.79e-06, 1.41e-06, 6.52e-07, 8.72e-07, 8.43e-07, 5.03e-08, 2.28e-06, 3.29e-06, 1.27e-05, 3.59e-05, 9.83e-06, 9.60e-07, 1.17e-07, 1.26e-08, 0.00e+00, 3.72e-08, 1.22e-08, 2.73e-07, 5.59e-08]    [2.22e-06, 1.62e-06, 9.52e-07, 2.79e-06, 1.41e-06, 6.52e-07, 8.72e-07, 8.43e-07, 5.03e-08, 2.28e-06, 3.29e-06, 1.27e-05, 3.59e-05, 9.83e-06, 9.60e-07, 1.17e-07, 1.26e-08, 0.00e+00, 3.72e-08, 1.22e-08, 2.73e-07, 5.59e-08]    []  
302600    [1.57e-07, 4.51e-07, 4.88e-07, 3.24e-07, 4.78e-07, 5.18e-07, 2.10e-07, 7.68e-09, 1.40e-10, 1.11e-09, 4.16e-07, 8.87e-07, 8.65e-07, 3.61e-09, 2.09e-09, 0.00e+00, 2.97e-12, 8.02e-09, 1.17e-11, 5.07e-12, 3.63e-09, 3.04e-11]    [1.57e-07, 4.51e-07, 4.88e-07, 3.24e-07, 4.78e-07, 5.18e-07, 2.10e-07, 7.68e-09, 1.40e-10, 1.11e-09, 4.16e-07, 8.87e-07, 8.65e-07, 3.61e-09, 2.09e-09, 0.00e+00, 2.97e-12, 8.02e-09, 1.17e-11, 5.07e-12, 3.63e-09, 3.04e-11]    []  
302700    [5.57e-05, 1.06e-05, 5.36e-06, 6.58e-06, 7.01e-06, 6.09e-06, 3.29e-06, 4.89e-05, 2.04e-06, 1.24e-04, 1.19e-04, 5.07e-04, 8.11e-04, 3.42e-03, 5.75e-05, 6.15e-05, 2.51e-05, 2.12e-05, 8.18e-06, 3.49e-07, 4.04e-05, 1.58e-06]    [5.57e-05, 1.06e-05, 5.36e-06, 6.58e-06, 7.01e-06, 6.09e-06, 3.29e-06, 4.89e-05, 2.04e-06, 1.24e-04, 1.19e-04, 5.07e-04, 8.11e-04, 3.42e-03, 5.75e-05, 6.15e-05, 2.51e-05, 2.12e-05, 8.18e-06, 3.49e-07, 4.04e-05, 1.58e-06]    []  
302800    [1.72e-07, 5.25e-07, 5.10e-07, 3.31e-07, 5.30e-07, 4.88e-07, 3.62e-07, 4.50e-08, 5.99e-08, 2.75e-08, 4.59e-07, 9.92e-07, 9.00e-07, 8.02e-08, 3.01e-09, 0.00e+00, 0.00e+00, 7.60e-09, 6.28e-12, 2.50e-08, 5.41e-09, 1.53e-07]    [1.72e-07, 5.25e-07, 5.10e-07, 3.31e-07, 5.30e-07, 4.88e-07, 3.62e-07, 4.50e-08, 5.99e-08, 2.75e-08, 4.59e-07, 9.92e-07, 9.00e-07, 8.02e-08, 3.01e-09, 0.00e+00, 0.00e+00, 7.60e-09, 6.28e-12, 2.50e-08, 5.41e-09, 1.53e-07]    []  
302900    [1.70e-07, 4.16e-07, 4.26e-07, 2.83e-07, 4.39e-07, 5.37e-07, 2.44e-07, 1.46e-10, 9.47e-13, 2.01e-09, 3.95e-07, 8.14e-07, 7.32e-07, 6.36e-08, 6.08e-09, 9.47e-12, 4.00e-11, 1.85e-09, 1.77e-10, 7.06e-14, 1.64e-09, 2.46e-10]    [1.70e-07, 4.16e-07, 4.26e-07, 2.83e-07, 4.39e-07, 5.37e-07, 2.44e-07, 1.46e-10, 9.47e-13, 2.01e-09, 3.95e-07, 8.14e-07, 7.32e-07, 6.36e-08, 6.08e-09, 9.47e-12, 4.00e-11, 1.85e-09, 1.77e-10, 7.06e-14, 1.64e-09, 2.46e-10]    []  
303000    [2.59e-07, 7.33e-07, 5.75e-07, 5.12e-07, 4.65e-07, 6.09e-07, 2.71e-07, 2.12e-07, 9.65e-09, 6.54e-07, 1.18e-06, 1.61e-06, 2.24e-06, 3.37e-06, 5.03e-08, 0.00e+00, 4.13e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.22e-07, 2.79e-08]    [2.59e-07, 7.33e-07, 5.75e-07, 5.12e-07, 4.65e-07, 6.09e-07, 2.71e-07, 2.12e-07, 9.65e-09, 6.54e-07, 1.18e-06, 1.61e-06, 2.24e-06, 3.37e-06, 5.03e-08, 0.00e+00, 4.13e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.22e-07, 2.79e-08]    []  
303100    [1.53e-07, 4.49e-07, 4.86e-07, 3.25e-07, 3.95e-07, 5.65e-07, 1.86e-07, 1.18e-09, 6.60e-11, 2.65e-11, 3.74e-07, 8.36e-07, 8.18e-07, 3.45e-09, 2.82e-09, 7.79e-11, 2.03e-09, 1.19e-10, 2.26e-10, 1.38e-12, 1.96e-09, 1.17e-11]    [1.53e-07, 4.49e-07, 4.86e-07, 3.25e-07, 3.95e-07, 5.65e-07, 1.86e-07, 1.18e-09, 6.60e-11, 2.65e-11, 3.74e-07, 8.36e-07, 8.18e-07, 3.45e-09, 2.82e-09, 7.79e-11, 2.03e-09, 1.19e-10, 2.26e-10, 1.38e-12, 1.96e-09, 1.17e-11]    []  
303200    [1.21e-06, 1.65e-06, 1.03e-06, 1.02e-06, 6.80e-07, 7.26e-07, 6.02e-07, 1.74e-05, 6.13e-05, 1.78e-05, 1.12e-05, 2.62e-05, 7.31e-05, 6.38e-05, 1.66e-07, 1.05e-08, 4.20e-07, 5.97e-07, 0.00e+00, 0.00e+00, 2.14e-05, 2.55e-05]    [1.21e-06, 1.65e-06, 1.03e-06, 1.02e-06, 6.80e-07, 7.26e-07, 6.02e-07, 1.74e-05, 6.13e-05, 1.78e-05, 1.12e-05, 2.62e-05, 7.31e-05, 6.38e-05, 1.66e-07, 1.05e-08, 4.20e-07, 5.97e-07, 0.00e+00, 0.00e+00, 2.14e-05, 2.55e-05]    []  
303300    [1.64e-07, 4.92e-07, 5.07e-07, 3.18e-07, 4.18e-07, 5.61e-07, 2.67e-07, 5.03e-10, 8.98e-06, 5.07e-10, 3.56e-07, 9.58e-07, 8.74e-07, 8.85e-09, 4.08e-10, 0.00e+00, 2.70e-10, 2.89e-09, 0.00e+00, 0.00e+00, 1.26e-08, 1.22e-05]    [1.64e-07, 4.92e-07, 5.07e-07, 3.18e-07, 4.18e-07, 5.61e-07, 2.67e-07, 5.03e-10, 8.98e-06, 5.07e-10, 3.56e-07, 9.58e-07, 8.74e-07, 8.85e-09, 4.08e-10, 0.00e+00, 2.70e-10, 2.89e-09, 0.00e+00, 0.00e+00, 1.26e-08, 1.22e-05]    []  
303400    [9.74e-06, 6.69e-06, 3.65e-06, 1.30e-05, 2.68e-06, 7.94e-06, 2.17e-06, 1.92e-06, 1.75e-08, 1.58e-05, 2.36e-05, 9.47e-05, 2.63e-04, 5.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.42e-09, 1.68e-07, 3.90e-08]    [9.74e-06, 6.69e-06, 3.65e-06, 1.30e-05, 2.68e-06, 7.94e-06, 2.17e-06, 1.92e-06, 1.75e-08, 1.58e-05, 2.36e-05, 9.47e-05, 2.63e-04, 5.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.42e-09, 1.68e-07, 3.90e-08]    []  
303500    [1.75e-07, 5.01e-07, 5.40e-07, 3.44e-07, 5.03e-07, 5.07e-07, 2.29e-07, 5.29e-09, 4.09e-13, 4.81e-10, 4.54e-07, 9.39e-07, 9.95e-07, 5.47e-08, 1.75e-09, 0.00e+00, 0.00e+00, 8.84e-09, 7.71e-12, 2.23e-15, 4.30e-09, 9.44e-12]    [1.75e-07, 5.01e-07, 5.40e-07, 3.44e-07, 5.03e-07, 5.07e-07, 2.29e-07, 5.29e-09, 4.09e-13, 4.81e-10, 4.54e-07, 9.39e-07, 9.95e-07, 5.47e-08, 1.75e-09, 0.00e+00, 0.00e+00, 8.84e-09, 7.71e-12, 2.23e-15, 4.30e-09, 9.44e-12]    []  
303600    [1.63e-07, 4.12e-07, 4.37e-07, 2.92e-07, 4.17e-07, 5.34e-07, 1.94e-07, 1.70e-08, 4.97e-07, 3.04e-11, 4.09e-07, 8.24e-07, 7.69e-07, 3.64e-09, 2.65e-09, 4.47e-13, 1.39e-11, 3.14e-09, 1.34e-09, 7.22e-08, 8.09e-09, 3.63e-07]    [1.63e-07, 4.12e-07, 4.37e-07, 2.92e-07, 4.17e-07, 5.34e-07, 1.94e-07, 1.70e-08, 4.97e-07, 3.04e-11, 4.09e-07, 8.24e-07, 7.69e-07, 3.64e-09, 2.65e-09, 4.47e-13, 1.39e-11, 3.14e-09, 1.34e-09, 7.22e-08, 8.09e-09, 3.63e-07]    []  
303700    [1.76e-07, 5.34e-07, 4.72e-07, 2.59e-07, 4.81e-07, 5.14e-07, 5.33e-07, 4.60e-09, 7.14e-09, 4.29e-07, 8.29e-07, 1.21e-06, 1.52e-06, 2.67e-07, 2.22e-09, 0.00e+00, 5.68e-10, 3.86e-10, 3.09e-10, 9.20e-10, 2.33e-09, 6.09e-09]    [1.76e-07, 5.34e-07, 4.72e-07, 2.59e-07, 4.81e-07, 5.14e-07, 5.33e-07, 4.60e-09, 7.14e-09, 4.29e-07, 8.29e-07, 1.21e-06, 1.52e-06, 2.67e-07, 2.22e-09, 0.00e+00, 5.68e-10, 3.86e-10, 3.09e-10, 9.20e-10, 2.33e-09, 6.09e-09]    []  
303800    [1.65e-07, 4.04e-07, 4.33e-07, 2.83e-07, 4.14e-07, 5.44e-07, 3.11e-07, 3.19e-09, 9.81e-11, 4.06e-11, 3.92e-07, 8.50e-07, 7.77e-07, 3.82e-09, 3.57e-09, 0.00e+00, 1.77e-10, 1.46e-09, 1.40e-11, 4.82e-13, 3.66e-09, 4.72e-10]    [1.65e-07, 4.04e-07, 4.33e-07, 2.83e-07, 4.14e-07, 5.44e-07, 3.11e-07, 3.19e-09, 9.81e-11, 4.06e-11, 3.92e-07, 8.50e-07, 7.77e-07, 3.82e-09, 3.57e-09, 0.00e+00, 1.77e-10, 1.46e-09, 1.40e-11, 4.82e-13, 3.66e-09, 4.72e-10]    []  
303900    [4.66e-07, 9.17e-07, 5.91e-07, 3.19e-07, 7.53e-07, 5.43e-07, 2.56e-07, 3.67e-05, 1.20e-09, 1.20e-08, 6.58e-07, 2.19e-06, 1.88e-06, 2.21e-07, 2.54e-08, 8.96e-09, 1.09e-08, 0.00e+00, 6.06e-06, 0.00e+00, 2.99e-05, 2.25e-09]    [4.66e-07, 9.17e-07, 5.91e-07, 3.19e-07, 7.53e-07, 5.43e-07, 2.56e-07, 3.67e-05, 1.20e-09, 1.20e-08, 6.58e-07, 2.19e-06, 1.88e-06, 2.21e-07, 2.54e-08, 8.96e-09, 1.09e-08, 0.00e+00, 6.06e-06, 0.00e+00, 2.99e-05, 2.25e-09]    []  
304000    [2.00e-07, 4.86e-07, 4.84e-07, 2.96e-07, 4.87e-07, 5.22e-07, 2.01e-07, 1.22e-09, 4.44e-17, 4.99e-11, 4.18e-07, 8.96e-07, 8.28e-07, 4.00e-09, 2.12e-09, 2.27e-13, 2.14e-11, 2.64e-09, 2.15e-10, 1.74e-15, 1.72e-09, 3.76e-11]    [2.00e-07, 4.86e-07, 4.84e-07, 2.96e-07, 4.87e-07, 5.22e-07, 2.01e-07, 1.22e-09, 4.44e-17, 4.99e-11, 4.18e-07, 8.96e-07, 8.28e-07, 4.00e-09, 2.12e-09, 2.27e-13, 2.14e-11, 2.64e-09, 2.15e-10, 1.74e-15, 1.72e-09, 3.76e-11]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 41.594290 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Best train step: 302150
lambda_a: 2.166892767
lambda_b: 1.8063528538
kappa_a: 0.76282000542
kappa_b: 0.44990721345
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
304000    [2.00e-07, 4.86e-07, 4.84e-07, 2.96e-07, 4.87e-07, 5.22e-07, 2.01e-07, 1.22e-09, 4.44e-17, 4.99e-11, 4.18e-07, 8.96e-07, 8.28e-07, 4.00e-09, 2.12e-09, 2.27e-13, 2.14e-11, 2.64e-09, 2.15e-10, 1.74e-15, 1.72e-09, 3.76e-11]    [2.00e-07, 4.86e-07, 4.84e-07, 2.96e-07, 4.87e-07, 5.22e-07, 2.01e-07, 1.22e-09, 4.44e-17, 4.99e-11, 4.18e-07, 8.96e-07, 8.28e-07, 4.00e-09, 2.12e-09, 2.27e-13, 2.14e-11, 2.64e-09, 2.15e-10, 1.74e-15, 1.72e-09, 3.76e-11]    []  
304100    [1.77e-07, 4.11e-07, 4.10e-07, 2.70e-07, 4.08e-07, 5.50e-07, 1.81e-07, 6.20e-10, 3.60e-13, 8.18e-10, 3.88e-07, 8.01e-07, 6.94e-07, 2.64e-08, 1.71e-09, 0.00e+00, 8.08e-12, 1.20e-09, 1.46e-10, 9.22e-15, 1.50e-09, 3.48e-11]    [1.77e-07, 4.11e-07, 4.10e-07, 2.70e-07, 4.08e-07, 5.50e-07, 1.81e-07, 6.20e-10, 3.60e-13, 8.18e-10, 3.88e-07, 8.01e-07, 6.94e-07, 2.64e-08, 1.71e-09, 0.00e+00, 8.08e-12, 1.20e-09, 1.46e-10, 9.22e-15, 1.50e-09, 3.48e-11]    []  
304200    [3.49e-07, 8.24e-07, 1.27e-06, 4.59e-07, 1.67e-06, 8.28e-07, 1.31e-06, 6.01e-11, 2.69e-08, 7.25e-12, 1.41e-06, 2.59e-06, 4.92e-06, 1.74e-06, 5.57e-08, 2.23e-10, 7.39e-08, 6.42e-09, 7.57e-09, 1.75e-09, 4.95e-08, 1.01e-08]    [3.49e-07, 8.24e-07, 1.27e-06, 4.59e-07, 1.67e-06, 8.28e-07, 1.31e-06, 6.01e-11, 2.69e-08, 7.25e-12, 1.41e-06, 2.59e-06, 4.92e-06, 1.74e-06, 5.57e-08, 2.23e-10, 7.39e-08, 6.42e-09, 7.57e-09, 1.75e-09, 4.95e-08, 1.01e-08]    []  
304300    [1.51e-07, 5.74e-07, 9.80e-07, 4.37e-07, 1.33e-06, 8.01e-07, 8.96e-07, 5.27e-10, 8.68e-12, 4.48e-11, 4.60e-07, 1.17e-06, 1.53e-06, 1.12e-08, 8.10e-10, 6.47e-14, 8.04e-10, 1.82e-10, 6.33e-12, 0.00e+00, 2.76e-09, 1.49e-10]    [1.51e-07, 5.74e-07, 9.80e-07, 4.37e-07, 1.33e-06, 8.01e-07, 8.96e-07, 5.27e-10, 8.68e-12, 4.48e-11, 4.60e-07, 1.17e-06, 1.53e-06, 1.12e-08, 8.10e-10, 6.47e-14, 8.04e-10, 1.82e-10, 6.33e-12, 0.00e+00, 2.76e-09, 1.49e-10]    []  
304400    [1.50e-07, 5.21e-07, 8.45e-07, 3.72e-07, 9.88e-07, 6.83e-07, 6.25e-07, 2.84e-09, 5.63e-12, 2.93e-11, 3.95e-07, 1.09e-06, 1.36e-06, 3.81e-09, 5.08e-10, 1.76e-11, 4.46e-11, 2.44e-09, 3.89e-12, 3.07e-14, 3.87e-09, 1.59e-11]    [1.50e-07, 5.21e-07, 8.45e-07, 3.72e-07, 9.88e-07, 6.83e-07, 6.25e-07, 2.84e-09, 5.63e-12, 2.93e-11, 3.95e-07, 1.09e-06, 1.36e-06, 3.81e-09, 5.08e-10, 1.76e-11, 4.46e-11, 2.44e-09, 3.89e-12, 3.07e-14, 3.87e-09, 1.59e-11]    []  
304500    [2.47e-06, 2.02e-06, 1.33e-06, 1.17e-06, 1.03e-06, 2.61e-06, 1.28e-06, 9.01e-08, 2.87e-07, 9.16e-06, 5.33e-06, 3.32e-05, 1.51e-05, 2.66e-05, 0.00e+00, 0.00e+00, 1.69e-07, 0.00e+00, 8.41e-09, 0.00e+00, 5.70e-08, 2.80e-06]    [2.47e-06, 2.02e-06, 1.33e-06, 1.17e-06, 1.03e-06, 2.61e-06, 1.28e-06, 9.01e-08, 2.87e-07, 9.16e-06, 5.33e-06, 3.32e-05, 1.51e-05, 2.66e-05, 0.00e+00, 0.00e+00, 1.69e-07, 0.00e+00, 8.41e-09, 0.00e+00, 5.70e-08, 2.80e-06]    []  
304600    [2.01e-07, 9.62e-07, 1.11e-06, 2.70e-07, 9.41e-07, 1.03e-06, 7.50e-07, 1.66e-09, 1.06e-10, 9.26e-11, 4.39e-07, 1.44e-06, 1.64e-06, 7.83e-08, 9.08e-09, 1.76e-10, 4.63e-09, 9.62e-10, 2.22e-10, 2.64e-12, 1.71e-09, 4.75e-11]    [2.01e-07, 9.62e-07, 1.11e-06, 2.70e-07, 9.41e-07, 1.03e-06, 7.50e-07, 1.66e-09, 1.06e-10, 9.26e-11, 4.39e-07, 1.44e-06, 1.64e-06, 7.83e-08, 9.08e-09, 1.76e-10, 4.63e-09, 9.62e-10, 2.22e-10, 2.64e-12, 1.71e-09, 4.75e-11]    []  
304700    [2.98e-07, 9.32e-07, 8.86e-07, 3.98e-07, 9.60e-07, 9.22e-07, 5.77e-07, 8.76e-05, 4.24e-09, 1.63e-07, 3.63e-06, 3.37e-06, 5.12e-06, 5.64e-07, 0.00e+00, 0.00e+00, 6.60e-08, 1.40e-08, 1.23e-05, 0.00e+00, 5.85e-05, 1.56e-09]    [2.98e-07, 9.32e-07, 8.86e-07, 3.98e-07, 9.60e-07, 9.22e-07, 5.77e-07, 8.76e-05, 4.24e-09, 1.63e-07, 3.63e-06, 3.37e-06, 5.12e-06, 5.64e-07, 0.00e+00, 0.00e+00, 6.60e-08, 1.40e-08, 1.23e-05, 0.00e+00, 5.85e-05, 1.56e-09]    []  
304800    [1.94e-06, 8.31e-07, 9.90e-07, 4.37e-07, 9.51e-07, 7.45e-07, 4.20e-07, 1.04e-08, 9.43e-10, 3.10e-06, 3.58e-06, 1.57e-05, 2.27e-05, 1.02e-04, 1.24e-06, 8.33e-07, 5.37e-07, 5.32e-07, 0.00e+00, 1.21e-10, 8.79e-09, 8.21e-10]    [1.94e-06, 8.31e-07, 9.90e-07, 4.37e-07, 9.51e-07, 7.45e-07, 4.20e-07, 1.04e-08, 9.43e-10, 3.10e-06, 3.58e-06, 1.57e-05, 2.27e-05, 1.02e-04, 1.24e-06, 8.33e-07, 5.37e-07, 5.32e-07, 0.00e+00, 1.21e-10, 8.79e-09, 8.21e-10]    []  
304900    [2.13e-07, 7.42e-07, 7.64e-07, 1.97e-07, 9.03e-07, 5.75e-07, 5.50e-07, 3.04e-10, 4.13e-07, 1.66e-08, 4.92e-07, 1.52e-06, 1.74e-06, 5.16e-07, 6.29e-11, 1.48e-09, 7.80e-10, 5.65e-09, 2.17e-11, 4.55e-08, 1.01e-09, 2.68e-07]    [2.13e-07, 7.42e-07, 7.64e-07, 1.97e-07, 9.03e-07, 5.75e-07, 5.50e-07, 3.04e-10, 4.13e-07, 1.66e-08, 4.92e-07, 1.52e-06, 1.74e-06, 5.16e-07, 6.29e-11, 1.48e-09, 7.80e-10, 5.65e-09, 2.17e-11, 4.55e-08, 1.01e-09, 2.68e-07]    []  
305000    [1.88e-07, 5.73e-07, 6.57e-07, 2.34e-07, 7.72e-07, 6.37e-07, 3.61e-07, 1.87e-10, 3.31e-10, 1.82e-13, 3.67e-07, 1.09e-06, 1.20e-06, 3.22e-09, 7.03e-10, 0.00e+00, 1.16e-10, 7.76e-09, 1.16e-11, 1.22e-11, 2.54e-09, 8.94e-11]    [1.88e-07, 5.73e-07, 6.57e-07, 2.34e-07, 7.72e-07, 6.37e-07, 3.61e-07, 1.87e-10, 3.31e-10, 1.82e-13, 3.67e-07, 1.09e-06, 1.20e-06, 3.22e-09, 7.03e-10, 0.00e+00, 1.16e-10, 7.76e-09, 1.16e-11, 1.22e-11, 2.54e-09, 8.94e-11]    []  
305100    [2.97e-06, 3.13e-06, 1.88e-06, 5.33e-06, 1.57e-06, 1.80e-06, 1.34e-06, 7.72e-07, 4.88e-05, 1.63e-05, 1.34e-05, 4.63e-05, 1.41e-04, 3.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.85e-07, 2.85e-05]    [2.97e-06, 3.13e-06, 1.88e-06, 5.33e-06, 1.57e-06, 1.80e-06, 1.34e-06, 7.72e-07, 4.88e-05, 1.63e-05, 1.34e-05, 4.63e-05, 1.41e-04, 3.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.85e-07, 2.85e-05]    []  
305200    [1.92e-07, 6.62e-07, 6.81e-07, 2.40e-07, 8.29e-07, 5.91e-07, 4.32e-07, 1.64e-10, 4.23e-09, 1.08e-09, 4.02e-07, 1.12e-06, 1.29e-06, 1.39e-08, 6.66e-10, 0.00e+00, 1.17e-12, 9.78e-09, 4.93e-11, 0.00e+00, 1.20e-09, 3.22e-09]    [1.92e-07, 6.62e-07, 6.81e-07, 2.40e-07, 8.29e-07, 5.91e-07, 4.32e-07, 1.64e-10, 4.23e-09, 1.08e-09, 4.02e-07, 1.12e-06, 1.29e-06, 1.39e-08, 6.66e-10, 0.00e+00, 1.17e-12, 9.78e-09, 4.93e-11, 0.00e+00, 1.20e-09, 3.22e-09]    []  
305300    [1.83e-07, 5.62e-07, 6.02e-07, 2.52e-07, 7.11e-07, 5.83e-07, 3.08e-07, 5.08e-10, 6.75e-11, 1.08e-12, 3.70e-07, 9.79e-07, 1.10e-06, 2.97e-09, 5.36e-10, 0.00e+00, 4.57e-11, 4.22e-09, 1.49e-10, 1.10e-12, 1.57e-09, 1.19e-10]    [1.83e-07, 5.62e-07, 6.02e-07, 2.52e-07, 7.11e-07, 5.83e-07, 3.08e-07, 5.08e-10, 6.75e-11, 1.08e-12, 3.70e-07, 9.79e-07, 1.10e-06, 2.97e-09, 5.36e-10, 0.00e+00, 4.57e-11, 4.22e-09, 1.49e-10, 1.10e-12, 1.57e-09, 1.19e-10]    []  
305400    [3.16e-06, 2.33e-06, 1.04e-06, 2.29e-06, 1.70e-06, 6.88e-07, 1.11e-06, 5.75e-06, 1.43e-07, 3.38e-06, 4.05e-05, 5.61e-05, 3.41e-05, 3.76e-05, 9.20e-08, 6.40e-07, 9.20e-08, 0.00e+00, 2.07e-07, 1.14e-08, 1.24e-06, 4.92e-08]    [3.16e-06, 2.33e-06, 1.04e-06, 2.29e-06, 1.70e-06, 6.88e-07, 1.11e-06, 5.75e-06, 1.43e-07, 3.38e-06, 4.05e-05, 5.61e-05, 3.41e-05, 3.76e-05, 9.20e-08, 6.40e-07, 9.20e-08, 0.00e+00, 2.07e-07, 1.14e-08, 1.24e-06, 4.92e-08]    []  
305500    [2.04e-07, 6.43e-07, 6.56e-07, 2.42e-07, 7.57e-07, 5.73e-07, 2.99e-07, 1.69e-09, 4.25e-10, 6.70e-11, 4.25e-07, 1.10e-06, 1.27e-06, 1.21e-08, 1.10e-09, 1.62e-10, 1.70e-11, 7.62e-09, 3.67e-10, 0.00e+00, 2.60e-09, 1.76e-09]    [2.04e-07, 6.43e-07, 6.56e-07, 2.42e-07, 7.57e-07, 5.73e-07, 2.99e-07, 1.69e-09, 4.25e-10, 6.70e-11, 4.25e-07, 1.10e-06, 1.27e-06, 1.21e-08, 1.10e-09, 1.62e-10, 1.70e-11, 7.62e-09, 3.67e-10, 0.00e+00, 2.60e-09, 1.76e-09]    []  
305600    [2.25e-07, 6.70e-07, 5.67e-07, 3.32e-07, 6.58e-07, 5.19e-07, 2.19e-07, 7.29e-05, 9.73e-10, 4.16e-10, 4.94e-07, 1.11e-06, 1.22e-06, 3.02e-07, 2.56e-08, 2.45e-09, 2.44e-09, 5.71e-09, 1.08e-05, 1.60e-10, 5.36e-05, 1.09e-09]    [2.25e-07, 6.70e-07, 5.67e-07, 3.32e-07, 6.58e-07, 5.19e-07, 2.19e-07, 7.29e-05, 9.73e-10, 4.16e-10, 4.94e-07, 1.11e-06, 1.22e-06, 3.02e-07, 2.56e-08, 2.45e-09, 2.44e-09, 5.71e-09, 1.08e-05, 1.60e-10, 5.36e-05, 1.09e-09]    []  
305700    [2.62e-07, 7.15e-07, 5.93e-07, 1.82e-07, 7.93e-07, 4.65e-07, 3.65e-07, 7.88e-09, 1.46e-05, 7.88e-10, 4.53e-07, 1.30e-06, 1.49e-06, 2.97e-08, 2.96e-10, 1.42e-10, 6.72e-10, 1.18e-08, 0.00e+00, 0.00e+00, 1.43e-08, 1.79e-05]    [2.62e-07, 7.15e-07, 5.93e-07, 1.82e-07, 7.93e-07, 4.65e-07, 3.65e-07, 7.88e-09, 1.46e-05, 7.88e-10, 4.53e-07, 1.30e-06, 1.49e-06, 2.97e-08, 2.96e-10, 1.42e-10, 6.72e-10, 1.18e-08, 0.00e+00, 0.00e+00, 1.43e-08, 1.79e-05]    []  
305800    [5.76e-06, 3.61e-06, 2.00e-06, 5.45e-06, 1.79e-06, 2.65e-06, 1.21e-06, 8.61e-08, 3.22e-06, 1.09e-05, 1.25e-05, 5.83e-05, 8.81e-05, 1.63e-04, 3.25e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.13e-07, 6.46e-08, 2.45e-06]    [5.76e-06, 3.61e-06, 2.00e-06, 5.45e-06, 1.79e-06, 2.65e-06, 1.21e-06, 8.61e-08, 3.22e-06, 1.09e-05, 1.25e-05, 5.83e-05, 8.81e-05, 1.63e-04, 3.25e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.13e-07, 6.46e-08, 2.45e-06]    []  
305900    [2.21e-07, 6.41e-07, 5.91e-07, 2.33e-07, 8.46e-07, 5.32e-07, 4.61e-07, 7.34e-12, 2.49e-06, 2.99e-09, 4.58e-07, 9.92e-07, 1.12e-06, 2.64e-08, 1.93e-09, 0.00e+00, 4.35e-11, 8.82e-09, 3.00e-10, 3.18e-07, 2.10e-09, 1.72e-06]    [2.21e-07, 6.41e-07, 5.91e-07, 2.33e-07, 8.46e-07, 5.32e-07, 4.61e-07, 7.34e-12, 2.49e-06, 2.99e-09, 4.58e-07, 9.92e-07, 1.12e-06, 2.64e-08, 1.93e-09, 0.00e+00, 4.35e-11, 8.82e-09, 3.00e-10, 3.18e-07, 2.10e-09, 1.72e-06]    []  
306000    [4.23e-07, 7.07e-07, 5.22e-07, 2.57e-07, 6.69e-07, 6.73e-07, 2.73e-07, 2.15e-09, 3.58e-10, 4.23e-07, 8.44e-07, 3.31e-06, 6.65e-06, 1.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.75e-12, 0.00e+00, 6.41e-09, 1.28e-09]    [4.23e-07, 7.07e-07, 5.22e-07, 2.57e-07, 6.69e-07, 6.73e-07, 2.73e-07, 2.15e-09, 3.58e-10, 4.23e-07, 8.44e-07, 3.31e-06, 6.65e-06, 1.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.75e-12, 0.00e+00, 6.41e-09, 1.28e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 39.360183 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
306000    [4.23e-07, 7.07e-07, 5.22e-07, 2.57e-07, 6.69e-07, 6.73e-07, 2.73e-07, 2.15e-09, 3.58e-10, 4.23e-07, 8.44e-07, 3.31e-06, 6.65e-06, 1.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.75e-12, 0.00e+00, 6.41e-09, 1.28e-09]    [4.23e-07, 7.07e-07, 5.22e-07, 2.57e-07, 6.69e-07, 6.73e-07, 2.73e-07, 2.15e-09, 3.58e-10, 4.23e-07, 8.44e-07, 3.31e-06, 6.65e-06, 1.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.75e-12, 0.00e+00, 6.41e-09, 1.28e-09]    []  
306100    [2.19e-07, 7.09e-07, 7.57e-07, 3.17e-07, 6.34e-07, 5.18e-07, 2.63e-07, 1.76e-08, 3.82e-09, 2.95e-09, 5.40e-07, 1.35e-06, 1.82e-06, 2.25e-07, 1.98e-11, 0.00e+00, 1.41e-08, 0.00e+00, 3.35e-10, 1.23e-10, 2.36e-09, 7.98e-10]    [2.19e-07, 7.09e-07, 7.57e-07, 3.17e-07, 6.34e-07, 5.18e-07, 2.63e-07, 1.76e-08, 3.82e-09, 2.95e-09, 5.40e-07, 1.35e-06, 1.82e-06, 2.25e-07, 1.98e-11, 0.00e+00, 1.41e-08, 0.00e+00, 3.35e-10, 1.23e-10, 2.36e-09, 7.98e-10]    []  
306200    [2.10e-07, 5.75e-07, 5.62e-07, 2.34e-07, 6.31e-07, 5.66e-07, 2.19e-07, 8.31e-11, 5.70e-10, 1.66e-11, 4.18e-07, 9.48e-07, 1.01e-06, 5.57e-09, 3.11e-10, 1.64e-12, 5.78e-11, 4.06e-09, 2.47e-10, 0.00e+00, 2.02e-09, 7.21e-10]    [2.10e-07, 5.75e-07, 5.62e-07, 2.34e-07, 6.31e-07, 5.66e-07, 2.19e-07, 8.31e-11, 5.70e-10, 1.66e-11, 4.18e-07, 9.48e-07, 1.01e-06, 5.57e-09, 3.11e-10, 1.64e-12, 5.78e-11, 4.06e-09, 2.47e-10, 0.00e+00, 2.02e-09, 7.21e-10]    []  
306300    [3.72e-07, 8.11e-07, 5.98e-07, 2.18e-07, 7.54e-07, 5.01e-07, 5.81e-07, 6.47e-09, 7.85e-07, 2.03e-07, 1.15e-06, 1.88e-06, 2.33e-06, 5.35e-07, 2.46e-09, 5.23e-09, 4.22e-08, 8.22e-09, 6.39e-10, 0.00e+00, 4.05e-09, 1.46e-06]    [3.72e-07, 8.11e-07, 5.98e-07, 2.18e-07, 7.54e-07, 5.01e-07, 5.81e-07, 6.47e-09, 7.85e-07, 2.03e-07, 1.15e-06, 1.88e-06, 2.33e-06, 5.35e-07, 2.46e-09, 5.23e-09, 4.22e-08, 8.22e-09, 6.39e-10, 0.00e+00, 4.05e-09, 1.46e-06]    []  
306400    [2.34e-07, 5.46e-07, 5.24e-07, 2.15e-07, 6.39e-07, 5.59e-07, 3.22e-07, 7.43e-10, 2.91e-10, 7.67e-10, 4.22e-07, 8.96e-07, 9.20e-07, 2.67e-08, 9.39e-11, 0.00e+00, 2.24e-13, 2.93e-09, 1.85e-10, 1.07e-11, 1.70e-09, 1.08e-10]    [2.34e-07, 5.46e-07, 5.24e-07, 2.15e-07, 6.39e-07, 5.59e-07, 3.22e-07, 7.43e-10, 2.91e-10, 7.67e-10, 4.22e-07, 8.96e-07, 9.20e-07, 2.67e-08, 9.39e-11, 0.00e+00, 2.24e-13, 2.93e-09, 1.85e-10, 1.07e-11, 1.70e-09, 1.08e-10]    []  
306500    [3.85e-07, 7.27e-07, 5.73e-07, 4.31e-07, 7.66e-07, 4.28e-07, 3.88e-07, 4.92e-07, 4.87e-08, 7.40e-07, 2.45e-06, 1.91e-06, 5.79e-06, 1.08e-05, 1.45e-07, 0.00e+00, 2.92e-08, 2.63e-10, 2.91e-08, 4.37e-09, 1.93e-07, 2.57e-08]    [3.85e-07, 7.27e-07, 5.73e-07, 4.31e-07, 7.66e-07, 4.28e-07, 3.88e-07, 4.92e-07, 4.87e-08, 7.40e-07, 2.45e-06, 1.91e-06, 5.79e-06, 1.08e-05, 1.45e-07, 0.00e+00, 2.92e-08, 2.63e-10, 2.91e-08, 4.37e-09, 1.93e-07, 2.57e-08]    []  
306600    [2.39e-07, 5.65e-07, 5.56e-07, 2.34e-07, 6.74e-07, 5.55e-07, 2.39e-07, 2.95e-09, 3.46e-12, 5.76e-12, 4.46e-07, 8.82e-07, 9.21e-07, 4.01e-09, 3.33e-10, 1.17e-12, 9.76e-12, 3.82e-09, 4.09e-10, 9.21e-14, 2.77e-09, 1.57e-11]    [2.39e-07, 5.65e-07, 5.56e-07, 2.34e-07, 6.74e-07, 5.55e-07, 2.39e-07, 2.95e-09, 3.46e-12, 5.76e-12, 4.46e-07, 8.82e-07, 9.21e-07, 4.01e-09, 3.33e-10, 1.17e-12, 9.76e-12, 3.82e-09, 4.09e-10, 9.21e-14, 2.77e-09, 1.57e-11]    []  
306700    [1.03e-06, 1.69e-06, 1.25e-06, 8.20e-07, 5.88e-07, 1.34e-06, 4.69e-07, 5.98e-05, 2.17e-07, 1.64e-08, 4.20e-06, 6.93e-06, 9.36e-06, 2.94e-06, 1.36e-08, 0.00e+00, 8.97e-08, 6.93e-08, 0.00e+00, 1.45e-07, 5.32e-05, 2.03e-07]    [1.03e-06, 1.69e-06, 1.25e-06, 8.20e-07, 5.88e-07, 1.34e-06, 4.69e-07, 5.98e-05, 2.17e-07, 1.64e-08, 4.20e-06, 6.93e-06, 9.36e-06, 2.94e-06, 1.36e-08, 0.00e+00, 8.97e-08, 6.93e-08, 0.00e+00, 1.45e-07, 5.32e-05, 2.03e-07]    []  
306800    [2.56e-07, 6.64e-07, 5.81e-07, 2.11e-07, 6.78e-07, 5.93e-07, 2.63e-07, 4.07e-09, 3.79e-11, 5.17e-10, 4.46e-07, 1.00e-06, 1.06e-06, 4.10e-09, 6.11e-10, 2.55e-12, 2.08e-10, 7.34e-09, 3.63e-10, 0.00e+00, 2.38e-09, 7.77e-11]    [2.56e-07, 6.64e-07, 5.81e-07, 2.11e-07, 6.78e-07, 5.93e-07, 2.63e-07, 4.07e-09, 3.79e-11, 5.17e-10, 4.46e-07, 1.00e-06, 1.06e-06, 4.10e-09, 6.11e-10, 2.55e-12, 2.08e-10, 7.34e-09, 3.63e-10, 0.00e+00, 2.38e-09, 7.77e-11]    []  
306900    [2.50e-05, 7.41e-06, 1.31e-05, 8.82e-06, 8.02e-06, 6.67e-06, 5.51e-06, 1.74e-06, 1.02e-06, 1.26e-04, 9.90e-05, 4.47e-04, 8.18e-04, 3.01e-03, 3.59e-05, 7.82e-05, 1.35e-05, 1.18e-05, 5.12e-08, 0.00e+00, 3.17e-07, 1.08e-06]    [2.50e-05, 7.41e-06, 1.31e-05, 8.82e-06, 8.02e-06, 6.67e-06, 5.51e-06, 1.74e-06, 1.02e-06, 1.26e-04, 9.90e-05, 4.47e-04, 8.18e-04, 3.01e-03, 3.59e-05, 7.82e-05, 1.35e-05, 1.18e-05, 5.12e-08, 0.00e+00, 3.17e-07, 1.08e-06]    []  
307000    [2.57e-07, 7.30e-07, 6.09e-07, 2.56e-07, 9.08e-07, 5.43e-07, 2.84e-07, 4.71e-11, 1.24e-10, 3.82e-09, 5.10e-07, 9.34e-07, 1.03e-06, 5.79e-09, 9.83e-09, 4.80e-12, 0.00e+00, 1.29e-08, 5.36e-11, 6.75e-13, 2.65e-09, 8.80e-11]    [2.57e-07, 7.30e-07, 6.09e-07, 2.56e-07, 9.08e-07, 5.43e-07, 2.84e-07, 4.71e-11, 1.24e-10, 3.82e-09, 5.10e-07, 9.34e-07, 1.03e-06, 5.79e-09, 9.83e-09, 4.80e-12, 0.00e+00, 1.29e-08, 5.36e-11, 6.75e-13, 2.65e-09, 8.80e-11]    []  
307100    [2.43e-07, 6.19e-07, 5.16e-07, 2.44e-07, 6.82e-07, 5.71e-07, 1.97e-07, 1.30e-09, 1.18e-10, 9.73e-12, 4.63e-07, 8.16e-07, 8.43e-07, 4.17e-09, 5.16e-09, 2.07e-11, 3.17e-11, 4.05e-09, 2.27e-10, 7.27e-12, 1.99e-09, 5.07e-11]    [2.43e-07, 6.19e-07, 5.16e-07, 2.44e-07, 6.82e-07, 5.71e-07, 1.97e-07, 1.30e-09, 1.18e-10, 9.73e-12, 4.63e-07, 8.16e-07, 8.43e-07, 4.17e-09, 5.16e-09, 2.07e-11, 3.17e-11, 4.05e-09, 2.27e-10, 7.27e-12, 1.99e-09, 5.07e-11]    []  
307200    [3.00e-06, 7.81e-07, 1.48e-06, 9.17e-07, 8.07e-07, 1.32e-06, 1.16e-06, 1.30e-05, 1.13e-06, 8.19e-05, 7.75e-05, 2.18e-05, 1.51e-05, 7.73e-05, 8.94e-07, 3.59e-06, 0.00e+00, 0.00e+00, 3.93e-07, 3.41e-08, 2.17e-06, 2.45e-07]    [3.00e-06, 7.81e-07, 1.48e-06, 9.17e-07, 8.07e-07, 1.32e-06, 1.16e-06, 1.30e-05, 1.13e-06, 8.19e-05, 7.75e-05, 2.18e-05, 1.51e-05, 7.73e-05, 8.94e-07, 3.59e-06, 0.00e+00, 0.00e+00, 3.93e-07, 3.41e-08, 2.17e-06, 2.45e-07]    []  
307300    [2.91e-07, 6.57e-07, 6.35e-07, 2.58e-07, 4.49e-07, 7.03e-07, 4.11e-07, 3.44e-09, 1.71e-10, 6.25e-10, 4.43e-07, 1.03e-06, 9.36e-07, 6.73e-09, 2.21e-09, 0.00e+00, 2.13e-09, 6.00e-10, 2.73e-10, 8.21e-12, 1.94e-09, 6.08e-10]    [2.91e-07, 6.57e-07, 6.35e-07, 2.58e-07, 4.49e-07, 7.03e-07, 4.11e-07, 3.44e-09, 1.71e-10, 6.25e-10, 4.43e-07, 1.03e-06, 9.36e-07, 6.73e-09, 2.21e-09, 0.00e+00, 2.13e-09, 6.00e-10, 2.73e-10, 8.21e-12, 1.94e-09, 6.08e-10]    []  
307400    [1.70e-04, 5.93e-05, 1.70e-05, 4.37e-05, 1.19e-05, 3.38e-05, 6.00e-06, 7.02e-05, 1.19e-08, 2.47e-04, 2.23e-04, 1.70e-03, 1.72e-03, 9.28e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.21e-05, 3.81e-08]    [1.70e-04, 5.93e-05, 1.70e-05, 4.37e-05, 1.19e-05, 3.38e-05, 6.00e-06, 7.02e-05, 1.19e-08, 2.47e-04, 2.23e-04, 1.70e-03, 1.72e-03, 9.28e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.21e-05, 3.81e-08]    []  
307500    [2.41e-07, 6.80e-07, 5.97e-07, 2.47e-07, 7.38e-07, 5.48e-07, 2.68e-07, 1.61e-09, 3.69e-11, 6.79e-09, 4.47e-07, 1.03e-06, 1.07e-06, 2.06e-07, 3.07e-10, 0.00e+00, 0.00e+00, 1.41e-08, 4.77e-10, 7.89e-13, 2.83e-09, 1.25e-11]    [2.41e-07, 6.80e-07, 5.97e-07, 2.47e-07, 7.38e-07, 5.48e-07, 2.68e-07, 1.61e-09, 3.69e-11, 6.79e-09, 4.47e-07, 1.03e-06, 1.07e-06, 2.06e-07, 3.07e-10, 0.00e+00, 0.00e+00, 1.41e-08, 4.77e-10, 7.89e-13, 2.83e-09, 1.25e-11]    []  
307600    [2.45e-07, 5.65e-07, 5.09e-07, 2.44e-07, 5.71e-07, 5.78e-07, 1.99e-07, 5.10e-10, 1.03e-12, 1.29e-11, 4.09e-07, 7.93e-07, 7.80e-07, 2.50e-09, 5.25e-10, 9.28e-12, 7.95e-11, 5.53e-09, 9.80e-11, 3.39e-14, 3.06e-09, 3.69e-11]    [2.45e-07, 5.65e-07, 5.09e-07, 2.44e-07, 5.71e-07, 5.78e-07, 1.99e-07, 5.10e-10, 1.03e-12, 1.29e-11, 4.09e-07, 7.93e-07, 7.80e-07, 2.50e-09, 5.25e-10, 9.28e-12, 7.95e-11, 5.53e-09, 9.80e-11, 3.39e-14, 3.06e-09, 3.69e-11]    []  
307700    [5.53e-07, 9.11e-07, 6.69e-07, 4.47e-07, 8.06e-07, 4.39e-07, 3.33e-07, 2.59e-07, 5.10e-09, 2.35e-06, 1.49e-06, 6.40e-06, 1.09e-05, 5.99e-06, 3.06e-11, 2.49e-09, 7.48e-08, 6.72e-08, 0.00e+00, 0.00e+00, 7.23e-07, 9.37e-09]    [5.53e-07, 9.11e-07, 6.69e-07, 4.47e-07, 8.06e-07, 4.39e-07, 3.33e-07, 2.59e-07, 5.10e-09, 2.35e-06, 1.49e-06, 6.40e-06, 1.09e-05, 5.99e-06, 3.06e-11, 2.49e-09, 7.48e-08, 6.72e-08, 0.00e+00, 0.00e+00, 7.23e-07, 9.37e-09]    []  
307800    [2.48e-07, 6.10e-07, 5.26e-07, 2.63e-07, 6.38e-07, 5.60e-07, 2.08e-07, 2.13e-09, 3.06e-13, 3.79e-12, 4.48e-07, 8.26e-07, 8.38e-07, 2.86e-09, 3.63e-09, 2.03e-11, 1.18e-10, 7.24e-09, 7.84e-11, 1.67e-15, 4.08e-09, 4.39e-11]    [2.48e-07, 6.10e-07, 5.26e-07, 2.63e-07, 6.38e-07, 5.60e-07, 2.08e-07, 2.13e-09, 3.06e-13, 3.79e-12, 4.48e-07, 8.26e-07, 8.38e-07, 2.86e-09, 3.63e-09, 2.03e-11, 1.18e-10, 7.24e-09, 7.84e-11, 1.67e-15, 4.08e-09, 4.39e-11]    []  
307900    [8.46e-06, 6.96e-06, 3.19e-06, 9.33e-06, 2.67e-06, 3.94e-06, 2.25e-06, 1.45e-04, 2.22e-07, 7.23e-06, 1.78e-05, 1.70e-04, 5.51e-05, 2.89e-04, 7.39e-10, 0.00e+00, 4.61e-07, 0.00e+00, 0.00e+00, 2.64e-07, 1.92e-04, 1.15e-06]    [8.46e-06, 6.96e-06, 3.19e-06, 9.33e-06, 2.67e-06, 3.94e-06, 2.25e-06, 1.45e-04, 2.22e-07, 7.23e-06, 1.78e-05, 1.70e-04, 5.51e-05, 2.89e-04, 7.39e-10, 0.00e+00, 4.61e-07, 0.00e+00, 0.00e+00, 2.64e-07, 1.92e-04, 1.15e-06]    []  
308000    [3.16e-07, 6.73e-07, 5.97e-07, 2.97e-07, 6.79e-07, 5.25e-07, 1.94e-07, 3.48e-09, 2.70e-10, 6.43e-10, 4.76e-07, 8.81e-07, 8.94e-07, 2.28e-08, 3.31e-10, 0.00e+00, 2.97e-10, 8.68e-09, 3.14e-12, 1.37e-11, 8.76e-09, 8.16e-11]    [3.16e-07, 6.73e-07, 5.97e-07, 2.97e-07, 6.79e-07, 5.25e-07, 1.94e-07, 3.48e-09, 2.70e-10, 6.43e-10, 4.76e-07, 8.81e-07, 8.94e-07, 2.28e-08, 3.31e-10, 0.00e+00, 2.97e-10, 8.68e-09, 3.14e-12, 1.37e-11, 8.76e-09, 8.16e-11]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 41.012423 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
308000    [3.16e-07, 6.73e-07, 5.97e-07, 2.97e-07, 6.79e-07, 5.25e-07, 1.94e-07, 3.48e-09, 2.70e-10, 6.43e-10, 4.76e-07, 8.81e-07, 8.94e-07, 2.28e-08, 3.31e-10, 0.00e+00, 2.97e-10, 8.68e-09, 3.14e-12, 1.37e-11, 8.76e-09, 8.16e-11]    [3.16e-07, 6.73e-07, 5.97e-07, 2.97e-07, 6.79e-07, 5.25e-07, 1.94e-07, 3.48e-09, 2.70e-10, 6.43e-10, 4.76e-07, 8.81e-07, 8.94e-07, 2.28e-08, 3.31e-10, 0.00e+00, 2.97e-10, 8.68e-09, 3.14e-12, 1.37e-11, 8.76e-09, 8.16e-11]    []  
308100    [4.41e-07, 5.61e-07, 5.16e-07, 2.74e-07, 5.65e-07, 5.27e-07, 1.42e-07, 5.51e-10, 2.34e-09, 2.15e-07, 7.06e-07, 1.63e-06, 3.25e-06, 7.32e-06, 6.59e-08, 3.23e-08, 2.49e-08, 3.79e-08, 3.87e-10, 2.59e-10, 4.37e-09, 1.75e-09]    [4.41e-07, 5.61e-07, 5.16e-07, 2.74e-07, 5.65e-07, 5.27e-07, 1.42e-07, 5.51e-10, 2.34e-09, 2.15e-07, 7.06e-07, 1.63e-06, 3.25e-06, 7.32e-06, 6.59e-08, 3.23e-08, 2.49e-08, 3.79e-08, 3.87e-10, 2.59e-10, 4.37e-09, 1.75e-09]    []  
308200    [2.74e-07, 7.32e-07, 5.68e-07, 2.94e-07, 7.06e-07, 5.26e-07, 4.85e-07, 1.23e-08, 7.30e-08, 3.79e-11, 5.89e-07, 1.16e-06, 1.68e-06, 9.79e-07, 4.12e-10, 0.00e+00, 0.00e+00, 2.54e-10, 3.11e-12, 0.00e+00, 2.15e-08, 1.24e-07]    [2.74e-07, 7.32e-07, 5.68e-07, 2.94e-07, 7.06e-07, 5.26e-07, 4.85e-07, 1.23e-08, 7.30e-08, 3.79e-11, 5.89e-07, 1.16e-06, 1.68e-06, 9.79e-07, 4.12e-10, 0.00e+00, 0.00e+00, 2.54e-10, 3.11e-12, 0.00e+00, 2.15e-08, 1.24e-07]    []  
308300    [2.67e-07, 5.85e-07, 5.03e-07, 2.65e-07, 5.68e-07, 5.59e-07, 2.68e-07, 9.22e-11, 8.12e-11, 4.60e-10, 4.52e-07, 7.41e-07, 7.07e-07, 2.27e-08, 2.65e-09, 5.63e-12, 1.03e-10, 2.30e-09, 2.92e-10, 2.56e-11, 2.70e-09, 2.23e-10]    [2.67e-07, 5.85e-07, 5.03e-07, 2.65e-07, 5.68e-07, 5.59e-07, 2.68e-07, 9.22e-11, 8.12e-11, 4.60e-10, 4.52e-07, 7.41e-07, 7.07e-07, 2.27e-08, 2.65e-09, 5.63e-12, 1.03e-10, 2.30e-09, 2.92e-10, 2.56e-11, 2.70e-09, 2.23e-10]    []  
308400    [5.07e-07, 7.82e-07, 6.52e-07, 2.95e-07, 8.65e-07, 5.18e-07, 2.76e-07, 3.07e-09, 1.31e-08, 2.49e-07, 5.48e-07, 1.54e-06, 1.98e-06, 1.21e-06, 4.48e-08, 3.91e-08, 1.44e-08, 1.26e-08, 2.68e-11, 0.00e+00, 1.21e-08, 1.19e-08]    [5.07e-07, 7.82e-07, 6.52e-07, 2.95e-07, 8.65e-07, 5.18e-07, 2.76e-07, 3.07e-09, 1.31e-08, 2.49e-07, 5.48e-07, 1.54e-06, 1.98e-06, 1.21e-06, 4.48e-08, 3.91e-08, 1.44e-08, 1.26e-08, 2.68e-11, 0.00e+00, 1.21e-08, 1.19e-08]    []  
308500    [2.70e-07, 6.31e-07, 5.28e-07, 2.83e-07, 6.46e-07, 5.51e-07, 1.88e-07, 9.60e-11, 2.29e-12, 1.25e-12, 4.80e-07, 7.53e-07, 7.30e-07, 3.38e-09, 5.72e-09, 5.76e-11, 5.61e-11, 3.69e-09, 3.25e-10, 8.56e-13, 3.07e-09, 4.19e-11]    [2.70e-07, 6.31e-07, 5.28e-07, 2.83e-07, 6.46e-07, 5.51e-07, 1.88e-07, 9.60e-11, 2.29e-12, 1.25e-12, 4.80e-07, 7.53e-07, 7.30e-07, 3.38e-09, 5.72e-09, 5.76e-11, 5.61e-11, 3.69e-09, 3.25e-10, 8.56e-13, 3.07e-09, 4.19e-11]    []  
308600    [1.47e-06, 2.23e-06, 1.48e-06, 2.06e-06, 2.87e-06, 2.90e-06, 1.59e-06, 2.74e-05, 3.19e-08, 9.88e-09, 8.55e-05, 1.57e-04, 1.42e-04, 3.63e-04, 1.83e-07, 0.00e+00, 0.00e+00, 0.00e+00, 2.02e-06, 3.79e-08, 1.12e-05, 1.08e-07]    [1.47e-06, 2.23e-06, 1.48e-06, 2.06e-06, 2.87e-06, 2.90e-06, 1.59e-06, 2.74e-05, 3.19e-08, 9.88e-09, 8.55e-05, 1.57e-04, 1.42e-04, 3.63e-04, 1.83e-07, 0.00e+00, 0.00e+00, 0.00e+00, 2.02e-06, 3.79e-08, 1.12e-05, 1.08e-07]    []  
308700    [3.14e-07, 6.52e-07, 6.28e-07, 3.38e-07, 5.68e-07, 5.74e-07, 1.85e-07, 8.37e-10, 7.83e-11, 1.88e-09, 5.42e-07, 8.00e-07, 7.76e-07, 1.45e-08, 7.31e-10, 0.00e+00, 8.76e-12, 3.80e-09, 1.45e-10, 2.63e-12, 4.05e-09, 2.43e-11]    [3.14e-07, 6.52e-07, 6.28e-07, 3.38e-07, 5.68e-07, 5.74e-07, 1.85e-07, 8.37e-10, 7.83e-11, 1.88e-09, 5.42e-07, 8.00e-07, 7.76e-07, 1.45e-08, 7.31e-10, 0.00e+00, 8.76e-12, 3.80e-09, 1.45e-10, 2.63e-12, 4.05e-09, 2.43e-11]    []  
308800    [2.85e-07, 5.67e-07, 5.10e-07, 2.92e-07, 4.71e-07, 5.66e-07, 1.32e-07, 4.21e-10, 3.49e-10, 1.35e-09, 4.90e-07, 7.18e-07, 6.82e-07, 4.31e-08, 1.82e-09, 1.74e-10, 3.74e-10, 5.08e-09, 2.08e-10, 0.00e+00, 4.05e-09, 4.07e-10]    [2.85e-07, 5.67e-07, 5.10e-07, 2.92e-07, 4.71e-07, 5.66e-07, 1.32e-07, 4.21e-10, 3.49e-10, 1.35e-09, 4.90e-07, 7.18e-07, 6.82e-07, 4.31e-08, 1.82e-09, 1.74e-10, 3.74e-10, 5.08e-09, 2.08e-10, 0.00e+00, 4.05e-09, 4.07e-10]    []  
308900    [4.35e-07, 9.14e-07, 7.06e-07, 3.12e-07, 5.59e-07, 5.68e-07, 4.72e-07, 5.56e-08, 3.86e-07, 1.07e-07, 6.44e-07, 2.15e-06, 1.95e-06, 3.86e-06, 7.36e-11, 0.00e+00, 1.95e-09, 0.00e+00, 0.00e+00, 0.00e+00, 5.08e-08, 2.74e-07]    [4.35e-07, 9.14e-07, 7.06e-07, 3.12e-07, 5.59e-07, 5.68e-07, 4.72e-07, 5.56e-08, 3.86e-07, 1.07e-07, 6.44e-07, 2.15e-06, 1.95e-06, 3.86e-06, 7.36e-11, 0.00e+00, 1.95e-09, 0.00e+00, 0.00e+00, 0.00e+00, 5.08e-08, 2.74e-07]    []  
309000    [3.34e-07, 6.40e-07, 5.75e-07, 3.05e-07, 5.10e-07, 5.88e-07, 2.61e-07, 7.31e-10, 1.72e-09, 1.66e-11, 5.03e-07, 7.38e-07, 6.52e-07, 3.80e-09, 1.70e-09, 0.00e+00, 6.00e-11, 2.16e-09, 1.68e-10, 1.17e-10, 1.62e-09, 6.64e-10]    [3.34e-07, 6.40e-07, 5.75e-07, 3.05e-07, 5.10e-07, 5.88e-07, 2.61e-07, 7.31e-10, 1.72e-09, 1.66e-11, 5.03e-07, 7.38e-07, 6.52e-07, 3.80e-09, 1.70e-09, 0.00e+00, 6.00e-11, 2.16e-09, 1.68e-10, 1.17e-10, 1.62e-09, 6.64e-10]    []  
309100    [1.52e-04, 2.43e-05, 1.71e-05, 2.35e-05, 1.93e-05, 1.01e-05, 8.06e-06, 1.18e-06, 6.20e-08, 1.27e-04, 1.93e-04, 1.17e-03, 1.78e-03, 5.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.19e-06, 2.10e-07]    [1.52e-04, 2.43e-05, 1.71e-05, 2.35e-05, 1.93e-05, 1.01e-05, 8.06e-06, 1.18e-06, 6.20e-08, 1.27e-04, 1.93e-04, 1.17e-03, 1.78e-03, 5.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.19e-06, 2.10e-07]    []  
309200    [3.26e-07, 7.60e-07, 7.42e-07, 4.02e-07, 6.14e-07, 5.91e-07, 2.09e-07, 2.26e-09, 2.21e-11, 8.20e-09, 5.45e-07, 9.74e-07, 1.13e-06, 1.25e-07, 8.55e-10, 1.62e-09, 1.82e-09, 7.88e-09, 9.14e-11, 1.10e-12, 2.32e-09, 1.06e-11]    [3.26e-07, 7.60e-07, 7.42e-07, 4.02e-07, 6.14e-07, 5.91e-07, 2.09e-07, 2.26e-09, 2.21e-11, 8.20e-09, 5.45e-07, 9.74e-07, 1.13e-06, 1.25e-07, 8.55e-10, 1.62e-09, 1.82e-09, 7.88e-09, 9.14e-11, 1.10e-12, 2.32e-09, 1.06e-11]    []  
309300    [2.86e-07, 6.32e-07, 5.77e-07, 3.26e-07, 5.27e-07, 6.13e-07, 1.62e-07, 5.96e-10, 3.81e-12, 3.76e-13, 4.86e-07, 7.43e-07, 6.71e-07, 2.34e-09, 6.35e-10, 1.14e-11, 5.72e-11, 5.18e-09, 2.59e-10, 0.00e+00, 2.10e-09, 4.91e-11]    [2.86e-07, 6.32e-07, 5.77e-07, 3.26e-07, 5.27e-07, 6.13e-07, 1.62e-07, 5.96e-10, 3.81e-12, 3.76e-13, 4.86e-07, 7.43e-07, 6.71e-07, 2.34e-09, 6.35e-10, 1.14e-11, 5.72e-11, 5.18e-09, 2.59e-10, 0.00e+00, 2.10e-09, 4.91e-11]    []  
309400    [1.15e-06, 2.86e-06, 2.36e-06, 4.51e-06, 1.37e-06, 1.68e-06, 6.32e-07, 7.66e-06, 4.02e-07, 1.00e-07, 5.10e-06, 2.03e-05, 7.95e-05, 5.57e-05, 4.62e-08, 1.08e-13, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.48e-06, 4.73e-07]    [1.15e-06, 2.86e-06, 2.36e-06, 4.51e-06, 1.37e-06, 1.68e-06, 6.32e-07, 7.66e-06, 4.02e-07, 1.00e-07, 5.10e-06, 2.03e-05, 7.95e-05, 5.57e-05, 4.62e-08, 1.08e-13, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.48e-06, 4.73e-07]    []  
309500    [3.00e-07, 7.21e-07, 5.61e-07, 3.12e-07, 7.31e-07, 5.73e-07, 1.82e-07, 5.05e-10, 1.02e-11, 2.48e-11, 5.11e-07, 7.57e-07, 7.28e-07, 6.06e-09, 2.21e-08, 2.03e-10, 3.21e-11, 9.25e-09, 2.17e-10, 6.88e-14, 2.10e-09, 8.67e-12]    [3.00e-07, 7.21e-07, 5.61e-07, 3.12e-07, 7.31e-07, 5.73e-07, 1.82e-07, 5.05e-10, 1.02e-11, 2.48e-11, 5.11e-07, 7.57e-07, 7.28e-07, 6.06e-09, 2.21e-08, 2.03e-10, 3.21e-11, 9.25e-09, 2.17e-10, 6.88e-14, 2.10e-09, 8.67e-12]    []  
309600    [1.71e-05, 4.69e-06, 3.20e-06, 3.85e-06, 2.54e-06, 4.87e-06, 1.87e-06, 9.29e-05, 1.60e-05, 1.53e-05, 6.61e-05, 1.89e-04, 7.01e-05, 6.35e-04, 1.40e-05, 9.84e-06, 3.24e-06, 3.85e-06, 3.27e-05, 4.16e-06, 1.47e-04, 1.95e-05]    [1.71e-05, 4.69e-06, 3.20e-06, 3.85e-06, 2.54e-06, 4.87e-06, 1.87e-06, 9.29e-05, 1.60e-05, 1.53e-05, 6.61e-05, 1.89e-04, 7.01e-05, 6.35e-04, 1.40e-05, 9.84e-06, 3.24e-06, 3.85e-06, 3.27e-05, 4.16e-06, 1.47e-04, 1.95e-05]    []  
309700    [3.18e-07, 6.89e-07, 5.10e-07, 3.00e-07, 6.58e-07, 5.53e-07, 2.59e-07, 4.53e-09, 1.09e-09, 1.24e-09, 5.03e-07, 7.01e-07, 6.47e-07, 3.27e-08, 6.73e-09, 0.00e+00, 0.00e+00, 3.00e-09, 8.14e-10, 9.15e-11, 4.68e-09, 5.20e-10]    [3.18e-07, 6.89e-07, 5.10e-07, 3.00e-07, 6.58e-07, 5.53e-07, 2.59e-07, 4.53e-09, 1.09e-09, 1.24e-09, 5.03e-07, 7.01e-07, 6.47e-07, 3.27e-08, 6.73e-09, 0.00e+00, 0.00e+00, 3.00e-09, 8.14e-10, 9.15e-11, 4.68e-09, 5.20e-10]    []  
309800    [3.46e-06, 1.20e-06, 9.10e-07, 1.12e-06, 8.15e-07, 1.25e-06, 7.41e-07, 1.76e-07, 1.21e-08, 5.31e-07, 6.19e-06, 3.57e-05, 1.06e-05, 3.62e-05, 6.37e-13, 0.00e+00, 5.21e-09, 0.00e+00, 0.00e+00, 6.11e-10, 1.69e-07, 3.55e-09]    [3.46e-06, 1.20e-06, 9.10e-07, 1.12e-06, 8.15e-07, 1.25e-06, 7.41e-07, 1.76e-07, 1.21e-08, 5.31e-07, 6.19e-06, 3.57e-05, 1.06e-05, 3.62e-05, 6.37e-13, 0.00e+00, 5.21e-09, 0.00e+00, 0.00e+00, 6.11e-10, 1.69e-07, 3.55e-09]    []  
309900    [3.43e-07, 7.02e-07, 6.39e-07, 4.01e-07, 5.25e-07, 6.32e-07, 1.64e-07, 3.92e-11, 1.25e-11, 2.14e-10, 5.58e-07, 7.57e-07, 6.77e-07, 5.05e-09, 3.11e-10, 1.23e-11, 3.04e-10, 1.98e-09, 1.16e-10, 0.00e+00, 1.62e-09, 9.64e-11]    [3.43e-07, 7.02e-07, 6.39e-07, 4.01e-07, 5.25e-07, 6.32e-07, 1.64e-07, 3.92e-11, 1.25e-11, 2.14e-10, 5.58e-07, 7.57e-07, 6.77e-07, 5.05e-09, 3.11e-10, 1.23e-11, 3.04e-10, 1.98e-09, 1.16e-10, 0.00e+00, 1.62e-09, 9.64e-11]    []  
310000    [5.75e-07, 6.21e-07, 5.67e-07, 3.51e-07, 4.75e-07, 5.96e-07, 1.21e-07, 1.97e-08, 1.56e-10, 4.20e-07, 9.36e-07, 2.35e-06, 3.94e-06, 1.27e-05, 1.25e-07, 6.54e-08, 4.33e-08, 6.18e-08, 2.97e-09, 2.00e-11, 1.77e-08, 1.23e-10]    [5.75e-07, 6.21e-07, 5.67e-07, 3.51e-07, 4.75e-07, 5.96e-07, 1.21e-07, 1.97e-08, 1.56e-10, 4.20e-07, 9.36e-07, 2.35e-06, 3.94e-06, 1.27e-05, 1.25e-07, 6.54e-08, 4.33e-08, 6.18e-08, 2.97e-09, 2.00e-11, 1.77e-08, 1.23e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 40.350118 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
310000    [5.75e-07, 6.21e-07, 5.67e-07, 3.51e-07, 4.75e-07, 5.96e-07, 1.21e-07, 1.97e-08, 1.56e-10, 4.20e-07, 9.36e-07, 2.35e-06, 3.94e-06, 1.27e-05, 1.25e-07, 6.54e-08, 4.33e-08, 6.18e-08, 2.97e-09, 2.00e-11, 1.77e-08, 1.23e-10]    [5.75e-07, 6.21e-07, 5.67e-07, 3.51e-07, 4.75e-07, 5.96e-07, 1.21e-07, 1.97e-08, 1.56e-10, 4.20e-07, 9.36e-07, 2.35e-06, 3.94e-06, 1.27e-05, 1.25e-07, 6.54e-08, 4.33e-08, 6.18e-08, 2.97e-09, 2.00e-11, 1.77e-08, 1.23e-10]    []  
310100    [3.72e-07, 8.90e-07, 6.11e-07, 3.62e-07, 7.30e-07, 5.18e-07, 1.78e-07, 3.23e-08, 1.25e-07, 4.67e-09, 5.86e-07, 1.03e-06, 8.93e-07, 3.75e-07, 9.96e-09, 5.92e-11, 2.94e-10, 6.80e-09, 1.80e-13, 0.00e+00, 2.01e-08, 1.23e-07]    [3.72e-07, 8.90e-07, 6.11e-07, 3.62e-07, 7.30e-07, 5.18e-07, 1.78e-07, 3.23e-08, 1.25e-07, 4.67e-09, 5.86e-07, 1.03e-06, 8.93e-07, 3.75e-07, 9.96e-09, 5.92e-11, 2.94e-10, 6.80e-09, 1.80e-13, 0.00e+00, 2.01e-08, 1.23e-07]    []  
310200    [3.14e-07, 7.21e-07, 4.88e-07, 2.88e-07, 6.01e-07, 6.28e-07, 5.32e-07, 1.85e-09, 1.08e-05, 7.24e-09, 5.16e-07, 7.13e-07, 5.66e-07, 1.89e-08, 4.51e-09, 0.00e+00, 3.78e-12, 1.65e-09, 2.11e-11, 0.00e+00, 9.51e-09, 3.70e-06]    [3.14e-07, 7.21e-07, 4.88e-07, 2.88e-07, 6.01e-07, 6.28e-07, 5.32e-07, 1.85e-09, 1.08e-05, 7.24e-09, 5.16e-07, 7.13e-07, 5.66e-07, 1.89e-08, 4.51e-09, 0.00e+00, 3.78e-12, 1.65e-09, 2.11e-11, 0.00e+00, 9.51e-09, 3.70e-06]    []  
310300    [6.12e-07, 1.22e-06, 7.61e-07, 7.52e-07, 8.54e-07, 6.49e-07, 2.38e-07, 4.16e-07, 1.20e-07, 3.97e-09, 4.33e-06, 2.30e-06, 2.15e-06, 4.71e-06, 1.26e-08, 1.32e-08, 5.15e-08, 2.92e-09, 1.01e-07, 2.95e-08, 6.46e-07, 1.69e-07]    [6.12e-07, 1.22e-06, 7.61e-07, 7.52e-07, 8.54e-07, 6.49e-07, 2.38e-07, 4.16e-07, 1.20e-07, 3.97e-09, 4.33e-06, 2.30e-06, 2.15e-06, 4.71e-06, 1.26e-08, 1.32e-08, 5.15e-08, 2.92e-09, 1.01e-07, 2.95e-08, 6.46e-07, 1.69e-07]    []  
310400    [3.21e-07, 7.27e-07, 5.34e-07, 3.22e-07, 6.13e-07, 6.04e-07, 1.52e-07, 5.06e-10, 3.12e-10, 7.25e-12, 5.43e-07, 6.86e-07, 5.81e-07, 4.80e-09, 1.64e-08, 4.65e-11, 4.55e-11, 2.82e-09, 2.89e-10, 1.50e-11, 2.32e-09, 1.01e-10]    [3.21e-07, 7.27e-07, 5.34e-07, 3.22e-07, 6.13e-07, 6.04e-07, 1.52e-07, 5.06e-10, 3.12e-10, 7.25e-12, 5.43e-07, 6.86e-07, 5.81e-07, 4.80e-09, 1.64e-08, 4.65e-11, 4.55e-11, 2.82e-09, 2.89e-10, 1.50e-11, 2.32e-09, 1.01e-10]    []  
310500    [1.59e-06, 1.76e-06, 9.65e-07, 1.20e-06, 9.85e-07, 8.05e-07, 5.12e-07, 4.86e-07, 3.61e-07, 2.47e-05, 6.86e-05, 1.67e-05, 2.66e-05, 3.72e-05, 3.22e-07, 0.00e+00, 2.72e-08, 0.00e+00, 0.00e+00, 0.00e+00, 8.46e-08, 7.52e-07]    [1.59e-06, 1.76e-06, 9.65e-07, 1.20e-06, 9.85e-07, 8.05e-07, 5.12e-07, 4.86e-07, 3.61e-07, 2.47e-05, 6.86e-05, 1.67e-05, 2.66e-05, 3.72e-05, 3.22e-07, 0.00e+00, 2.72e-08, 0.00e+00, 0.00e+00, 0.00e+00, 8.46e-08, 7.52e-07]    []  
310600    [3.47e-07, 7.57e-07, 6.11e-07, 3.90e-07, 5.29e-07, 6.35e-07, 1.25e-07, 1.83e-09, 3.33e-09, 3.92e-10, 5.79e-07, 7.33e-07, 6.12e-07, 8.24e-09, 6.07e-09, 2.84e-11, 5.19e-11, 3.48e-09, 6.34e-11, 0.00e+00, 4.21e-09, 3.57e-09]    [3.47e-07, 7.57e-07, 6.11e-07, 3.90e-07, 5.29e-07, 6.35e-07, 1.25e-07, 1.83e-09, 3.33e-09, 3.92e-10, 5.79e-07, 7.33e-07, 6.12e-07, 8.24e-09, 6.07e-09, 2.84e-11, 5.19e-11, 3.48e-09, 6.34e-11, 0.00e+00, 4.21e-09, 3.57e-09]    []  
310700    [4.30e-07, 8.81e-07, 5.65e-07, 4.32e-07, 4.28e-07, 4.94e-07, 4.34e-07, 7.22e-07, 3.56e-10, 5.40e-08, 6.91e-07, 1.23e-06, 1.20e-06, 6.74e-07, 6.67e-08, 0.00e+00, 8.68e-10, 8.60e-09, 1.11e-07, 0.00e+00, 7.15e-07, 3.65e-08]    [4.30e-07, 8.81e-07, 5.65e-07, 4.32e-07, 4.28e-07, 4.94e-07, 4.34e-07, 7.22e-07, 3.56e-10, 5.40e-08, 6.91e-07, 1.23e-06, 1.20e-06, 6.74e-07, 6.67e-08, 0.00e+00, 8.68e-10, 8.60e-09, 1.11e-07, 0.00e+00, 7.15e-07, 3.65e-08]    []  
310800    [1.11e-05, 4.48e-06, 1.49e-06, 3.31e-06, 1.49e-06, 3.09e-06, 6.54e-07, 5.28e-05, 1.77e-08, 1.64e-05, 1.88e-05, 1.13e-04, 1.80e-04, 6.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.94e-05, 4.05e-08]    [1.11e-05, 4.48e-06, 1.49e-06, 3.31e-06, 1.49e-06, 3.09e-06, 6.54e-07, 5.28e-05, 1.77e-08, 1.64e-05, 1.88e-05, 1.13e-04, 1.80e-04, 6.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.94e-05, 4.05e-08]    []  
310900    [6.83e-07, 2.04e-06, 1.05e-06, 1.09e-06, 1.45e-06, 1.33e-06, 6.99e-07, 3.48e-05, 5.72e-08, 1.82e-06, 3.38e-06, 3.60e-05, 1.93e-05, 8.89e-05, 1.96e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.79e-05, 1.22e-07]    [6.83e-07, 2.04e-06, 1.05e-06, 1.09e-06, 1.45e-06, 1.33e-06, 6.99e-07, 3.48e-05, 5.72e-08, 1.82e-06, 3.38e-06, 3.60e-05, 1.93e-05, 8.89e-05, 1.96e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.79e-05, 1.22e-07]    []  
311000    [3.55e-07, 7.70e-07, 5.43e-07, 3.29e-07, 6.66e-07, 5.85e-07, 1.42e-07, 1.05e-10, 4.41e-09, 3.82e-10, 5.87e-07, 7.13e-07, 6.07e-07, 1.99e-08, 1.81e-08, 4.21e-11, 2.45e-11, 3.79e-09, 5.58e-11, 1.22e-11, 4.09e-09, 1.24e-10]    [3.55e-07, 7.70e-07, 5.43e-07, 3.29e-07, 6.66e-07, 5.85e-07, 1.42e-07, 1.05e-10, 4.41e-09, 3.82e-10, 5.87e-07, 7.13e-07, 6.07e-07, 1.99e-08, 1.81e-08, 4.21e-11, 2.45e-11, 3.79e-09, 5.58e-11, 1.22e-11, 4.09e-09, 1.24e-10]    []  
311100    [5.75e-07, 1.13e-06, 8.10e-07, 5.02e-07, 6.68e-07, 5.58e-07, 1.66e-07, 2.48e-07, 3.97e-07, 3.21e-07, 4.54e-06, 3.01e-06, 6.35e-06, 2.71e-06, 6.66e-08, 0.00e+00, 3.89e-08, 0.00e+00, 1.47e-09, 3.74e-08, 7.58e-09, 1.88e-07]    [5.75e-07, 1.13e-06, 8.10e-07, 5.02e-07, 6.68e-07, 5.58e-07, 1.66e-07, 2.48e-07, 3.97e-07, 3.21e-07, 4.54e-06, 3.01e-06, 6.35e-06, 2.71e-06, 6.66e-08, 0.00e+00, 3.89e-08, 0.00e+00, 1.47e-09, 3.74e-08, 7.58e-09, 1.88e-07]    []  
311200    [3.30e-07, 8.34e-07, 4.95e-07, 3.13e-07, 6.88e-07, 6.02e-07, 3.63e-07, 8.96e-06, 1.87e-06, 5.27e-09, 1.06e-06, 1.09e-06, 1.57e-06, 1.61e-07, 9.20e-09, 6.85e-11, 8.27e-10, 3.90e-09, 1.15e-06, 0.00e+00, 6.59e-06, 1.61e-05]    [3.30e-07, 8.34e-07, 4.95e-07, 3.13e-07, 6.88e-07, 6.02e-07, 3.63e-07, 8.96e-06, 1.87e-06, 5.27e-09, 1.06e-06, 1.09e-06, 1.57e-06, 1.61e-07, 9.20e-09, 6.85e-11, 8.27e-10, 3.90e-09, 1.15e-06, 0.00e+00, 6.59e-06, 1.61e-05]    []  
311300    [5.41e-07, 8.19e-07, 5.98e-07, 3.70e-07, 6.84e-07, 5.41e-07, 1.91e-07, 7.80e-08, 2.80e-08, 9.27e-08, 1.03e-06, 1.53e-06, 3.86e-06, 4.04e-06, 9.31e-08, 3.65e-08, 6.51e-09, 1.35e-08, 2.77e-10, 3.30e-09, 5.88e-09, 2.19e-08]    [5.41e-07, 8.19e-07, 5.98e-07, 3.70e-07, 6.84e-07, 5.41e-07, 1.91e-07, 7.80e-08, 2.80e-08, 9.27e-08, 1.03e-06, 1.53e-06, 3.86e-06, 4.04e-06, 9.31e-08, 3.65e-08, 6.51e-09, 1.35e-08, 2.77e-10, 3.30e-09, 5.88e-09, 2.19e-08]    []  
311400    [1.61e-06, 2.41e-06, 1.23e-06, 1.44e-06, 1.33e-06, 1.13e-06, 7.95e-07, 2.64e-06, 1.50e-07, 2.52e-05, 2.30e-05, 4.95e-05, 3.08e-05, 3.58e-05, 4.88e-06, 1.15e-09, 1.00e-07, 0.00e+00, 0.00e+00, 1.89e-09, 5.00e-07, 9.47e-09]    [1.61e-06, 2.41e-06, 1.23e-06, 1.44e-06, 1.33e-06, 1.13e-06, 7.95e-07, 2.64e-06, 1.50e-07, 2.52e-05, 2.30e-05, 4.95e-05, 3.08e-05, 3.58e-05, 4.88e-06, 1.15e-09, 1.00e-07, 0.00e+00, 0.00e+00, 1.89e-09, 5.00e-07, 9.47e-09]    []  
311500    [3.85e-07, 9.22e-07, 6.91e-07, 4.57e-07, 6.86e-07, 6.53e-07, 7.47e-08, 3.12e-09, 4.26e-10, 3.96e-10, 6.11e-07, 7.68e-07, 5.74e-07, 2.65e-08, 4.50e-08, 8.14e-10, 8.21e-10, 3.52e-09, 2.96e-11, 3.46e-11, 5.72e-09, 2.15e-10]    [3.85e-07, 9.22e-07, 6.91e-07, 4.57e-07, 6.86e-07, 6.53e-07, 7.47e-08, 3.12e-09, 4.26e-10, 3.96e-10, 6.11e-07, 7.68e-07, 5.74e-07, 2.65e-08, 4.50e-08, 8.14e-10, 8.21e-10, 3.52e-09, 2.96e-11, 3.46e-11, 5.72e-09, 2.15e-10]    []  
311600    [2.30e-06, 5.49e-06, 2.64e-06, 9.94e-06, 2.98e-06, 3.01e-06, 1.59e-06, 7.93e-05, 4.34e-04, 9.46e-06, 4.69e-05, 1.34e-04, 4.22e-04, 1.04e-03, 2.07e-09, 7.33e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.82e-05, 7.04e-05, 1.97e-04]    [2.30e-06, 5.49e-06, 2.64e-06, 9.94e-06, 2.98e-06, 3.01e-06, 1.59e-06, 7.93e-05, 4.34e-04, 9.46e-06, 4.69e-05, 1.34e-04, 4.22e-04, 1.04e-03, 2.07e-09, 7.33e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.82e-05, 7.04e-05, 1.97e-04]    []  
311700    [4.61e-07, 1.47e-06, 1.18e-06, 7.61e-07, 8.20e-07, 9.31e-07, 5.99e-07, 1.04e-12, 2.16e-10, 1.35e-08, 9.17e-07, 1.07e-06, 1.21e-06, 6.89e-08, 1.09e-07, 1.28e-12, 3.37e-08, 1.20e-10, 1.19e-11, 0.00e+00, 5.66e-09, 4.65e-09]    [4.61e-07, 1.47e-06, 1.18e-06, 7.61e-07, 8.20e-07, 9.31e-07, 5.99e-07, 1.04e-12, 2.16e-10, 1.35e-08, 9.17e-07, 1.07e-06, 1.21e-06, 6.89e-08, 1.09e-07, 1.28e-12, 3.37e-08, 1.20e-10, 1.19e-11, 0.00e+00, 5.66e-09, 4.65e-09]    []  
311800    [3.90e-07, 1.17e-06, 9.32e-07, 5.06e-07, 6.65e-07, 8.50e-07, 3.15e-07, 1.26e-11, 1.28e-11, 2.00e-12, 8.39e-07, 8.53e-07, 6.88e-07, 2.88e-08, 1.07e-07, 9.39e-10, 9.03e-09, 9.60e-10, 1.29e-10, 9.59e-12, 4.35e-09, 4.85e-10]    [3.90e-07, 1.17e-06, 9.32e-07, 5.06e-07, 6.65e-07, 8.50e-07, 3.15e-07, 1.26e-11, 1.28e-11, 2.00e-12, 8.39e-07, 8.53e-07, 6.88e-07, 2.88e-08, 1.07e-07, 9.39e-10, 9.03e-09, 9.60e-10, 1.29e-10, 9.59e-12, 4.35e-09, 4.85e-10]    []  
311900    [5.85e-07, 1.88e-06, 1.04e-06, 6.41e-07, 8.17e-07, 1.01e-06, 2.87e-07, 6.36e-09, 2.32e-08, 1.13e-07, 3.13e-06, 2.37e-06, 4.89e-06, 2.49e-06, 4.30e-07, 4.97e-09, 3.29e-08, 0.00e+00, 3.10e-11, 3.05e-09, 9.55e-09, 1.97e-08]    [5.85e-07, 1.88e-06, 1.04e-06, 6.41e-07, 8.17e-07, 1.01e-06, 2.87e-07, 6.36e-09, 2.32e-08, 1.13e-07, 3.13e-06, 2.37e-06, 4.89e-06, 2.49e-06, 4.30e-07, 4.97e-09, 3.29e-08, 0.00e+00, 3.10e-11, 3.05e-09, 9.55e-09, 1.97e-08]    []  
312000    [4.32e-07, 1.35e-06, 1.03e-06, 3.89e-07, 7.20e-07, 9.92e-07, 1.70e-07, 3.48e-13, 7.39e-13, 2.13e-11, 6.58e-07, 7.63e-07, 5.08e-07, 8.82e-09, 1.79e-07, 3.20e-09, 3.26e-09, 4.08e-10, 2.66e-10, 4.23e-12, 4.88e-09, 1.54e-10]    [4.32e-07, 1.35e-06, 1.03e-06, 3.89e-07, 7.20e-07, 9.92e-07, 1.70e-07, 3.48e-13, 7.39e-13, 2.13e-11, 6.58e-07, 7.63e-07, 5.08e-07, 8.82e-09, 1.79e-07, 3.20e-09, 3.26e-09, 4.08e-10, 2.66e-10, 4.23e-12, 4.88e-09, 1.54e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 39.795081 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
312000    [4.32e-07, 1.35e-06, 1.03e-06, 3.89e-07, 7.20e-07, 9.92e-07, 1.70e-07, 3.48e-13, 7.39e-13, 2.13e-11, 6.58e-07, 7.63e-07, 5.08e-07, 8.82e-09, 1.79e-07, 3.20e-09, 3.26e-09, 4.08e-10, 2.66e-10, 4.23e-12, 4.88e-09, 1.54e-10]    [4.32e-07, 1.35e-06, 1.03e-06, 3.89e-07, 7.20e-07, 9.92e-07, 1.70e-07, 3.48e-13, 7.39e-13, 2.13e-11, 6.58e-07, 7.63e-07, 5.08e-07, 8.82e-09, 1.79e-07, 3.20e-09, 3.26e-09, 4.08e-10, 2.66e-10, 4.23e-12, 4.88e-09, 1.54e-10]    []  
312100    [5.37e-05, 1.47e-05, 5.69e-06, 1.29e-05, 8.16e-06, 8.20e-06, 3.50e-06, 2.94e-05, 2.51e-06, 4.55e-05, 1.60e-04, 6.79e-04, 5.32e-04, 2.76e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.89e-06, 2.61e-07, 1.05e-05, 1.39e-06]    [5.37e-05, 1.47e-05, 5.69e-06, 1.29e-05, 8.16e-06, 8.20e-06, 3.50e-06, 2.94e-05, 2.51e-06, 4.55e-05, 1.60e-04, 6.79e-04, 5.32e-04, 2.76e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.89e-06, 2.61e-07, 1.05e-05, 1.39e-06]    []  
312200    [4.86e-07, 1.30e-06, 9.63e-07, 4.71e-07, 6.73e-07, 9.52e-07, 1.41e-07, 1.70e-08, 1.56e-04, 4.18e-08, 7.35e-07, 8.51e-07, 6.83e-07, 4.09e-08, 9.03e-08, 2.28e-09, 2.90e-09, 8.85e-10, 6.86e-10, 0.00e+00, 4.22e-09, 1.70e-04]    [4.86e-07, 1.30e-06, 9.63e-07, 4.71e-07, 6.73e-07, 9.52e-07, 1.41e-07, 1.70e-08, 1.56e-04, 4.18e-08, 7.35e-07, 8.51e-07, 6.83e-07, 4.09e-08, 9.03e-08, 2.28e-09, 2.90e-09, 8.85e-10, 6.86e-10, 0.00e+00, 4.22e-09, 1.70e-04]    []  
312300    [3.87e-07, 1.06e-06, 7.45e-07, 3.39e-07, 5.90e-07, 9.09e-07, 2.38e-07, 5.28e-13, 9.72e-09, 1.02e-08, 5.96e-07, 7.58e-07, 5.61e-07, 3.14e-07, 1.11e-07, 4.28e-09, 4.22e-10, 2.79e-09, 3.24e-10, 0.00e+00, 4.28e-09, 5.93e-08]    [3.87e-07, 1.06e-06, 7.45e-07, 3.39e-07, 5.90e-07, 9.09e-07, 2.38e-07, 5.28e-13, 9.72e-09, 1.02e-08, 5.96e-07, 7.58e-07, 5.61e-07, 3.14e-07, 1.11e-07, 4.28e-09, 4.22e-10, 2.79e-09, 3.24e-10, 0.00e+00, 4.28e-09, 5.93e-08]    []  
312400    [6.41e-07, 1.55e-06, 8.73e-07, 4.24e-07, 8.57e-07, 7.94e-07, 8.04e-08, 3.96e-06, 5.13e-09, 8.85e-09, 1.08e-06, 8.13e-07, 8.95e-07, 3.85e-07, 9.98e-08, 1.31e-09, 5.52e-09, 1.97e-08, 4.51e-07, 0.00e+00, 2.65e-06, 6.78e-09]    [6.41e-07, 1.55e-06, 8.73e-07, 4.24e-07, 8.57e-07, 7.94e-07, 8.04e-08, 3.96e-06, 5.13e-09, 8.85e-09, 1.08e-06, 8.13e-07, 8.95e-07, 3.85e-07, 9.98e-08, 1.31e-09, 5.52e-09, 1.97e-08, 4.51e-07, 0.00e+00, 2.65e-06, 6.78e-09]    []  
312500    [4.48e-07, 1.10e-06, 7.69e-07, 3.19e-07, 7.34e-07, 8.34e-07, 6.75e-08, 7.28e-10, 2.81e-10, 1.08e-12, 6.80e-07, 6.57e-07, 4.43e-07, 5.87e-09, 7.42e-08, 6.82e-10, 0.00e+00, 1.69e-09, 2.80e-11, 1.03e-10, 4.62e-09, 6.27e-10]    [4.48e-07, 1.10e-06, 7.69e-07, 3.19e-07, 7.34e-07, 8.34e-07, 6.75e-08, 7.28e-10, 2.81e-10, 1.08e-12, 6.80e-07, 6.57e-07, 4.43e-07, 5.87e-09, 7.42e-08, 6.82e-10, 0.00e+00, 1.69e-09, 2.80e-11, 1.03e-10, 4.62e-09, 6.27e-10]    []  
312600    [1.69e-04, 5.70e-05, 1.69e-05, 3.78e-05, 1.28e-05, 3.81e-05, 7.92e-06, 1.57e-06, 8.97e-06, 2.60e-04, 3.05e-04, 2.01e-03, 1.47e-03, 1.01e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.65e-06, 8.94e-06]    [1.69e-04, 5.70e-05, 1.69e-05, 3.78e-05, 1.28e-05, 3.81e-05, 7.92e-06, 1.57e-06, 8.97e-06, 2.60e-04, 3.05e-04, 2.01e-03, 1.47e-03, 1.01e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.65e-06, 8.94e-06]    []  
312700    [5.05e-07, 1.15e-06, 8.71e-07, 4.95e-07, 5.48e-07, 7.87e-07, 9.90e-08, 1.10e-09, 1.19e-09, 6.18e-11, 7.91e-07, 1.01e-06, 7.66e-07, 2.55e-07, 6.66e-08, 1.76e-09, 2.62e-09, 1.43e-09, 2.18e-10, 2.99e-10, 3.90e-09, 2.01e-09]    [5.05e-07, 1.15e-06, 8.71e-07, 4.95e-07, 5.48e-07, 7.87e-07, 9.90e-08, 1.10e-09, 1.19e-09, 6.18e-11, 7.91e-07, 1.01e-06, 7.66e-07, 2.55e-07, 6.66e-08, 1.76e-09, 2.62e-09, 1.43e-09, 2.18e-10, 2.99e-10, 3.90e-09, 2.01e-09]    []  
312800    [3.89e-07, 9.90e-07, 6.71e-07, 3.39e-07, 5.28e-07, 8.20e-07, 6.79e-08, 3.14e-11, 4.99e-13, 3.35e-11, 6.29e-07, 7.17e-07, 5.14e-07, 3.58e-09, 3.44e-08, 5.00e-10, 0.00e+00, 3.75e-09, 3.17e-10, 2.05e-12, 4.56e-09, 1.03e-10]    [3.89e-07, 9.90e-07, 6.71e-07, 3.39e-07, 5.28e-07, 8.20e-07, 6.79e-08, 3.14e-11, 4.99e-13, 3.35e-11, 6.29e-07, 7.17e-07, 5.14e-07, 3.58e-09, 3.44e-08, 5.00e-10, 0.00e+00, 3.75e-09, 3.17e-10, 2.05e-12, 4.56e-09, 1.03e-10]    []  
312900    [9.44e-07, 3.67e-06, 7.20e-07, 3.42e-06, 6.04e-07, 3.09e-06, 6.63e-07, 8.96e-06, 3.16e-05, 7.35e-07, 2.05e-05, 2.14e-05, 7.70e-05, 1.94e-04, 2.40e-08, 0.00e+00, 0.00e+00, 2.74e-07, 0.00e+00, 0.00e+00, 1.13e-05, 1.77e-05]    [9.44e-07, 3.67e-06, 7.20e-07, 3.42e-06, 6.04e-07, 3.09e-06, 6.63e-07, 8.96e-06, 3.16e-05, 7.35e-07, 2.05e-05, 2.14e-05, 7.70e-05, 1.94e-04, 2.40e-08, 0.00e+00, 0.00e+00, 2.74e-07, 0.00e+00, 0.00e+00, 1.13e-05, 1.77e-05]    []  
313000    [4.48e-07, 1.19e-06, 7.22e-07, 3.29e-07, 5.77e-07, 8.60e-07, 1.47e-07, 3.02e-09, 9.60e-10, 2.52e-10, 7.99e-07, 7.55e-07, 5.32e-07, 7.68e-09, 4.44e-08, 3.12e-10, 1.72e-11, 1.84e-09, 2.83e-10, 3.73e-11, 4.14e-09, 2.92e-10]    [4.48e-07, 1.19e-06, 7.22e-07, 3.29e-07, 5.77e-07, 8.60e-07, 1.47e-07, 3.02e-09, 9.60e-10, 2.52e-10, 7.99e-07, 7.55e-07, 5.32e-07, 7.68e-09, 4.44e-08, 3.12e-10, 1.72e-11, 1.84e-09, 2.83e-10, 3.73e-11, 4.14e-09, 2.92e-10]    []  
313100    [3.89e-07, 1.01e-06, 6.59e-07, 3.06e-07, 5.22e-07, 8.49e-07, 9.29e-08, 3.28e-10, 2.41e-10, 4.00e-12, 6.74e-07, 6.78e-07, 4.59e-07, 6.41e-09, 4.08e-08, 2.71e-10, 0.00e+00, 1.38e-09, 1.36e-10, 1.74e-11, 3.67e-09, 1.58e-10]    [3.89e-07, 1.01e-06, 6.59e-07, 3.06e-07, 5.22e-07, 8.49e-07, 9.29e-08, 3.28e-10, 2.41e-10, 4.00e-12, 6.74e-07, 6.78e-07, 4.59e-07, 6.41e-09, 4.08e-08, 2.71e-10, 0.00e+00, 1.38e-09, 1.36e-10, 1.74e-11, 3.67e-09, 1.58e-10]    []  
313200    [7.60e-07, 1.55e-06, 9.27e-07, 7.79e-07, 4.00e-07, 1.08e-06, 9.07e-08, 4.53e-07, 1.50e-09, 1.46e-06, 5.57e-06, 2.79e-06, 7.23e-06, 3.38e-06, 3.64e-09, 9.20e-10, 2.53e-09, 4.43e-09, 2.94e-08, 1.31e-09, 1.95e-07, 7.96e-09]    [7.60e-07, 1.55e-06, 9.27e-07, 7.79e-07, 4.00e-07, 1.08e-06, 9.07e-08, 4.53e-07, 1.50e-09, 1.46e-06, 5.57e-06, 2.79e-06, 7.23e-06, 3.38e-06, 3.64e-09, 9.20e-10, 2.53e-09, 4.43e-09, 2.94e-08, 1.31e-09, 1.95e-07, 7.96e-09]    []  
313300    [4.20e-07, 1.10e-06, 6.91e-07, 3.27e-07, 5.21e-07, 8.27e-07, 5.84e-08, 2.33e-10, 4.43e-12, 3.28e-11, 6.56e-07, 7.53e-07, 5.54e-07, 7.09e-09, 3.10e-08, 2.88e-10, 2.36e-12, 1.88e-09, 8.63e-11, 2.58e-14, 3.38e-09, 1.37e-11]    [4.20e-07, 1.10e-06, 6.91e-07, 3.27e-07, 5.21e-07, 8.27e-07, 5.84e-08, 2.33e-10, 4.43e-12, 3.28e-11, 6.56e-07, 7.53e-07, 5.54e-07, 7.09e-09, 3.10e-08, 2.88e-10, 2.36e-12, 1.88e-09, 8.63e-11, 2.58e-14, 3.38e-09, 1.37e-11]    []  
313400    [1.93e-06, 3.19e-06, 2.74e-06, 2.08e-06, 1.94e-06, 1.62e-06, 1.05e-06, 3.66e-06, 1.27e-06, 2.15e-05, 5.15e-05, 9.05e-05, 7.42e-05, 3.67e-05, 3.13e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.90e-05, 3.53e-07]    [1.93e-06, 3.19e-06, 2.74e-06, 2.08e-06, 1.94e-06, 1.62e-06, 1.05e-06, 3.66e-06, 1.27e-06, 2.15e-05, 5.15e-05, 9.05e-05, 7.42e-05, 3.67e-05, 3.13e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.90e-05, 3.53e-07]    []  
313500    [4.93e-07, 1.31e-06, 7.62e-07, 2.87e-07, 5.85e-07, 8.48e-07, 6.06e-08, 4.98e-09, 1.24e-09, 3.11e-10, 8.46e-07, 7.77e-07, 5.67e-07, 3.81e-08, 6.35e-08, 3.23e-09, 9.73e-11, 4.12e-09, 0.00e+00, 0.00e+00, 1.42e-07, 4.47e-10]    [4.93e-07, 1.31e-06, 7.62e-07, 2.87e-07, 5.85e-07, 8.48e-07, 6.06e-08, 4.98e-09, 1.24e-09, 3.11e-10, 8.46e-07, 7.77e-07, 5.67e-07, 3.81e-08, 6.35e-08, 3.23e-09, 9.73e-11, 4.12e-09, 0.00e+00, 0.00e+00, 1.42e-07, 4.47e-10]    []  
313600    [4.07e-07, 1.15e-06, 6.80e-07, 2.72e-07, 4.93e-07, 8.80e-07, 6.34e-08, 3.95e-10, 5.98e-12, 4.13e-11, 7.36e-07, 7.24e-07, 4.77e-07, 6.70e-09, 4.87e-08, 7.19e-10, 0.00e+00, 1.99e-09, 3.57e-10, 0.00e+00, 4.40e-09, 6.16e-11]    [4.07e-07, 1.15e-06, 6.80e-07, 2.72e-07, 4.93e-07, 8.80e-07, 6.34e-08, 3.95e-10, 5.98e-12, 4.13e-11, 7.36e-07, 7.24e-07, 4.77e-07, 6.70e-09, 4.87e-08, 7.19e-10, 0.00e+00, 1.99e-09, 3.57e-10, 0.00e+00, 4.40e-09, 6.16e-11]    []  
313700    [5.69e-06, 7.19e-06, 2.94e-06, 4.99e-06, 1.39e-06, 3.68e-06, 7.17e-07, 8.79e-05, 3.33e-05, 3.74e-05, 3.01e-04, 5.99e-05, 1.56e-04, 7.99e-05, 3.08e-07, 8.45e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-04, 3.43e-05]    [5.69e-06, 7.19e-06, 2.94e-06, 4.99e-06, 1.39e-06, 3.68e-06, 7.17e-07, 8.79e-05, 3.33e-05, 3.74e-05, 3.01e-04, 5.99e-05, 1.56e-04, 7.99e-05, 3.08e-07, 8.45e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-04, 3.43e-05]    []  
313800    [4.58e-07, 1.11e-06, 8.19e-07, 3.78e-07, 4.19e-07, 9.28e-07, 8.12e-08, 5.90e-09, 6.75e-14, 4.19e-09, 7.24e-07, 8.76e-07, 6.94e-07, 8.60e-09, 2.35e-08, 2.24e-10, 9.99e-10, 3.80e-09, 4.48e-12, 5.62e-12, 2.21e-08, 3.70e-11]    [4.58e-07, 1.11e-06, 8.19e-07, 3.78e-07, 4.19e-07, 9.28e-07, 8.12e-08, 5.90e-09, 6.75e-14, 4.19e-09, 7.24e-07, 8.76e-07, 6.94e-07, 8.60e-09, 2.35e-08, 2.24e-10, 9.99e-10, 3.80e-09, 4.48e-12, 5.62e-12, 2.21e-08, 3.70e-11]    []  
313900    [3.87e-07, 1.07e-06, 6.36e-07, 2.94e-07, 4.18e-07, 9.18e-07, 5.91e-08, 2.79e-11, 1.96e-07, 2.81e-11, 6.56e-07, 7.29e-07, 5.20e-07, 5.69e-09, 3.58e-08, 3.78e-10, 0.00e+00, 3.80e-09, 3.54e-10, 2.41e-08, 4.27e-09, 1.34e-07]    [3.87e-07, 1.07e-06, 6.36e-07, 2.94e-07, 4.18e-07, 9.18e-07, 5.91e-08, 2.79e-11, 1.96e-07, 2.81e-11, 6.56e-07, 7.29e-07, 5.20e-07, 5.69e-09, 3.58e-08, 3.78e-10, 0.00e+00, 3.80e-09, 3.54e-10, 2.41e-08, 4.27e-09, 1.34e-07]    []  
314000    [5.79e-07, 1.39e-06, 6.97e-07, 3.93e-07, 4.91e-07, 8.60e-07, 2.10e-07, 3.28e-08, 7.86e-08, 2.55e-07, 1.75e-06, 1.08e-06, 2.02e-06, 1.87e-06, 1.22e-08, 4.97e-11, 1.11e-08, 0.00e+00, 6.25e-09, 8.68e-09, 4.06e-08, 5.64e-08]    [5.79e-07, 1.39e-06, 6.97e-07, 3.93e-07, 4.91e-07, 8.60e-07, 2.10e-07, 3.28e-08, 7.86e-08, 2.55e-07, 1.75e-06, 1.08e-06, 2.02e-06, 1.87e-06, 1.22e-08, 4.97e-11, 1.11e-08, 0.00e+00, 6.25e-09, 8.68e-09, 4.06e-08, 5.64e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 42.064232 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
314000    [5.79e-07, 1.39e-06, 6.97e-07, 3.93e-07, 4.91e-07, 8.60e-07, 2.10e-07, 3.28e-08, 7.86e-08, 2.55e-07, 1.75e-06, 1.08e-06, 2.02e-06, 1.87e-06, 1.22e-08, 4.97e-11, 1.11e-08, 0.00e+00, 6.25e-09, 8.68e-09, 4.06e-08, 5.64e-08]    [5.79e-07, 1.39e-06, 6.97e-07, 3.93e-07, 4.91e-07, 8.60e-07, 2.10e-07, 3.28e-08, 7.86e-08, 2.55e-07, 1.75e-06, 1.08e-06, 2.02e-06, 1.87e-06, 1.22e-08, 4.97e-11, 1.11e-08, 0.00e+00, 6.25e-09, 8.68e-09, 4.06e-08, 5.64e-08]    []  
314100    [4.09e-07, 1.10e-06, 6.63e-07, 3.14e-07, 4.48e-07, 8.61e-07, 1.18e-07, 2.38e-10, 4.10e-11, 1.98e-11, 6.48e-07, 7.08e-07, 4.65e-07, 3.44e-09, 3.38e-08, 2.59e-10, 3.74e-11, 2.13e-09, 2.68e-10, 2.98e-12, 2.80e-09, 1.11e-10]    [4.09e-07, 1.10e-06, 6.63e-07, 3.14e-07, 4.48e-07, 8.61e-07, 1.18e-07, 2.38e-10, 4.10e-11, 1.98e-11, 6.48e-07, 7.08e-07, 4.65e-07, 3.44e-09, 3.38e-08, 2.59e-10, 3.74e-11, 2.13e-09, 2.68e-10, 2.98e-12, 2.80e-09, 1.11e-10]    []  
314200    [9.00e-06, 4.52e-06, 2.04e-06, 1.24e-05, 1.54e-06, 8.66e-06, 2.69e-06, 5.65e-05, 3.08e-07, 2.22e-05, 1.53e-05, 1.19e-04, 3.33e-04, 2.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-04, 4.85e-07]    [9.00e-06, 4.52e-06, 2.04e-06, 1.24e-05, 1.54e-06, 8.66e-06, 2.69e-06, 5.65e-05, 3.08e-07, 2.22e-05, 1.53e-05, 1.19e-04, 3.33e-04, 2.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-04, 4.85e-07]    []  
314300    [5.11e-07, 1.19e-06, 7.31e-07, 3.32e-07, 5.31e-07, 8.01e-07, 5.58e-08, 3.34e-11, 9.04e-11, 4.79e-10, 7.74e-07, 7.17e-07, 5.41e-07, 4.16e-08, 5.30e-08, 1.56e-09, 3.41e-10, 2.10e-09, 2.08e-10, 5.72e-12, 2.64e-09, 5.09e-11]    [5.11e-07, 1.19e-06, 7.31e-07, 3.32e-07, 5.31e-07, 8.01e-07, 5.58e-08, 3.34e-11, 9.04e-11, 4.79e-10, 7.74e-07, 7.17e-07, 5.41e-07, 4.16e-08, 5.30e-08, 1.56e-09, 3.41e-10, 2.10e-09, 2.08e-10, 5.72e-12, 2.64e-09, 5.09e-11]    []  
314400    [4.17e-07, 1.05e-06, 6.38e-07, 2.88e-07, 4.84e-07, 8.56e-07, 5.20e-08, 4.23e-11, 4.83e-11, 1.71e-11, 6.61e-07, 6.37e-07, 3.87e-07, 3.44e-09, 4.37e-08, 5.29e-10, 0.00e+00, 1.81e-09, 2.18e-10, 1.97e-12, 3.91e-09, 2.82e-11]    [4.17e-07, 1.05e-06, 6.38e-07, 2.88e-07, 4.84e-07, 8.56e-07, 5.20e-08, 4.23e-11, 4.83e-11, 1.71e-11, 6.61e-07, 6.37e-07, 3.87e-07, 3.44e-09, 4.37e-08, 5.29e-10, 0.00e+00, 1.81e-09, 2.18e-10, 1.97e-12, 3.91e-09, 2.82e-11]    []  
314500    [4.45e-05, 6.67e-06, 5.04e-06, 5.26e-06, 8.20e-06, 7.77e-06, 4.35e-06, 6.11e-06, 3.10e-06, 3.37e-05, 3.69e-05, 5.39e-04, 2.15e-04, 8.58e-04, 2.07e-05, 8.91e-05, 1.23e-05, 1.35e-05, 9.63e-07, 1.41e-07, 5.25e-06, 6.38e-07]    [4.45e-05, 6.67e-06, 5.04e-06, 5.26e-06, 8.20e-06, 7.77e-06, 4.35e-06, 6.11e-06, 3.10e-06, 3.37e-05, 3.69e-05, 5.39e-04, 2.15e-04, 8.58e-04, 2.07e-05, 8.91e-05, 1.23e-05, 1.35e-05, 9.63e-07, 1.41e-07, 5.25e-06, 6.38e-07]    []  
314600    [4.83e-07, 1.11e-06, 7.57e-07, 3.90e-07, 4.46e-07, 7.88e-07, 5.33e-08, 4.30e-09, 1.51e-09, 5.86e-09, 7.13e-07, 7.10e-07, 5.13e-07, 2.87e-08, 2.43e-08, 8.13e-11, 2.39e-10, 3.20e-09, 1.41e-11, 1.06e-10, 9.25e-09, 6.87e-10]    [4.83e-07, 1.11e-06, 7.57e-07, 3.90e-07, 4.46e-07, 7.88e-07, 5.33e-08, 4.30e-09, 1.51e-09, 5.86e-09, 7.13e-07, 7.10e-07, 5.13e-07, 2.87e-08, 2.43e-08, 8.13e-11, 2.39e-10, 3.20e-09, 1.41e-11, 1.06e-10, 9.25e-09, 6.87e-10]    []  
314700    [3.99e-07, 9.93e-07, 6.19e-07, 3.05e-07, 4.20e-07, 8.22e-07, 4.64e-08, 5.06e-10, 5.12e-11, 6.96e-12, 6.33e-07, 6.53e-07, 4.05e-07, 2.35e-09, 3.14e-08, 4.04e-10, 0.00e+00, 3.37e-09, 3.02e-10, 3.67e-12, 3.12e-09, 3.48e-11]    [3.99e-07, 9.93e-07, 6.19e-07, 3.05e-07, 4.20e-07, 8.22e-07, 4.64e-08, 5.06e-10, 5.12e-11, 6.96e-12, 6.33e-07, 6.53e-07, 4.05e-07, 2.35e-09, 3.14e-08, 4.04e-10, 0.00e+00, 3.37e-09, 3.02e-10, 3.67e-12, 3.12e-09, 3.48e-11]    []  
314800    [4.58e-07, 2.91e-06, 1.04e-06, 5.85e-06, 2.69e-06, 1.58e-06, 1.12e-06, 2.67e-06, 6.61e-06, 1.16e-06, 9.95e-06, 8.94e-05, 8.12e-05, 1.22e-04, 9.50e-08, 4.13e-08, 0.00e+00, 0.00e+00, 2.06e-08, 3.60e-08, 6.76e-08, 3.81e-06]    [4.58e-07, 2.91e-06, 1.04e-06, 5.85e-06, 2.69e-06, 1.58e-06, 1.12e-06, 2.67e-06, 6.61e-06, 1.16e-06, 9.95e-06, 8.94e-05, 8.12e-05, 1.22e-04, 9.50e-08, 4.13e-08, 0.00e+00, 0.00e+00, 2.06e-08, 3.60e-08, 6.76e-08, 3.81e-06]    []  
314900    [4.79e-07, 1.08e-06, 6.96e-07, 3.57e-07, 4.55e-07, 7.64e-07, 9.73e-08, 1.59e-10, 2.87e-09, 2.28e-11, 6.80e-07, 6.54e-07, 4.39e-07, 9.92e-09, 2.87e-08, 2.21e-10, 3.82e-11, 2.58e-09, 8.45e-11, 1.77e-10, 3.69e-09, 1.14e-09]    [4.79e-07, 1.08e-06, 6.96e-07, 3.57e-07, 4.55e-07, 7.64e-07, 9.73e-08, 1.59e-10, 2.87e-09, 2.28e-11, 6.80e-07, 6.54e-07, 4.39e-07, 9.92e-09, 2.87e-08, 2.21e-10, 3.82e-11, 2.58e-09, 8.45e-11, 1.77e-10, 3.69e-09, 1.14e-09]    []  
315000    [3.96e-07, 9.68e-07, 6.03e-07, 3.04e-07, 4.18e-07, 8.03e-07, 7.53e-08, 4.73e-11, 4.85e-11, 3.38e-12, 6.12e-07, 6.18e-07, 3.62e-07, 8.20e-09, 2.89e-08, 2.77e-10, 0.00e+00, 1.78e-09, 2.27e-10, 1.08e-12, 3.79e-09, 3.24e-11]    [3.96e-07, 9.68e-07, 6.03e-07, 3.04e-07, 4.18e-07, 8.03e-07, 7.53e-08, 4.73e-11, 4.85e-11, 3.38e-12, 6.12e-07, 6.18e-07, 3.62e-07, 8.20e-09, 2.89e-08, 2.77e-10, 0.00e+00, 1.78e-09, 2.27e-10, 1.08e-12, 3.79e-09, 3.24e-11]    []  
315100    [2.46e-06, 2.48e-06, 1.69e-06, 1.34e-06, 5.25e-07, 1.56e-06, 1.73e-07, 5.29e-08, 1.20e-06, 9.16e-06, 8.24e-06, 7.09e-06, 9.34e-06, 6.10e-06, 0.00e+00, 1.85e-07, 6.20e-07, 0.00e+00, 2.88e-10, 5.77e-08, 1.66e-07, 4.45e-08]    [2.46e-06, 2.48e-06, 1.69e-06, 1.34e-06, 5.25e-07, 1.56e-06, 1.73e-07, 5.29e-08, 1.20e-06, 9.16e-06, 8.24e-06, 7.09e-06, 9.34e-06, 6.10e-06, 0.00e+00, 1.85e-07, 6.20e-07, 0.00e+00, 2.88e-10, 5.77e-08, 1.66e-07, 4.45e-08]    []  
315200    [4.17e-07, 1.17e-06, 9.18e-07, 4.06e-07, 4.23e-07, 9.00e-07, 5.03e-08, 3.32e-10, 2.99e-11, 6.84e-10, 5.84e-07, 1.04e-06, 6.99e-07, 1.30e-08, 3.08e-08, 9.16e-10, 4.24e-10, 4.96e-10, 2.13e-10, 0.00e+00, 2.28e-09, 1.13e-09]    [4.17e-07, 1.17e-06, 9.18e-07, 4.06e-07, 4.23e-07, 9.00e-07, 5.03e-08, 3.32e-10, 2.99e-11, 6.84e-10, 5.84e-07, 1.04e-06, 6.99e-07, 1.30e-08, 3.08e-08, 9.16e-10, 4.24e-10, 4.96e-10, 2.13e-10, 0.00e+00, 2.28e-09, 1.13e-09]    []  
315300    [3.93e-07, 1.14e-06, 7.36e-07, 3.04e-07, 4.03e-07, 9.21e-07, 4.89e-08, 4.36e-09, 2.52e-09, 1.51e-07, 7.28e-07, 1.99e-06, 2.47e-06, 7.44e-06, 5.68e-09, 0.00e+00, 0.00e+00, 0.00e+00, 7.57e-12, 0.00e+00, 9.11e-09, 3.85e-09]    [3.93e-07, 1.14e-06, 7.36e-07, 3.04e-07, 4.03e-07, 9.21e-07, 4.89e-08, 4.36e-09, 2.52e-09, 1.51e-07, 7.28e-07, 1.99e-06, 2.47e-06, 7.44e-06, 5.68e-09, 0.00e+00, 0.00e+00, 0.00e+00, 7.57e-12, 0.00e+00, 9.11e-09, 3.85e-09]    []  
315400    [4.86e-07, 1.11e-06, 7.27e-07, 4.01e-07, 4.68e-07, 7.49e-07, 8.18e-08, 7.90e-11, 1.07e-07, 3.57e-10, 7.66e-07, 1.03e-06, 1.21e-06, 3.72e-07, 7.39e-08, 3.94e-09, 4.71e-10, 3.46e-09, 4.30e-13, 1.71e-08, 7.71e-08, 9.99e-08]    [4.86e-07, 1.11e-06, 7.27e-07, 4.01e-07, 4.68e-07, 7.49e-07, 8.18e-08, 7.90e-11, 1.07e-07, 3.57e-10, 7.66e-07, 1.03e-06, 1.21e-06, 3.72e-07, 7.39e-08, 3.94e-09, 4.71e-10, 3.46e-09, 4.30e-13, 1.71e-08, 7.71e-08, 9.99e-08]    []  
315500    [3.92e-07, 9.64e-07, 6.41e-07, 3.22e-07, 4.82e-07, 7.77e-07, 6.17e-08, 2.36e-10, 4.43e-11, 2.56e-14, 5.94e-07, 6.95e-07, 4.59e-07, 3.81e-09, 3.27e-08, 2.67e-10, 0.00e+00, 2.54e-09, 1.82e-10, 0.00e+00, 2.57e-09, 9.01e-11]    [3.92e-07, 9.64e-07, 6.41e-07, 3.22e-07, 4.82e-07, 7.77e-07, 6.17e-08, 2.36e-10, 4.43e-11, 2.56e-14, 5.94e-07, 6.95e-07, 4.59e-07, 3.81e-09, 3.27e-08, 2.67e-10, 0.00e+00, 2.54e-09, 1.82e-10, 0.00e+00, 2.57e-09, 9.01e-11]    []  
315600    [2.33e-06, 2.03e-06, 9.06e-07, 6.75e-07, 7.84e-07, 1.29e-06, 3.78e-07, 1.71e-06, 1.44e-06, 1.24e-06, 3.39e-05, 7.20e-05, 9.09e-05, 8.95e-05, 4.79e-07, 7.37e-07, 1.59e-06, 1.98e-06, 0.00e+00, 0.00e+00, 6.11e-07, 2.59e-06]    [2.33e-06, 2.03e-06, 9.06e-07, 6.75e-07, 7.84e-07, 1.29e-06, 3.78e-07, 1.71e-06, 1.44e-06, 1.24e-06, 3.39e-05, 7.20e-05, 9.09e-05, 8.95e-05, 4.79e-07, 7.37e-07, 1.59e-06, 1.98e-06, 0.00e+00, 0.00e+00, 6.11e-07, 2.59e-06]    []  
315700    [4.28e-07, 1.08e-06, 7.71e-07, 4.14e-07, 4.58e-07, 8.43e-07, 7.77e-08, 6.70e-10, 1.07e-10, 3.18e-10, 6.42e-07, 8.78e-07, 6.72e-07, 7.02e-09, 1.38e-08, 1.90e-10, 0.00e+00, 3.18e-09, 4.68e-11, 2.29e-13, 5.11e-09, 2.25e-11]    [4.28e-07, 1.08e-06, 7.71e-07, 4.14e-07, 4.58e-07, 8.43e-07, 7.77e-08, 6.70e-10, 1.07e-10, 3.18e-10, 6.42e-07, 8.78e-07, 6.72e-07, 7.02e-09, 1.38e-08, 1.90e-10, 0.00e+00, 3.18e-09, 4.68e-11, 2.29e-13, 5.11e-09, 2.25e-11]    []  
315800    [3.68e-07, 9.87e-07, 6.25e-07, 3.54e-07, 4.33e-07, 8.22e-07, 5.31e-08, 7.06e-10, 1.68e-10, 2.70e-11, 5.79e-07, 7.99e-07, 5.40e-07, 2.99e-09, 1.85e-08, 3.60e-10, 0.00e+00, 3.52e-09, 9.52e-11, 0.00e+00, 4.27e-09, 2.18e-10]    [3.68e-07, 9.87e-07, 6.25e-07, 3.54e-07, 4.33e-07, 8.22e-07, 5.31e-08, 7.06e-10, 1.68e-10, 2.70e-11, 5.79e-07, 7.99e-07, 5.40e-07, 2.99e-09, 1.85e-08, 3.60e-10, 0.00e+00, 3.52e-09, 9.52e-11, 0.00e+00, 4.27e-09, 2.18e-10]    []  
315900    [1.13e-06, 1.61e-06, 7.24e-07, 5.92e-07, 4.56e-07, 1.02e-06, 4.11e-07, 2.96e-06, 3.21e-07, 4.92e-07, 1.08e-06, 1.01e-05, 4.24e-06, 2.21e-05, 0.00e+00, 0.00e+00, 1.95e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.43e-06, 1.19e-06]    [1.13e-06, 1.61e-06, 7.24e-07, 5.92e-07, 4.56e-07, 1.02e-06, 4.11e-07, 2.96e-06, 3.21e-07, 4.92e-07, 1.08e-06, 1.01e-05, 4.24e-06, 2.21e-05, 0.00e+00, 0.00e+00, 1.95e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.43e-06, 1.19e-06]    []  
316000    [4.37e-07, 1.03e-06, 6.34e-07, 3.29e-07, 5.17e-07, 7.67e-07, 1.85e-07, 2.90e-11, 7.86e-11, 1.60e-13, 6.16e-07, 7.54e-07, 5.12e-07, 6.13e-09, 1.73e-08, 4.07e-12, 0.00e+00, 4.11e-10, 4.68e-11, 4.30e-12, 3.15e-09, 1.50e-10]    [4.37e-07, 1.03e-06, 6.34e-07, 3.29e-07, 5.17e-07, 7.67e-07, 1.85e-07, 2.90e-11, 7.86e-11, 1.60e-13, 6.16e-07, 7.54e-07, 5.12e-07, 6.13e-09, 1.73e-08, 4.07e-12, 0.00e+00, 4.11e-10, 4.68e-11, 4.30e-12, 3.15e-09, 1.50e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 38.555806 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
316000    [4.37e-07, 1.03e-06, 6.34e-07, 3.29e-07, 5.17e-07, 7.67e-07, 1.85e-07, 2.90e-11, 7.86e-11, 1.60e-13, 6.16e-07, 7.54e-07, 5.12e-07, 6.13e-09, 1.73e-08, 4.07e-12, 0.00e+00, 4.11e-10, 4.68e-11, 4.30e-12, 3.15e-09, 1.50e-10]    [4.37e-07, 1.03e-06, 6.34e-07, 3.29e-07, 5.17e-07, 7.67e-07, 1.85e-07, 2.90e-11, 7.86e-11, 1.60e-13, 6.16e-07, 7.54e-07, 5.12e-07, 6.13e-09, 1.73e-08, 4.07e-12, 0.00e+00, 4.11e-10, 4.68e-11, 4.30e-12, 3.15e-09, 1.50e-10]    []  
316100    [3.93e-07, 9.14e-07, 5.61e-07, 3.15e-07, 4.53e-07, 7.60e-07, 1.03e-07, 5.03e-12, 4.16e-11, 3.56e-09, 5.68e-07, 6.76e-07, 4.35e-07, 1.19e-07, 2.85e-08, 6.51e-10, 0.00e+00, 1.57e-09, 8.19e-11, 4.12e-12, 3.71e-09, 8.40e-11]    [3.93e-07, 9.14e-07, 5.61e-07, 3.15e-07, 4.53e-07, 7.60e-07, 1.03e-07, 5.03e-12, 4.16e-11, 3.56e-09, 5.68e-07, 6.76e-07, 4.35e-07, 1.19e-07, 2.85e-08, 6.51e-10, 0.00e+00, 1.57e-09, 8.19e-11, 4.12e-12, 3.71e-09, 8.40e-11]    []  
316200    [6.05e-07, 1.46e-06, 8.07e-07, 4.33e-07, 4.27e-07, 8.09e-07, 9.55e-08, 7.84e-09, 9.59e-10, 9.83e-08, 2.05e-06, 1.82e-06, 2.10e-06, 1.05e-06, 0.00e+00, 4.55e-12, 9.22e-09, 1.47e-09, 7.34e-11, 0.00e+00, 5.92e-09, 6.65e-10]    [6.05e-07, 1.46e-06, 8.07e-07, 4.33e-07, 4.27e-07, 8.09e-07, 9.55e-08, 7.84e-09, 9.59e-10, 9.83e-08, 2.05e-06, 1.82e-06, 2.10e-06, 1.05e-06, 0.00e+00, 4.55e-12, 9.22e-09, 1.47e-09, 7.34e-11, 0.00e+00, 5.92e-09, 6.65e-10]    []  
316300    [4.51e-07, 1.13e-06, 7.00e-07, 3.05e-07, 3.97e-07, 8.03e-07, 6.12e-08, 2.13e-11, 4.89e-12, 6.27e-11, 7.08e-07, 8.05e-07, 5.31e-07, 5.65e-09, 2.25e-08, 3.75e-10, 0.00e+00, 2.15e-09, 2.49e-10, 8.57e-13, 3.78e-09, 3.50e-11]    [4.51e-07, 1.13e-06, 7.00e-07, 3.05e-07, 3.97e-07, 8.03e-07, 6.12e-08, 2.13e-11, 4.89e-12, 6.27e-11, 7.08e-07, 8.05e-07, 5.31e-07, 5.65e-09, 2.25e-08, 3.75e-10, 0.00e+00, 2.15e-09, 2.49e-10, 8.57e-13, 3.78e-09, 3.50e-11]    []  
316400    [3.98e-07, 1.03e-06, 6.04e-07, 2.87e-07, 3.50e-07, 8.28e-07, 5.29e-08, 1.28e-11, 3.12e-12, 2.13e-11, 6.40e-07, 7.64e-07, 4.68e-07, 4.09e-09, 2.65e-08, 4.66e-10, 0.00e+00, 1.27e-09, 2.40e-10, 1.62e-13, 4.98e-09, 2.60e-11]    [3.98e-07, 1.03e-06, 6.04e-07, 2.87e-07, 3.50e-07, 8.28e-07, 5.29e-08, 1.28e-11, 3.12e-12, 2.13e-11, 6.40e-07, 7.64e-07, 4.68e-07, 4.09e-09, 2.65e-08, 4.66e-10, 0.00e+00, 1.27e-09, 2.40e-10, 1.62e-13, 4.98e-09, 2.60e-11]    []  
316500    [5.20e-06, 1.08e-05, 9.77e-07, 8.09e-06, 2.04e-06, 7.44e-06, 1.75e-06, 2.88e-05, 7.23e-06, 3.95e-05, 2.97e-04, 2.52e-04, 1.28e-03, 1.54e-03, 2.40e-06, 1.01e-07, 0.00e+00, 0.00e+00, 1.57e-07, 3.71e-06, 3.38e-06, 1.49e-05]    [5.20e-06, 1.08e-05, 9.77e-07, 8.09e-06, 2.04e-06, 7.44e-06, 1.75e-06, 2.88e-05, 7.23e-06, 3.95e-05, 2.97e-04, 2.52e-04, 1.28e-03, 1.54e-03, 2.40e-06, 1.01e-07, 0.00e+00, 0.00e+00, 1.57e-07, 3.71e-06, 3.38e-06, 1.49e-05]    []  
316600    [4.17e-07, 1.50e-06, 1.11e-06, 1.18e-06, 4.76e-07, 1.54e-06, 2.67e-07, 2.45e-08, 2.30e-08, 6.08e-09, 5.12e-07, 1.26e-06, 1.12e-06, 3.60e-08, 1.32e-08, 5.89e-10, 2.84e-08, 2.48e-09, 1.43e-09, 1.25e-10, 7.91e-09, 1.25e-08]    [4.17e-07, 1.50e-06, 1.11e-06, 1.18e-06, 4.76e-07, 1.54e-06, 2.67e-07, 2.45e-08, 2.30e-08, 6.08e-09, 5.12e-07, 1.26e-06, 1.12e-06, 3.60e-08, 1.32e-08, 5.89e-10, 2.84e-08, 2.48e-09, 1.43e-09, 1.25e-10, 7.91e-09, 1.25e-08]    []  
316700    [3.34e-07, 1.20e-06, 7.23e-07, 6.59e-07, 4.19e-07, 1.10e-06, 1.34e-07, 8.80e-11, 3.21e-10, 1.02e-13, 4.51e-07, 9.58e-07, 6.83e-07, 6.42e-09, 1.57e-08, 4.10e-10, 1.30e-10, 4.08e-09, 2.30e-10, 0.00e+00, 3.08e-09, 1.22e-10]    [3.34e-07, 1.20e-06, 7.23e-07, 6.59e-07, 4.19e-07, 1.10e-06, 1.34e-07, 8.80e-11, 3.21e-10, 1.02e-13, 4.51e-07, 9.58e-07, 6.83e-07, 6.42e-09, 1.57e-08, 4.10e-10, 1.30e-10, 4.08e-09, 2.30e-10, 0.00e+00, 3.08e-09, 1.22e-10]    []  
316800    [3.18e-06, 1.46e-06, 8.61e-07, 7.83e-07, 6.80e-07, 1.12e-06, 1.95e-07, 6.69e-07, 3.30e-08, 5.84e-06, 6.24e-06, 2.50e-05, 2.89e-05, 1.57e-04, 2.38e-06, 1.58e-06, 7.61e-07, 7.99e-07, 9.50e-08, 4.60e-09, 6.23e-07, 2.92e-08]    [3.18e-06, 1.46e-06, 8.61e-07, 7.83e-07, 6.80e-07, 1.12e-06, 1.95e-07, 6.69e-07, 3.30e-08, 5.84e-06, 6.24e-06, 2.50e-05, 2.89e-05, 1.57e-04, 2.38e-06, 1.58e-06, 7.61e-07, 7.99e-07, 9.50e-08, 4.60e-09, 6.23e-07, 2.92e-08]    []  
316900    [5.56e-07, 1.31e-06, 6.58e-07, 4.07e-07, 5.71e-07, 7.67e-07, 5.22e-08, 3.01e-08, 2.27e-08, 1.05e-08, 7.70e-07, 1.08e-06, 9.02e-07, 5.44e-07, 5.26e-08, 7.17e-09, 2.85e-10, 5.21e-09, 1.89e-09, 1.67e-10, 1.06e-08, 4.81e-10]    [5.56e-07, 1.31e-06, 6.58e-07, 4.07e-07, 5.71e-07, 7.67e-07, 5.22e-08, 3.01e-08, 2.27e-08, 1.05e-08, 7.70e-07, 1.08e-06, 9.02e-07, 5.44e-07, 5.26e-08, 7.17e-09, 2.85e-10, 5.21e-09, 1.89e-09, 1.67e-10, 1.06e-08, 4.81e-10]    []  
317000    [4.20e-07, 1.03e-06, 5.49e-07, 3.43e-07, 5.01e-07, 8.29e-07, 5.05e-08, 1.60e-10, 3.29e-09, 3.66e-11, 6.16e-07, 7.92e-07, 5.47e-07, 4.17e-09, 3.75e-08, 3.45e-10, 0.00e+00, 1.90e-09, 1.38e-10, 3.18e-10, 3.58e-09, 2.15e-09]    [4.20e-07, 1.03e-06, 5.49e-07, 3.43e-07, 5.01e-07, 8.29e-07, 5.05e-08, 1.60e-10, 3.29e-09, 3.66e-11, 6.16e-07, 7.92e-07, 5.47e-07, 4.17e-09, 3.75e-08, 3.45e-10, 0.00e+00, 1.90e-09, 1.38e-10, 3.18e-10, 3.58e-09, 2.15e-09]    []  
317100    [1.32e-05, 3.18e-06, 1.64e-06, 1.75e-06, 1.76e-06, 1.96e-06, 1.09e-06, 5.09e-07, 4.30e-07, 2.59e-05, 2.70e-05, 1.12e-04, 1.57e-04, 7.59e-04, 1.24e-05, 9.90e-06, 4.61e-06, 4.45e-06, 1.09e-07, 5.01e-08, 7.07e-07, 3.05e-07]    [1.32e-05, 3.18e-06, 1.64e-06, 1.75e-06, 1.76e-06, 1.96e-06, 1.09e-06, 5.09e-07, 4.30e-07, 2.59e-05, 2.70e-05, 1.12e-04, 1.57e-04, 7.59e-04, 1.24e-05, 9.90e-06, 4.61e-06, 4.45e-06, 1.09e-07, 5.01e-08, 7.07e-07, 3.05e-07]    []  
317200    [5.15e-07, 1.17e-06, 6.33e-07, 3.53e-07, 5.07e-07, 7.16e-07, 9.01e-08, 7.01e-08, 4.86e-10, 2.00e-08, 8.17e-07, 9.64e-07, 7.47e-07, 2.44e-07, 1.42e-08, 3.43e-12, 7.94e-10, 6.43e-10, 2.05e-09, 0.00e+00, 1.15e-08, 2.82e-09]    [5.15e-07, 1.17e-06, 6.33e-07, 3.53e-07, 5.07e-07, 7.16e-07, 9.01e-08, 7.01e-08, 4.86e-10, 2.00e-08, 8.17e-07, 9.64e-07, 7.47e-07, 2.44e-07, 1.42e-08, 3.43e-12, 7.94e-10, 6.43e-10, 2.05e-09, 0.00e+00, 1.15e-08, 2.82e-09]    []  
317300    [4.29e-07, 9.59e-07, 5.47e-07, 3.19e-07, 4.71e-07, 7.62e-07, 7.43e-08, 2.04e-09, 4.08e-12, 7.23e-11, 6.60e-07, 7.13e-07, 4.57e-07, 3.43e-09, 2.83e-08, 6.70e-11, 0.00e+00, 1.18e-09, 3.79e-10, 2.03e-12, 2.86e-09, 4.05e-11]    [4.29e-07, 9.59e-07, 5.47e-07, 3.19e-07, 4.71e-07, 7.62e-07, 7.43e-08, 2.04e-09, 4.08e-12, 7.23e-11, 6.60e-07, 7.13e-07, 4.57e-07, 3.43e-09, 2.83e-08, 6.70e-11, 0.00e+00, 1.18e-09, 3.79e-10, 2.03e-12, 2.86e-09, 4.05e-11]    []  
317400    [1.62e-05, 3.48e-06, 1.60e-06, 2.26e-06, 1.71e-06, 1.87e-06, 4.09e-07, 1.05e-03, 1.05e-06, 1.42e-05, 7.87e-05, 1.39e-04, 5.05e-04, 9.25e-04, 1.57e-05, 9.77e-06, 1.12e-05, 9.61e-06, 1.54e-04, 2.42e-07, 6.54e-04, 1.18e-06]    [1.62e-05, 3.48e-06, 1.60e-06, 2.26e-06, 1.71e-06, 1.87e-06, 4.09e-07, 1.05e-03, 1.05e-06, 1.42e-05, 7.87e-05, 1.39e-04, 5.05e-04, 9.25e-04, 1.57e-05, 9.77e-06, 1.12e-05, 9.61e-06, 1.54e-04, 2.42e-07, 6.54e-04, 1.18e-06]    []  
317500    [4.78e-07, 1.13e-06, 8.29e-07, 6.57e-07, 4.14e-07, 9.38e-07, 1.24e-07, 1.34e-07, 2.08e-10, 7.69e-08, 6.03e-07, 9.89e-07, 7.09e-07, 2.22e-07, 1.08e-09, 1.96e-09, 1.53e-09, 0.00e+00, 0.00e+00, 5.96e-11, 1.40e-07, 3.90e-10]    [4.78e-07, 1.13e-06, 8.29e-07, 6.57e-07, 4.14e-07, 9.38e-07, 1.24e-07, 1.34e-07, 2.08e-10, 7.69e-08, 6.03e-07, 9.89e-07, 7.09e-07, 2.22e-07, 1.08e-09, 1.96e-09, 1.53e-09, 0.00e+00, 0.00e+00, 5.96e-11, 1.40e-07, 3.90e-10]    []  
317600    [3.73e-07, 9.62e-07, 5.76e-07, 4.31e-07, 3.87e-07, 8.46e-07, 4.79e-08, 3.75e-11, 1.72e-06, 7.79e-10, 5.39e-07, 7.94e-07, 5.29e-07, 3.24e-08, 1.00e-08, 2.58e-11, 0.00e+00, 3.22e-09, 1.49e-10, 0.00e+00, 1.86e-09, 1.77e-06]    [3.73e-07, 9.62e-07, 5.76e-07, 4.31e-07, 3.87e-07, 8.46e-07, 4.79e-08, 3.75e-11, 1.72e-06, 7.79e-10, 5.39e-07, 7.94e-07, 5.29e-07, 3.24e-08, 1.00e-08, 2.58e-11, 0.00e+00, 3.22e-09, 1.49e-10, 0.00e+00, 1.86e-09, 1.77e-06]    []  
317700    [6.44e-07, 1.46e-06, 1.04e-06, 1.16e-06, 3.62e-07, 1.15e-06, 1.64e-07, 1.71e-07, 1.58e-07, 1.93e-07, 8.40e-06, 3.83e-06, 5.84e-06, 7.39e-06, 7.96e-08, 2.71e-08, 0.00e+00, 2.47e-09, 9.33e-10, 4.02e-08, 2.33e-08, 2.30e-07]    [6.44e-07, 1.46e-06, 1.04e-06, 1.16e-06, 3.62e-07, 1.15e-06, 1.64e-07, 1.71e-07, 1.58e-07, 1.93e-07, 8.40e-06, 3.83e-06, 5.84e-06, 7.39e-06, 7.96e-08, 2.71e-08, 0.00e+00, 2.47e-09, 9.33e-10, 4.02e-08, 2.33e-08, 2.30e-07]    []  
317800    [4.18e-07, 1.05e-06, 7.44e-07, 5.61e-07, 4.18e-07, 9.29e-07, 9.93e-08, 8.70e-10, 7.36e-12, 1.39e-10, 6.05e-07, 9.13e-07, 6.52e-07, 5.78e-09, 1.22e-08, 6.21e-11, 4.50e-10, 2.98e-09, 2.57e-10, 0.00e+00, 2.21e-09, 9.63e-11]    [4.18e-07, 1.05e-06, 7.44e-07, 5.61e-07, 4.18e-07, 9.29e-07, 9.93e-08, 8.70e-10, 7.36e-12, 1.39e-10, 6.05e-07, 9.13e-07, 6.52e-07, 5.78e-09, 1.22e-08, 6.21e-11, 4.50e-10, 2.98e-09, 2.57e-10, 0.00e+00, 2.21e-09, 9.63e-11]    []  
317900    [3.79e-07, 9.54e-07, 6.09e-07, 4.36e-07, 4.14e-07, 8.89e-07, 7.09e-08, 1.19e-09, 6.70e-11, 1.25e-10, 5.73e-07, 8.46e-07, 5.56e-07, 7.71e-09, 1.88e-08, 1.33e-10, 5.38e-11, 2.66e-09, 2.99e-10, 0.00e+00, 2.55e-09, 2.04e-10]    [3.79e-07, 9.54e-07, 6.09e-07, 4.36e-07, 4.14e-07, 8.89e-07, 7.09e-08, 1.19e-09, 6.70e-11, 1.25e-10, 5.73e-07, 8.46e-07, 5.56e-07, 7.71e-09, 1.88e-08, 1.33e-10, 5.38e-11, 2.66e-09, 2.99e-10, 0.00e+00, 2.55e-09, 2.04e-10]    []  
318000    [1.72e-06, 1.49e-06, 8.13e-07, 5.40e-07, 7.72e-07, 8.44e-07, 7.21e-08, 1.45e-05, 5.55e-09, 1.92e-06, 3.40e-06, 6.91e-06, 2.11e-06, 1.71e-05, 3.18e-07, 4.08e-07, 7.61e-08, 3.07e-08, 0.00e+00, 2.28e-09, 6.00e-06, 1.36e-08]    [1.72e-06, 1.49e-06, 8.13e-07, 5.40e-07, 7.72e-07, 8.44e-07, 7.21e-08, 1.45e-05, 5.55e-09, 1.92e-06, 3.40e-06, 6.91e-06, 2.11e-06, 1.71e-05, 3.18e-07, 4.08e-07, 7.61e-08, 3.07e-08, 0.00e+00, 2.28e-09, 6.00e-06, 1.36e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 38.512735 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
318000    [1.72e-06, 1.49e-06, 8.13e-07, 5.40e-07, 7.72e-07, 8.44e-07, 7.21e-08, 1.45e-05, 5.55e-09, 1.92e-06, 3.40e-06, 6.91e-06, 2.11e-06, 1.71e-05, 3.18e-07, 4.08e-07, 7.61e-08, 3.07e-08, 0.00e+00, 2.28e-09, 6.00e-06, 1.36e-08]    [1.72e-06, 1.49e-06, 8.13e-07, 5.40e-07, 7.72e-07, 8.44e-07, 7.21e-08, 1.45e-05, 5.55e-09, 1.92e-06, 3.40e-06, 6.91e-06, 2.11e-06, 1.71e-05, 3.18e-07, 4.08e-07, 7.61e-08, 3.07e-08, 0.00e+00, 2.28e-09, 6.00e-06, 1.36e-08]    []  
318100    [4.45e-07, 9.97e-07, 6.30e-07, 3.52e-07, 5.07e-07, 7.82e-07, 4.66e-08, 7.07e-10, 7.36e-11, 5.53e-11, 6.76e-07, 7.94e-07, 5.39e-07, 3.96e-09, 2.71e-08, 1.59e-10, 0.00e+00, 4.08e-09, 8.99e-12, 3.31e-12, 8.08e-09, 3.76e-11]    [4.45e-07, 9.97e-07, 6.30e-07, 3.52e-07, 5.07e-07, 7.82e-07, 4.66e-08, 7.07e-10, 7.36e-11, 5.53e-11, 6.76e-07, 7.94e-07, 5.39e-07, 3.96e-09, 2.71e-08, 1.59e-10, 0.00e+00, 4.08e-09, 8.99e-12, 3.31e-12, 8.08e-09, 3.76e-11]    []  
318200    [4.08e-07, 9.02e-07, 5.40e-07, 3.35e-07, 4.46e-07, 7.80e-07, 3.42e-08, 1.99e-09, 9.56e-09, 1.64e-09, 6.24e-07, 7.65e-07, 4.93e-07, 6.19e-08, 2.72e-08, 5.16e-10, 2.11e-10, 3.15e-09, 4.51e-10, 1.05e-09, 3.26e-09, 6.91e-09]    [4.08e-07, 9.02e-07, 5.40e-07, 3.35e-07, 4.46e-07, 7.80e-07, 3.42e-08, 1.99e-09, 9.56e-09, 1.64e-09, 6.24e-07, 7.65e-07, 4.93e-07, 6.19e-08, 2.72e-08, 5.16e-10, 2.11e-10, 3.15e-09, 4.51e-10, 1.05e-09, 3.26e-09, 6.91e-09]    []  
318300    [1.37e-06, 5.54e-06, 2.91e-06, 5.91e-06, 9.08e-06, 5.51e-06, 2.37e-06, 9.88e-08, 3.43e-06, 2.29e-07, 3.35e-06, 1.23e-05, 4.26e-06, 1.46e-05, 7.96e-07, 6.51e-07, 6.03e-07, 0.00e+00, 0.00e+00, 0.00e+00, 2.49e-07, 1.92e-07]    [1.37e-06, 5.54e-06, 2.91e-06, 5.91e-06, 9.08e-06, 5.51e-06, 2.37e-06, 9.88e-08, 3.43e-06, 2.29e-07, 3.35e-06, 1.23e-05, 4.26e-06, 1.46e-05, 7.96e-07, 6.51e-07, 6.03e-07, 0.00e+00, 0.00e+00, 0.00e+00, 2.49e-07, 1.92e-07]    []  
318400    [6.41e-07, 5.59e-06, 1.93e-06, 2.61e-06, 4.08e-06, 3.50e-06, 5.11e-07, 2.19e-12, 1.92e-12, 8.26e-11, 7.16e-07, 1.64e-06, 1.42e-06, 6.49e-08, 1.46e-07, 0.00e+00, 1.75e-07, 4.23e-09, 6.31e-11, 1.01e-11, 8.50e-10, 1.17e-10]    [6.41e-07, 5.59e-06, 1.93e-06, 2.61e-06, 4.08e-06, 3.50e-06, 5.11e-07, 2.19e-12, 1.92e-12, 8.26e-11, 7.16e-07, 1.64e-06, 1.42e-06, 6.49e-08, 1.46e-07, 0.00e+00, 1.75e-07, 4.23e-09, 6.31e-11, 1.01e-11, 8.50e-10, 1.17e-10]    []  
318500    [1.17e-06, 2.60e-06, 1.05e-06, 2.93e-06, 3.43e-06, 1.29e-06, 1.48e-06, 7.75e-08, 1.62e-10, 3.45e-07, 1.26e-06, 3.05e-06, 3.78e-06, 7.74e-06, 4.57e-07, 2.02e-07, 2.35e-07, 9.94e-09, 0.00e+00, 2.55e-12, 8.55e-08, 6.57e-11]    [1.17e-06, 2.60e-06, 1.05e-06, 2.93e-06, 3.43e-06, 1.29e-06, 1.48e-06, 7.75e-08, 1.62e-10, 3.45e-07, 1.26e-06, 3.05e-06, 3.78e-06, 7.74e-06, 4.57e-07, 2.02e-07, 2.35e-07, 9.94e-09, 0.00e+00, 2.55e-12, 8.55e-08, 6.57e-11]    []  
318600    [4.61e-07, 1.52e-06, 1.06e-06, 9.09e-07, 1.11e-06, 1.17e-06, 2.36e-07, 4.56e-09, 1.61e-11, 2.16e-10, 5.86e-07, 1.24e-06, 9.94e-07, 7.76e-09, 3.71e-08, 8.92e-11, 1.19e-08, 1.18e-08, 2.36e-11, 1.04e-12, 6.49e-09, 5.14e-11]    [4.61e-07, 1.52e-06, 1.06e-06, 9.09e-07, 1.11e-06, 1.17e-06, 2.36e-07, 4.56e-09, 1.61e-11, 2.16e-10, 5.86e-07, 1.24e-06, 9.94e-07, 7.76e-09, 3.71e-08, 8.92e-11, 1.19e-08, 1.18e-08, 2.36e-11, 1.04e-12, 6.49e-09, 5.14e-11]    []  
318700    [8.68e-07, 1.24e-06, 9.20e-07, 6.73e-07, 9.41e-07, 9.93e-07, 1.28e-07, 1.27e-04, 4.38e-08, 1.25e-06, 6.93e-06, 7.10e-06, 4.96e-06, 7.16e-06, 1.14e-07, 1.56e-08, 0.00e+00, 1.38e-08, 0.00e+00, 1.67e-09, 1.35e-04, 1.09e-08]    [8.68e-07, 1.24e-06, 9.20e-07, 6.73e-07, 9.41e-07, 9.93e-07, 1.28e-07, 1.27e-04, 4.38e-08, 1.25e-06, 6.93e-06, 7.10e-06, 4.96e-06, 7.16e-06, 1.14e-07, 1.56e-08, 0.00e+00, 1.38e-08, 0.00e+00, 1.67e-09, 1.35e-04, 1.09e-08]    []  
318800    [7.22e-07, 1.34e-06, 8.01e-07, 7.39e-07, 7.59e-07, 6.93e-07, 9.68e-08, 6.49e-07, 1.15e-08, 2.29e-09, 3.34e-06, 4.92e-06, 2.33e-05, 3.62e-05, 5.63e-07, 8.53e-09, 1.67e-08, 1.17e-07, 0.00e+00, 0.00e+00, 5.18e-07, 2.21e-09]    [7.22e-07, 1.34e-06, 8.01e-07, 7.39e-07, 7.59e-07, 6.93e-07, 9.68e-08, 6.49e-07, 1.15e-08, 2.29e-09, 3.34e-06, 4.92e-06, 2.33e-05, 3.62e-05, 5.63e-07, 8.53e-09, 1.67e-08, 1.17e-07, 0.00e+00, 0.00e+00, 5.18e-07, 2.21e-09]    []  
318900    [4.81e-07, 1.17e-06, 7.58e-07, 5.41e-07, 7.61e-07, 9.42e-07, 6.77e-08, 1.13e-10, 5.88e-10, 1.43e-10, 6.80e-07, 9.52e-07, 6.47e-07, 6.21e-09, 9.44e-09, 1.01e-10, 0.00e+00, 5.44e-09, 1.29e-10, 2.73e-11, 1.86e-09, 1.65e-10]    [4.81e-07, 1.17e-06, 7.58e-07, 5.41e-07, 7.61e-07, 9.42e-07, 6.77e-08, 1.13e-10, 5.88e-10, 1.43e-10, 6.80e-07, 9.52e-07, 6.47e-07, 6.21e-09, 9.44e-09, 1.01e-10, 0.00e+00, 5.44e-09, 1.29e-10, 2.73e-11, 1.86e-09, 1.65e-10]    []  
319000    [1.40e-06, 1.75e-06, 7.32e-07, 1.06e-06, 7.16e-07, 1.55e-06, 5.48e-07, 3.07e-08, 6.96e-07, 1.92e-07, 6.11e-06, 2.21e-05, 1.83e-05, 7.48e-05, 5.75e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.61e-07, 1.56e-07]    [1.40e-06, 1.75e-06, 7.32e-07, 1.06e-06, 7.16e-07, 1.55e-06, 5.48e-07, 3.07e-08, 6.96e-07, 1.92e-07, 6.11e-06, 2.21e-05, 1.83e-05, 7.48e-05, 5.75e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.61e-07, 1.56e-07]    []  
319100    [5.25e-07, 1.14e-06, 8.12e-07, 5.14e-07, 7.06e-07, 8.30e-07, 1.97e-07, 6.47e-09, 5.04e-07, 2.62e-09, 7.70e-07, 9.22e-07, 6.17e-07, 2.14e-08, 7.03e-09, 1.42e-13, 0.00e+00, 2.70e-09, 3.83e-10, 1.49e-07, 2.82e-09, 8.14e-07]    [5.25e-07, 1.14e-06, 8.12e-07, 5.14e-07, 7.06e-07, 8.30e-07, 1.97e-07, 6.47e-09, 5.04e-07, 2.62e-09, 7.70e-07, 9.22e-07, 6.17e-07, 2.14e-08, 7.03e-09, 1.42e-13, 0.00e+00, 2.70e-09, 3.83e-10, 1.49e-07, 2.82e-09, 8.14e-07]    []  
319200    [4.70e-07, 1.02e-06, 7.22e-07, 4.51e-07, 6.13e-07, 8.84e-07, 1.15e-07, 9.38e-11, 1.48e-10, 2.48e-11, 7.04e-07, 8.66e-07, 5.56e-07, 3.01e-09, 8.65e-09, 3.21e-11, 0.00e+00, 2.38e-09, 3.50e-10, 0.00e+00, 2.77e-09, 5.19e-10]    [4.70e-07, 1.02e-06, 7.22e-07, 4.51e-07, 6.13e-07, 8.84e-07, 1.15e-07, 9.38e-11, 1.48e-10, 2.48e-11, 7.04e-07, 8.66e-07, 5.56e-07, 3.01e-09, 8.65e-09, 3.21e-11, 0.00e+00, 2.38e-09, 3.50e-10, 0.00e+00, 2.77e-09, 5.19e-10]    []  
319300    [6.75e-05, 1.69e-05, 7.64e-06, 1.07e-05, 1.20e-05, 2.66e-05, 1.02e-05, 4.01e-05, 3.09e-06, 3.19e-04, 4.20e-04, 9.67e-04, 3.96e-04, 3.11e-03, 5.28e-05, 1.65e-05, 1.49e-05, 1.09e-05, 1.34e-05, 0.00e+00, 6.52e-05, 1.14e-05]    [6.75e-05, 1.69e-05, 7.64e-06, 1.07e-05, 1.20e-05, 2.66e-05, 1.02e-05, 4.01e-05, 3.09e-06, 3.19e-04, 4.20e-04, 9.67e-04, 3.96e-04, 3.11e-03, 5.28e-05, 1.65e-05, 1.49e-05, 1.09e-05, 1.34e-05, 0.00e+00, 6.52e-05, 1.14e-05]    []  
319400    [1.58e-06, 7.76e-06, 1.88e-06, 6.17e-06, 1.51e-06, 7.52e-06, 1.59e-06, 7.52e-07, 9.22e-07, 7.79e-08, 1.89e-06, 1.24e-05, 1.33e-05, 5.27e-07, 7.79e-07, 0.00e+00, 2.10e-07, 0.00e+00, 0.00e+00, 1.22e-07, 4.11e-07, 6.48e-07]    [1.58e-06, 7.76e-06, 1.88e-06, 6.17e-06, 1.51e-06, 7.52e-06, 1.59e-06, 7.52e-07, 9.22e-07, 7.79e-08, 1.89e-06, 1.24e-05, 1.33e-05, 5.27e-07, 7.79e-07, 0.00e+00, 2.10e-07, 0.00e+00, 0.00e+00, 1.22e-07, 4.11e-07, 6.48e-07]    []  
319500    [1.02e-06, 4.05e-06, 1.73e-06, 3.07e-06, 1.47e-06, 3.83e-06, 1.19e-06, 1.17e-09, 3.26e-12, 1.83e-09, 8.10e-07, 4.09e-06, 4.31e-06, 3.22e-08, 8.86e-08, 0.00e+00, 3.15e-08, 1.81e-08, 6.58e-11, 2.77e-13, 5.73e-09, 4.77e-11]    [1.02e-06, 4.05e-06, 1.73e-06, 3.07e-06, 1.47e-06, 3.83e-06, 1.19e-06, 1.17e-09, 3.26e-12, 1.83e-09, 8.10e-07, 4.09e-06, 4.31e-06, 3.22e-08, 8.86e-08, 0.00e+00, 3.15e-08, 1.81e-08, 6.58e-11, 2.77e-13, 5.73e-09, 4.77e-11]    []  
319600    [8.57e-07, 2.93e-06, 1.57e-06, 1.75e-06, 1.55e-06, 2.50e-06, 8.96e-07, 2.02e-09, 6.28e-12, 7.23e-10, 5.75e-07, 2.22e-06, 1.78e-06, 1.31e-08, 3.08e-08, 0.00e+00, 3.00e-09, 2.06e-09, 1.57e-11, 1.21e-13, 7.07e-09, 3.87e-11]    [8.57e-07, 2.93e-06, 1.57e-06, 1.75e-06, 1.55e-06, 2.50e-06, 8.96e-07, 2.02e-09, 6.28e-12, 7.23e-10, 5.75e-07, 2.22e-06, 1.78e-06, 1.31e-08, 3.08e-08, 0.00e+00, 3.00e-09, 2.06e-09, 1.57e-11, 1.21e-13, 7.07e-09, 3.87e-11]    []  
319700    [7.49e-07, 2.36e-06, 1.39e-06, 1.27e-06, 1.43e-06, 1.67e-06, 6.69e-07, 1.62e-09, 1.43e-11, 2.97e-09, 4.72e-07, 1.68e-06, 1.22e-06, 7.18e-08, 3.31e-08, 8.62e-10, 2.61e-10, 5.91e-10, 1.73e-10, 1.09e-13, 1.61e-09, 3.75e-11]    [7.49e-07, 2.36e-06, 1.39e-06, 1.27e-06, 1.43e-06, 1.67e-06, 6.69e-07, 1.62e-09, 1.43e-11, 2.97e-09, 4.72e-07, 1.68e-06, 1.22e-06, 7.18e-08, 3.31e-08, 8.62e-10, 2.61e-10, 5.91e-10, 1.73e-10, 1.09e-13, 1.61e-09, 3.75e-11]    []  
319800    [8.94e-07, 2.19e-06, 1.24e-06, 9.62e-07, 1.48e-06, 9.80e-07, 6.03e-07, 1.63e-06, 9.58e-07, 2.45e-08, 7.24e-07, 2.69e-06, 2.02e-06, 4.94e-07, 4.98e-08, 4.70e-08, 0.00e+00, 8.91e-09, 0.00e+00, 0.00e+00, 6.15e-06, 9.75e-07]    [8.94e-07, 2.19e-06, 1.24e-06, 9.62e-07, 1.48e-06, 9.80e-07, 6.03e-07, 1.63e-06, 9.58e-07, 2.45e-08, 7.24e-07, 2.69e-06, 2.02e-06, 4.94e-07, 4.98e-08, 4.70e-08, 0.00e+00, 8.91e-09, 0.00e+00, 0.00e+00, 6.15e-06, 9.75e-07]    []  
319900    [6.05e-07, 1.87e-06, 1.06e-06, 8.20e-07, 1.28e-06, 9.51e-07, 4.02e-07, 2.20e-09, 2.16e-11, 9.07e-12, 5.21e-07, 1.39e-06, 9.88e-07, 8.88e-09, 1.23e-08, 0.00e+00, 0.00e+00, 3.16e-09, 2.39e-10, 1.10e-12, 2.03e-09, 2.21e-11]    [6.05e-07, 1.87e-06, 1.06e-06, 8.20e-07, 1.28e-06, 9.51e-07, 4.02e-07, 2.20e-09, 2.16e-11, 9.07e-12, 5.21e-07, 1.39e-06, 9.88e-07, 8.88e-09, 1.23e-08, 0.00e+00, 0.00e+00, 3.16e-09, 2.39e-10, 1.10e-12, 2.03e-09, 2.21e-11]    []  
320000    [3.51e-06, 6.34e-06, 2.40e-06, 3.88e-06, 6.39e-06, 3.20e-06, 3.12e-06, 2.63e-05, 9.63e-06, 5.23e-06, 3.18e-04, 5.13e-04, 6.71e-04, 1.87e-04, 9.31e-07, 1.40e-06, 6.93e-06, 3.34e-06, 0.00e+00, 0.00e+00, 2.63e-05, 6.69e-06]    [3.51e-06, 6.34e-06, 2.40e-06, 3.88e-06, 6.39e-06, 3.20e-06, 3.12e-06, 2.63e-05, 9.63e-06, 5.23e-06, 3.18e-04, 5.13e-04, 6.71e-04, 1.87e-04, 9.31e-07, 1.40e-06, 6.93e-06, 3.34e-06, 0.00e+00, 0.00e+00, 2.63e-05, 6.69e-06]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 39.219778 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
320000    [3.51e-06, 6.34e-06, 2.40e-06, 3.88e-06, 6.39e-06, 3.20e-06, 3.12e-06, 2.63e-05, 9.63e-06, 5.23e-06, 3.18e-04, 5.13e-04, 6.71e-04, 1.87e-04, 9.31e-07, 1.40e-06, 6.93e-06, 3.34e-06, 0.00e+00, 0.00e+00, 2.63e-05, 6.69e-06]    [3.51e-06, 6.34e-06, 2.40e-06, 3.88e-06, 6.39e-06, 3.20e-06, 3.12e-06, 2.63e-05, 9.63e-06, 5.23e-06, 3.18e-04, 5.13e-04, 6.71e-04, 1.87e-04, 9.31e-07, 1.40e-06, 6.93e-06, 3.34e-06, 0.00e+00, 0.00e+00, 2.63e-05, 6.69e-06]    []  
320100    [6.52e-07, 1.72e-06, 1.01e-06, 7.76e-07, 1.22e-06, 8.35e-07, 4.95e-07, 1.42e-09, 3.15e-10, 9.06e-10, 6.00e-07, 1.58e-06, 1.16e-06, 1.69e-08, 5.07e-09, 7.14e-11, 0.00e+00, 3.22e-09, 1.12e-11, 7.54e-12, 4.65e-09, 4.36e-11]    [6.52e-07, 1.72e-06, 1.01e-06, 7.76e-07, 1.22e-06, 8.35e-07, 4.95e-07, 1.42e-09, 3.15e-10, 9.06e-10, 6.00e-07, 1.58e-06, 1.16e-06, 1.69e-08, 5.07e-09, 7.14e-11, 0.00e+00, 3.22e-09, 1.12e-11, 7.54e-12, 4.65e-09, 4.36e-11]    []  
320200    [5.50e-07, 1.52e-06, 8.36e-07, 6.37e-07, 1.08e-06, 7.98e-07, 3.77e-07, 3.91e-10, 5.47e-13, 5.50e-12, 5.83e-07, 1.37e-06, 9.61e-07, 5.44e-09, 1.01e-08, 4.64e-12, 0.00e+00, 1.43e-09, 6.81e-11, 3.96e-15, 1.41e-09, 1.09e-10]    [5.50e-07, 1.52e-06, 8.36e-07, 6.37e-07, 1.08e-06, 7.98e-07, 3.77e-07, 3.91e-10, 5.47e-13, 5.50e-12, 5.83e-07, 1.37e-06, 9.61e-07, 5.44e-09, 1.01e-08, 4.64e-12, 0.00e+00, 1.43e-09, 6.81e-11, 3.96e-15, 1.41e-09, 1.09e-10]    []  
320300    [1.78e-05, 1.13e-05, 2.61e-06, 1.13e-05, 5.18e-06, 5.62e-06, 1.86e-06, 6.06e-05, 1.80e-07, 5.52e-05, 7.56e-05, 3.78e-04, 1.78e-04, 1.62e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.63e-06, 0.00e+00, 2.36e-05, 6.66e-08]    [1.78e-05, 1.13e-05, 2.61e-06, 1.13e-05, 5.18e-06, 5.62e-06, 1.86e-06, 6.06e-05, 1.80e-07, 5.52e-05, 7.56e-05, 3.78e-04, 1.78e-04, 1.62e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.63e-06, 0.00e+00, 2.36e-05, 6.66e-08]    []  
320400    [5.55e-07, 1.45e-06, 8.13e-07, 5.73e-07, 1.09e-06, 6.48e-07, 3.11e-07, 8.00e-10, 1.24e-05, 6.05e-10, 6.93e-07, 1.81e-06, 1.44e-06, 1.30e-07, 7.78e-09, 0.00e+00, 0.00e+00, 6.54e-10, 5.33e-10, 2.44e-06, 3.53e-09, 9.81e-06]    [5.55e-07, 1.45e-06, 8.13e-07, 5.73e-07, 1.09e-06, 6.48e-07, 3.11e-07, 8.00e-10, 1.24e-05, 6.05e-10, 6.93e-07, 1.81e-06, 1.44e-06, 1.30e-07, 7.78e-09, 0.00e+00, 0.00e+00, 6.54e-10, 5.33e-10, 2.44e-06, 3.53e-09, 9.81e-06]    []  
320500    [4.57e-07, 1.27e-06, 6.39e-07, 4.92e-07, 9.38e-07, 7.10e-07, 2.91e-07, 1.77e-10, 7.74e-08, 8.80e-11, 5.56e-07, 1.30e-06, 8.25e-07, 6.80e-09, 7.62e-09, 6.66e-12, 0.00e+00, 2.62e-10, 2.81e-11, 0.00e+00, 2.50e-09, 9.94e-08]    [4.57e-07, 1.27e-06, 6.39e-07, 4.92e-07, 9.38e-07, 7.10e-07, 2.91e-07, 1.77e-10, 7.74e-08, 8.80e-11, 5.56e-07, 1.30e-06, 8.25e-07, 6.80e-09, 7.62e-09, 6.66e-12, 0.00e+00, 2.62e-10, 2.81e-11, 0.00e+00, 2.50e-09, 9.94e-08]    []  
320600    [4.00e-06, 3.18e-06, 1.96e-06, 3.18e-06, 1.50e-06, 1.37e-06, 9.68e-07, 2.13e-05, 2.26e-08, 6.84e-07, 5.16e-05, 9.08e-05, 1.79e-04, 9.50e-06, 7.50e-08, 2.06e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-10, 1.41e-05, 1.11e-07]    [4.00e-06, 3.18e-06, 1.96e-06, 3.18e-06, 1.50e-06, 1.37e-06, 9.68e-07, 2.13e-05, 2.26e-08, 6.84e-07, 5.16e-05, 9.08e-05, 1.79e-04, 9.50e-06, 7.50e-08, 2.06e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-10, 1.41e-05, 1.11e-07]    []  
320700    [5.23e-07, 1.27e-06, 7.09e-07, 4.84e-07, 9.66e-07, 5.85e-07, 2.19e-07, 1.49e-10, 2.20e-08, 1.52e-09, 6.76e-07, 1.32e-06, 9.00e-07, 6.10e-08, 2.78e-09, 3.38e-13, 3.28e-11, 5.27e-10, 8.96e-11, 1.74e-09, 1.58e-09, 1.14e-08]    [5.23e-07, 1.27e-06, 7.09e-07, 4.84e-07, 9.66e-07, 5.85e-07, 2.19e-07, 1.49e-10, 2.20e-08, 1.52e-09, 6.76e-07, 1.32e-06, 9.00e-07, 6.10e-08, 2.78e-09, 3.38e-13, 3.28e-11, 5.27e-10, 8.96e-11, 1.74e-09, 1.58e-09, 1.14e-08]    []  
320800    [4.59e-07, 1.12e-06, 6.20e-07, 4.50e-07, 8.31e-07, 6.12e-07, 1.89e-07, 1.96e-08, 9.49e-11, 3.79e-11, 6.23e-07, 1.20e-06, 7.54e-07, 5.38e-09, 5.06e-09, 5.42e-11, 0.00e+00, 2.10e-10, 7.14e-12, 9.45e-12, 7.76e-09, 7.42e-11]    [4.59e-07, 1.12e-06, 6.20e-07, 4.50e-07, 8.31e-07, 6.12e-07, 1.89e-07, 1.96e-08, 9.49e-11, 3.79e-11, 6.23e-07, 1.20e-06, 7.54e-07, 5.38e-09, 5.06e-09, 5.42e-11, 0.00e+00, 2.10e-10, 7.14e-12, 9.45e-12, 7.76e-09, 7.42e-11]    []  
320900    [2.96e-06, 3.14e-06, 2.00e-06, 2.93e-06, 1.85e-06, 8.19e-07, 7.16e-07, 2.06e-04, 1.67e-09, 6.52e-06, 6.41e-06, 4.46e-05, 2.00e-05, 7.45e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.20e-05, 9.12e-12, 1.04e-04, 3.56e-08]    [2.96e-06, 3.14e-06, 2.00e-06, 2.93e-06, 1.85e-06, 8.19e-07, 7.16e-07, 2.06e-04, 1.67e-09, 6.52e-06, 6.41e-06, 4.46e-05, 2.00e-05, 7.45e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.20e-05, 9.12e-12, 1.04e-04, 3.56e-08]    []  
321000    [5.12e-07, 1.16e-06, 6.64e-07, 4.25e-07, 9.10e-07, 5.46e-07, 1.49e-07, 8.89e-09, 1.42e-10, 2.76e-11, 6.99e-07, 1.24e-06, 8.08e-07, 1.82e-08, 3.78e-09, 1.01e-10, 1.18e-10, 3.14e-10, 4.53e-10, 7.97e-13, 3.30e-09, 6.92e-11]    [5.12e-07, 1.16e-06, 6.64e-07, 4.25e-07, 9.10e-07, 5.46e-07, 1.49e-07, 8.89e-09, 1.42e-10, 2.76e-11, 6.99e-07, 1.24e-06, 8.08e-07, 1.82e-08, 3.78e-09, 1.01e-10, 1.18e-10, 3.14e-10, 4.53e-10, 7.97e-13, 3.30e-09, 6.92e-11]    []  
321100    [4.41e-07, 1.03e-06, 5.85e-07, 4.12e-07, 7.64e-07, 5.68e-07, 1.36e-07, 4.02e-10, 1.15e-10, 2.38e-11, 6.41e-07, 1.15e-06, 7.03e-07, 8.27e-09, 3.45e-09, 8.11e-11, 5.75e-12, 1.23e-10, 2.58e-11, 9.00e-12, 3.57e-09, 6.79e-11]    [4.41e-07, 1.03e-06, 5.85e-07, 4.12e-07, 7.64e-07, 5.68e-07, 1.36e-07, 4.02e-10, 1.15e-10, 2.38e-11, 6.41e-07, 1.15e-06, 7.03e-07, 8.27e-09, 3.45e-09, 8.11e-11, 5.75e-12, 1.23e-10, 2.58e-11, 9.00e-12, 3.57e-09, 6.79e-11]    []  
321200    [4.66e-06, 3.05e-06, 3.98e-06, 2.23e-06, 3.04e-06, 1.14e-06, 1.34e-06, 9.09e-06, 1.13e-05, 2.94e-06, 9.82e-05, 4.49e-05, 6.66e-05, 3.75e-05, 3.42e-06, 6.90e-07, 0.00e+00, 4.30e-07, 1.51e-07, 2.56e-06, 1.14e-06, 1.21e-05]    [4.66e-06, 3.05e-06, 3.98e-06, 2.23e-06, 3.04e-06, 1.14e-06, 1.34e-06, 9.09e-06, 1.13e-05, 2.94e-06, 9.82e-05, 4.49e-05, 6.66e-05, 3.75e-05, 3.42e-06, 6.90e-07, 0.00e+00, 4.30e-07, 1.51e-07, 2.56e-06, 1.14e-06, 1.21e-05]    []  
321300    [4.26e-07, 1.27e-06, 6.90e-07, 9.01e-07, 7.03e-07, 1.24e-06, 5.34e-07, 1.13e-10, 5.82e-10, 4.15e-10, 4.37e-07, 1.47e-06, 1.05e-06, 2.00e-08, 5.60e-09, 1.18e-09, 2.47e-09, 0.00e+00, 6.10e-11, 0.00e+00, 3.03e-09, 1.19e-09]    [4.26e-07, 1.27e-06, 6.90e-07, 9.01e-07, 7.03e-07, 1.24e-06, 5.34e-07, 1.13e-10, 5.82e-10, 4.15e-10, 4.37e-07, 1.47e-06, 1.05e-06, 2.00e-08, 5.60e-09, 1.18e-09, 2.47e-09, 0.00e+00, 6.10e-11, 0.00e+00, 3.03e-09, 1.19e-09]    []  
321400    [3.97e-07, 1.15e-06, 5.81e-07, 6.24e-07, 6.94e-07, 9.26e-07, 4.17e-07, 3.43e-09, 3.17e-12, 1.70e-08, 5.20e-07, 1.47e-06, 9.74e-07, 7.87e-07, 5.16e-10, 0.00e+00, 0.00e+00, 0.00e+00, 7.26e-12, 2.34e-12, 7.89e-09, 1.49e-10]    [3.97e-07, 1.15e-06, 5.81e-07, 6.24e-07, 6.94e-07, 9.26e-07, 4.17e-07, 3.43e-09, 3.17e-12, 1.70e-08, 5.20e-07, 1.47e-06, 9.74e-07, 7.87e-07, 5.16e-10, 0.00e+00, 0.00e+00, 0.00e+00, 7.26e-12, 2.34e-12, 7.89e-09, 1.49e-10]    []  
321500    [5.39e-07, 1.46e-06, 7.27e-07, 7.17e-07, 9.23e-07, 6.42e-07, 3.75e-07, 9.76e-08, 2.67e-12, 7.69e-09, 8.19e-07, 1.76e-06, 1.64e-06, 7.03e-07, 1.54e-09, 7.99e-09, 0.00e+00, 1.26e-09, 1.67e-08, 0.00e+00, 1.13e-07, 1.45e-08]    [5.39e-07, 1.46e-06, 7.27e-07, 7.17e-07, 9.23e-07, 6.42e-07, 3.75e-07, 9.76e-08, 2.67e-12, 7.69e-09, 8.19e-07, 1.76e-06, 1.64e-06, 7.03e-07, 1.54e-09, 7.99e-09, 0.00e+00, 1.26e-09, 1.67e-08, 0.00e+00, 1.13e-07, 1.45e-08]    []  
321600    [4.68e-07, 1.17e-06, 5.70e-07, 4.90e-07, 8.50e-07, 6.92e-07, 2.66e-07, 3.34e-11, 4.13e-12, 4.89e-12, 6.19e-07, 1.31e-06, 8.30e-07, 6.31e-09, 3.49e-09, 4.17e-12, 0.00e+00, 1.57e-09, 1.25e-10, 2.02e-12, 2.69e-09, 1.33e-10]    [4.68e-07, 1.17e-06, 5.70e-07, 4.90e-07, 8.50e-07, 6.92e-07, 2.66e-07, 3.34e-11, 4.13e-12, 4.89e-12, 6.19e-07, 1.31e-06, 8.30e-07, 6.31e-09, 3.49e-09, 4.17e-12, 0.00e+00, 1.57e-09, 1.25e-10, 2.02e-12, 2.69e-09, 1.33e-10]    []  
321700    [4.24e-07, 1.04e-06, 5.23e-07, 4.54e-07, 7.21e-07, 6.54e-07, 2.38e-07, 1.68e-12, 1.57e-12, 8.00e-10, 6.24e-07, 1.23e-06, 7.70e-07, 4.81e-08, 1.61e-09, 2.63e-13, 0.00e+00, 7.55e-10, 8.54e-11, 2.27e-12, 3.39e-09, 1.12e-10]    [4.24e-07, 1.04e-06, 5.23e-07, 4.54e-07, 7.21e-07, 6.54e-07, 2.38e-07, 1.68e-12, 1.57e-12, 8.00e-10, 6.24e-07, 1.23e-06, 7.70e-07, 4.81e-08, 1.61e-09, 2.63e-13, 0.00e+00, 7.55e-10, 8.54e-11, 2.27e-12, 3.39e-09, 1.12e-10]    []  
321800    [1.07e-06, 1.98e-06, 1.23e-06, 1.79e-06, 5.64e-07, 1.26e-06, 5.71e-07, 1.51e-07, 2.37e-07, 2.58e-08, 6.47e-06, 1.51e-05, 7.54e-06, 5.44e-06, 5.01e-09, 6.40e-08, 9.77e-07, 0.00e+00, 1.06e-07, 0.00e+00, 6.71e-07, 8.09e-08]    [1.07e-06, 1.98e-06, 1.23e-06, 1.79e-06, 5.64e-07, 1.26e-06, 5.71e-07, 1.51e-07, 2.37e-07, 2.58e-08, 6.47e-06, 1.51e-05, 7.54e-06, 5.44e-06, 5.01e-09, 6.40e-08, 9.77e-07, 0.00e+00, 1.06e-07, 0.00e+00, 6.71e-07, 8.09e-08]    []  
321900    [4.74e-07, 1.16e-06, 8.09e-07, 8.18e-07, 6.73e-07, 7.48e-07, 3.98e-07, 1.44e-09, 2.20e-10, 1.64e-12, 6.47e-07, 1.44e-06, 9.88e-07, 1.40e-08, 3.02e-09, 0.00e+00, 1.50e-11, 1.17e-10, 2.04e-11, 5.86e-12, 3.32e-09, 5.53e-11]    [4.74e-07, 1.16e-06, 8.09e-07, 8.18e-07, 6.73e-07, 7.48e-07, 3.98e-07, 1.44e-09, 2.20e-10, 1.64e-12, 6.47e-07, 1.44e-06, 9.88e-07, 1.40e-08, 3.02e-09, 0.00e+00, 1.50e-11, 1.17e-10, 2.04e-11, 5.86e-12, 3.32e-09, 5.53e-11]    []  
322000    [4.35e-07, 1.05e-06, 6.15e-07, 5.11e-07, 6.20e-07, 6.66e-07, 2.74e-07, 1.61e-09, 7.74e-11, 7.11e-14, 6.57e-07, 1.30e-06, 8.54e-07, 1.23e-08, 3.24e-09, 2.90e-13, 0.00e+00, 6.56e-11, 1.50e-11, 4.33e-12, 4.10e-09, 5.27e-11]    [4.35e-07, 1.05e-06, 6.15e-07, 5.11e-07, 6.20e-07, 6.66e-07, 2.74e-07, 1.61e-09, 7.74e-11, 7.11e-14, 6.57e-07, 1.30e-06, 8.54e-07, 1.23e-08, 3.24e-09, 2.90e-13, 0.00e+00, 6.56e-11, 1.50e-11, 4.33e-12, 4.10e-09, 5.27e-11]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 38.353386 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
322000    [4.35e-07, 1.05e-06, 6.15e-07, 5.11e-07, 6.20e-07, 6.66e-07, 2.74e-07, 1.61e-09, 7.74e-11, 7.11e-14, 6.57e-07, 1.30e-06, 8.54e-07, 1.23e-08, 3.24e-09, 2.90e-13, 0.00e+00, 6.56e-11, 1.50e-11, 4.33e-12, 4.10e-09, 5.27e-11]    [4.35e-07, 1.05e-06, 6.15e-07, 5.11e-07, 6.20e-07, 6.66e-07, 2.74e-07, 1.61e-09, 7.74e-11, 7.11e-14, 6.57e-07, 1.30e-06, 8.54e-07, 1.23e-08, 3.24e-09, 2.90e-13, 0.00e+00, 6.56e-11, 1.50e-11, 4.33e-12, 4.10e-09, 5.27e-11]    []  
322100    [2.35e-05, 7.38e-06, 4.90e-06, 4.25e-06, 4.56e-06, 1.81e-06, 2.04e-06, 4.25e-05, 1.93e-07, 2.60e-05, 5.31e-05, 1.36e-04, 4.01e-04, 7.91e-04, 1.12e-05, 1.06e-05, 5.57e-06, 9.81e-06, 0.00e+00, 2.90e-10, 6.80e-05, 3.56e-09]    [2.35e-05, 7.38e-06, 4.90e-06, 4.25e-06, 4.56e-06, 1.81e-06, 2.04e-06, 4.25e-05, 1.93e-07, 2.60e-05, 5.31e-05, 1.36e-04, 4.01e-04, 7.91e-04, 1.12e-05, 1.06e-05, 5.57e-06, 9.81e-06, 0.00e+00, 2.90e-10, 6.80e-05, 3.56e-09]    []  
322200    [6.12e-07, 1.09e-06, 1.03e-06, 5.04e-07, 1.40e-06, 7.10e-07, 1.66e-07, 7.44e-11, 3.51e-10, 1.48e-10, 7.39e-07, 2.93e-06, 2.70e-06, 8.55e-08, 1.87e-08, 1.21e-08, 4.76e-11, 2.38e-09, 4.24e-11, 0.00e+00, 2.06e-09, 1.88e-10]    [6.12e-07, 1.09e-06, 1.03e-06, 5.04e-07, 1.40e-06, 7.10e-07, 1.66e-07, 7.44e-11, 3.51e-10, 1.48e-10, 7.39e-07, 2.93e-06, 2.70e-06, 8.55e-08, 1.87e-08, 1.21e-08, 4.76e-11, 2.38e-09, 4.24e-11, 0.00e+00, 2.06e-09, 1.88e-10]    []  
322300    [4.86e-07, 9.55e-07, 8.57e-07, 4.42e-07, 8.83e-07, 7.73e-07, 9.87e-08, 1.71e-10, 4.91e-10, 1.54e-11, 6.72e-07, 1.49e-06, 1.03e-06, 1.84e-08, 4.19e-09, 8.80e-10, 0.00e+00, 2.76e-10, 2.08e-10, 3.52e-11, 2.24e-09, 2.13e-10]    [4.86e-07, 9.55e-07, 8.57e-07, 4.42e-07, 8.83e-07, 7.73e-07, 9.87e-08, 1.71e-10, 4.91e-10, 1.54e-11, 6.72e-07, 1.49e-06, 1.03e-06, 1.84e-08, 4.19e-09, 8.80e-10, 0.00e+00, 2.76e-10, 2.08e-10, 3.52e-11, 2.24e-09, 2.13e-10]    []  
322400    [4.50e-07, 8.92e-07, 8.03e-07, 4.73e-07, 7.68e-07, 8.52e-07, 4.77e-07, 1.70e-08, 6.94e-07, 4.01e-08, 6.20e-07, 1.47e-06, 8.82e-07, 1.22e-06, 3.15e-08, 7.99e-10, 1.77e-09, 2.26e-09, 3.91e-09, 1.71e-07, 2.38e-08, 9.50e-07]    [4.50e-07, 8.92e-07, 8.03e-07, 4.73e-07, 7.68e-07, 8.52e-07, 4.77e-07, 1.70e-08, 6.94e-07, 4.01e-08, 6.20e-07, 1.47e-06, 8.82e-07, 1.22e-06, 3.15e-08, 7.99e-10, 1.77e-09, 2.26e-09, 3.91e-09, 1.71e-07, 2.38e-08, 9.50e-07]    []  
322500    [6.29e-07, 9.16e-07, 9.93e-07, 6.38e-07, 1.23e-06, 6.34e-07, 1.34e-07, 1.46e-05, 6.05e-09, 4.22e-10, 1.21e-06, 2.06e-06, 1.81e-06, 1.32e-07, 7.33e-09, 3.64e-10, 0.00e+00, 9.64e-10, 0.00e+00, 0.00e+00, 8.01e-06, 8.57e-09]    [6.29e-07, 9.16e-07, 9.93e-07, 6.38e-07, 1.23e-06, 6.34e-07, 1.34e-07, 1.46e-05, 6.05e-09, 4.22e-10, 1.21e-06, 2.06e-06, 1.81e-06, 1.32e-07, 7.33e-09, 3.64e-10, 0.00e+00, 9.64e-10, 0.00e+00, 0.00e+00, 8.01e-06, 8.57e-09]    []  
322600    [4.70e-07, 7.76e-07, 8.94e-07, 5.00e-07, 1.01e-06, 7.55e-07, 9.12e-08, 1.67e-09, 9.49e-11, 9.06e-11, 6.56e-07, 1.30e-06, 8.37e-07, 4.63e-09, 4.29e-09, 1.92e-12, 6.62e-12, 2.49e-11, 8.06e-12, 5.18e-12, 6.84e-09, 1.37e-10]    [4.70e-07, 7.76e-07, 8.94e-07, 5.00e-07, 1.01e-06, 7.55e-07, 9.12e-08, 1.67e-09, 9.49e-11, 9.06e-11, 6.56e-07, 1.30e-06, 8.37e-07, 4.63e-09, 4.29e-09, 1.92e-12, 6.62e-12, 2.49e-11, 8.06e-12, 5.18e-12, 6.84e-09, 1.37e-10]    []  
322700    [5.21e-06, 1.53e-06, 1.26e-06, 1.03e-06, 1.35e-06, 1.28e-06, 3.09e-07, 3.82e-06, 2.23e-09, 6.79e-06, 1.21e-05, 4.23e-05, 9.27e-05, 3.24e-04, 4.78e-06, 3.33e-06, 1.81e-06, 1.70e-06, 6.82e-07, 3.14e-09, 4.06e-06, 2.05e-08]    [5.21e-06, 1.53e-06, 1.26e-06, 1.03e-06, 1.35e-06, 1.28e-06, 3.09e-07, 3.82e-06, 2.23e-09, 6.79e-06, 1.21e-05, 4.23e-05, 9.27e-05, 3.24e-04, 4.78e-06, 3.33e-06, 1.81e-06, 1.70e-06, 6.82e-07, 3.14e-09, 4.06e-06, 2.05e-08]    []  
322800    [7.22e-07, 9.61e-07, 8.30e-07, 5.88e-07, 9.44e-07, 5.41e-07, 1.22e-07, 1.54e-07, 8.23e-10, 5.44e-08, 1.03e-06, 1.24e-06, 1.12e-06, 5.52e-07, 3.85e-09, 9.14e-09, 5.60e-09, 4.88e-09, 2.11e-09, 4.47e-10, 9.86e-09, 2.95e-09]    [7.22e-07, 9.61e-07, 8.30e-07, 5.88e-07, 9.44e-07, 5.41e-07, 1.22e-07, 1.54e-07, 8.23e-10, 5.44e-08, 1.03e-06, 1.24e-06, 1.12e-06, 5.52e-07, 3.85e-09, 9.14e-09, 5.60e-09, 4.88e-09, 2.11e-09, 4.47e-10, 9.86e-09, 2.95e-09]    []  
322900    [4.97e-07, 7.53e-07, 7.48e-07, 4.34e-07, 8.28e-07, 6.83e-07, 6.50e-08, 1.28e-09, 1.44e-12, 7.51e-11, 7.25e-07, 8.38e-07, 4.67e-07, 4.99e-09, 1.15e-09, 5.59e-11, 1.70e-10, 1.71e-10, 1.31e-10, 3.15e-12, 3.45e-09, 1.51e-10]    [4.97e-07, 7.53e-07, 7.48e-07, 4.34e-07, 8.28e-07, 6.83e-07, 6.50e-08, 1.28e-09, 1.44e-12, 7.51e-11, 7.25e-07, 8.38e-07, 4.67e-07, 4.99e-09, 1.15e-09, 5.59e-11, 1.70e-10, 1.71e-10, 1.31e-10, 3.15e-12, 3.45e-09, 1.51e-10]    []  
323000    [2.50e-05, 6.16e-06, 4.25e-06, 7.02e-06, 4.80e-06, 3.66e-06, 3.19e-06, 1.64e-04, 4.85e-08, 6.88e-05, 9.31e-05, 2.94e-04, 7.38e-04, 2.53e-03, 2.93e-05, 2.18e-05, 1.23e-05, 6.38e-06, 2.70e-05, 2.20e-09, 1.28e-04, 1.61e-08]    [2.50e-05, 6.16e-06, 4.25e-06, 7.02e-06, 4.80e-06, 3.66e-06, 3.19e-06, 1.64e-04, 4.85e-08, 6.88e-05, 9.31e-05, 2.94e-04, 7.38e-04, 2.53e-03, 2.93e-05, 2.18e-05, 1.23e-05, 6.38e-06, 2.70e-05, 2.20e-09, 1.28e-04, 1.61e-08]    []  
323100    [5.13e-07, 8.00e-07, 6.82e-07, 3.85e-07, 7.49e-07, 5.25e-07, 6.82e-08, 2.73e-06, 1.72e-08, 5.47e-08, 1.29e-06, 1.67e-06, 1.66e-06, 3.81e-08, 6.07e-11, 3.64e-10, 8.09e-10, 4.71e-09, 4.66e-08, 3.69e-09, 2.66e-07, 2.40e-08]    [5.13e-07, 8.00e-07, 6.82e-07, 3.85e-07, 7.49e-07, 5.25e-07, 6.82e-08, 2.73e-06, 1.72e-08, 5.47e-08, 1.29e-06, 1.67e-06, 1.66e-06, 3.81e-08, 6.07e-11, 3.64e-10, 8.09e-10, 4.71e-09, 4.66e-08, 3.69e-09, 2.66e-07, 2.40e-08]    []  
323200    [5.38e-07, 6.98e-07, 6.25e-07, 3.39e-07, 6.93e-07, 6.15e-07, 5.36e-08, 1.39e-08, 2.64e-10, 1.01e-07, 9.05e-07, 1.41e-06, 2.14e-06, 5.40e-06, 4.96e-08, 1.82e-08, 1.42e-08, 1.52e-08, 3.33e-09, 1.22e-10, 1.83e-08, 6.88e-10]    [5.38e-07, 6.98e-07, 6.25e-07, 3.39e-07, 6.93e-07, 6.15e-07, 5.36e-08, 1.39e-08, 2.64e-10, 1.01e-07, 9.05e-07, 1.41e-06, 2.14e-06, 5.40e-06, 4.96e-08, 1.82e-08, 1.42e-08, 1.52e-08, 3.33e-09, 1.22e-10, 1.83e-08, 6.88e-10]    []  
323300    [5.98e-07, 8.67e-07, 6.76e-07, 4.44e-07, 6.38e-07, 4.60e-07, 8.30e-08, 3.12e-09, 7.67e-08, 5.39e-08, 1.33e-06, 1.03e-06, 1.34e-06, 1.56e-07, 3.60e-09, 1.70e-09, 4.16e-09, 9.54e-09, 5.27e-09, 0.00e+00, 2.79e-08, 3.38e-08]    [5.98e-07, 8.67e-07, 6.76e-07, 4.44e-07, 6.38e-07, 4.60e-07, 8.30e-08, 3.12e-09, 7.67e-08, 5.39e-08, 1.33e-06, 1.03e-06, 1.34e-06, 1.56e-07, 3.60e-09, 1.70e-09, 4.16e-09, 9.54e-09, 5.27e-09, 0.00e+00, 2.79e-08, 3.38e-08]    []  
323400    [4.42e-07, 7.45e-07, 5.77e-07, 3.23e-07, 6.15e-07, 5.93e-07, 5.67e-08, 4.33e-10, 1.30e-10, 1.75e-11, 6.93e-07, 7.75e-07, 4.36e-07, 6.53e-09, 2.49e-09, 1.42e-11, 2.50e-11, 4.85e-10, 1.87e-10, 5.73e-12, 7.95e-09, 5.61e-10]    [4.42e-07, 7.45e-07, 5.77e-07, 3.23e-07, 6.15e-07, 5.93e-07, 5.67e-08, 4.33e-10, 1.30e-10, 1.75e-11, 6.93e-07, 7.75e-07, 4.36e-07, 6.53e-09, 2.49e-09, 1.42e-11, 2.50e-11, 4.85e-10, 1.87e-10, 5.73e-12, 7.95e-09, 5.61e-10]    []  
323500    [7.15e-07, 9.55e-07, 6.76e-07, 9.25e-07, 4.44e-07, 3.74e-07, 1.51e-07, 2.45e-06, 8.88e-06, 3.48e-07, 2.57e-06, 2.42e-06, 5.78e-06, 4.29e-06, 1.01e-14, 2.53e-09, 0.00e+00, 1.87e-10, 3.07e-07, 9.06e-07, 1.91e-06, 4.44e-06]    [7.15e-07, 9.55e-07, 6.76e-07, 9.25e-07, 4.44e-07, 3.74e-07, 1.51e-07, 2.45e-06, 8.88e-06, 3.48e-07, 2.57e-06, 2.42e-06, 5.78e-06, 4.29e-06, 1.01e-14, 2.53e-09, 0.00e+00, 1.87e-10, 3.07e-07, 9.06e-07, 1.91e-06, 4.44e-06]    []  
323600    [4.18e-07, 7.50e-07, 5.32e-07, 3.10e-07, 5.52e-07, 5.75e-07, 7.83e-08, 2.18e-10, 1.44e-09, 1.17e-08, 6.96e-07, 8.28e-07, 4.41e-07, 2.50e-07, 2.55e-10, 0.00e+00, 8.61e-11, 2.60e-10, 1.31e-09, 6.27e-10, 1.12e-08, 2.87e-09]    [4.18e-07, 7.50e-07, 5.32e-07, 3.10e-07, 5.52e-07, 5.75e-07, 7.83e-08, 2.18e-10, 1.44e-09, 1.17e-08, 6.96e-07, 8.28e-07, 4.41e-07, 2.50e-07, 2.55e-10, 0.00e+00, 8.61e-11, 2.60e-10, 1.31e-09, 6.27e-10, 1.12e-08, 2.87e-09]    []  
323700    [8.47e-07, 1.12e-06, 7.96e-07, 6.07e-07, 6.22e-07, 4.71e-07, 6.17e-08, 8.68e-07, 1.66e-10, 6.36e-08, 1.26e-06, 3.37e-06, 1.89e-06, 2.89e-06, 0.00e+00, 2.21e-07, 1.50e-07, 2.87e-09, 4.73e-09, 2.17e-11, 5.07e-07, 1.82e-09]    [8.47e-07, 1.12e-06, 7.96e-07, 6.07e-07, 6.22e-07, 4.71e-07, 6.17e-08, 8.68e-07, 1.66e-10, 6.36e-08, 1.26e-06, 3.37e-06, 1.89e-06, 2.89e-06, 0.00e+00, 2.21e-07, 1.50e-07, 2.87e-09, 4.73e-09, 2.17e-11, 5.07e-07, 1.82e-09]    []  
323800    [4.14e-07, 7.85e-07, 5.27e-07, 3.16e-07, 5.03e-07, 6.21e-07, 2.44e-07, 8.83e-08, 4.50e-09, 6.22e-09, 7.23e-07, 8.82e-07, 5.33e-07, 1.57e-08, 1.37e-09, 2.24e-10, 1.42e-10, 6.27e-10, 0.00e+00, 1.56e-08, 1.22e-07, 9.86e-08]    [4.14e-07, 7.85e-07, 5.27e-07, 3.16e-07, 5.03e-07, 6.21e-07, 2.44e-07, 8.83e-08, 4.50e-09, 6.22e-09, 7.23e-07, 8.82e-07, 5.33e-07, 1.57e-08, 1.37e-09, 2.24e-10, 1.42e-10, 6.27e-10, 0.00e+00, 1.56e-08, 1.22e-07, 9.86e-08]    []  
323900    [1.01e-05, 6.03e-06, 2.53e-06, 3.46e-06, 1.32e-06, 3.08e-06, 8.98e-07, 8.94e-06, 8.31e-07, 1.84e-05, 2.70e-05, 1.22e-04, 1.68e-04, 7.41e-04, 2.71e-05, 4.14e-06, 7.63e-06, 6.64e-06, 0.00e+00, 0.00e+00, 3.68e-06, 7.40e-07]    [1.01e-05, 6.03e-06, 2.53e-06, 3.46e-06, 1.32e-06, 3.08e-06, 8.98e-07, 8.94e-06, 8.31e-07, 1.84e-05, 2.70e-05, 1.22e-04, 1.68e-04, 7.41e-04, 2.71e-05, 4.14e-06, 7.63e-06, 6.64e-06, 0.00e+00, 0.00e+00, 3.68e-06, 7.40e-07]    []  
324000    [4.45e-07, 8.11e-07, 5.55e-07, 3.19e-07, 5.52e-07, 5.45e-07, 7.88e-08, 4.41e-09, 3.39e-08, 1.43e-08, 7.64e-07, 8.93e-07, 5.17e-07, 1.21e-07, 9.17e-10, 0.00e+00, 1.10e-10, 1.43e-09, 4.96e-09, 0.00e+00, 2.61e-08, 1.34e-08]    [4.45e-07, 8.11e-07, 5.55e-07, 3.19e-07, 5.52e-07, 5.45e-07, 7.88e-08, 4.41e-09, 3.39e-08, 1.43e-08, 7.64e-07, 8.93e-07, 5.17e-07, 1.21e-07, 9.17e-10, 0.00e+00, 1.10e-10, 1.43e-09, 4.96e-09, 0.00e+00, 2.61e-08, 1.34e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 38.013580 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
324000    [4.45e-07, 8.11e-07, 5.55e-07, 3.19e-07, 5.52e-07, 5.45e-07, 7.88e-08, 4.41e-09, 3.39e-08, 1.43e-08, 7.64e-07, 8.93e-07, 5.17e-07, 1.21e-07, 9.17e-10, 0.00e+00, 1.10e-10, 1.43e-09, 4.96e-09, 0.00e+00, 2.61e-08, 1.34e-08]    [4.45e-07, 8.11e-07, 5.55e-07, 3.19e-07, 5.52e-07, 5.45e-07, 7.88e-08, 4.41e-09, 3.39e-08, 1.43e-08, 7.64e-07, 8.93e-07, 5.17e-07, 1.21e-07, 9.17e-10, 0.00e+00, 1.10e-10, 1.43e-09, 4.96e-09, 0.00e+00, 2.61e-08, 1.34e-08]    []  
324100    [3.93e-06, 1.99e-06, 1.44e-06, 2.28e-06, 1.02e-06, 1.68e-06, 7.78e-07, 4.26e-06, 1.15e-04, 5.16e-06, 2.01e-05, 7.32e-05, 1.45e-05, 1.52e-04, 8.15e-06, 1.21e-06, 5.10e-07, 1.34e-07, 0.00e+00, 0.00e+00, 5.00e-06, 1.37e-04]    [3.93e-06, 1.99e-06, 1.44e-06, 2.28e-06, 1.02e-06, 1.68e-06, 7.78e-07, 4.26e-06, 1.15e-04, 5.16e-06, 2.01e-05, 7.32e-05, 1.45e-05, 1.52e-04, 8.15e-06, 1.21e-06, 5.10e-07, 1.34e-07, 0.00e+00, 0.00e+00, 5.00e-06, 1.37e-04]    []  
324200    [4.39e-07, 7.50e-07, 4.99e-07, 3.00e-07, 5.11e-07, 5.47e-07, 7.74e-08, 1.48e-09, 9.95e-10, 2.72e-09, 7.20e-07, 7.61e-07, 5.50e-07, 2.38e-07, 1.11e-08, 3.34e-10, 3.15e-10, 2.00e-09, 2.00e-09, 1.49e-10, 8.12e-09, 7.87e-10]    [4.39e-07, 7.50e-07, 4.99e-07, 3.00e-07, 5.11e-07, 5.47e-07, 7.74e-08, 1.48e-09, 9.95e-10, 2.72e-09, 7.20e-07, 7.61e-07, 5.50e-07, 2.38e-07, 1.11e-08, 3.34e-10, 3.15e-10, 2.00e-09, 2.00e-09, 1.49e-10, 8.12e-09, 7.87e-10]    []  
324300    [9.26e-07, 1.01e-06, 7.14e-07, 8.64e-07, 3.93e-07, 5.60e-07, 1.48e-07, 3.39e-07, 1.29e-06, 1.04e-06, 3.82e-06, 1.20e-05, 5.06e-06, 1.20e-05, 3.91e-07, 6.55e-08, 2.25e-09, 0.00e+00, 3.61e-09, 2.14e-07, 1.09e-08, 1.04e-06]    [9.26e-07, 1.01e-06, 7.14e-07, 8.64e-07, 3.93e-07, 5.60e-07, 1.48e-07, 3.39e-07, 1.29e-06, 1.04e-06, 3.82e-06, 1.20e-05, 5.06e-06, 1.20e-05, 3.91e-07, 6.55e-08, 2.25e-09, 0.00e+00, 3.61e-09, 2.14e-07, 1.09e-08, 1.04e-06]    []  
324400    [4.22e-07, 8.16e-07, 5.09e-07, 3.77e-07, 4.25e-07, 6.49e-07, 4.75e-07, 4.87e-06, 2.55e-05, 2.86e-08, 6.82e-07, 8.62e-07, 5.36e-07, 1.99e-07, 3.95e-09, 0.00e+00, 1.31e-09, 4.99e-10, 0.00e+00, 1.27e-05, 2.56e-06, 5.52e-05]    [4.22e-07, 8.16e-07, 5.09e-07, 3.77e-07, 4.25e-07, 6.49e-07, 4.75e-07, 4.87e-06, 2.55e-05, 2.86e-08, 6.82e-07, 8.62e-07, 5.36e-07, 1.99e-07, 3.95e-09, 0.00e+00, 1.31e-09, 4.99e-10, 0.00e+00, 1.27e-05, 2.56e-06, 5.52e-05]    []  
324500    [1.03e-05, 3.96e-06, 3.00e-06, 6.29e-06, 2.33e-06, 5.48e-06, 2.14e-06, 1.56e-04, 1.65e-07, 2.51e-05, 2.57e-05, 1.10e-04, 1.46e-04, 4.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-04, 9.57e-08]    [1.03e-05, 3.96e-06, 3.00e-06, 6.29e-06, 2.33e-06, 5.48e-06, 2.14e-06, 1.56e-04, 1.65e-07, 2.51e-05, 2.57e-05, 1.10e-04, 1.46e-04, 4.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-04, 9.57e-08]    []  
324600    [4.96e-07, 9.24e-07, 5.95e-07, 4.48e-07, 3.64e-07, 5.23e-07, 9.41e-08, 6.56e-08, 4.73e-09, 4.71e-08, 8.87e-07, 8.64e-07, 6.72e-07, 5.21e-07, 9.51e-10, 0.00e+00, 1.70e-09, 1.67e-09, 3.01e-08, 2.57e-11, 1.95e-07, 3.03e-08]    [4.96e-07, 9.24e-07, 5.95e-07, 4.48e-07, 3.64e-07, 5.23e-07, 9.41e-08, 6.56e-08, 4.73e-09, 4.71e-08, 8.87e-07, 8.64e-07, 6.72e-07, 5.21e-07, 9.51e-10, 0.00e+00, 1.70e-09, 1.67e-09, 3.01e-08, 2.57e-11, 1.95e-07, 3.03e-08]    []  
324700    [4.00e-07, 7.76e-07, 4.98e-07, 3.33e-07, 3.57e-07, 5.91e-07, 7.91e-08, 6.60e-09, 1.24e-10, 5.38e-12, 6.62e-07, 7.18e-07, 3.88e-07, 2.98e-09, 7.07e-09, 1.15e-10, 9.76e-11, 1.19e-09, 1.86e-10, 2.66e-10, 2.97e-08, 7.83e-10]    [4.00e-07, 7.76e-07, 4.98e-07, 3.33e-07, 3.57e-07, 5.91e-07, 7.91e-08, 6.60e-09, 1.24e-10, 5.38e-12, 6.62e-07, 7.18e-07, 3.88e-07, 2.98e-09, 7.07e-09, 1.15e-10, 9.76e-11, 1.19e-09, 1.86e-10, 2.66e-10, 2.97e-08, 7.83e-10]    []  
324800    [8.59e-05, 2.39e-05, 9.29e-06, 1.99e-05, 1.35e-05, 1.24e-05, 4.26e-06, 1.83e-06, 8.80e-04, 1.32e-04, 3.35e-04, 1.16e-03, 1.37e-03, 5.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-04, 9.93e-04]    [8.59e-05, 2.39e-05, 9.29e-06, 1.99e-05, 1.35e-05, 1.24e-05, 4.26e-06, 1.83e-06, 8.80e-04, 1.32e-04, 3.35e-04, 1.16e-03, 1.37e-03, 5.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-04, 9.93e-04]    []  
324900    [5.88e-07, 1.07e-06, 7.00e-07, 8.45e-07, 2.68e-07, 7.57e-07, 1.62e-07, 3.00e-10, 4.55e-08, 1.52e-07, 8.59e-07, 1.66e-06, 7.47e-07, 1.44e-06, 0.00e+00, 3.57e-09, 9.83e-09, 0.00e+00, 4.22e-10, 0.00e+00, 1.75e-08, 3.75e-08]    [5.88e-07, 1.07e-06, 7.00e-07, 8.45e-07, 2.68e-07, 7.57e-07, 1.62e-07, 3.00e-10, 4.55e-08, 1.52e-07, 8.59e-07, 1.66e-06, 7.47e-07, 1.44e-06, 0.00e+00, 3.57e-09, 9.83e-09, 0.00e+00, 4.22e-10, 0.00e+00, 1.75e-08, 3.75e-08]    []  
325000    [3.94e-07, 8.60e-07, 5.47e-07, 4.51e-07, 3.52e-07, 6.51e-07, 1.06e-07, 2.34e-10, 3.84e-12, 4.91e-10, 6.02e-07, 8.05e-07, 5.22e-07, 2.64e-08, 1.38e-08, 2.01e-11, 1.36e-09, 1.67e-09, 5.83e-10, 4.52e-11, 1.46e-08, 9.53e-10]    [3.94e-07, 8.60e-07, 5.47e-07, 4.51e-07, 3.52e-07, 6.51e-07, 1.06e-07, 2.34e-10, 3.84e-12, 4.91e-10, 6.02e-07, 8.05e-07, 5.22e-07, 2.64e-08, 1.38e-08, 2.01e-11, 1.36e-09, 1.67e-09, 5.83e-10, 4.52e-11, 1.46e-08, 9.53e-10]    []  
325100    [3.72e-07, 7.76e-07, 4.55e-07, 3.76e-07, 3.28e-07, 6.31e-07, 8.82e-08, 2.95e-10, 6.39e-13, 1.12e-08, 6.12e-07, 8.21e-07, 5.09e-07, 3.02e-07, 1.89e-08, 1.56e-09, 1.28e-09, 3.42e-09, 1.67e-09, 1.16e-10, 1.73e-08, 1.14e-09]    [3.72e-07, 7.76e-07, 4.55e-07, 3.76e-07, 3.28e-07, 6.31e-07, 8.82e-08, 2.95e-10, 6.39e-13, 1.12e-08, 6.12e-07, 8.21e-07, 5.09e-07, 3.02e-07, 1.89e-08, 1.56e-09, 1.28e-09, 3.42e-09, 1.67e-09, 1.16e-10, 1.73e-08, 1.14e-09]    []  
325200    [5.66e-07, 9.36e-07, 5.42e-07, 4.37e-07, 4.78e-07, 5.00e-07, 7.74e-08, 3.73e-06, 6.27e-08, 6.42e-09, 9.42e-07, 9.45e-07, 8.51e-07, 3.37e-07, 2.75e-08, 1.50e-08, 2.49e-09, 7.33e-09, 0.00e+00, 0.00e+00, 1.02e-05, 1.20e-07]    [5.66e-07, 9.36e-07, 5.42e-07, 4.37e-07, 4.78e-07, 5.00e-07, 7.74e-08, 3.73e-06, 6.27e-08, 6.42e-09, 9.42e-07, 9.45e-07, 8.51e-07, 3.37e-07, 2.75e-08, 1.50e-08, 2.49e-09, 7.33e-09, 0.00e+00, 0.00e+00, 1.02e-05, 1.20e-07]    []  
325300    [3.77e-07, 7.78e-07, 4.61e-07, 3.31e-07, 4.14e-07, 5.86e-07, 6.87e-08, 6.84e-10, 4.81e-10, 2.99e-10, 6.69e-07, 7.70e-07, 4.70e-07, 2.05e-09, 8.64e-09, 3.09e-11, 1.20e-10, 2.20e-09, 1.06e-09, 1.45e-10, 1.11e-08, 9.71e-10]    [3.77e-07, 7.78e-07, 4.61e-07, 3.31e-07, 4.14e-07, 5.86e-07, 6.87e-08, 6.84e-10, 4.81e-10, 2.99e-10, 6.69e-07, 7.70e-07, 4.70e-07, 2.05e-09, 8.64e-09, 3.09e-11, 1.20e-10, 2.20e-09, 1.06e-09, 1.45e-10, 1.11e-08, 9.71e-10]    []  
325400    [4.82e-06, 2.60e-06, 1.52e-06, 4.19e-06, 1.20e-06, 4.10e-06, 1.19e-06, 8.16e-05, 1.18e-05, 1.36e-05, 1.55e-05, 6.27e-05, 1.25e-04, 2.16e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-08, 3.22e-05, 0.00e+00, 1.47e-04, 8.52e-06]    [4.82e-06, 2.60e-06, 1.52e-06, 4.19e-06, 1.20e-06, 4.10e-06, 1.19e-06, 8.16e-05, 1.18e-05, 1.36e-05, 1.55e-05, 6.27e-05, 1.25e-04, 2.16e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-08, 3.22e-05, 0.00e+00, 1.47e-04, 8.52e-06]    []  
325500    [4.74e-07, 8.39e-07, 4.90e-07, 3.73e-07, 4.15e-07, 4.92e-07, 1.01e-07, 2.48e-08, 2.54e-09, 2.81e-11, 7.63e-07, 7.41e-07, 4.97e-07, 5.39e-08, 9.54e-09, 6.15e-10, 4.03e-10, 2.09e-09, 2.50e-10, 0.00e+00, 1.52e-08, 6.86e-09]    [4.74e-07, 8.39e-07, 4.90e-07, 3.73e-07, 4.15e-07, 4.92e-07, 1.01e-07, 2.48e-08, 2.54e-09, 2.81e-11, 7.63e-07, 7.41e-07, 4.97e-07, 5.39e-08, 9.54e-09, 6.15e-10, 4.03e-10, 2.09e-09, 2.50e-10, 0.00e+00, 1.52e-08, 6.86e-09]    []  
325600    [4.25e-07, 8.15e-07, 4.44e-07, 3.22e-07, 3.62e-07, 6.40e-07, 9.24e-08, 3.77e-09, 1.50e-10, 1.42e-07, 8.12e-07, 1.48e-06, 2.32e-06, 5.60e-06, 1.07e-09, 0.00e+00, 0.00e+00, 0.00e+00, 9.54e-10, 1.75e-10, 2.71e-08, 2.60e-09]    [4.25e-07, 8.15e-07, 4.44e-07, 3.22e-07, 3.62e-07, 6.40e-07, 9.24e-08, 3.77e-09, 1.50e-10, 1.42e-07, 8.12e-07, 1.48e-06, 2.32e-06, 5.60e-06, 1.07e-09, 0.00e+00, 0.00e+00, 0.00e+00, 9.54e-10, 1.75e-10, 2.71e-08, 2.60e-09]    []  
325700    [5.03e-07, 8.07e-07, 4.83e-07, 3.53e-07, 4.19e-07, 4.82e-07, 9.70e-08, 1.44e-06, 3.48e-07, 1.53e-08, 8.25e-07, 1.80e-06, 2.13e-06, 5.17e-07, 1.23e-08, 1.29e-08, 6.01e-12, 2.40e-09, 1.28e-07, 0.00e+00, 8.39e-07, 3.91e-07]    [5.03e-07, 8.07e-07, 4.83e-07, 3.53e-07, 4.19e-07, 4.82e-07, 9.70e-08, 1.44e-06, 3.48e-07, 1.53e-08, 8.25e-07, 1.80e-06, 2.13e-06, 5.17e-07, 1.23e-08, 1.29e-08, 6.01e-12, 2.40e-09, 1.28e-07, 0.00e+00, 8.39e-07, 3.91e-07]    []  
325800    [1.38e-05, 5.19e-06, 1.97e-06, 3.00e-06, 1.29e-06, 3.68e-06, 8.81e-07, 2.55e-05, 2.59e-05, 1.92e-05, 2.54e-05, 1.31e-04, 2.61e-04, 8.65e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.54e-07, 2.82e-05, 3.78e-06]    [1.38e-05, 5.19e-06, 1.97e-06, 3.00e-06, 1.29e-06, 3.68e-06, 8.81e-07, 2.55e-05, 2.59e-05, 1.92e-05, 2.54e-05, 1.31e-04, 2.61e-04, 8.65e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.54e-07, 2.82e-05, 3.78e-06]    []  
325900    [5.79e-06, 2.76e-06, 1.44e-06, 1.66e-06, 6.72e-07, 1.68e-06, 2.98e-07, 1.80e-08, 2.45e-06, 1.30e-05, 2.03e-05, 8.37e-05, 2.76e-05, 2.85e-04, 1.03e-05, 3.42e-06, 5.69e-07, 2.35e-07, 3.56e-09, 1.27e-07, 1.60e-08, 7.09e-07]    [5.79e-06, 2.76e-06, 1.44e-06, 1.66e-06, 6.72e-07, 1.68e-06, 2.98e-07, 1.80e-08, 2.45e-06, 1.30e-05, 2.03e-05, 8.37e-05, 2.76e-05, 2.85e-04, 1.03e-05, 3.42e-06, 5.69e-07, 2.35e-07, 3.56e-09, 1.27e-07, 1.60e-08, 7.09e-07]    []  
326000    [6.20e-07, 9.38e-07, 4.52e-07, 3.45e-07, 3.83e-07, 7.16e-07, 1.20e-07, 2.98e-07, 9.73e-11, 5.13e-07, 1.28e-06, 3.91e-06, 6.59e-06, 2.21e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.40e-11, 3.47e-07, 3.66e-09]    [6.20e-07, 9.38e-07, 4.52e-07, 3.45e-07, 3.83e-07, 7.16e-07, 1.20e-07, 2.98e-07, 9.73e-11, 5.13e-07, 1.28e-06, 3.91e-06, 6.59e-06, 2.21e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.40e-11, 3.47e-07, 3.66e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 39.766745 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
326000    [6.20e-07, 9.38e-07, 4.52e-07, 3.45e-07, 3.83e-07, 7.16e-07, 1.20e-07, 2.98e-07, 9.73e-11, 5.13e-07, 1.28e-06, 3.91e-06, 6.59e-06, 2.21e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.40e-11, 3.47e-07, 3.66e-09]    [6.20e-07, 9.38e-07, 4.52e-07, 3.45e-07, 3.83e-07, 7.16e-07, 1.20e-07, 2.98e-07, 9.73e-11, 5.13e-07, 1.28e-06, 3.91e-06, 6.59e-06, 2.21e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.40e-11, 3.47e-07, 3.66e-09]    []  
326100    [4.95e-07, 8.57e-07, 5.28e-07, 3.56e-07, 4.13e-07, 5.32e-07, 9.10e-08, 3.48e-09, 5.85e-09, 1.31e-08, 1.09e-06, 1.20e-06, 8.46e-07, 1.49e-07, 1.64e-09, 0.00e+00, 3.54e-09, 4.88e-10, 2.49e-09, 1.50e-09, 1.69e-08, 6.96e-09]    [4.95e-07, 8.57e-07, 5.28e-07, 3.56e-07, 4.13e-07, 5.32e-07, 9.10e-08, 3.48e-09, 5.85e-09, 1.31e-08, 1.09e-06, 1.20e-06, 8.46e-07, 1.49e-07, 1.64e-09, 0.00e+00, 3.54e-09, 4.88e-10, 2.49e-09, 1.50e-09, 1.69e-08, 6.96e-09]    []  
326200    [3.79e-07, 7.35e-07, 4.06e-07, 2.96e-07, 3.78e-07, 6.30e-07, 3.84e-07, 2.90e-08, 3.40e-07, 1.62e-08, 7.71e-07, 9.99e-07, 4.51e-07, 4.41e-07, 3.54e-09, 0.00e+00, 1.75e-09, 2.12e-09, 6.44e-09, 0.00e+00, 2.91e-08, 4.46e-07]    [3.79e-07, 7.35e-07, 4.06e-07, 2.96e-07, 3.78e-07, 6.30e-07, 3.84e-07, 2.90e-08, 3.40e-07, 1.62e-08, 7.71e-07, 9.99e-07, 4.51e-07, 4.41e-07, 3.54e-09, 0.00e+00, 1.75e-09, 2.12e-09, 6.44e-09, 0.00e+00, 2.91e-08, 4.46e-07]    []  
326300    [8.30e-07, 8.65e-07, 9.42e-07, 1.10e-06, 4.77e-07, 5.42e-07, 3.36e-07, 1.09e-06, 1.83e-08, 1.01e-07, 2.50e-06, 3.59e-06, 7.24e-06, 7.00e-06, 1.07e-07, 9.62e-08, 2.50e-07, 1.79e-07, 1.79e-08, 0.00e+00, 8.23e-08, 2.37e-07]    [8.30e-07, 8.65e-07, 9.42e-07, 1.10e-06, 4.77e-07, 5.42e-07, 3.36e-07, 1.09e-06, 1.83e-08, 1.01e-07, 2.50e-06, 3.59e-06, 7.24e-06, 7.00e-06, 1.07e-07, 9.62e-08, 2.50e-07, 1.79e-07, 1.79e-08, 0.00e+00, 8.23e-08, 2.37e-07]    []  
326400    [3.88e-07, 7.90e-07, 5.06e-07, 4.56e-07, 3.91e-07, 5.69e-07, 1.09e-07, 2.76e-08, 5.67e-11, 2.38e-10, 6.43e-07, 7.43e-07, 4.43e-07, 1.46e-08, 9.01e-09, 1.37e-10, 9.57e-10, 2.11e-09, 2.48e-09, 3.90e-10, 2.32e-08, 4.88e-09]    [3.88e-07, 7.90e-07, 5.06e-07, 4.56e-07, 3.91e-07, 5.69e-07, 1.09e-07, 2.76e-08, 5.67e-11, 2.38e-10, 6.43e-07, 7.43e-07, 4.43e-07, 1.46e-08, 9.01e-09, 1.37e-10, 9.57e-10, 2.11e-09, 2.48e-09, 3.90e-10, 2.32e-08, 4.88e-09]    []  
326500    [5.62e-05, 2.06e-05, 5.42e-06, 1.67e-05, 5.59e-06, 1.30e-05, 2.33e-06, 2.17e-04, 2.11e-07, 9.49e-05, 7.69e-05, 6.00e-04, 6.97e-04, 3.37e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.28e-08, 2.53e-04, 2.59e-07]    [5.62e-05, 2.06e-05, 5.42e-06, 1.67e-05, 5.59e-06, 1.30e-05, 2.33e-06, 2.17e-04, 2.11e-07, 9.49e-05, 7.69e-05, 6.00e-04, 6.97e-04, 3.37e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.28e-08, 2.53e-04, 2.59e-07]    []  
326600    [4.34e-07, 7.76e-07, 5.17e-07, 4.31e-07, 3.26e-07, 5.06e-07, 1.08e-07, 4.51e-10, 2.65e-07, 3.94e-10, 8.15e-07, 7.87e-07, 6.33e-07, 6.79e-08, 8.90e-09, 5.96e-11, 8.30e-10, 5.20e-09, 2.08e-09, 1.36e-08, 1.48e-08, 8.63e-08]    [4.34e-07, 7.76e-07, 5.17e-07, 4.31e-07, 3.26e-07, 5.06e-07, 1.08e-07, 4.51e-10, 2.65e-07, 3.94e-10, 8.15e-07, 7.87e-07, 6.33e-07, 6.79e-08, 8.90e-09, 5.96e-11, 8.30e-10, 5.20e-09, 2.08e-09, 1.36e-08, 1.48e-08, 8.63e-08]    []  
326700    [5.41e-06, 2.78e-06, 1.82e-06, 2.09e-06, 9.50e-07, 1.71e-06, 9.45e-07, 2.02e-05, 1.17e-04, 6.33e-05, 1.10e-04, 7.96e-05, 9.80e-05, 6.14e-04, 1.33e-05, 1.79e-06, 1.23e-10, 1.02e-07, 1.86e-06, 6.83e-06, 1.07e-05, 3.22e-05]    [5.41e-06, 2.78e-06, 1.82e-06, 2.09e-06, 9.50e-07, 1.71e-06, 9.45e-07, 2.02e-05, 1.17e-04, 6.33e-05, 1.10e-04, 7.96e-05, 9.80e-05, 6.14e-04, 1.33e-05, 1.79e-06, 1.23e-10, 1.02e-07, 1.86e-06, 6.83e-06, 1.07e-05, 3.22e-05]    []  
326800    [3.89e-07, 7.64e-07, 4.46e-07, 3.61e-07, 2.95e-07, 5.93e-07, 1.91e-07, 9.66e-09, 5.92e-12, 5.66e-08, 6.93e-07, 1.11e-06, 9.78e-07, 2.17e-06, 0.00e+00, 0.00e+00, 5.99e-13, 0.00e+00, 1.66e-10, 0.00e+00, 2.16e-08, 9.42e-09]    [3.89e-07, 7.64e-07, 4.46e-07, 3.61e-07, 2.95e-07, 5.93e-07, 1.91e-07, 9.66e-09, 5.92e-12, 5.66e-08, 6.93e-07, 1.11e-06, 9.78e-07, 2.17e-06, 0.00e+00, 0.00e+00, 5.99e-13, 0.00e+00, 1.66e-10, 0.00e+00, 2.16e-08, 9.42e-09]    []  
326900    [4.95e-07, 9.25e-07, 5.34e-07, 4.72e-07, 4.24e-07, 5.03e-07, 1.07e-07, 1.57e-07, 8.53e-09, 7.24e-08, 8.50e-07, 1.20e-06, 1.74e-06, 1.40e-06, 8.64e-09, 0.00e+00, 0.00e+00, 1.90e-10, 3.54e-08, 7.94e-12, 2.17e-07, 1.77e-08]    [4.95e-07, 9.25e-07, 5.34e-07, 4.72e-07, 4.24e-07, 5.03e-07, 1.07e-07, 1.57e-07, 8.53e-09, 7.24e-08, 8.50e-07, 1.20e-06, 1.74e-06, 1.40e-06, 8.64e-09, 0.00e+00, 0.00e+00, 1.90e-10, 3.54e-08, 7.94e-12, 2.17e-07, 1.77e-08]    []  
327000    [3.94e-07, 8.08e-07, 4.49e-07, 3.17e-07, 3.74e-07, 6.26e-07, 1.03e-07, 2.16e-11, 3.61e-09, 9.70e-08, 7.76e-07, 1.33e-06, 1.57e-06, 4.28e-06, 1.04e-09, 0.00e+00, 0.00e+00, 3.25e-10, 1.26e-09, 1.07e-09, 2.60e-08, 5.17e-09]    [3.94e-07, 8.08e-07, 4.49e-07, 3.17e-07, 3.74e-07, 6.26e-07, 1.03e-07, 2.16e-11, 3.61e-09, 9.70e-08, 7.76e-07, 1.33e-06, 1.57e-06, 4.28e-06, 1.04e-09, 0.00e+00, 0.00e+00, 3.25e-10, 1.26e-09, 1.07e-09, 2.60e-08, 5.17e-09]    []  
327100    [5.57e-07, 8.28e-07, 5.08e-07, 4.66e-07, 4.10e-07, 4.47e-07, 1.15e-07, 5.46e-07, 8.11e-07, 1.03e-07, 8.85e-07, 1.66e-06, 9.98e-07, 2.57e-06, 1.14e-07, 1.19e-08, 0.00e+00, 5.99e-09, 4.65e-08, 0.00e+00, 2.97e-07, 7.41e-07]    [5.57e-07, 8.28e-07, 5.08e-07, 4.66e-07, 4.10e-07, 4.47e-07, 1.15e-07, 5.46e-07, 8.11e-07, 1.03e-07, 8.85e-07, 1.66e-06, 9.98e-07, 2.57e-06, 1.14e-07, 1.19e-08, 0.00e+00, 5.99e-09, 4.65e-08, 0.00e+00, 2.97e-07, 7.41e-07]    []  
327200    [6.60e-05, 1.96e-05, 5.70e-06, 1.30e-05, 4.78e-06, 1.21e-05, 2.35e-06, 1.57e-04, 1.22e-04, 8.18e-05, 1.07e-04, 5.40e-04, 1.11e-03, 3.37e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.13e-04, 1.07e-04]    [6.60e-05, 1.96e-05, 5.70e-06, 1.30e-05, 4.78e-06, 1.21e-05, 2.35e-06, 1.57e-04, 1.22e-04, 8.18e-05, 1.07e-04, 5.40e-04, 1.11e-03, 3.37e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.13e-04, 1.07e-04]    []  
327300    [4.32e-07, 7.36e-07, 4.37e-07, 4.14e-07, 3.29e-07, 5.00e-07, 2.36e-07, 1.79e-10, 1.14e-08, 3.23e-08, 6.77e-07, 8.00e-07, 6.32e-07, 4.10e-07, 1.01e-08, 2.93e-09, 6.24e-09, 1.83e-09, 2.66e-09, 7.73e-13, 1.74e-08, 5.13e-09]    [4.32e-07, 7.36e-07, 4.37e-07, 4.14e-07, 3.29e-07, 5.00e-07, 2.36e-07, 1.79e-10, 1.14e-08, 3.23e-08, 6.77e-07, 8.00e-07, 6.32e-07, 4.10e-07, 1.01e-08, 2.93e-09, 6.24e-09, 1.83e-09, 2.66e-09, 7.73e-13, 1.74e-08, 5.13e-09]    []  
327400    [6.11e-07, 7.92e-07, 5.25e-07, 4.16e-07, 4.40e-07, 4.38e-07, 1.16e-07, 4.09e-07, 7.76e-08, 7.68e-08, 9.34e-07, 1.39e-06, 1.38e-06, 3.47e-06, 7.47e-08, 9.74e-09, 6.96e-08, 4.50e-09, 0.00e+00, 8.82e-09, 5.41e-07, 5.45e-08]    [6.11e-07, 7.92e-07, 5.25e-07, 4.16e-07, 4.40e-07, 4.38e-07, 1.16e-07, 4.09e-07, 7.76e-08, 7.68e-08, 9.34e-07, 1.39e-06, 1.38e-06, 3.47e-06, 7.47e-08, 9.74e-09, 6.96e-08, 4.50e-09, 0.00e+00, 8.82e-09, 5.41e-07, 5.45e-08]    []  
327500    [4.98e-07, 7.99e-07, 4.44e-07, 3.61e-07, 3.65e-07, 6.54e-07, 1.24e-07, 1.95e-08, 5.37e-08, 1.93e-07, 1.64e-06, 2.61e-06, 8.92e-06, 1.13e-05, 3.35e-12, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-10, 0.00e+00, 4.40e-08, 7.46e-08]    [4.98e-07, 7.99e-07, 4.44e-07, 3.61e-07, 3.65e-07, 6.54e-07, 1.24e-07, 1.95e-08, 5.37e-08, 1.93e-07, 1.64e-06, 2.61e-06, 8.92e-06, 1.13e-05, 3.35e-12, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-10, 0.00e+00, 4.40e-08, 7.46e-08]    []  
327600    [4.80e-07, 8.54e-07, 5.34e-07, 4.26e-07, 3.05e-07, 5.11e-07, 4.24e-07, 1.23e-06, 1.45e-06, 5.19e-09, 8.39e-07, 1.32e-06, 1.02e-06, 1.15e-07, 2.03e-08, 6.56e-09, 5.81e-09, 5.36e-10, 0.00e+00, 0.00e+00, 2.29e-06, 9.56e-08]    [4.80e-07, 8.54e-07, 5.34e-07, 4.26e-07, 3.05e-07, 5.11e-07, 4.24e-07, 1.23e-06, 1.45e-06, 5.19e-09, 8.39e-07, 1.32e-06, 1.02e-06, 1.15e-07, 2.03e-08, 6.56e-09, 5.81e-09, 5.36e-10, 0.00e+00, 0.00e+00, 2.29e-06, 9.56e-08]    []  
327700    [5.61e-06, 3.20e-06, 1.63e-06, 3.20e-06, 6.90e-07, 2.02e-06, 8.92e-07, 2.98e-06, 7.32e-08, 6.31e-06, 8.49e-06, 4.80e-05, 6.80e-05, 2.66e-04, 1.23e-05, 1.59e-07, 2.79e-06, 1.24e-06, 0.00e+00, 0.00e+00, 2.03e-06, 8.20e-08]    [5.61e-06, 3.20e-06, 1.63e-06, 3.20e-06, 6.90e-07, 2.02e-06, 8.92e-07, 2.98e-06, 7.32e-08, 6.31e-06, 8.49e-06, 4.80e-05, 6.80e-05, 2.66e-04, 1.23e-05, 1.59e-07, 2.79e-06, 1.24e-06, 0.00e+00, 0.00e+00, 2.03e-06, 8.20e-08]    []  
327800    [4.07e-07, 7.48e-07, 4.90e-07, 3.54e-07, 3.30e-07, 5.07e-07, 1.17e-07, 5.87e-08, 1.02e-13, 1.07e-09, 6.79e-07, 7.40e-07, 5.52e-07, 2.07e-08, 4.66e-09, 2.03e-10, 2.82e-10, 5.00e-10, 2.64e-09, 5.81e-11, 1.99e-08, 2.69e-09]    [4.07e-07, 7.48e-07, 4.90e-07, 3.54e-07, 3.30e-07, 5.07e-07, 1.17e-07, 5.87e-08, 1.02e-13, 1.07e-09, 6.79e-07, 7.40e-07, 5.52e-07, 2.07e-08, 4.66e-09, 2.03e-10, 2.82e-10, 5.00e-10, 2.64e-09, 5.81e-11, 1.99e-08, 2.69e-09]    []  
327900    [7.08e-07, 9.13e-07, 5.37e-07, 5.34e-07, 3.74e-07, 5.42e-07, 1.23e-07, 9.84e-07, 1.82e-06, 3.50e-07, 2.20e-06, 4.42e-06, 1.13e-05, 7.47e-06, 7.37e-09, 7.71e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.62e-07, 1.40e-06, 8.73e-07]    [7.08e-07, 9.13e-07, 5.37e-07, 5.34e-07, 3.74e-07, 5.42e-07, 1.23e-07, 9.84e-07, 1.82e-06, 3.50e-07, 2.20e-06, 4.42e-06, 1.13e-05, 7.47e-06, 7.37e-09, 7.71e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.62e-07, 1.40e-06, 8.73e-07]    []  
328000    [5.25e-07, 2.74e-06, 6.16e-07, 2.00e-06, 9.62e-07, 1.91e-06, 1.14e-06, 2.02e-06, 1.17e-05, 9.99e-07, 1.80e-05, 5.38e-05, 4.09e-05, 2.09e-04, 6.41e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.06e-06, 2.01e-06]    [5.25e-07, 2.74e-06, 6.16e-07, 2.00e-06, 9.62e-07, 1.91e-06, 1.14e-06, 2.02e-06, 1.17e-05, 9.99e-07, 1.80e-05, 5.38e-05, 4.09e-05, 2.09e-04, 6.41e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.06e-06, 2.01e-06]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 41.091434 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
328000    [5.25e-07, 2.74e-06, 6.16e-07, 2.00e-06, 9.62e-07, 1.91e-06, 1.14e-06, 2.02e-06, 1.17e-05, 9.99e-07, 1.80e-05, 5.38e-05, 4.09e-05, 2.09e-04, 6.41e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.06e-06, 2.01e-06]    [5.25e-07, 2.74e-06, 6.16e-07, 2.00e-06, 9.62e-07, 1.91e-06, 1.14e-06, 2.02e-06, 1.17e-05, 9.99e-07, 1.80e-05, 5.38e-05, 4.09e-05, 2.09e-04, 6.41e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.06e-06, 2.01e-06]    []  
328100    [8.69e-07, 1.20e-06, 6.59e-07, 1.87e-06, 3.20e-07, 7.68e-07, 3.08e-07, 7.05e-06, 7.16e-06, 4.46e-07, 4.32e-06, 9.58e-06, 4.48e-05, 2.64e-05, 5.04e-10, 1.64e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.33e-06, 4.80e-06, 6.34e-06]    [8.69e-07, 1.20e-06, 6.59e-07, 1.87e-06, 3.20e-07, 7.68e-07, 3.08e-07, 7.05e-06, 7.16e-06, 4.46e-07, 4.32e-06, 9.58e-06, 4.48e-05, 2.64e-05, 5.04e-10, 1.64e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.33e-06, 4.80e-06, 6.34e-06]    []  
328200    [9.12e-07, 1.10e-06, 4.82e-07, 4.43e-07, 3.12e-07, 8.29e-07, 1.57e-07, 6.96e-09, 3.34e-09, 1.26e-06, 1.90e-06, 7.61e-06, 1.19e-05, 4.68e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.38e-11, 9.00e-11, 3.77e-08, 4.23e-09]    [9.12e-07, 1.10e-06, 4.82e-07, 4.43e-07, 3.12e-07, 8.29e-07, 1.57e-07, 6.96e-09, 3.34e-09, 1.26e-06, 1.90e-06, 7.61e-06, 1.19e-05, 4.68e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.38e-11, 9.00e-11, 3.77e-08, 4.23e-09]    []  
328300    [4.31e-07, 7.72e-07, 5.09e-07, 3.84e-07, 3.48e-07, 4.96e-07, 1.06e-07, 1.32e-09, 2.45e-08, 8.41e-09, 7.47e-07, 7.91e-07, 6.18e-07, 2.57e-07, 8.30e-09, 0.00e+00, 0.00e+00, 1.36e-09, 9.49e-11, 0.00e+00, 3.30e-08, 2.91e-08]    [4.31e-07, 7.72e-07, 5.09e-07, 3.84e-07, 3.48e-07, 4.96e-07, 1.06e-07, 1.32e-09, 2.45e-08, 8.41e-09, 7.47e-07, 7.91e-07, 6.18e-07, 2.57e-07, 8.30e-09, 0.00e+00, 0.00e+00, 1.36e-09, 9.49e-11, 0.00e+00, 3.30e-08, 2.91e-08]    []  
328400    [7.07e-07, 1.47e-06, 8.71e-07, 2.15e-06, 6.20e-07, 8.82e-07, 1.07e-06, 3.60e-05, 3.77e-05, 3.29e-06, 1.35e-05, 6.24e-05, 2.36e-05, 1.73e-04, 9.77e-06, 3.43e-06, 0.00e+00, 6.04e-11, 6.29e-06, 5.46e-06, 3.29e-05, 2.59e-05]    [7.07e-07, 1.47e-06, 8.71e-07, 2.15e-06, 6.20e-07, 8.82e-07, 1.07e-06, 3.60e-05, 3.77e-05, 3.29e-06, 1.35e-05, 6.24e-05, 2.36e-05, 1.73e-04, 9.77e-06, 3.43e-06, 0.00e+00, 6.04e-11, 6.29e-06, 5.46e-06, 3.29e-05, 2.59e-05]    []  
328500    [1.25e-04, 4.25e-05, 1.33e-05, 2.34e-05, 8.41e-06, 2.62e-05, 4.68e-06, 3.06e-04, 3.62e-08, 1.78e-04, 1.66e-04, 1.24e-03, 1.32e-03, 6.74e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.80e-04, 1.53e-07]    [1.25e-04, 4.25e-05, 1.33e-05, 2.34e-05, 8.41e-06, 2.62e-05, 4.68e-06, 3.06e-04, 3.62e-08, 1.78e-04, 1.66e-04, 1.24e-03, 1.32e-03, 6.74e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.80e-04, 1.53e-07]    []  
328600    [7.38e-05, 2.52e-05, 2.17e-05, 3.36e-05, 3.45e-05, 2.73e-05, 6.89e-06, 6.43e-06, 1.05e-06, 3.79e-05, 3.85e-04, 1.45e-03, 1.01e-03, 1.56e-04, 2.63e-06, 0.00e+00, 3.16e-05, 5.12e-05, 1.27e-06, 5.75e-09, 9.42e-07, 6.60e-06]    [7.38e-05, 2.52e-05, 2.17e-05, 3.36e-05, 3.45e-05, 2.73e-05, 6.89e-06, 6.43e-06, 1.05e-06, 3.79e-05, 3.85e-04, 1.45e-03, 1.01e-03, 1.56e-04, 2.63e-06, 0.00e+00, 3.16e-05, 5.12e-05, 1.27e-06, 5.75e-09, 9.42e-07, 6.60e-06]    []  
328700    [3.56e-05, 1.12e-05, 2.57e-06, 1.26e-05, 2.33e-05, 9.04e-06, 2.99e-06, 2.99e-06, 1.16e-06, 8.72e-07, 5.68e-05, 6.37e-04, 7.17e-04, 4.68e-05, 3.53e-07, 3.38e-09, 0.00e+00, 1.69e-05, 0.00e+00, 3.52e-07, 3.70e-06, 1.77e-06]    [3.56e-05, 1.12e-05, 2.57e-06, 1.26e-05, 2.33e-05, 9.04e-06, 2.99e-06, 2.99e-06, 1.16e-06, 8.72e-07, 5.68e-05, 6.37e-04, 7.17e-04, 4.68e-05, 3.53e-07, 3.38e-09, 0.00e+00, 1.69e-05, 0.00e+00, 3.52e-07, 3.70e-06, 1.77e-06]    []  
328800    [3.68e-05, 9.66e-06, 7.10e-06, 1.19e-05, 1.88e-05, 6.16e-06, 1.43e-06, 8.23e-08, 3.76e-07, 2.29e-06, 9.37e-05, 9.01e-05, 1.16e-04, 2.52e-05, 9.68e-07, 3.91e-07, 0.00e+00, 1.09e-06, 5.16e-07, 3.75e-08, 1.72e-06, 2.36e-07]    [3.68e-05, 9.66e-06, 7.10e-06, 1.19e-05, 1.88e-05, 6.16e-06, 1.43e-06, 8.23e-08, 3.76e-07, 2.29e-06, 9.37e-05, 9.01e-05, 1.16e-04, 2.52e-05, 9.68e-07, 3.91e-07, 0.00e+00, 1.09e-06, 5.16e-07, 3.75e-08, 1.72e-06, 2.36e-07]    []  
328900    [2.13e-05, 9.63e-06, 5.11e-06, 9.63e-06, 7.98e-06, 5.04e-06, 9.61e-07, 7.73e-08, 4.76e-09, 7.74e-09, 4.47e-05, 6.01e-05, 3.86e-05, 3.33e-07, 7.56e-08, 1.33e-08, 5.81e-09, 4.62e-07, 2.85e-09, 2.22e-09, 5.40e-09, 6.70e-08]    [2.13e-05, 9.63e-06, 5.11e-06, 9.63e-06, 7.98e-06, 5.04e-06, 9.61e-07, 7.73e-08, 4.76e-09, 7.74e-09, 4.47e-05, 6.01e-05, 3.86e-05, 3.33e-07, 7.56e-08, 1.33e-08, 5.81e-09, 4.62e-07, 2.85e-09, 2.22e-09, 5.40e-09, 6.70e-08]    []  
329000    [1.61e-05, 9.47e-06, 4.42e-06, 8.83e-06, 5.63e-06, 4.45e-06, 8.40e-07, 1.00e-07, 5.98e-08, 6.56e-10, 3.12e-05, 5.73e-05, 3.22e-05, 1.81e-07, 4.02e-09, 1.49e-08, 9.61e-09, 2.25e-07, 0.00e+00, 0.00e+00, 1.77e-07, 1.47e-07]    [1.61e-05, 9.47e-06, 4.42e-06, 8.83e-06, 5.63e-06, 4.45e-06, 8.40e-07, 1.00e-07, 5.98e-08, 6.56e-10, 3.12e-05, 5.73e-05, 3.22e-05, 1.81e-07, 4.02e-09, 1.49e-08, 9.61e-09, 2.25e-07, 0.00e+00, 0.00e+00, 1.77e-07, 1.47e-07]    []  
329100    [1.60e-05, 8.92e-06, 4.44e-06, 8.25e-06, 3.96e-06, 3.99e-06, 9.73e-07, 3.63e-04, 5.16e-08, 8.89e-08, 2.56e-05, 5.58e-05, 3.07e-05, 1.01e-06, 0.00e+00, 3.40e-07, 0.00e+00, 1.43e-06, 0.00e+00, 5.05e-08, 5.51e-04, 2.72e-07]    [1.60e-05, 8.92e-06, 4.44e-06, 8.25e-06, 3.96e-06, 3.99e-06, 9.73e-07, 3.63e-04, 5.16e-08, 8.89e-08, 2.56e-05, 5.58e-05, 3.07e-05, 1.01e-06, 0.00e+00, 3.40e-07, 0.00e+00, 1.43e-06, 0.00e+00, 5.05e-08, 5.51e-04, 2.72e-07]    []  
329200    [1.19e-05, 8.50e-06, 3.73e-06, 7.97e-06, 4.26e-06, 4.63e-06, 8.38e-07, 1.60e-08, 4.08e-12, 7.64e-10, 2.30e-05, 5.50e-05, 2.77e-05, 9.74e-08, 0.00e+00, 1.89e-08, 2.26e-08, 6.28e-08, 0.00e+00, 2.31e-10, 4.63e-08, 6.29e-09]    [1.19e-05, 8.50e-06, 3.73e-06, 7.97e-06, 4.26e-06, 4.63e-06, 8.38e-07, 1.60e-08, 4.08e-12, 7.64e-10, 2.30e-05, 5.50e-05, 2.77e-05, 9.74e-08, 0.00e+00, 1.89e-08, 2.26e-08, 6.28e-08, 0.00e+00, 2.31e-10, 4.63e-08, 6.29e-09]    []  
329300    [1.09e-05, 8.10e-06, 3.50e-06, 7.67e-06, 4.04e-06, 4.72e-06, 8.64e-07, 6.38e-08, 1.79e-09, 1.52e-10, 2.13e-05, 5.40e-05, 2.69e-05, 9.62e-08, 0.00e+00, 1.82e-08, 2.03e-08, 5.03e-08, 0.00e+00, 1.47e-09, 1.45e-07, 7.49e-09]    [1.09e-05, 8.10e-06, 3.50e-06, 7.67e-06, 4.04e-06, 4.72e-06, 8.64e-07, 6.38e-08, 1.79e-09, 1.52e-10, 2.13e-05, 5.40e-05, 2.69e-05, 9.62e-08, 0.00e+00, 1.82e-08, 2.03e-08, 5.03e-08, 0.00e+00, 1.47e-09, 1.45e-07, 7.49e-09]    []  
329400    [1.99e-05, 8.00e-06, 4.29e-06, 1.06e-05, 5.03e-06, 5.48e-06, 1.56e-06, 3.88e-05, 2.51e-07, 1.75e-05, 3.39e-05, 1.53e-04, 1.08e-04, 4.89e-04, 0.00e+00, 0.00e+00, 1.80e-07, 0.00e+00, 7.34e-06, 3.76e-09, 3.70e-05, 1.30e-08]    [1.99e-05, 8.00e-06, 4.29e-06, 1.06e-05, 5.03e-06, 5.48e-06, 1.56e-06, 3.88e-05, 2.51e-07, 1.75e-05, 3.39e-05, 1.53e-04, 1.08e-04, 4.89e-04, 0.00e+00, 0.00e+00, 1.80e-07, 0.00e+00, 7.34e-06, 3.76e-09, 3.70e-05, 1.30e-08]    []  
329500    [9.97e-06, 7.18e-06, 3.43e-06, 7.30e-06, 3.65e-06, 4.99e-06, 8.72e-07, 2.02e-08, 4.35e-10, 9.97e-09, 2.00e-05, 5.33e-05, 2.59e-05, 2.75e-07, 0.00e+00, 7.90e-09, 1.25e-08, 3.24e-08, 0.00e+00, 8.60e-10, 1.58e-07, 3.57e-09]    [9.97e-06, 7.18e-06, 3.43e-06, 7.30e-06, 3.65e-06, 4.99e-06, 8.72e-07, 2.02e-08, 4.35e-10, 9.97e-09, 2.00e-05, 5.33e-05, 2.59e-05, 2.75e-07, 0.00e+00, 7.90e-09, 1.25e-08, 3.24e-08, 0.00e+00, 8.60e-10, 1.58e-07, 3.57e-09]    []  
329600    [9.30e-06, 6.95e-06, 3.31e-06, 7.10e-06, 3.61e-06, 5.16e-06, 8.92e-07, 1.17e-08, 1.39e-09, 4.45e-09, 1.90e-05, 5.23e-05, 2.57e-05, 3.80e-07, 0.00e+00, 3.65e-08, 1.44e-08, 2.15e-08, 1.96e-09, 2.22e-11, 2.25e-08, 8.76e-09]    [9.30e-06, 6.95e-06, 3.31e-06, 7.10e-06, 3.61e-06, 5.16e-06, 8.92e-07, 1.17e-08, 1.39e-09, 4.45e-09, 1.90e-05, 5.23e-05, 2.57e-05, 3.80e-07, 0.00e+00, 3.65e-08, 1.44e-08, 2.15e-08, 1.96e-09, 2.22e-11, 2.25e-08, 8.76e-09]    []  
329700    [1.00e-05, 6.58e-06, 3.50e-06, 7.02e-06, 3.25e-06, 4.99e-06, 8.59e-07, 7.89e-08, 5.89e-07, 5.56e-08, 1.94e-05, 5.36e-05, 2.62e-05, 3.80e-06, 0.00e+00, 7.48e-09, 1.38e-09, 3.92e-09, 4.35e-09, 6.29e-08, 3.47e-08, 4.03e-07]    [1.00e-05, 6.58e-06, 3.50e-06, 7.02e-06, 3.25e-06, 4.99e-06, 8.59e-07, 7.89e-08, 5.89e-07, 5.56e-08, 1.94e-05, 5.36e-05, 2.62e-05, 3.80e-06, 0.00e+00, 7.48e-09, 1.38e-09, 3.92e-09, 4.35e-09, 6.29e-08, 3.47e-08, 4.03e-07]    []  
329800    [8.81e-06, 6.41e-06, 3.32e-06, 6.93e-06, 3.40e-06, 5.19e-06, 8.52e-07, 7.79e-08, 9.97e-09, 1.10e-09, 1.82e-05, 5.18e-05, 2.55e-05, 1.06e-07, 0.00e+00, 1.84e-08, 2.56e-09, 1.21e-08, 0.00e+00, 0.00e+00, 1.68e-07, 1.17e-08]    [8.81e-06, 6.41e-06, 3.32e-06, 6.93e-06, 3.40e-06, 5.19e-06, 8.52e-07, 7.79e-08, 9.97e-09, 1.10e-09, 1.82e-05, 5.18e-05, 2.55e-05, 1.06e-07, 0.00e+00, 1.84e-08, 2.56e-09, 1.21e-08, 0.00e+00, 0.00e+00, 1.68e-07, 1.17e-08]    []  
329900    [8.37e-06, 6.26e-06, 3.25e-06, 6.83e-06, 3.40e-06, 5.40e-06, 9.83e-07, 6.73e-07, 7.59e-07, 2.59e-08, 1.86e-05, 5.22e-05, 2.50e-05, 2.03e-07, 0.00e+00, 1.32e-08, 3.57e-09, 8.44e-09, 5.90e-08, 4.14e-09, 3.75e-07, 3.61e-08]    [8.37e-06, 6.26e-06, 3.25e-06, 6.83e-06, 3.40e-06, 5.40e-06, 9.83e-07, 6.73e-07, 7.59e-07, 2.59e-08, 1.86e-05, 5.22e-05, 2.50e-05, 2.03e-07, 0.00e+00, 1.32e-08, 3.57e-09, 8.44e-09, 5.90e-08, 4.14e-09, 3.75e-07, 3.61e-08]    []  
330000    [1.25e-05, 6.29e-06, 3.73e-06, 6.25e-06, 2.62e-06, 5.29e-06, 1.04e-06, 9.01e-08, 1.01e-06, 8.35e-10, 1.98e-05, 5.55e-05, 3.14e-05, 2.26e-05, 2.88e-09, 8.52e-08, 6.69e-10, 3.01e-07, 1.41e-08, 2.30e-08, 9.14e-08, 1.38e-07]    [1.25e-05, 6.29e-06, 3.73e-06, 6.25e-06, 2.62e-06, 5.29e-06, 1.04e-06, 9.01e-08, 1.01e-06, 8.35e-10, 1.98e-05, 5.55e-05, 3.14e-05, 2.26e-05, 2.88e-09, 8.52e-08, 6.69e-10, 3.01e-07, 1.41e-08, 2.30e-08, 9.14e-08, 1.38e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 40.414354 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
330000    [1.25e-05, 6.29e-06, 3.73e-06, 6.25e-06, 2.62e-06, 5.29e-06, 1.04e-06, 9.01e-08, 1.01e-06, 8.35e-10, 1.98e-05, 5.55e-05, 3.14e-05, 2.26e-05, 2.88e-09, 8.52e-08, 6.69e-10, 3.01e-07, 1.41e-08, 2.30e-08, 9.14e-08, 1.38e-07]    [1.25e-05, 6.29e-06, 3.73e-06, 6.25e-06, 2.62e-06, 5.29e-06, 1.04e-06, 9.01e-08, 1.01e-06, 8.35e-10, 1.98e-05, 5.55e-05, 3.14e-05, 2.26e-05, 2.88e-09, 8.52e-08, 6.69e-10, 3.01e-07, 1.41e-08, 2.30e-08, 9.14e-08, 1.38e-07]    []  
330100    [8.25e-06, 5.94e-06, 3.21e-06, 6.58e-06, 3.30e-06, 5.34e-06, 9.49e-07, 2.69e-09, 5.12e-10, 6.64e-10, 1.74e-05, 5.12e-05, 2.51e-05, 1.22e-07, 8.53e-11, 1.58e-08, 2.19e-09, 1.07e-08, 1.00e-09, 2.30e-10, 7.24e-09, 3.86e-09]    [8.25e-06, 5.94e-06, 3.21e-06, 6.58e-06, 3.30e-06, 5.34e-06, 9.49e-07, 2.69e-09, 5.12e-10, 6.64e-10, 1.74e-05, 5.12e-05, 2.51e-05, 1.22e-07, 8.53e-11, 1.58e-08, 2.19e-09, 1.07e-08, 1.00e-09, 2.30e-10, 7.24e-09, 3.86e-09]    []  
330200    [1.04e-04, 1.22e-05, 5.05e-06, 1.37e-05, 1.35e-05, 7.66e-06, 2.39e-06, 1.40e-05, 4.89e-04, 1.53e-04, 3.10e-04, 1.30e-03, 1.76e-03, 8.02e-03, 1.30e-04, 1.41e-04, 5.11e-05, 7.54e-05, 6.13e-06, 1.01e-04, 3.05e-05, 4.06e-04]    [1.04e-04, 1.22e-05, 5.05e-06, 1.37e-05, 1.35e-05, 7.66e-06, 2.39e-06, 1.40e-05, 4.89e-04, 1.53e-04, 3.10e-04, 1.30e-03, 1.76e-03, 8.02e-03, 1.30e-04, 1.41e-04, 5.11e-05, 7.54e-05, 6.13e-06, 1.01e-04, 3.05e-05, 4.06e-04]    []  
330300    [8.34e-06, 5.73e-06, 3.29e-06, 6.45e-06, 3.28e-06, 5.15e-06, 7.97e-07, 4.41e-10, 4.00e-08, 5.87e-09, 1.71e-05, 5.10e-05, 2.52e-05, 4.31e-07, 1.69e-10, 8.16e-09, 1.71e-09, 5.93e-09, 3.34e-10, 5.21e-09, 1.32e-08, 3.48e-08]    [8.34e-06, 5.73e-06, 3.29e-06, 6.45e-06, 3.28e-06, 5.15e-06, 7.97e-07, 4.41e-10, 4.00e-08, 5.87e-09, 1.71e-05, 5.10e-05, 2.52e-05, 4.31e-07, 1.69e-10, 8.16e-09, 1.71e-09, 5.93e-09, 3.34e-10, 5.21e-09, 1.32e-08, 3.48e-08]    []  
330400    [7.62e-06, 5.65e-06, 3.08e-06, 6.19e-06, 3.26e-06, 5.35e-06, 8.58e-07, 6.17e-09, 6.05e-11, 8.71e-09, 1.62e-05, 5.03e-05, 2.50e-05, 4.71e-07, 4.84e-10, 6.65e-09, 4.97e-10, 8.75e-09, 2.77e-10, 4.05e-12, 2.91e-08, 5.20e-09]    [7.62e-06, 5.65e-06, 3.08e-06, 6.19e-06, 3.26e-06, 5.35e-06, 8.58e-07, 6.17e-09, 6.05e-11, 8.71e-09, 1.62e-05, 5.03e-05, 2.50e-05, 4.71e-07, 4.84e-10, 6.65e-09, 4.97e-10, 8.75e-09, 2.77e-10, 4.05e-12, 2.91e-08, 5.20e-09]    []  
330500    [8.87e-06, 5.75e-06, 3.37e-06, 6.47e-06, 3.21e-06, 4.75e-06, 6.57e-07, 2.27e-07, 7.57e-08, 1.62e-07, 1.75e-05, 5.27e-05, 2.78e-05, 1.11e-05, 0.00e+00, 8.04e-09, 1.36e-09, 0.00e+00, 1.33e-11, 0.00e+00, 1.43e-07, 2.46e-07]    [8.87e-06, 5.75e-06, 3.37e-06, 6.47e-06, 3.21e-06, 4.75e-06, 6.57e-07, 2.27e-07, 7.57e-08, 1.62e-07, 1.75e-05, 5.27e-05, 2.78e-05, 1.11e-05, 0.00e+00, 8.04e-09, 1.36e-09, 0.00e+00, 1.33e-11, 0.00e+00, 1.43e-07, 2.46e-07]    []  
330600    [8.08e-06, 5.67e-06, 3.13e-06, 6.10e-06, 3.26e-06, 5.06e-06, 7.01e-07, 5.08e-09, 5.55e-09, 6.70e-10, 1.61e-05, 5.00e-05, 2.51e-05, 1.54e-07, 6.34e-10, 1.75e-08, 4.13e-09, 1.24e-08, 1.13e-09, 0.00e+00, 7.27e-09, 1.29e-08]    [8.08e-06, 5.67e-06, 3.13e-06, 6.10e-06, 3.26e-06, 5.06e-06, 7.01e-07, 5.08e-09, 5.55e-09, 6.70e-10, 1.61e-05, 5.00e-05, 2.51e-05, 1.54e-07, 6.34e-10, 1.75e-08, 4.13e-09, 1.24e-08, 1.13e-09, 0.00e+00, 7.27e-09, 1.29e-08]    []  
330700    [1.40e-05, 5.69e-06, 3.94e-06, 7.80e-06, 3.47e-06, 4.68e-06, 8.92e-07, 1.61e-07, 5.05e-07, 1.52e-05, 4.38e-05, 1.94e-04, 1.61e-04, 5.81e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.36e-06, 2.99e-05]    [1.40e-05, 5.69e-06, 3.94e-06, 7.80e-06, 3.47e-06, 4.68e-06, 8.92e-07, 1.61e-07, 5.05e-07, 1.52e-05, 4.38e-05, 1.94e-04, 1.61e-04, 5.81e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.36e-06, 2.99e-05]    []  
330800    [8.56e-06, 5.67e-06, 3.21e-06, 6.14e-06, 3.20e-06, 4.84e-06, 6.01e-07, 1.60e-15, 2.70e-10, 1.39e-09, 1.60e-05, 5.02e-05, 2.55e-05, 2.61e-07, 3.65e-10, 1.68e-08, 3.88e-09, 9.82e-09, 1.50e-10, 8.04e-13, 5.53e-09, 3.97e-09]    [8.56e-06, 5.67e-06, 3.21e-06, 6.14e-06, 3.20e-06, 4.84e-06, 6.01e-07, 1.60e-15, 2.70e-10, 1.39e-09, 1.60e-05, 5.02e-05, 2.55e-05, 2.61e-07, 3.65e-10, 1.68e-08, 3.88e-09, 9.82e-09, 1.50e-10, 8.04e-13, 5.53e-09, 3.97e-09]    []  
330900    [7.74e-06, 5.59e-06, 2.96e-06, 5.80e-06, 3.23e-06, 5.15e-06, 6.76e-07, 4.82e-09, 2.88e-09, 1.48e-10, 1.50e-05, 4.93e-05, 2.53e-05, 1.16e-07, 6.43e-10, 2.03e-08, 6.65e-09, 1.47e-08, 7.31e-10, 0.00e+00, 6.32e-09, 2.81e-08]    [7.74e-06, 5.59e-06, 2.96e-06, 5.80e-06, 3.23e-06, 5.15e-06, 6.76e-07, 4.82e-09, 2.88e-09, 1.48e-10, 1.50e-05, 4.93e-05, 2.53e-05, 1.16e-07, 6.43e-10, 2.03e-08, 6.65e-09, 1.47e-08, 7.31e-10, 0.00e+00, 6.32e-09, 2.81e-08]    []  
331000    [9.83e-06, 5.46e-06, 3.27e-06, 5.92e-06, 2.74e-06, 4.78e-06, 6.66e-07, 2.48e-06, 7.89e-06, 6.83e-08, 1.58e-05, 5.37e-05, 2.81e-05, 6.02e-06, 0.00e+00, 1.35e-08, 2.98e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.05e-06, 1.01e-05]    [9.83e-06, 5.46e-06, 3.27e-06, 5.92e-06, 2.74e-06, 4.78e-06, 6.66e-07, 2.48e-06, 7.89e-06, 6.83e-08, 1.58e-05, 5.37e-05, 2.81e-05, 6.02e-06, 0.00e+00, 1.35e-08, 2.98e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.05e-06, 1.01e-05]    []  
331100    [7.74e-06, 5.51e-06, 2.91e-06, 5.79e-06, 3.09e-06, 5.10e-06, 6.55e-07, 1.67e-09, 6.07e-08, 1.97e-09, 1.44e-05, 4.91e-05, 2.58e-05, 1.79e-07, 0.00e+00, 1.28e-08, 3.10e-09, 1.56e-08, 0.00e+00, 4.64e-09, 1.94e-08, 3.12e-08]    [7.74e-06, 5.51e-06, 2.91e-06, 5.79e-06, 3.09e-06, 5.10e-06, 6.55e-07, 1.67e-09, 6.07e-08, 1.97e-09, 1.44e-05, 4.91e-05, 2.58e-05, 1.79e-07, 0.00e+00, 1.28e-08, 3.10e-09, 1.56e-08, 0.00e+00, 4.64e-09, 1.94e-08, 3.12e-08]    []  
331200    [1.43e-05, 6.27e-06, 3.43e-06, 5.51e-06, 2.49e-06, 5.26e-06, 7.99e-07, 1.72e-05, 2.37e-05, 2.55e-07, 2.59e-05, 8.08e-05, 4.62e-05, 1.60e-04, 1.85e-06, 8.24e-07, 3.26e-09, 6.11e-07, 7.69e-06, 0.00e+00, 3.87e-05, 3.41e-05]    [1.43e-05, 6.27e-06, 3.43e-06, 5.51e-06, 2.49e-06, 5.26e-06, 7.99e-07, 1.72e-05, 2.37e-05, 2.55e-07, 2.59e-05, 8.08e-05, 4.62e-05, 1.60e-04, 1.85e-06, 8.24e-07, 3.26e-09, 6.11e-07, 7.69e-06, 0.00e+00, 3.87e-05, 3.41e-05]    []  
331300    [7.93e-06, 5.60e-06, 2.90e-06, 5.79e-06, 3.05e-06, 4.98e-06, 5.85e-07, 1.97e-09, 6.82e-09, 1.21e-10, 1.34e-05, 4.89e-05, 2.65e-05, 2.34e-07, 0.00e+00, 1.38e-08, 5.60e-09, 1.55e-08, 0.00e+00, 0.00e+00, 1.39e-08, 3.06e-08]    [7.93e-06, 5.60e-06, 2.90e-06, 5.79e-06, 3.05e-06, 4.98e-06, 5.85e-07, 1.97e-09, 6.82e-09, 1.21e-10, 1.34e-05, 4.89e-05, 2.65e-05, 2.34e-07, 0.00e+00, 1.38e-08, 5.60e-09, 1.55e-08, 0.00e+00, 0.00e+00, 1.39e-08, 3.06e-08]    []  
331400    [7.89e-06, 5.82e-06, 2.94e-06, 6.97e-06, 3.03e-06, 5.35e-06, 7.30e-07, 7.42e-06, 2.16e-06, 5.57e-06, 2.58e-05, 1.17e-04, 1.27e-04, 3.76e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.54e-05, 3.62e-06]    [7.89e-06, 5.82e-06, 2.94e-06, 6.97e-06, 3.03e-06, 5.35e-06, 7.30e-07, 7.42e-06, 2.16e-06, 5.57e-06, 2.58e-05, 1.17e-04, 1.27e-04, 3.76e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.54e-05, 3.62e-06]    []  
331500    [8.09e-06, 5.83e-06, 2.88e-06, 5.79e-06, 3.00e-06, 4.91e-06, 5.57e-07, 3.55e-08, 9.56e-07, 3.66e-08, 1.18e-05, 4.90e-05, 2.75e-05, 4.05e-07, 0.00e+00, 1.17e-08, 1.46e-09, 1.06e-08, 0.00e+00, 4.08e-10, 4.30e-08, 1.14e-08]    [8.09e-06, 5.83e-06, 2.88e-06, 5.79e-06, 3.00e-06, 4.91e-06, 5.57e-07, 3.55e-08, 9.56e-07, 3.66e-08, 1.18e-05, 4.90e-05, 2.75e-05, 4.05e-07, 0.00e+00, 1.17e-08, 1.46e-09, 1.06e-08, 0.00e+00, 4.08e-10, 4.30e-08, 1.14e-08]    []  
331600    [7.13e-06, 5.71e-06, 2.70e-06, 5.40e-06, 2.92e-06, 5.20e-06, 6.17e-07, 5.16e-11, 5.02e-09, 2.79e-10, 1.07e-05, 4.82e-05, 2.69e-05, 1.24e-07, 0.00e+00, 1.63e-08, 7.75e-09, 2.37e-08, 1.04e-10, 2.43e-09, 4.24e-09, 1.94e-08]    [7.13e-06, 5.71e-06, 2.70e-06, 5.40e-06, 2.92e-06, 5.20e-06, 6.17e-07, 5.16e-11, 5.02e-09, 2.79e-10, 1.07e-05, 4.82e-05, 2.69e-05, 1.24e-07, 0.00e+00, 1.63e-08, 7.75e-09, 2.37e-08, 1.04e-10, 2.43e-09, 4.24e-09, 1.94e-08]    []  
331700    [9.90e-06, 6.12e-06, 2.88e-06, 5.47e-06, 2.94e-06, 4.79e-06, 5.52e-07, 2.47e-09, 4.56e-06, 1.58e-07, 1.20e-05, 5.19e-05, 3.24e-05, 2.22e-05, 3.68e-08, 1.85e-07, 1.03e-07, 1.36e-07, 1.34e-11, 2.48e-08, 1.07e-07, 3.45e-06]    [9.90e-06, 6.12e-06, 2.88e-06, 5.47e-06, 2.94e-06, 4.79e-06, 5.52e-07, 2.47e-09, 4.56e-06, 1.58e-07, 1.20e-05, 5.19e-05, 3.24e-05, 2.22e-05, 3.68e-08, 1.85e-07, 1.03e-07, 1.36e-07, 1.34e-11, 2.48e-08, 1.07e-07, 3.45e-06]    []  
331800    [7.30e-06, 5.84e-06, 2.68e-06, 5.28e-06, 2.87e-06, 5.09e-06, 5.75e-07, 1.36e-08, 1.42e-08, 7.97e-10, 9.85e-06, 4.82e-05, 2.74e-05, 1.66e-07, 0.00e+00, 1.41e-08, 6.67e-09, 2.26e-08, 2.96e-12, 2.53e-09, 5.83e-09, 2.11e-08]    [7.30e-06, 5.84e-06, 2.68e-06, 5.28e-06, 2.87e-06, 5.09e-06, 5.75e-07, 1.36e-08, 1.42e-08, 7.97e-10, 9.85e-06, 4.82e-05, 2.74e-05, 1.66e-07, 0.00e+00, 1.41e-08, 6.67e-09, 2.26e-08, 2.96e-12, 2.53e-09, 5.83e-09, 2.11e-08]    []  
331900    [1.20e-05, 6.42e-06, 3.17e-06, 4.40e-06, 2.15e-06, 5.08e-06, 5.67e-07, 4.49e-06, 4.87e-05, 1.02e-07, 1.11e-05, 6.52e-05, 2.99e-05, 2.97e-05, 1.34e-07, 1.07e-07, 7.19e-08, 0.00e+00, 1.65e-07, 0.00e+00, 1.02e-06, 5.82e-05]    [1.20e-05, 6.42e-06, 3.17e-06, 4.40e-06, 2.15e-06, 5.08e-06, 5.67e-07, 4.49e-06, 4.87e-05, 1.02e-07, 1.11e-05, 6.52e-05, 2.99e-05, 2.97e-05, 1.34e-07, 1.07e-07, 7.19e-08, 0.00e+00, 1.65e-07, 0.00e+00, 1.02e-06, 5.82e-05]    []  
332000    [7.34e-06, 5.90e-06, 2.59e-06, 5.11e-06, 2.87e-06, 5.10e-06, 5.60e-07, 3.18e-09, 2.77e-10, 3.73e-11, 9.48e-06, 4.82e-05, 2.78e-05, 2.08e-07, 0.00e+00, 1.44e-08, 5.97e-09, 1.79e-08, 0.00e+00, 2.22e-11, 6.18e-09, 6.09e-09]    [7.34e-06, 5.90e-06, 2.59e-06, 5.11e-06, 2.87e-06, 5.10e-06, 5.60e-07, 3.18e-09, 2.77e-10, 3.73e-11, 9.48e-06, 4.82e-05, 2.78e-05, 2.08e-07, 0.00e+00, 1.44e-08, 5.97e-09, 1.79e-08, 0.00e+00, 2.22e-11, 6.18e-09, 6.09e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 39.747775 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
332000    [7.34e-06, 5.90e-06, 2.59e-06, 5.11e-06, 2.87e-06, 5.10e-06, 5.60e-07, 3.18e-09, 2.77e-10, 3.73e-11, 9.48e-06, 4.82e-05, 2.78e-05, 2.08e-07, 0.00e+00, 1.44e-08, 5.97e-09, 1.79e-08, 0.00e+00, 2.22e-11, 6.18e-09, 6.09e-09]    [7.34e-06, 5.90e-06, 2.59e-06, 5.11e-06, 2.87e-06, 5.10e-06, 5.60e-07, 3.18e-09, 2.77e-10, 3.73e-11, 9.48e-06, 4.82e-05, 2.78e-05, 2.08e-07, 0.00e+00, 1.44e-08, 5.97e-09, 1.79e-08, 0.00e+00, 2.22e-11, 6.18e-09, 6.09e-09]    []  
332100    [1.07e-05, 5.98e-06, 2.78e-06, 5.62e-06, 2.99e-06, 5.70e-06, 6.71e-07, 4.95e-06, 5.43e-05, 2.65e-07, 8.81e-05, 1.83e-04, 4.53e-04, 9.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.70e-08, 0.00e+00, 3.27e-07, 8.94e-05]    [1.07e-05, 5.98e-06, 2.78e-06, 5.62e-06, 2.99e-06, 5.70e-06, 6.71e-07, 4.95e-06, 5.43e-05, 2.65e-07, 8.81e-05, 1.83e-04, 4.53e-04, 9.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.70e-08, 0.00e+00, 3.27e-07, 8.94e-05]    []  
332200    [7.37e-06, 5.93e-06, 2.56e-06, 4.97e-06, 2.91e-06, 5.14e-06, 5.02e-07, 3.01e-08, 1.14e-08, 5.07e-11, 9.33e-06, 4.82e-05, 2.80e-05, 2.62e-07, 0.00e+00, 1.42e-08, 6.70e-09, 1.36e-08, 0.00e+00, 0.00e+00, 2.17e-08, 2.50e-08]    [7.37e-06, 5.93e-06, 2.56e-06, 4.97e-06, 2.91e-06, 5.14e-06, 5.02e-07, 3.01e-08, 1.14e-08, 5.07e-11, 9.33e-06, 4.82e-05, 2.80e-05, 2.62e-07, 0.00e+00, 1.42e-08, 6.70e-09, 1.36e-08, 0.00e+00, 0.00e+00, 2.17e-08, 2.50e-08]    []  
332300    [4.93e-05, 8.93e-06, 3.68e-06, 1.07e-05, 6.82e-06, 6.78e-06, 8.81e-07, 2.05e-04, 2.96e-04, 5.37e-05, 1.38e-04, 1.04e-03, 1.02e-03, 4.87e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.74e-04, 4.01e-04]    [4.93e-05, 8.93e-06, 3.68e-06, 1.07e-05, 6.82e-06, 6.78e-06, 8.81e-07, 2.05e-04, 2.96e-04, 5.37e-05, 1.38e-04, 1.04e-03, 1.02e-03, 4.87e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.74e-04, 4.01e-04]    []  
332400    [7.22e-06, 6.02e-06, 2.49e-06, 4.91e-06, 2.93e-06, 5.18e-06, 4.74e-07, 1.30e-08, 3.87e-08, 1.85e-08, 9.21e-06, 4.83e-05, 2.82e-05, 4.36e-07, 0.00e+00, 2.35e-09, 2.93e-09, 7.93e-09, 4.81e-15, 3.95e-15, 5.40e-09, 1.05e-08]    [7.22e-06, 6.02e-06, 2.49e-06, 4.91e-06, 2.93e-06, 5.18e-06, 4.74e-07, 1.30e-08, 3.87e-08, 1.85e-08, 9.21e-06, 4.83e-05, 2.82e-05, 4.36e-07, 0.00e+00, 2.35e-09, 2.93e-09, 7.93e-09, 4.81e-15, 3.95e-15, 5.40e-09, 1.05e-08]    []  
332500    [5.80e-06, 5.90e-06, 2.45e-06, 5.21e-06, 2.78e-06, 5.44e-06, 5.47e-07, 5.20e-07, 2.08e-07, 1.32e-06, 1.15e-05, 6.25e-05, 4.73e-05, 8.17e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-06, 3.62e-07]    [5.80e-06, 5.90e-06, 2.45e-06, 5.21e-06, 2.78e-06, 5.44e-06, 5.47e-07, 5.20e-07, 2.08e-07, 1.32e-06, 1.15e-05, 6.25e-05, 4.73e-05, 8.17e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-06, 3.62e-07]    []  
332600    [7.09e-06, 6.08e-06, 2.41e-06, 4.84e-06, 2.99e-06, 5.26e-06, 4.78e-07, 1.73e-07, 1.43e-07, 5.85e-09, 9.10e-06, 4.84e-05, 2.84e-05, 1.04e-06, 0.00e+00, 1.90e-09, 2.66e-09, 4.11e-09, 8.07e-09, 2.04e-08, 5.03e-08, 1.36e-07]    [7.09e-06, 6.08e-06, 2.41e-06, 4.84e-06, 2.99e-06, 5.26e-06, 4.78e-07, 1.73e-07, 1.43e-07, 5.85e-09, 9.10e-06, 4.84e-05, 2.84e-05, 1.04e-06, 0.00e+00, 1.90e-09, 2.66e-09, 4.11e-09, 8.07e-09, 2.04e-08, 5.03e-08, 1.36e-07]    []  
332700    [6.81e-06, 5.80e-06, 2.35e-06, 4.50e-06, 2.93e-06, 5.47e-06, 5.31e-07, 8.90e-09, 8.59e-08, 1.18e-07, 9.28e-06, 4.81e-05, 2.99e-05, 8.06e-06, 2.87e-08, 1.26e-07, 7.54e-08, 8.22e-08, 1.15e-08, 1.53e-08, 7.21e-08, 1.09e-07]    [6.81e-06, 5.80e-06, 2.35e-06, 4.50e-06, 2.93e-06, 5.47e-06, 5.31e-07, 8.90e-09, 8.59e-08, 1.18e-07, 9.28e-06, 4.81e-05, 2.99e-05, 8.06e-06, 2.87e-08, 1.26e-07, 7.54e-08, 8.22e-08, 1.15e-08, 1.53e-08, 7.21e-08, 1.09e-07]    []  
332800    [7.20e-06, 6.08e-06, 2.37e-06, 4.69e-06, 3.02e-06, 5.32e-06, 4.42e-07, 1.36e-08, 1.90e-07, 6.55e-09, 9.11e-06, 4.77e-05, 2.89e-05, 3.61e-07, 2.00e-09, 1.41e-08, 4.09e-09, 1.31e-08, 0.00e+00, 0.00e+00, 1.82e-08, 1.38e-07]    [7.20e-06, 6.08e-06, 2.37e-06, 4.69e-06, 3.02e-06, 5.32e-06, 4.42e-07, 1.36e-08, 1.90e-07, 6.55e-09, 9.11e-06, 4.77e-05, 2.89e-05, 3.61e-07, 2.00e-09, 1.41e-08, 4.09e-09, 1.31e-08, 0.00e+00, 0.00e+00, 1.82e-08, 1.38e-07]    []  
332900    [6.22e-06, 5.78e-06, 2.33e-06, 4.48e-06, 2.95e-06, 5.54e-06, 4.89e-07, 2.23e-09, 1.89e-07, 2.65e-10, 8.85e-06, 4.75e-05, 2.71e-05, 2.35e-07, 8.40e-10, 1.94e-08, 9.08e-09, 1.42e-08, 7.76e-11, 2.03e-08, 5.41e-09, 1.41e-07]    [6.22e-06, 5.78e-06, 2.33e-06, 4.48e-06, 2.95e-06, 5.54e-06, 4.89e-07, 2.23e-09, 1.89e-07, 2.65e-10, 8.85e-06, 4.75e-05, 2.71e-05, 2.35e-07, 8.40e-10, 1.94e-08, 9.08e-09, 1.42e-08, 7.76e-11, 2.03e-08, 5.41e-09, 1.41e-07]    []  
333000    [7.18e-06, 6.37e-06, 2.21e-06, 4.82e-06, 3.03e-06, 5.48e-06, 4.96e-07, 3.52e-07, 1.12e-09, 1.62e-07, 9.42e-06, 5.03e-05, 3.03e-05, 4.52e-06, 0.00e+00, 3.64e-10, 8.09e-10, 7.97e-09, 0.00e+00, 6.42e-10, 4.81e-07, 1.81e-08]    [7.18e-06, 6.37e-06, 2.21e-06, 4.82e-06, 3.03e-06, 5.48e-06, 4.96e-07, 3.52e-07, 1.12e-09, 1.62e-07, 9.42e-06, 5.03e-05, 3.03e-05, 4.52e-06, 0.00e+00, 3.64e-10, 8.09e-10, 7.97e-09, 0.00e+00, 6.42e-10, 4.81e-07, 1.81e-08]    []  
333100    [6.32e-06, 5.87e-06, 2.24e-06, 4.56e-06, 2.94e-06, 5.59e-06, 5.23e-07, 3.68e-09, 8.39e-08, 1.50e-09, 8.93e-06, 4.76e-05, 2.75e-05, 1.58e-07, 1.18e-11, 7.85e-09, 6.52e-09, 7.48e-09, 9.31e-10, 9.60e-09, 6.82e-09, 8.03e-08]    [6.32e-06, 5.87e-06, 2.24e-06, 4.56e-06, 2.94e-06, 5.59e-06, 5.23e-07, 3.68e-09, 8.39e-08, 1.50e-09, 8.93e-06, 4.76e-05, 2.75e-05, 1.58e-07, 1.18e-11, 7.85e-09, 6.52e-09, 7.48e-09, 9.31e-10, 9.60e-09, 6.82e-09, 8.03e-08]    []  
333200    [8.47e-06, 5.70e-06, 2.63e-06, 3.79e-06, 2.26e-06, 5.88e-06, 5.59e-07, 6.56e-05, 2.12e-05, 6.22e-07, 1.29e-05, 5.88e-05, 4.70e-05, 8.14e-05, 0.00e+00, 5.51e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.04e-06, 1.07e-04, 1.01e-05]    [8.47e-06, 5.70e-06, 2.63e-06, 3.79e-06, 2.26e-06, 5.88e-06, 5.59e-07, 6.56e-05, 2.12e-05, 6.22e-07, 1.29e-05, 5.88e-05, 4.70e-05, 8.14e-05, 0.00e+00, 5.51e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.04e-06, 1.07e-04, 1.01e-05]    []  
333300    [6.03e-06, 5.80e-06, 2.21e-06, 4.41e-06, 2.96e-06, 5.71e-06, 4.88e-07, 1.25e-10, 8.24e-09, 9.71e-10, 8.78e-06, 4.75e-05, 2.74e-05, 1.52e-07, 5.33e-11, 7.60e-09, 6.72e-09, 6.92e-09, 7.63e-10, 0.00e+00, 6.78e-09, 2.40e-07]    [6.03e-06, 5.80e-06, 2.21e-06, 4.41e-06, 2.96e-06, 5.71e-06, 4.88e-07, 1.25e-10, 8.24e-09, 9.71e-10, 8.78e-06, 4.75e-05, 2.74e-05, 1.52e-07, 5.33e-11, 7.60e-09, 6.72e-09, 6.92e-09, 7.63e-10, 0.00e+00, 6.78e-09, 2.40e-07]    []  
333400    [9.49e-06, 5.77e-06, 3.00e-06, 4.44e-06, 2.90e-06, 6.23e-06, 6.67e-07, 9.69e-07, 8.83e-06, 1.85e-05, 3.48e-05, 1.72e-04, 1.36e-04, 6.27e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.77e-06, 1.12e-06, 9.82e-06, 5.67e-06]    [9.49e-06, 5.77e-06, 3.00e-06, 4.44e-06, 2.90e-06, 6.23e-06, 6.67e-07, 9.69e-07, 8.83e-06, 1.85e-05, 3.48e-05, 1.72e-04, 1.36e-04, 6.27e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.77e-06, 1.12e-06, 9.82e-06, 5.67e-06]    []  
333500    [6.18e-06, 5.89e-06, 2.14e-06, 4.42e-06, 2.97e-06, 5.68e-06, 4.97e-07, 5.87e-09, 1.18e-07, 1.76e-10, 8.79e-06, 4.75e-05, 2.79e-05, 2.40e-07, 6.36e-11, 8.88e-09, 7.95e-09, 6.54e-09, 3.22e-11, 0.00e+00, 7.37e-09, 1.46e-07]    [6.18e-06, 5.89e-06, 2.14e-06, 4.42e-06, 2.97e-06, 5.68e-06, 4.97e-07, 5.87e-09, 1.18e-07, 1.76e-10, 8.79e-06, 4.75e-05, 2.79e-05, 2.40e-07, 6.36e-11, 8.88e-09, 7.95e-09, 6.54e-09, 3.22e-11, 0.00e+00, 7.37e-09, 1.46e-07]    []  
333600    [5.08e-06, 5.72e-06, 2.13e-06, 4.36e-06, 2.90e-06, 5.85e-06, 5.34e-07, 2.26e-08, 3.69e-07, 2.09e-07, 9.12e-06, 5.02e-05, 2.97e-05, 1.35e-05, 0.00e+00, 0.00e+00, 2.81e-11, 1.86e-11, 0.00e+00, 0.00e+00, 2.66e-07, 3.77e-07]    [5.08e-06, 5.72e-06, 2.13e-06, 4.36e-06, 2.90e-06, 5.85e-06, 5.34e-07, 2.26e-08, 3.69e-07, 2.09e-07, 9.12e-06, 5.02e-05, 2.97e-05, 1.35e-05, 0.00e+00, 0.00e+00, 2.81e-11, 1.86e-11, 0.00e+00, 0.00e+00, 2.66e-07, 3.77e-07]    []  
333700    [6.43e-06, 6.11e-06, 2.11e-06, 4.34e-06, 3.09e-06, 5.67e-06, 4.34e-07, 3.16e-09, 7.43e-08, 1.10e-08, 8.97e-06, 4.73e-05, 3.00e-05, 2.22e-06, 6.14e-09, 1.51e-08, 2.37e-08, 3.87e-08, 9.70e-09, 0.00e+00, 6.00e-08, 4.08e-08]    [6.43e-06, 6.11e-06, 2.11e-06, 4.34e-06, 3.09e-06, 5.67e-06, 4.34e-07, 3.16e-09, 7.43e-08, 1.10e-08, 8.97e-06, 4.73e-05, 3.00e-05, 2.22e-06, 6.14e-09, 1.51e-08, 2.37e-08, 3.87e-08, 9.70e-09, 0.00e+00, 6.00e-08, 4.08e-08]    []  
333800    [5.39e-06, 5.78e-06, 2.12e-06, 4.22e-06, 2.99e-06, 5.84e-06, 4.60e-07, 4.01e-08, 2.59e-08, 2.24e-08, 8.67e-06, 4.76e-05, 2.70e-05, 1.25e-06, 0.00e+00, 1.45e-09, 2.12e-09, 1.20e-09, 2.18e-10, 0.00e+00, 1.25e-08, 7.62e-08]    [5.39e-06, 5.78e-06, 2.12e-06, 4.22e-06, 2.99e-06, 5.84e-06, 4.60e-07, 4.01e-08, 2.59e-08, 2.24e-08, 8.67e-06, 4.76e-05, 2.70e-05, 1.25e-06, 0.00e+00, 1.45e-09, 2.12e-09, 1.20e-09, 2.18e-10, 0.00e+00, 1.25e-08, 7.62e-08]    []  
333900    [6.13e-06, 6.38e-06, 2.03e-06, 4.39e-06, 3.12e-06, 5.63e-06, 4.64e-07, 2.03e-07, 6.90e-07, 1.39e-07, 9.05e-06, 4.82e-05, 2.93e-05, 4.62e-06, 0.00e+00, 1.61e-09, 4.70e-09, 3.05e-09, 0.00e+00, 3.91e-08, 2.87e-07, 2.66e-07]    [6.13e-06, 6.38e-06, 2.03e-06, 4.39e-06, 3.12e-06, 5.63e-06, 4.64e-07, 2.03e-07, 6.90e-07, 1.39e-07, 9.05e-06, 4.82e-05, 2.93e-05, 4.62e-06, 0.00e+00, 1.61e-09, 4.70e-09, 3.05e-09, 0.00e+00, 3.91e-08, 2.87e-07, 2.66e-07]    []  
334000    [5.54e-06, 5.85e-06, 2.05e-06, 4.19e-06, 3.02e-06, 5.76e-06, 4.70e-07, 6.05e-09, 1.96e-07, 4.64e-09, 8.61e-06, 4.73e-05, 2.69e-05, 3.23e-07, 5.37e-11, 6.27e-09, 4.37e-09, 3.74e-09, 0.00e+00, 0.00e+00, 9.07e-08, 2.05e-07]    [5.54e-06, 5.85e-06, 2.05e-06, 4.19e-06, 3.02e-06, 5.76e-06, 4.70e-07, 6.05e-09, 1.96e-07, 4.64e-09, 8.61e-06, 4.73e-05, 2.69e-05, 3.23e-07, 5.37e-11, 6.27e-09, 4.37e-09, 3.74e-09, 0.00e+00, 0.00e+00, 9.07e-08, 2.05e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 40.747066 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
334000    [5.54e-06, 5.85e-06, 2.05e-06, 4.19e-06, 3.02e-06, 5.76e-06, 4.70e-07, 6.05e-09, 1.96e-07, 4.64e-09, 8.61e-06, 4.73e-05, 2.69e-05, 3.23e-07, 5.37e-11, 6.27e-09, 4.37e-09, 3.74e-09, 0.00e+00, 0.00e+00, 9.07e-08, 2.05e-07]    [5.54e-06, 5.85e-06, 2.05e-06, 4.19e-06, 3.02e-06, 5.76e-06, 4.70e-07, 6.05e-09, 1.96e-07, 4.64e-09, 8.61e-06, 4.73e-05, 2.69e-05, 3.23e-07, 5.37e-11, 6.27e-09, 4.37e-09, 3.74e-09, 0.00e+00, 0.00e+00, 9.07e-08, 2.05e-07]    []  
334100    [6.54e-06, 6.67e-06, 1.97e-06, 4.59e-06, 3.10e-06, 5.66e-06, 4.40e-07, 9.52e-09, 1.60e-06, 1.12e-07, 1.36e-05, 5.31e-05, 4.54e-05, 1.83e-05, 0.00e+00, 8.18e-11, 0.00e+00, 7.10e-09, 0.00e+00, 8.70e-09, 7.72e-07, 1.15e-07]    [6.54e-06, 6.67e-06, 1.97e-06, 4.59e-06, 3.10e-06, 5.66e-06, 4.40e-07, 9.52e-09, 1.60e-06, 1.12e-07, 1.36e-05, 5.31e-05, 4.54e-05, 1.83e-05, 0.00e+00, 8.18e-11, 0.00e+00, 7.10e-09, 0.00e+00, 8.70e-09, 7.72e-07, 1.15e-07]    []  
334200    [5.68e-06, 5.98e-06, 2.03e-06, 4.20e-06, 3.05e-06, 5.76e-06, 4.36e-07, 4.91e-08, 1.16e-08, 1.38e-09, 8.62e-06, 4.72e-05, 2.71e-05, 1.87e-07, 2.27e-10, 8.73e-09, 7.58e-09, 5.78e-09, 2.68e-12, 3.31e-09, 8.34e-09, 3.89e-08]    [5.68e-06, 5.98e-06, 2.03e-06, 4.20e-06, 3.05e-06, 5.76e-06, 4.36e-07, 4.91e-08, 1.16e-08, 1.38e-09, 8.62e-06, 4.72e-05, 2.71e-05, 1.87e-07, 2.27e-10, 8.73e-09, 7.58e-09, 5.78e-09, 2.68e-12, 3.31e-09, 8.34e-09, 3.89e-08]    []  
334300    [9.31e-06, 6.63e-06, 2.14e-06, 3.95e-06, 3.27e-06, 5.58e-06, 4.57e-07, 2.37e-07, 3.91e-06, 3.29e-08, 1.20e-05, 6.50e-05, 4.70e-05, 9.75e-05, 2.88e-07, 7.14e-07, 6.16e-07, 1.36e-07, 1.67e-08, 0.00e+00, 1.12e-07, 2.83e-06]    [9.31e-06, 6.63e-06, 2.14e-06, 3.95e-06, 3.27e-06, 5.58e-06, 4.57e-07, 2.37e-07, 3.91e-06, 3.29e-08, 1.20e-05, 6.50e-05, 4.70e-05, 9.75e-05, 2.88e-07, 7.14e-07, 6.16e-07, 1.36e-07, 1.67e-08, 0.00e+00, 1.12e-07, 2.83e-06]    []  
334400    [5.74e-06, 6.06e-06, 1.99e-06, 4.23e-06, 3.06e-06, 5.66e-06, 4.37e-07, 4.29e-08, 5.20e-08, 1.70e-09, 8.61e-06, 4.71e-05, 2.73e-05, 2.58e-07, 6.59e-11, 6.85e-09, 8.09e-09, 4.78e-09, 2.65e-09, 0.00e+00, 1.62e-08, 1.17e-07]    [5.74e-06, 6.06e-06, 1.99e-06, 4.23e-06, 3.06e-06, 5.66e-06, 4.37e-07, 4.29e-08, 5.20e-08, 1.70e-09, 8.61e-06, 4.71e-05, 2.73e-05, 2.58e-07, 6.59e-11, 6.85e-09, 8.09e-09, 4.78e-09, 2.65e-09, 0.00e+00, 1.62e-08, 1.17e-07]    []  
334500    [2.73e-05, 8.48e-06, 2.44e-06, 4.45e-06, 4.52e-06, 6.58e-06, 8.77e-07, 1.12e-06, 6.32e-05, 7.25e-06, 1.73e-04, 2.51e-04, 7.36e-04, 1.49e-03, 1.02e-05, 1.70e-05, 2.60e-06, 1.27e-05, 1.27e-06, 2.30e-05, 6.96e-06, 9.24e-05]    [2.73e-05, 8.48e-06, 2.44e-06, 4.45e-06, 4.52e-06, 6.58e-06, 8.77e-07, 1.12e-06, 6.32e-05, 7.25e-06, 1.73e-04, 2.51e-04, 7.36e-04, 1.49e-03, 1.02e-05, 1.70e-05, 2.60e-06, 1.27e-05, 1.27e-06, 2.30e-05, 6.96e-06, 9.24e-05]    []  
334600    [5.96e-06, 6.21e-06, 1.96e-06, 4.20e-06, 3.10e-06, 5.65e-06, 3.96e-07, 3.82e-10, 5.38e-09, 5.93e-11, 8.58e-06, 4.72e-05, 2.77e-05, 2.69e-07, 1.06e-10, 7.71e-09, 7.15e-09, 6.88e-09, 4.33e-10, 0.00e+00, 5.11e-09, 2.51e-08]    [5.96e-06, 6.21e-06, 1.96e-06, 4.20e-06, 3.10e-06, 5.65e-06, 3.96e-07, 3.82e-10, 5.38e-09, 5.93e-11, 8.58e-06, 4.72e-05, 2.77e-05, 2.69e-07, 1.06e-10, 7.71e-09, 7.15e-09, 6.88e-09, 4.33e-10, 0.00e+00, 5.11e-09, 2.51e-08]    []  
334700    [5.39e-06, 5.99e-06, 2.09e-06, 4.71e-06, 2.89e-06, 5.88e-06, 4.39e-07, 1.74e-05, 9.09e-08, 2.52e-06, 1.54e-05, 7.93e-05, 7.80e-05, 1.83e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-05, 3.51e-07]    [5.39e-06, 5.99e-06, 2.09e-06, 4.71e-06, 2.89e-06, 5.88e-06, 4.39e-07, 1.74e-05, 9.09e-08, 2.52e-06, 1.54e-05, 7.93e-05, 7.80e-05, 1.83e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-05, 3.51e-07]    []  
334800    [6.10e-06, 6.37e-06, 1.93e-06, 4.20e-06, 3.10e-06, 5.68e-06, 3.99e-07, 3.51e-08, 1.22e-07, 8.77e-10, 8.68e-06, 4.71e-05, 2.84e-05, 3.05e-07, 2.51e-11, 7.65e-09, 1.06e-08, 6.60e-09, 0.00e+00, 4.07e-08, 1.14e-08, 2.58e-07]    [6.10e-06, 6.37e-06, 1.93e-06, 4.20e-06, 3.10e-06, 5.68e-06, 3.99e-07, 3.51e-08, 1.22e-07, 8.77e-10, 8.68e-06, 4.71e-05, 2.84e-05, 3.05e-07, 2.51e-11, 7.65e-09, 1.06e-08, 6.60e-09, 0.00e+00, 4.07e-08, 1.14e-08, 2.58e-07]    []  
334900    [5.33e-06, 6.01e-06, 1.97e-06, 4.02e-06, 3.08e-06, 5.86e-06, 4.12e-07, 1.10e-07, 3.24e-07, 8.70e-13, 8.55e-06, 4.68e-05, 2.69e-05, 2.59e-07, 1.77e-09, 1.62e-08, 1.17e-08, 1.19e-08, 4.14e-09, 4.29e-08, 2.42e-08, 2.62e-07]    [5.33e-06, 6.01e-06, 1.97e-06, 4.02e-06, 3.08e-06, 5.86e-06, 4.12e-07, 1.10e-07, 3.24e-07, 8.70e-13, 8.55e-06, 4.68e-05, 2.69e-05, 2.59e-07, 1.77e-09, 1.62e-08, 1.17e-08, 1.19e-08, 4.14e-09, 4.29e-08, 2.42e-08, 2.62e-07]    []  
335000    [5.96e-06, 6.68e-06, 1.89e-06, 4.24e-06, 3.17e-06, 5.67e-06, 3.81e-07, 3.27e-07, 4.28e-07, 1.65e-08, 8.96e-06, 4.94e-05, 3.10e-05, 6.43e-06, 0.00e+00, 9.69e-13, 4.70e-10, 8.03e-09, 0.00e+00, 3.27e-08, 5.94e-07, 2.11e-07]    [5.96e-06, 6.68e-06, 1.89e-06, 4.24e-06, 3.17e-06, 5.67e-06, 3.81e-07, 3.27e-07, 4.28e-07, 1.65e-08, 8.96e-06, 4.94e-05, 3.10e-05, 6.43e-06, 0.00e+00, 9.69e-13, 4.70e-10, 8.03e-09, 0.00e+00, 3.27e-08, 5.94e-07, 2.11e-07]    []  
335100    [5.33e-06, 6.07e-06, 1.94e-06, 4.02e-06, 3.08e-06, 5.84e-06, 3.82e-07, 7.96e-09, 1.94e-08, 1.25e-09, 8.48e-06, 4.69e-05, 2.68e-05, 2.26e-07, 3.83e-10, 8.81e-09, 7.43e-09, 5.25e-09, 0.00e+00, 3.15e-09, 2.03e-08, 3.16e-08]    [5.33e-06, 6.07e-06, 1.94e-06, 4.02e-06, 3.08e-06, 5.84e-06, 3.82e-07, 7.96e-09, 1.94e-08, 1.25e-09, 8.48e-06, 4.69e-05, 2.68e-05, 2.26e-07, 3.83e-10, 8.81e-09, 7.43e-09, 5.25e-09, 0.00e+00, 3.15e-09, 2.03e-08, 3.16e-08]    []  
335200    [7.00e-06, 6.79e-06, 1.90e-06, 4.29e-06, 3.08e-06, 5.77e-06, 4.08e-07, 4.44e-07, 1.21e-06, 1.30e-07, 1.59e-05, 6.02e-05, 5.29e-05, 2.27e-05, 0.00e+00, 1.16e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.84e-08, 2.44e-06, 1.98e-07]    [7.00e-06, 6.79e-06, 1.90e-06, 4.29e-06, 3.08e-06, 5.77e-06, 4.08e-07, 4.44e-07, 1.21e-06, 1.30e-07, 1.59e-05, 6.02e-05, 5.29e-05, 2.27e-05, 0.00e+00, 1.16e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.84e-08, 2.44e-06, 1.98e-07]    []  
335300    [5.64e-06, 6.25e-06, 1.91e-06, 4.12e-06, 3.10e-06, 5.79e-06, 3.68e-07, 3.26e-08, 2.86e-08, 1.04e-09, 8.55e-06, 4.69e-05, 2.73e-05, 2.57e-07, 1.13e-10, 8.02e-09, 1.05e-08, 4.58e-09, 2.68e-10, 7.50e-09, 5.78e-09, 6.38e-08]    [5.64e-06, 6.25e-06, 1.91e-06, 4.12e-06, 3.10e-06, 5.79e-06, 3.68e-07, 3.26e-08, 2.86e-08, 1.04e-09, 8.55e-06, 4.69e-05, 2.73e-05, 2.57e-07, 1.13e-10, 8.02e-09, 1.05e-08, 4.58e-09, 2.68e-10, 7.50e-09, 5.78e-09, 6.38e-08]    []  
335400    [6.49e-05, 1.11e-05, 2.39e-06, 8.13e-06, 1.00e-05, 7.78e-06, 5.90e-07, 3.03e-04, 4.01e-04, 1.04e-04, 2.23e-04, 8.73e-04, 1.20e-03, 5.46e-03, 8.89e-05, 8.88e-05, 4.52e-05, 2.99e-05, 7.52e-05, 0.00e+00, 3.33e-04, 5.45e-04]    [6.49e-05, 1.11e-05, 2.39e-06, 8.13e-06, 1.00e-05, 7.78e-06, 5.90e-07, 3.03e-04, 4.01e-04, 1.04e-04, 2.23e-04, 8.73e-04, 1.20e-03, 5.46e-03, 8.89e-05, 8.88e-05, 4.52e-05, 2.99e-05, 7.52e-05, 0.00e+00, 3.33e-04, 5.45e-04]    []  
335500    [5.77e-06, 6.41e-06, 1.86e-06, 4.06e-06, 3.10e-06, 5.72e-06, 3.61e-07, 1.20e-07, 3.68e-11, 1.06e-08, 8.44e-06, 4.70e-05, 2.80e-05, 3.80e-07, 2.98e-11, 5.76e-09, 7.51e-09, 4.99e-09, 0.00e+00, 2.00e-13, 1.32e-07, 1.63e-08]    [5.77e-06, 6.41e-06, 1.86e-06, 4.06e-06, 3.10e-06, 5.72e-06, 3.61e-07, 1.20e-07, 3.68e-11, 1.06e-08, 8.44e-06, 4.70e-05, 2.80e-05, 3.80e-07, 2.98e-11, 5.76e-09, 7.51e-09, 4.99e-09, 0.00e+00, 2.00e-13, 1.32e-07, 1.63e-08]    []  
335600    [5.09e-06, 6.06e-06, 1.90e-06, 3.89e-06, 3.09e-06, 5.91e-06, 3.70e-07, 1.19e-08, 4.83e-09, 2.82e-12, 8.44e-06, 4.67e-05, 2.66e-05, 2.25e-07, 1.60e-09, 1.40e-08, 9.90e-09, 9.10e-09, 6.89e-10, 0.00e+00, 8.31e-09, 1.76e-08]    [5.09e-06, 6.06e-06, 1.90e-06, 3.89e-06, 3.09e-06, 5.91e-06, 3.70e-07, 1.19e-08, 4.83e-09, 2.82e-12, 8.44e-06, 4.67e-05, 2.66e-05, 2.25e-07, 1.60e-09, 1.40e-08, 9.90e-09, 9.10e-09, 6.89e-10, 0.00e+00, 8.31e-09, 1.76e-08]    []  
335700    [6.74e-06, 7.00e-06, 1.88e-06, 4.13e-06, 3.19e-06, 5.59e-06, 3.60e-07, 9.14e-07, 3.17e-08, 2.19e-09, 9.33e-06, 4.90e-05, 3.23e-05, 8.23e-06, 1.04e-08, 1.53e-08, 3.36e-08, 1.90e-07, 4.92e-08, 3.26e-08, 3.29e-07, 2.09e-07]    [6.74e-06, 7.00e-06, 1.88e-06, 4.13e-06, 3.19e-06, 5.59e-06, 3.60e-07, 9.14e-07, 3.17e-08, 2.19e-09, 9.33e-06, 4.90e-05, 3.23e-05, 8.23e-06, 1.04e-08, 1.53e-08, 3.36e-08, 1.90e-07, 4.92e-08, 3.26e-08, 3.29e-07, 2.09e-07]    []  
335800    [5.36e-06, 6.24e-06, 1.88e-06, 3.99e-06, 3.10e-06, 5.82e-06, 3.43e-07, 6.52e-09, 6.57e-08, 1.59e-09, 8.46e-06, 4.68e-05, 2.70e-05, 2.48e-07, 1.63e-10, 8.35e-09, 9.71e-09, 4.31e-09, 3.50e-10, 0.00e+00, 6.26e-09, 7.79e-08]    [5.36e-06, 6.24e-06, 1.88e-06, 3.99e-06, 3.10e-06, 5.82e-06, 3.43e-07, 6.52e-09, 6.57e-08, 1.59e-09, 8.46e-06, 4.68e-05, 2.70e-05, 2.48e-07, 1.63e-10, 8.35e-09, 9.71e-09, 4.31e-09, 3.50e-10, 0.00e+00, 6.26e-09, 7.79e-08]    []  
335900    [4.13e-05, 1.08e-05, 2.08e-06, 6.26e-06, 7.63e-06, 7.84e-06, 8.21e-07, 4.01e-07, 5.34e-05, 3.92e-05, 1.37e-04, 4.98e-04, 1.04e-03, 3.30e-03, 4.41e-05, 5.38e-05, 4.92e-05, 1.16e-05, 3.69e-06, 1.14e-05, 1.88e-05, 4.78e-05]    [4.13e-05, 1.08e-05, 2.08e-06, 6.26e-06, 7.63e-06, 7.84e-06, 8.21e-07, 4.01e-07, 5.34e-05, 3.92e-05, 1.37e-04, 4.98e-04, 1.04e-03, 3.30e-03, 4.41e-05, 5.38e-05, 4.92e-05, 1.16e-05, 3.69e-06, 1.14e-05, 1.88e-05, 4.78e-05]    []  
336000    [5.53e-06, 6.37e-06, 1.82e-06, 3.95e-06, 3.12e-06, 5.78e-06, 3.35e-07, 7.00e-11, 7.46e-09, 8.85e-10, 8.38e-06, 4.68e-05, 2.76e-05, 4.27e-07, 1.36e-09, 1.38e-08, 9.68e-09, 1.14e-08, 3.81e-13, 1.31e-09, 1.46e-08, 1.38e-08]    [5.53e-06, 6.37e-06, 1.82e-06, 3.95e-06, 3.12e-06, 5.78e-06, 3.35e-07, 7.00e-11, 7.46e-09, 8.85e-10, 8.38e-06, 4.68e-05, 2.76e-05, 4.27e-07, 1.36e-09, 1.38e-08, 9.68e-09, 1.14e-08, 3.81e-13, 1.31e-09, 1.46e-08, 1.38e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 43.427465 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
336000    [5.53e-06, 6.37e-06, 1.82e-06, 3.95e-06, 3.12e-06, 5.78e-06, 3.35e-07, 7.00e-11, 7.46e-09, 8.85e-10, 8.38e-06, 4.68e-05, 2.76e-05, 4.27e-07, 1.36e-09, 1.38e-08, 9.68e-09, 1.14e-08, 3.81e-13, 1.31e-09, 1.46e-08, 1.38e-08]    [5.53e-06, 6.37e-06, 1.82e-06, 3.95e-06, 3.12e-06, 5.78e-06, 3.35e-07, 7.00e-11, 7.46e-09, 8.85e-10, 8.38e-06, 4.68e-05, 2.76e-05, 4.27e-07, 1.36e-09, 1.38e-08, 9.68e-09, 1.14e-08, 3.81e-13, 1.31e-09, 1.46e-08, 1.38e-08]    []  
336100    [1.31e-05, 6.82e-06, 1.90e-06, 3.88e-06, 3.77e-06, 5.99e-06, 3.80e-07, 2.05e-05, 3.34e-07, 7.44e-06, 3.25e-05, 1.18e-04, 1.89e-04, 5.17e-04, 5.22e-06, 5.99e-06, 3.98e-06, 3.68e-06, 5.52e-06, 9.55e-08, 2.96e-05, 5.30e-07]    [1.31e-05, 6.82e-06, 1.90e-06, 3.88e-06, 3.77e-06, 5.99e-06, 3.80e-07, 2.05e-05, 3.34e-07, 7.44e-06, 3.25e-05, 1.18e-04, 1.89e-04, 5.17e-04, 5.22e-06, 5.99e-06, 3.98e-06, 3.68e-06, 5.52e-06, 9.55e-08, 2.96e-05, 5.30e-07]    []  
336200    [5.97e-06, 6.67e-06, 1.77e-06, 4.04e-06, 3.14e-06, 5.63e-06, 3.20e-07, 2.85e-09, 2.70e-08, 1.55e-08, 8.48e-06, 4.69e-05, 2.85e-05, 7.93e-07, 4.88e-10, 1.00e-08, 1.14e-08, 1.30e-08, 1.34e-12, 0.00e+00, 7.45e-09, 4.31e-08]    [5.97e-06, 6.67e-06, 1.77e-06, 4.04e-06, 3.14e-06, 5.63e-06, 3.20e-07, 2.85e-09, 2.70e-08, 1.55e-08, 8.48e-06, 4.69e-05, 2.85e-05, 7.93e-07, 4.88e-10, 1.00e-08, 1.14e-08, 1.30e-08, 1.34e-12, 0.00e+00, 7.45e-09, 4.31e-08]    []  
336300    [5.04e-06, 6.20e-06, 1.84e-06, 3.88e-06, 3.09e-06, 5.85e-06, 3.22e-07, 5.56e-09, 6.52e-08, 3.08e-09, 8.38e-06, 4.68e-05, 2.66e-05, 3.33e-07, 2.74e-10, 7.70e-09, 7.15e-09, 3.61e-09, 0.00e+00, 0.00e+00, 2.13e-08, 6.63e-08]    [5.04e-06, 6.20e-06, 1.84e-06, 3.88e-06, 3.09e-06, 5.85e-06, 3.22e-07, 5.56e-09, 6.52e-08, 3.08e-09, 8.38e-06, 4.68e-05, 2.66e-05, 3.33e-07, 2.74e-10, 7.70e-09, 7.15e-09, 3.61e-09, 0.00e+00, 0.00e+00, 2.13e-08, 6.63e-08]    []  
336400    [6.01e-06, 7.22e-06, 1.72e-06, 4.30e-06, 2.97e-06, 5.71e-06, 3.19e-07, 9.93e-07, 2.31e-06, 2.18e-07, 1.57e-05, 5.07e-05, 3.65e-05, 2.88e-06, 0.00e+00, 6.70e-10, 1.35e-10, 4.66e-08, 0.00e+00, 2.99e-10, 7.24e-07, 1.73e-08]    [6.01e-06, 7.22e-06, 1.72e-06, 4.30e-06, 2.97e-06, 5.71e-06, 3.19e-07, 9.93e-07, 2.31e-06, 2.18e-07, 1.57e-05, 5.07e-05, 3.65e-05, 2.88e-06, 0.00e+00, 6.70e-10, 1.35e-10, 4.66e-08, 0.00e+00, 2.99e-10, 7.24e-07, 1.73e-08]    []  
336500    [5.47e-06, 6.46e-06, 1.82e-06, 4.00e-06, 3.13e-06, 5.76e-06, 2.99e-07, 3.01e-09, 1.66e-09, 1.69e-09, 8.45e-06, 4.67e-05, 2.72e-05, 2.58e-07, 2.29e-10, 7.66e-09, 1.16e-08, 4.20e-09, 3.14e-10, 1.40e-10, 5.79e-09, 3.35e-09]    [5.47e-06, 6.46e-06, 1.82e-06, 4.00e-06, 3.13e-06, 5.76e-06, 2.99e-07, 3.01e-09, 1.66e-09, 1.69e-09, 8.45e-06, 4.67e-05, 2.72e-05, 2.58e-07, 2.29e-10, 7.66e-09, 1.16e-08, 4.20e-09, 3.14e-10, 1.40e-10, 5.79e-09, 3.35e-09]    []  
336600    [3.46e-05, 1.04e-05, 2.32e-06, 5.72e-06, 5.76e-06, 7.42e-06, 6.03e-07, 6.03e-06, 4.98e-06, 3.67e-05, 3.64e-05, 2.30e-04, 2.63e-04, 8.94e-04, 1.70e-05, 1.87e-05, 2.72e-07, 1.14e-05, 2.50e-06, 0.00e+00, 1.36e-05, 3.83e-06]    [3.46e-05, 1.04e-05, 2.32e-06, 5.72e-06, 5.76e-06, 7.42e-06, 6.03e-07, 6.03e-06, 4.98e-06, 3.67e-05, 3.64e-05, 2.30e-04, 2.63e-04, 8.94e-04, 1.70e-05, 1.87e-05, 2.72e-07, 1.14e-05, 2.50e-06, 0.00e+00, 1.36e-05, 3.83e-06]    []  
336700    [5.72e-06, 6.56e-06, 1.77e-06, 4.03e-06, 3.12e-06, 5.64e-06, 2.88e-07, 8.09e-11, 1.16e-08, 2.08e-11, 8.40e-06, 4.69e-05, 2.77e-05, 4.63e-07, 3.78e-10, 9.57e-09, 1.05e-08, 6.01e-09, 1.02e-09, 0.00e+00, 8.37e-09, 2.62e-08]    [5.72e-06, 6.56e-06, 1.77e-06, 4.03e-06, 3.12e-06, 5.64e-06, 2.88e-07, 8.09e-11, 1.16e-08, 2.08e-11, 8.40e-06, 4.69e-05, 2.77e-05, 4.63e-07, 3.78e-10, 9.57e-09, 1.05e-08, 6.01e-09, 1.02e-09, 0.00e+00, 8.37e-09, 2.62e-08]    []  
336800    [4.94e-06, 6.21e-06, 1.83e-06, 3.82e-06, 3.10e-06, 5.85e-06, 2.96e-07, 2.84e-08, 5.85e-08, 8.43e-10, 8.35e-06, 4.67e-05, 2.64e-05, 2.54e-07, 6.73e-10, 9.84e-09, 7.08e-09, 4.67e-09, 0.00e+00, 0.00e+00, 4.23e-08, 5.93e-08]    [4.94e-06, 6.21e-06, 1.83e-06, 3.82e-06, 3.10e-06, 5.85e-06, 2.96e-07, 2.84e-08, 5.85e-08, 8.43e-10, 8.35e-06, 4.67e-05, 2.64e-05, 2.54e-07, 6.73e-10, 9.84e-09, 7.08e-09, 4.67e-09, 0.00e+00, 0.00e+00, 4.23e-08, 5.93e-08]    []  
336900    [6.48e-06, 7.24e-06, 1.80e-06, 3.98e-06, 3.23e-06, 5.50e-06, 2.76e-07, 1.05e-06, 7.05e-06, 2.44e-07, 8.92e-06, 4.71e-05, 3.40e-05, 9.04e-06, 4.65e-09, 1.78e-08, 2.60e-08, 1.24e-07, 6.39e-08, 5.54e-08, 4.27e-07, 1.67e-07]    [6.48e-06, 7.24e-06, 1.80e-06, 3.98e-06, 3.23e-06, 5.50e-06, 2.76e-07, 1.05e-06, 7.05e-06, 2.44e-07, 8.92e-06, 4.71e-05, 3.40e-05, 9.04e-06, 4.65e-09, 1.78e-08, 2.60e-08, 1.24e-07, 6.39e-08, 5.54e-08, 4.27e-07, 1.67e-07]    []  
337000    [5.23e-06, 6.39e-06, 1.80e-06, 3.91e-06, 3.12e-06, 5.72e-06, 2.58e-07, 4.65e-09, 3.22e-08, 1.33e-09, 8.31e-06, 4.67e-05, 2.68e-05, 3.17e-07, 4.80e-10, 9.26e-09, 8.72e-09, 4.12e-09, 0.00e+00, 2.10e-11, 2.05e-08, 3.23e-09]    [5.23e-06, 6.39e-06, 1.80e-06, 3.91e-06, 3.12e-06, 5.72e-06, 2.58e-07, 4.65e-09, 3.22e-08, 1.33e-09, 8.31e-06, 4.67e-05, 2.68e-05, 3.17e-07, 4.80e-10, 9.26e-09, 8.72e-09, 4.12e-09, 0.00e+00, 2.10e-11, 2.05e-08, 3.23e-09]    []  
337100    [2.60e-05, 8.17e-06, 2.19e-06, 8.12e-06, 7.52e-06, 7.64e-06, 3.37e-07, 1.04e-06, 4.83e-06, 8.12e-05, 2.97e-04, 6.86e-04, 1.47e-04, 2.05e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.02e-07, 0.00e+00, 3.46e-06, 9.29e-06]    [2.60e-05, 8.17e-06, 2.19e-06, 8.12e-06, 7.52e-06, 7.64e-06, 3.37e-07, 1.04e-06, 4.83e-06, 8.12e-05, 2.97e-04, 6.86e-04, 1.47e-04, 2.05e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.02e-07, 0.00e+00, 3.46e-06, 9.29e-06]    []  
337200    [5.77e-06, 6.75e-06, 1.74e-06, 4.06e-06, 3.13e-06, 5.68e-06, 2.47e-07, 8.31e-09, 5.26e-08, 1.07e-08, 8.44e-06, 4.68e-05, 2.79e-05, 4.95e-07, 6.07e-14, 3.60e-09, 1.03e-08, 4.24e-09, 1.59e-12, 0.00e+00, 1.44e-08, 4.90e-08]    [5.77e-06, 6.75e-06, 1.74e-06, 4.06e-06, 3.13e-06, 5.68e-06, 2.47e-07, 8.31e-09, 5.26e-08, 1.07e-08, 8.44e-06, 4.68e-05, 2.79e-05, 4.95e-07, 6.07e-14, 3.60e-09, 1.03e-08, 4.24e-09, 1.59e-12, 0.00e+00, 1.44e-08, 4.90e-08]    []  
337300    [4.37e-06, 6.29e-06, 1.91e-06, 4.46e-06, 2.87e-06, 5.89e-06, 3.22e-07, 1.43e-05, 7.42e-05, 1.74e-06, 1.25e-05, 6.82e-05, 4.17e-05, 1.11e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.85e-05, 1.68e-05, 7.61e-05]    [4.37e-06, 6.29e-06, 1.91e-06, 4.46e-06, 2.87e-06, 5.89e-06, 3.22e-07, 1.43e-05, 7.42e-05, 1.74e-06, 1.25e-05, 6.82e-05, 4.17e-05, 1.11e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.85e-05, 1.68e-05, 7.61e-05]    []  
337400    [4.89e-06, 6.49e-06, 1.73e-06, 3.82e-06, 3.11e-06, 5.77e-06, 3.11e-07, 1.23e-09, 6.51e-08, 2.51e-08, 8.21e-06, 4.72e-05, 2.72e-05, 2.11e-06, 0.00e+00, 1.44e-10, 4.01e-09, 2.30e-10, 6.71e-12, 4.32e-13, 8.63e-08, 2.14e-09]    [4.89e-06, 6.49e-06, 1.73e-06, 3.82e-06, 3.11e-06, 5.77e-06, 3.11e-07, 1.23e-09, 6.51e-08, 2.51e-08, 8.21e-06, 4.72e-05, 2.72e-05, 2.11e-06, 0.00e+00, 1.44e-10, 4.01e-09, 2.30e-10, 6.71e-12, 4.32e-13, 8.63e-08, 2.14e-09]    []  
337500    [6.07e-06, 7.66e-06, 1.79e-06, 4.13e-06, 3.17e-06, 5.60e-06, 3.03e-07, 5.40e-08, 7.65e-09, 3.33e-07, 9.23e-06, 4.83e-05, 3.22e-05, 1.12e-05, 0.00e+00, 1.48e-10, 0.00e+00, 5.77e-09, 3.10e-08, 3.59e-08, 2.08e-07, 1.99e-07]    [6.07e-06, 7.66e-06, 1.79e-06, 4.13e-06, 3.17e-06, 5.60e-06, 3.03e-07, 5.40e-08, 7.65e-09, 3.33e-07, 9.23e-06, 4.83e-05, 3.22e-05, 1.12e-05, 0.00e+00, 1.48e-10, 0.00e+00, 5.77e-09, 3.10e-08, 3.59e-08, 2.08e-07, 1.99e-07]    []  
337600    [5.21e-06, 6.49e-06, 1.74e-06, 3.92e-06, 3.11e-06, 5.67e-06, 2.67e-07, 5.21e-09, 4.85e-09, 1.10e-09, 8.26e-06, 4.67e-05, 2.69e-05, 3.59e-07, 7.61e-10, 9.34e-09, 1.05e-08, 4.46e-09, 1.49e-10, 0.00e+00, 5.53e-09, 8.38e-09]    [5.21e-06, 6.49e-06, 1.74e-06, 3.92e-06, 3.11e-06, 5.67e-06, 2.67e-07, 5.21e-09, 4.85e-09, 1.10e-09, 8.26e-06, 4.67e-05, 2.69e-05, 3.59e-07, 7.61e-10, 9.34e-09, 1.05e-08, 4.46e-09, 1.49e-10, 0.00e+00, 5.53e-09, 8.38e-09]    []  
337700    [1.35e-05, 8.93e-06, 2.24e-06, 4.73e-06, 3.35e-06, 6.87e-06, 3.56e-07, 4.68e-06, 1.98e-04, 9.77e-06, 1.28e-04, 1.15e-04, 4.50e-04, 1.96e-04, 3.50e-06, 1.53e-06, 0.00e+00, 6.70e-06, 1.69e-06, 0.00e+00, 9.19e-06, 2.45e-04]    [1.35e-05, 8.93e-06, 2.24e-06, 4.73e-06, 3.35e-06, 6.87e-06, 3.56e-07, 4.68e-06, 1.98e-04, 9.77e-06, 1.28e-04, 1.15e-04, 4.50e-04, 1.96e-04, 3.50e-06, 1.53e-06, 0.00e+00, 6.70e-06, 1.69e-06, 0.00e+00, 9.19e-06, 2.45e-04]    []  
337800    [5.85e-06, 6.89e-06, 1.68e-06, 4.07e-06, 3.15e-06, 5.62e-06, 2.54e-07, 2.50e-12, 5.33e-09, 5.79e-09, 8.42e-06, 4.67e-05, 2.81e-05, 4.79e-07, 1.21e-11, 2.95e-09, 1.16e-08, 5.37e-09, 1.37e-11, 0.00e+00, 1.46e-08, 2.77e-08]    [5.85e-06, 6.89e-06, 1.68e-06, 4.07e-06, 3.15e-06, 5.62e-06, 2.54e-07, 2.50e-12, 5.33e-09, 5.79e-09, 8.42e-06, 4.67e-05, 2.81e-05, 4.79e-07, 1.21e-11, 2.95e-09, 1.16e-08, 5.37e-09, 1.37e-11, 0.00e+00, 1.46e-08, 2.77e-08]    []  
337900    [4.94e-06, 6.40e-06, 1.77e-06, 3.84e-06, 3.10e-06, 5.83e-06, 2.55e-07, 1.60e-08, 7.02e-09, 3.78e-09, 8.27e-06, 4.66e-05, 2.65e-05, 3.57e-07, 5.63e-10, 7.15e-09, 8.94e-09, 2.96e-09, 0.00e+00, 0.00e+00, 2.09e-08, 1.00e-08]    [4.94e-06, 6.40e-06, 1.77e-06, 3.84e-06, 3.10e-06, 5.83e-06, 2.55e-07, 1.60e-08, 7.02e-09, 3.78e-09, 8.27e-06, 4.66e-05, 2.65e-05, 3.57e-07, 5.63e-10, 7.15e-09, 8.94e-09, 2.96e-09, 0.00e+00, 0.00e+00, 2.09e-08, 1.00e-08]    []  
338000    [5.71e-06, 7.55e-06, 1.78e-06, 4.16e-06, 3.14e-06, 5.57e-06, 2.62e-07, 5.64e-07, 1.59e-08, 5.24e-07, 8.58e-06, 4.92e-05, 3.11e-05, 1.08e-05, 0.00e+00, 0.00e+00, 4.14e-09, 5.40e-09, 6.05e-08, 5.25e-08, 4.08e-07, 2.87e-07]    [5.71e-06, 7.55e-06, 1.78e-06, 4.16e-06, 3.14e-06, 5.57e-06, 2.62e-07, 5.64e-07, 1.59e-08, 5.24e-07, 8.58e-06, 4.92e-05, 3.11e-05, 1.08e-05, 0.00e+00, 0.00e+00, 4.14e-09, 5.40e-09, 6.05e-08, 5.25e-08, 4.08e-07, 2.87e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 42.961662 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
338000    [5.71e-06, 7.55e-06, 1.78e-06, 4.16e-06, 3.14e-06, 5.57e-06, 2.62e-07, 5.64e-07, 1.59e-08, 5.24e-07, 8.58e-06, 4.92e-05, 3.11e-05, 1.08e-05, 0.00e+00, 0.00e+00, 4.14e-09, 5.40e-09, 6.05e-08, 5.25e-08, 4.08e-07, 2.87e-07]    [5.71e-06, 7.55e-06, 1.78e-06, 4.16e-06, 3.14e-06, 5.57e-06, 2.62e-07, 5.64e-07, 1.59e-08, 5.24e-07, 8.58e-06, 4.92e-05, 3.11e-05, 1.08e-05, 0.00e+00, 0.00e+00, 4.14e-09, 5.40e-09, 6.05e-08, 5.25e-08, 4.08e-07, 2.87e-07]    []  
338100    [5.09e-06, 6.48e-06, 1.76e-06, 3.86e-06, 3.11e-06, 5.70e-06, 2.43e-07, 6.29e-09, 8.72e-10, 1.13e-09, 8.22e-06, 4.66e-05, 2.68e-05, 3.16e-07, 1.10e-09, 1.04e-08, 1.04e-08, 5.00e-09, 7.11e-11, 2.35e-10, 6.39e-09, 2.51e-09]    [5.09e-06, 6.48e-06, 1.76e-06, 3.86e-06, 3.11e-06, 5.70e-06, 2.43e-07, 6.29e-09, 8.72e-10, 1.13e-09, 8.22e-06, 4.66e-05, 2.68e-05, 3.16e-07, 1.10e-09, 1.04e-08, 1.04e-08, 5.00e-09, 7.11e-11, 2.35e-10, 6.39e-09, 2.51e-09]    []  
338200    [3.00e-05, 7.74e-06, 2.03e-06, 7.87e-06, 5.75e-06, 6.98e-06, 4.55e-07, 9.31e-05, 7.05e-07, 7.28e-05, 1.28e-04, 6.08e-04, 1.03e-03, 3.75e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.84e-09, 1.76e-04, 2.75e-08]    [3.00e-05, 7.74e-06, 2.03e-06, 7.87e-06, 5.75e-06, 6.98e-06, 4.55e-07, 9.31e-05, 7.05e-07, 7.28e-05, 1.28e-04, 6.08e-04, 1.03e-03, 3.75e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.84e-09, 1.76e-04, 2.75e-08]    []  
338300    [5.48e-06, 6.74e-06, 1.69e-06, 3.91e-06, 3.12e-06, 5.65e-06, 2.28e-07, 2.13e-09, 7.18e-08, 3.96e-11, 8.22e-06, 4.65e-05, 2.78e-05, 5.03e-07, 9.37e-10, 1.01e-08, 1.03e-08, 6.23e-09, 2.91e-10, 0.00e+00, 5.12e-09, 5.40e-08]    [5.48e-06, 6.74e-06, 1.69e-06, 3.91e-06, 3.12e-06, 5.65e-06, 2.28e-07, 2.13e-09, 7.18e-08, 3.96e-11, 8.22e-06, 4.65e-05, 2.78e-05, 5.03e-07, 9.37e-10, 1.01e-08, 1.03e-08, 6.23e-09, 2.91e-10, 0.00e+00, 5.12e-09, 5.40e-08]    []  
338400    [2.96e-05, 1.00e-05, 2.94e-06, 9.32e-06, 5.22e-06, 7.45e-06, 4.29e-07, 5.17e-05, 6.82e-06, 3.76e-05, 8.48e-05, 6.05e-04, 4.84e-04, 2.75e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.84e-07, 8.42e-05, 2.56e-06]    [2.96e-05, 1.00e-05, 2.94e-06, 9.32e-06, 5.22e-06, 7.45e-06, 4.29e-07, 5.17e-05, 6.82e-06, 3.76e-05, 8.48e-05, 6.05e-04, 4.84e-04, 2.75e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.84e-07, 8.42e-05, 2.56e-06]    []  
338500    [4.93e-06, 6.53e-06, 1.68e-06, 3.75e-06, 3.11e-06, 5.75e-06, 2.93e-07, 2.89e-10, 4.13e-09, 2.00e-10, 8.08e-06, 4.66e-05, 2.70e-05, 3.57e-07, 1.56e-09, 8.45e-09, 8.33e-09, 4.37e-09, 1.18e-10, 1.00e-10, 5.57e-09, 1.21e-09]    [4.93e-06, 6.53e-06, 1.68e-06, 3.75e-06, 3.11e-06, 5.75e-06, 2.93e-07, 2.89e-10, 4.13e-09, 2.00e-10, 8.08e-06, 4.66e-05, 2.70e-05, 3.57e-07, 1.56e-09, 8.45e-09, 8.33e-09, 4.37e-09, 1.18e-10, 1.00e-10, 5.57e-09, 1.21e-09]    []  
338600    [5.07e-06, 7.84e-06, 1.64e-06, 4.29e-06, 3.02e-06, 5.74e-06, 2.85e-07, 2.85e-07, 3.56e-11, 2.52e-06, 2.63e-05, 6.36e-05, 3.98e-05, 3.63e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.90e-08, 1.37e-11, 0.00e+00, 5.63e-09, 3.71e-07]    [5.07e-06, 7.84e-06, 1.64e-06, 4.29e-06, 3.02e-06, 5.74e-06, 2.85e-07, 2.85e-07, 3.56e-11, 2.52e-06, 2.63e-05, 6.36e-05, 3.98e-05, 3.63e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.90e-08, 1.37e-11, 0.00e+00, 5.63e-09, 3.71e-07]    []  
338700    [5.12e-06, 6.59e-06, 1.70e-06, 3.89e-06, 3.10e-06, 5.71e-06, 2.47e-07, 2.47e-09, 2.41e-10, 1.99e-09, 8.17e-06, 4.66e-05, 2.70e-05, 3.99e-07, 6.98e-10, 7.63e-09, 1.18e-08, 3.18e-09, 5.02e-12, 0.00e+00, 1.69e-08, 3.78e-09]    [5.12e-06, 6.59e-06, 1.70e-06, 3.89e-06, 3.10e-06, 5.71e-06, 2.47e-07, 2.47e-09, 2.41e-10, 1.99e-09, 8.17e-06, 4.66e-05, 2.70e-05, 3.99e-07, 6.98e-10, 7.63e-09, 1.18e-08, 3.18e-09, 5.02e-12, 0.00e+00, 1.69e-08, 3.78e-09]    []  
338800    [6.87e-06, 8.03e-06, 2.22e-06, 4.83e-06, 2.99e-06, 5.68e-06, 2.50e-07, 1.33e-05, 3.49e-07, 7.83e-09, 5.61e-05, 6.17e-05, 2.45e-04, 1.19e-04, 0.00e+00, 7.18e-11, 3.03e-07, 2.39e-06, 0.00e+00, 6.53e-08, 5.76e-06, 3.49e-07]    [6.87e-06, 8.03e-06, 2.22e-06, 4.83e-06, 2.99e-06, 5.68e-06, 2.50e-07, 1.33e-05, 3.49e-07, 7.83e-09, 5.61e-05, 6.17e-05, 2.45e-04, 1.19e-04, 0.00e+00, 7.18e-11, 3.03e-07, 2.39e-06, 0.00e+00, 6.53e-08, 5.76e-06, 3.49e-07]    []  
338900    [5.42e-06, 6.76e-06, 1.67e-06, 3.95e-06, 3.11e-06, 5.59e-06, 2.40e-07, 8.62e-09, 3.51e-12, 2.99e-11, 8.16e-06, 4.66e-05, 2.74e-05, 4.70e-07, 7.11e-10, 8.32e-09, 1.07e-08, 4.87e-09, 7.85e-10, 0.00e+00, 7.46e-09, 9.15e-09]    [5.42e-06, 6.76e-06, 1.67e-06, 3.95e-06, 3.11e-06, 5.59e-06, 2.40e-07, 8.62e-09, 3.51e-12, 2.99e-11, 8.16e-06, 4.66e-05, 2.74e-05, 4.70e-07, 7.11e-10, 8.32e-09, 1.07e-08, 4.87e-09, 7.85e-10, 0.00e+00, 7.46e-09, 9.15e-09]    []  
339000    [4.56e-06, 6.37e-06, 1.74e-06, 3.75e-06, 3.06e-06, 5.84e-06, 2.40e-07, 1.98e-08, 1.68e-08, 2.49e-08, 8.17e-06, 4.69e-05, 2.65e-05, 1.60e-06, 4.57e-11, 1.56e-09, 5.58e-09, 1.18e-10, 0.00e+00, 0.00e+00, 5.32e-08, 1.28e-08]    [4.56e-06, 6.37e-06, 1.74e-06, 3.75e-06, 3.06e-06, 5.84e-06, 2.40e-07, 1.98e-08, 1.68e-08, 2.49e-08, 8.17e-06, 4.69e-05, 2.65e-05, 1.60e-06, 4.57e-11, 1.56e-09, 5.58e-09, 1.18e-10, 0.00e+00, 0.00e+00, 5.32e-08, 1.28e-08]    []  
339100    [5.75e-06, 7.57e-06, 1.64e-06, 4.04e-06, 3.20e-06, 5.53e-06, 2.32e-07, 4.78e-08, 7.90e-07, 3.38e-07, 9.58e-06, 4.71e-05, 3.01e-05, 3.46e-06, 0.00e+00, 0.00e+00, 7.08e-09, 2.00e-08, 6.57e-11, 8.36e-09, 1.60e-08, 3.56e-08]    [5.75e-06, 7.57e-06, 1.64e-06, 4.04e-06, 3.20e-06, 5.53e-06, 2.32e-07, 4.78e-08, 7.90e-07, 3.38e-07, 9.58e-06, 4.71e-05, 3.01e-05, 3.46e-06, 0.00e+00, 0.00e+00, 7.08e-09, 2.00e-08, 6.57e-11, 8.36e-09, 1.60e-08, 3.56e-08]    []  
339200    [5.03e-06, 6.59e-06, 1.73e-06, 3.83e-06, 3.11e-06, 5.73e-06, 2.15e-07, 5.62e-09, 7.79e-10, 1.24e-09, 8.14e-06, 4.64e-05, 2.68e-05, 3.34e-07, 1.04e-09, 8.85e-09, 1.18e-08, 3.80e-09, 1.17e-11, 1.08e-10, 1.36e-08, 1.18e-09]    [5.03e-06, 6.59e-06, 1.73e-06, 3.83e-06, 3.11e-06, 5.73e-06, 2.15e-07, 5.62e-09, 7.79e-10, 1.24e-09, 8.14e-06, 4.64e-05, 2.68e-05, 3.34e-07, 1.04e-09, 8.85e-09, 1.18e-08, 3.80e-09, 1.17e-11, 1.08e-10, 1.36e-08, 1.18e-09]    []  
339300    [7.98e-06, 7.24e-06, 2.64e-06, 4.33e-06, 2.76e-06, 6.13e-06, 2.30e-07, 6.37e-06, 8.11e-06, 1.68e-06, 2.99e-05, 5.14e-05, 7.99e-05, 3.40e-05, 0.00e+00, 4.17e-09, 1.42e-06, 9.14e-09, 1.23e-06, 0.00e+00, 6.75e-06, 4.64e-06]    [7.98e-06, 7.24e-06, 2.64e-06, 4.33e-06, 2.76e-06, 6.13e-06, 2.30e-07, 6.37e-06, 8.11e-06, 1.68e-06, 2.99e-05, 5.14e-05, 7.99e-05, 3.40e-05, 0.00e+00, 4.17e-09, 1.42e-06, 9.14e-09, 1.23e-06, 0.00e+00, 6.75e-06, 4.64e-06]    []  
339400    [5.34e-06, 6.76e-06, 1.69e-06, 3.91e-06, 3.10e-06, 5.59e-06, 1.91e-07, 8.60e-10, 2.64e-09, 4.05e-10, 8.10e-06, 4.66e-05, 2.74e-05, 4.41e-07, 6.57e-10, 8.55e-09, 1.05e-08, 3.50e-09, 1.71e-11, 0.00e+00, 1.58e-08, 9.59e-09]    [5.34e-06, 6.76e-06, 1.69e-06, 3.91e-06, 3.10e-06, 5.59e-06, 1.91e-07, 8.60e-10, 2.64e-09, 4.05e-10, 8.10e-06, 4.66e-05, 2.74e-05, 4.41e-07, 6.57e-10, 8.55e-09, 1.05e-08, 3.50e-09, 1.71e-11, 0.00e+00, 1.58e-08, 9.59e-09]    []  
339500    [4.60e-06, 6.40e-06, 1.74e-06, 3.69e-06, 3.08e-06, 5.83e-06, 1.96e-07, 5.68e-09, 4.11e-08, 5.73e-09, 8.10e-06, 4.66e-05, 2.63e-05, 5.14e-07, 7.93e-10, 6.93e-09, 7.11e-09, 2.34e-09, 0.00e+00, 0.00e+00, 2.08e-08, 3.06e-08]    [4.60e-06, 6.40e-06, 1.74e-06, 3.69e-06, 3.08e-06, 5.83e-06, 1.96e-07, 5.68e-09, 4.11e-08, 5.73e-09, 8.10e-06, 4.66e-05, 2.63e-05, 5.14e-07, 7.93e-10, 6.93e-09, 7.11e-09, 2.34e-09, 0.00e+00, 0.00e+00, 2.08e-08, 3.06e-08]    []  
339600    [5.76e-06, 7.46e-06, 1.66e-06, 3.95e-06, 3.20e-06, 5.68e-06, 2.63e-07, 2.29e-07, 7.87e-07, 2.55e-09, 8.47e-06, 4.81e-05, 2.98e-05, 2.34e-06, 0.00e+00, 0.00e+00, 1.07e-09, 3.81e-08, 0.00e+00, 7.74e-07, 1.27e-06, 3.65e-06]    [5.76e-06, 7.46e-06, 1.66e-06, 3.95e-06, 3.20e-06, 5.68e-06, 2.63e-07, 2.29e-07, 7.87e-07, 2.55e-09, 8.47e-06, 4.81e-05, 2.98e-05, 2.34e-06, 0.00e+00, 0.00e+00, 1.07e-09, 3.81e-08, 0.00e+00, 7.74e-07, 1.27e-06, 3.65e-06]    []  
339700    [4.95e-06, 6.63e-06, 1.71e-06, 3.80e-06, 3.10e-06, 5.80e-06, 2.30e-07, 1.45e-09, 4.76e-10, 9.41e-10, 8.08e-06, 4.64e-05, 2.69e-05, 3.14e-07, 1.36e-09, 8.98e-09, 1.24e-08, 4.23e-09, 8.31e-10, 1.85e-10, 7.89e-09, 1.33e-09]    [4.95e-06, 6.63e-06, 1.71e-06, 3.80e-06, 3.10e-06, 5.80e-06, 2.30e-07, 1.45e-09, 4.76e-10, 9.41e-10, 8.08e-06, 4.64e-05, 2.69e-05, 3.14e-07, 1.36e-09, 8.98e-09, 1.24e-08, 4.23e-09, 8.31e-10, 1.85e-10, 7.89e-09, 1.33e-09]    []  
339800    [8.32e-06, 6.94e-06, 2.62e-06, 4.07e-06, 2.86e-06, 6.27e-06, 2.59e-07, 3.19e-07, 1.44e-07, 1.04e-05, 3.02e-05, 9.91e-05, 1.45e-04, 2.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.12e-08, 0.00e+00, 1.54e-07, 4.00e-07]    [8.32e-06, 6.94e-06, 2.62e-06, 4.07e-06, 2.86e-06, 6.27e-06, 2.59e-07, 3.19e-07, 1.44e-07, 1.04e-05, 3.02e-05, 9.91e-05, 1.45e-04, 2.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.12e-08, 0.00e+00, 1.54e-07, 4.00e-07]    []  
339900    [5.12e-06, 6.73e-06, 1.71e-06, 3.83e-06, 3.07e-06, 5.75e-06, 1.93e-07, 6.43e-09, 8.66e-10, 2.07e-09, 8.06e-06, 4.64e-05, 2.73e-05, 3.51e-07, 3.21e-10, 6.65e-09, 1.19e-08, 2.40e-09, 7.88e-12, 4.72e-12, 2.84e-08, 3.60e-09]    [5.12e-06, 6.73e-06, 1.71e-06, 3.83e-06, 3.07e-06, 5.75e-06, 1.93e-07, 6.43e-09, 8.66e-10, 2.07e-09, 8.06e-06, 4.64e-05, 2.73e-05, 3.51e-07, 3.21e-10, 6.65e-09, 1.19e-08, 2.40e-09, 7.88e-12, 4.72e-12, 2.84e-08, 3.60e-09]    []  
340000    [4.52e-06, 6.41e-06, 1.75e-06, 3.61e-06, 3.07e-06, 5.94e-06, 1.95e-07, 6.43e-10, 4.59e-08, 4.98e-10, 8.05e-06, 4.63e-05, 2.64e-05, 2.28e-07, 2.08e-09, 1.14e-08, 9.97e-09, 5.54e-09, 6.08e-10, 0.00e+00, 7.51e-09, 1.53e-08]    [4.52e-06, 6.41e-06, 1.75e-06, 3.61e-06, 3.07e-06, 5.94e-06, 1.95e-07, 6.43e-10, 4.59e-08, 4.98e-10, 8.05e-06, 4.63e-05, 2.64e-05, 2.28e-07, 2.08e-09, 1.14e-08, 9.97e-09, 5.54e-09, 6.08e-10, 0.00e+00, 7.51e-09, 1.53e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 40.597490 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
340000    [4.52e-06, 6.41e-06, 1.75e-06, 3.61e-06, 3.07e-06, 5.94e-06, 1.95e-07, 6.43e-10, 4.59e-08, 4.98e-10, 8.05e-06, 4.63e-05, 2.64e-05, 2.28e-07, 2.08e-09, 1.14e-08, 9.97e-09, 5.54e-09, 6.08e-10, 0.00e+00, 7.51e-09, 1.53e-08]    [4.52e-06, 6.41e-06, 1.75e-06, 3.61e-06, 3.07e-06, 5.94e-06, 1.95e-07, 6.43e-10, 4.59e-08, 4.98e-10, 8.05e-06, 4.63e-05, 2.64e-05, 2.28e-07, 2.08e-09, 1.14e-08, 9.97e-09, 5.54e-09, 6.08e-10, 0.00e+00, 7.51e-09, 1.53e-08]    []  
340100    [7.96e-06, 8.61e-06, 2.39e-06, 5.85e-06, 3.69e-06, 6.69e-06, 3.32e-07, 5.25e-08, 1.52e-07, 6.98e-07, 1.21e-05, 7.27e-05, 5.31e-05, 1.01e-05, 3.26e-08, 1.29e-07, 0.00e+00, 1.27e-06, 2.86e-10, 2.89e-07, 1.79e-06, 1.44e-06]    [7.96e-06, 8.61e-06, 2.39e-06, 5.85e-06, 3.69e-06, 6.69e-06, 3.32e-07, 5.25e-08, 1.52e-07, 6.98e-07, 1.21e-05, 7.27e-05, 5.31e-05, 1.01e-05, 3.26e-08, 1.29e-07, 0.00e+00, 1.27e-06, 2.86e-10, 2.89e-07, 1.79e-06, 1.44e-06]    []  
340200    [6.42e-06, 7.15e-06, 1.73e-06, 4.62e-06, 3.44e-06, 5.96e-06, 2.46e-07, 2.66e-08, 1.79e-10, 5.70e-09, 9.24e-06, 4.80e-05, 3.21e-05, 1.28e-06, 0.00e+00, 4.50e-09, 1.11e-08, 2.11e-08, 2.11e-10, 1.58e-12, 4.71e-09, 5.08e-10]    [6.42e-06, 7.15e-06, 1.73e-06, 4.62e-06, 3.44e-06, 5.96e-06, 2.46e-07, 2.66e-08, 1.79e-10, 5.70e-09, 9.24e-06, 4.80e-05, 3.21e-05, 1.28e-06, 0.00e+00, 4.50e-09, 1.11e-08, 2.11e-08, 2.11e-10, 1.58e-12, 4.71e-09, 5.08e-10]    []  
340300    [5.20e-06, 6.56e-06, 1.80e-06, 4.05e-06, 3.35e-06, 5.84e-06, 2.18e-07, 2.80e-09, 3.43e-09, 1.96e-09, 8.50e-06, 4.66e-05, 2.73e-05, 6.34e-07, 7.18e-10, 8.57e-09, 9.09e-09, 2.18e-09, 2.75e-10, 2.80e-10, 6.11e-09, 1.82e-09]    [5.20e-06, 6.56e-06, 1.80e-06, 4.05e-06, 3.35e-06, 5.84e-06, 2.18e-07, 2.80e-09, 3.43e-09, 1.96e-09, 8.50e-06, 4.66e-05, 2.73e-05, 6.34e-07, 7.18e-10, 8.57e-09, 9.09e-09, 2.18e-09, 2.75e-10, 2.80e-10, 6.11e-09, 1.82e-09]    []  
340400    [4.63e-06, 6.36e-06, 1.80e-06, 3.72e-06, 3.32e-06, 5.97e-06, 2.18e-07, 3.34e-09, 2.19e-09, 1.76e-10, 8.34e-06, 4.64e-05, 2.63e-05, 3.94e-07, 2.17e-09, 1.30e-08, 7.76e-09, 6.07e-09, 6.05e-10, 1.19e-11, 8.37e-09, 1.01e-09]    [4.63e-06, 6.36e-06, 1.80e-06, 3.72e-06, 3.32e-06, 5.97e-06, 2.18e-07, 3.34e-09, 2.19e-09, 1.76e-10, 8.34e-06, 4.64e-05, 2.63e-05, 3.94e-07, 2.17e-09, 1.30e-08, 7.76e-09, 6.07e-09, 6.05e-10, 1.19e-11, 8.37e-09, 1.01e-09]    []  
340500    [5.09e-06, 7.49e-06, 1.86e-06, 3.99e-06, 3.30e-06, 5.65e-06, 2.30e-07, 2.90e-05, 1.21e-06, 5.39e-08, 8.60e-06, 4.82e-05, 3.02e-05, 3.95e-06, 3.22e-10, 2.03e-10, 1.60e-09, 1.88e-08, 6.12e-07, 0.00e+00, 3.42e-06, 7.33e-07]    [5.09e-06, 7.49e-06, 1.86e-06, 3.99e-06, 3.30e-06, 5.65e-06, 2.30e-07, 2.90e-05, 1.21e-06, 5.39e-08, 8.60e-06, 4.82e-05, 3.02e-05, 3.95e-06, 3.22e-10, 2.03e-10, 1.60e-09, 1.88e-08, 6.12e-07, 0.00e+00, 3.42e-06, 7.33e-07]    []  
340600    [4.79e-06, 6.58e-06, 1.73e-06, 3.72e-06, 3.26e-06, 5.74e-06, 2.01e-07, 5.16e-09, 3.10e-09, 9.84e-10, 8.14e-06, 4.65e-05, 2.68e-05, 3.81e-07, 2.02e-09, 1.03e-08, 7.35e-09, 4.60e-09, 2.81e-11, 6.77e-11, 2.17e-08, 8.03e-10]    [4.79e-06, 6.58e-06, 1.73e-06, 3.72e-06, 3.26e-06, 5.74e-06, 2.01e-07, 5.16e-09, 3.10e-09, 9.84e-10, 8.14e-06, 4.65e-05, 2.68e-05, 3.81e-07, 2.02e-09, 1.03e-08, 7.35e-09, 4.60e-09, 2.81e-11, 6.77e-11, 2.17e-08, 8.03e-10]    []  
340700    [1.85e-05, 7.55e-06, 1.76e-06, 3.86e-06, 4.70e-06, 5.97e-06, 2.42e-07, 6.11e-06, 1.24e-07, 1.62e-05, 4.36e-05, 1.94e-04, 2.50e-04, 9.74e-04, 1.24e-05, 1.31e-05, 6.37e-06, 6.26e-06, 1.75e-06, 4.94e-08, 1.02e-05, 2.80e-07]    [1.85e-05, 7.55e-06, 1.76e-06, 3.86e-06, 4.70e-06, 5.97e-06, 2.42e-07, 6.11e-06, 1.24e-07, 1.62e-05, 4.36e-05, 1.94e-04, 2.50e-04, 9.74e-04, 1.24e-05, 1.31e-05, 6.37e-06, 6.26e-06, 1.75e-06, 4.94e-08, 1.02e-05, 2.80e-07]    []  
340800    [5.57e-06, 7.18e-06, 1.71e-06, 3.87e-06, 3.25e-06, 5.49e-06, 1.72e-07, 1.92e-07, 1.92e-09, 9.01e-09, 8.05e-06, 4.69e-05, 2.82e-05, 6.19e-07, 1.21e-10, 2.37e-09, 7.69e-09, 8.32e-09, 3.27e-09, 0.00e+00, 1.67e-08, 5.49e-09]    [5.57e-06, 7.18e-06, 1.71e-06, 3.87e-06, 3.25e-06, 5.49e-06, 1.72e-07, 1.92e-07, 1.92e-09, 9.01e-09, 8.05e-06, 4.69e-05, 2.82e-05, 6.19e-07, 1.21e-10, 2.37e-09, 7.69e-09, 8.32e-09, 3.27e-09, 0.00e+00, 1.67e-08, 5.49e-09]    []  
340900    [4.43e-06, 6.49e-06, 1.71e-06, 3.78e-06, 3.16e-06, 5.75e-06, 2.29e-07, 1.13e-06, 5.09e-05, 7.10e-08, 8.25e-06, 4.70e-05, 2.71e-05, 3.37e-06, 8.15e-10, 3.73e-10, 3.46e-09, 0.00e+00, 0.00e+00, 1.29e-05, 1.33e-06, 5.33e-05]    [4.43e-06, 6.49e-06, 1.71e-06, 3.78e-06, 3.16e-06, 5.75e-06, 2.29e-07, 1.13e-06, 5.09e-05, 7.10e-08, 8.25e-06, 4.70e-05, 2.71e-05, 3.37e-06, 8.15e-10, 3.73e-10, 3.46e-09, 0.00e+00, 0.00e+00, 1.29e-05, 1.33e-06, 5.33e-05]    []  
341000    [5.94e-06, 6.50e-06, 1.69e-06, 3.40e-06, 3.37e-06, 5.92e-06, 2.41e-07, 2.67e-06, 1.48e-08, 8.07e-07, 1.11e-05, 5.41e-05, 4.89e-05, 6.24e-05, 3.92e-07, 6.91e-07, 5.07e-07, 4.77e-07, 6.13e-07, 1.35e-08, 3.74e-06, 7.80e-08]    [5.94e-06, 6.50e-06, 1.69e-06, 3.40e-06, 3.37e-06, 5.92e-06, 2.41e-07, 2.67e-06, 1.48e-08, 8.07e-07, 1.11e-05, 5.41e-05, 4.89e-05, 6.24e-05, 3.92e-07, 6.91e-07, 5.07e-07, 4.77e-07, 6.13e-07, 1.35e-08, 3.74e-06, 7.80e-08]    []  
341100    [5.77e-06, 7.62e-06, 1.69e-06, 4.03e-06, 3.23e-06, 5.39e-06, 1.86e-07, 1.86e-07, 1.56e-09, 1.08e-07, 8.41e-06, 4.69e-05, 2.95e-05, 1.60e-06, 0.00e+00, 1.41e-10, 7.28e-09, 2.14e-08, 4.20e-09, 0.00e+00, 2.25e-08, 1.88e-08]    [5.77e-06, 7.62e-06, 1.69e-06, 4.03e-06, 3.23e-06, 5.39e-06, 1.86e-07, 1.86e-07, 1.56e-09, 1.08e-07, 8.41e-06, 4.69e-05, 2.95e-05, 1.60e-06, 0.00e+00, 1.41e-10, 7.28e-09, 2.14e-08, 4.20e-09, 0.00e+00, 2.25e-08, 1.88e-08]    []  
341200    [4.93e-06, 6.74e-06, 1.68e-06, 3.74e-06, 3.19e-06, 5.69e-06, 1.58e-07, 6.01e-09, 6.44e-06, 1.22e-09, 8.00e-06, 4.64e-05, 2.69e-05, 3.42e-07, 3.74e-10, 6.12e-09, 1.22e-08, 3.72e-09, 2.67e-15, 0.00e+00, 2.06e-08, 6.76e-06]    [4.93e-06, 6.74e-06, 1.68e-06, 3.74e-06, 3.19e-06, 5.69e-06, 1.58e-07, 6.01e-09, 6.44e-06, 1.22e-09, 8.00e-06, 4.64e-05, 2.69e-05, 3.42e-07, 3.74e-10, 6.12e-09, 1.22e-08, 3.72e-09, 2.67e-15, 0.00e+00, 2.06e-08, 6.76e-06]    []  
341300    [5.09e-06, 6.51e-06, 1.69e-06, 3.46e-06, 3.26e-06, 5.87e-06, 2.62e-07, 1.17e-06, 1.34e-08, 2.34e-07, 8.46e-06, 4.82e-05, 3.16e-05, 1.77e-05, 7.45e-08, 2.03e-07, 1.39e-07, 1.43e-07, 1.79e-07, 3.73e-09, 1.18e-06, 2.37e-08]    [5.09e-06, 6.51e-06, 1.69e-06, 3.46e-06, 3.26e-06, 5.87e-06, 2.62e-07, 1.17e-06, 1.34e-08, 2.34e-07, 8.46e-06, 4.82e-05, 3.16e-05, 1.77e-05, 7.45e-08, 2.03e-07, 1.39e-07, 1.43e-07, 1.79e-07, 3.73e-09, 1.18e-06, 2.37e-08]    []  
341400    [5.40e-06, 7.28e-06, 1.72e-06, 3.80e-06, 3.14e-06, 5.43e-06, 2.07e-07, 3.52e-07, 5.36e-08, 6.37e-08, 8.04e-06, 4.67e-05, 2.88e-05, 1.86e-06, 0.00e+00, 3.75e-10, 6.99e-09, 8.72e-09, 0.00e+00, 2.92e-10, 3.22e-06, 3.06e-10]    [5.40e-06, 7.28e-06, 1.72e-06, 3.80e-06, 3.14e-06, 5.43e-06, 2.07e-07, 3.52e-07, 5.36e-08, 6.37e-08, 8.04e-06, 4.67e-05, 2.88e-05, 1.86e-06, 0.00e+00, 3.75e-10, 6.99e-09, 8.72e-09, 0.00e+00, 2.92e-10, 3.22e-06, 3.06e-10]    []  
341500    [4.68e-06, 6.70e-06, 1.68e-06, 3.67e-06, 3.16e-06, 5.72e-06, 1.83e-07, 8.01e-10, 8.00e-11, 2.16e-09, 7.79e-06, 4.63e-05, 2.67e-05, 3.13e-07, 3.12e-10, 4.80e-09, 1.26e-08, 6.69e-09, 2.96e-09, 0.00e+00, 2.34e-08, 3.46e-10]    [4.68e-06, 6.70e-06, 1.68e-06, 3.67e-06, 3.16e-06, 5.72e-06, 1.83e-07, 8.01e-10, 8.00e-11, 2.16e-09, 7.79e-06, 4.63e-05, 2.67e-05, 3.13e-07, 3.12e-10, 4.80e-09, 1.26e-08, 6.69e-09, 2.96e-09, 0.00e+00, 2.34e-08, 3.46e-10]    []  
341600    [1.63e-04, 3.01e-05, 6.62e-06, 2.10e-05, 1.73e-05, 1.13e-05, 2.72e-07, 4.25e-04, 8.12e-04, 1.62e-04, 3.53e-04, 2.68e-03, 2.81e-03, 1.31e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.14e-04, 1.62e-03]    [1.63e-04, 3.01e-05, 6.62e-06, 2.10e-05, 1.73e-05, 1.13e-05, 2.72e-07, 4.25e-04, 8.12e-04, 1.62e-04, 3.53e-04, 2.68e-03, 2.81e-03, 1.31e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.14e-04, 1.62e-03]    []  
341700    [5.36e-06, 7.30e-06, 1.64e-06, 3.83e-06, 3.16e-06, 5.39e-06, 1.78e-07, 9.72e-10, 1.95e-07, 2.58e-08, 7.96e-06, 4.67e-05, 2.83e-05, 1.03e-06, 2.28e-11, 6.23e-10, 9.37e-09, 1.39e-08, 4.08e-09, 0.00e+00, 4.11e-08, 1.36e-08]    [5.36e-06, 7.30e-06, 1.64e-06, 3.83e-06, 3.16e-06, 5.39e-06, 1.78e-07, 9.72e-10, 1.95e-07, 2.58e-08, 7.96e-06, 4.67e-05, 2.83e-05, 1.03e-06, 2.28e-11, 6.23e-10, 9.37e-09, 1.39e-08, 4.08e-09, 0.00e+00, 4.11e-08, 1.36e-08]    []  
341800    [4.65e-06, 6.70e-06, 1.65e-06, 3.65e-06, 3.16e-06, 5.70e-06, 1.64e-07, 8.90e-08, 2.65e-10, 9.68e-10, 7.80e-06, 4.63e-05, 2.66e-05, 3.46e-07, 3.85e-10, 6.20e-09, 1.96e-08, 1.20e-08, 3.23e-14, 0.00e+00, 8.32e-08, 2.10e-09]    [4.65e-06, 6.70e-06, 1.65e-06, 3.65e-06, 3.16e-06, 5.70e-06, 1.64e-07, 8.90e-08, 2.65e-10, 9.68e-10, 7.80e-06, 4.63e-05, 2.66e-05, 3.46e-07, 3.85e-10, 6.20e-09, 1.96e-08, 1.20e-08, 3.23e-14, 0.00e+00, 8.32e-08, 2.10e-09]    []  
341900    [1.68e-05, 8.27e-06, 2.39e-06, 6.90e-06, 3.97e-06, 6.64e-06, 2.05e-07, 5.53e-05, 1.28e-07, 1.86e-05, 5.73e-05, 2.97e-04, 4.10e-04, 1.39e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-04, 4.37e-07]    [1.68e-05, 8.27e-06, 2.39e-06, 6.90e-06, 3.97e-06, 6.64e-06, 2.05e-07, 5.53e-05, 1.28e-07, 1.86e-05, 5.73e-05, 2.97e-04, 4.10e-04, 1.39e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-04, 4.37e-07]    []  
342000    [6.67e-06, 7.96e-06, 1.68e-06, 4.25e-06, 3.25e-06, 5.35e-06, 1.32e-07, 6.00e-09, 1.19e-09, 6.40e-10, 8.89e-06, 4.67e-05, 3.02e-05, 1.19e-06, 1.03e-09, 2.16e-09, 3.21e-08, 1.93e-08, 5.60e-09, 6.17e-11, 1.15e-07, 3.37e-10]    [6.67e-06, 7.96e-06, 1.68e-06, 4.25e-06, 3.25e-06, 5.35e-06, 1.32e-07, 6.00e-09, 1.19e-09, 6.40e-10, 8.89e-06, 4.67e-05, 3.02e-05, 1.19e-06, 1.03e-09, 2.16e-09, 3.21e-08, 1.93e-08, 5.60e-09, 6.17e-11, 1.15e-07, 3.37e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 41.965287 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
342000    [6.67e-06, 7.96e-06, 1.68e-06, 4.25e-06, 3.25e-06, 5.35e-06, 1.32e-07, 6.00e-09, 1.19e-09, 6.40e-10, 8.89e-06, 4.67e-05, 3.02e-05, 1.19e-06, 1.03e-09, 2.16e-09, 3.21e-08, 1.93e-08, 5.60e-09, 6.17e-11, 1.15e-07, 3.37e-10]    [6.67e-06, 7.96e-06, 1.68e-06, 4.25e-06, 3.25e-06, 5.35e-06, 1.32e-07, 6.00e-09, 1.19e-09, 6.40e-10, 8.89e-06, 4.67e-05, 3.02e-05, 1.19e-06, 1.03e-09, 2.16e-09, 3.21e-08, 1.93e-08, 5.60e-09, 6.17e-11, 1.15e-07, 3.37e-10]    []  
342100    [5.24e-06, 6.92e-06, 1.68e-06, 3.83e-06, 3.16e-06, 5.61e-06, 1.17e-07, 2.20e-07, 4.08e-10, 3.39e-10, 8.11e-06, 4.63e-05, 2.73e-05, 3.78e-07, 1.14e-09, 6.47e-09, 2.73e-08, 5.34e-09, 8.06e-10, 3.33e-12, 1.13e-07, 7.94e-11]    [5.24e-06, 6.92e-06, 1.68e-06, 3.83e-06, 3.16e-06, 5.61e-06, 1.17e-07, 2.20e-07, 4.08e-10, 3.39e-10, 8.11e-06, 4.63e-05, 2.73e-05, 3.78e-07, 1.14e-09, 6.47e-09, 2.73e-08, 5.34e-09, 8.06e-10, 3.33e-12, 1.13e-07, 7.94e-11]    []  
342200    [4.45e-06, 6.47e-06, 1.68e-06, 3.51e-06, 3.02e-06, 5.81e-06, 1.37e-07, 1.88e-06, 3.47e-04, 5.68e-08, 9.15e-06, 4.69e-05, 2.65e-05, 5.65e-07, 4.27e-09, 8.09e-09, 2.48e-08, 2.04e-09, 1.28e-07, 0.00e+00, 8.52e-07, 7.14e-04]    [4.45e-06, 6.47e-06, 1.68e-06, 3.51e-06, 3.02e-06, 5.81e-06, 1.37e-07, 1.88e-06, 3.47e-04, 5.68e-08, 9.15e-06, 4.69e-05, 2.65e-05, 5.65e-07, 4.27e-09, 8.09e-09, 2.48e-08, 2.04e-09, 1.28e-07, 0.00e+00, 8.52e-07, 7.14e-04]    []  
342300    [2.30e-05, 1.04e-05, 1.81e-06, 5.24e-06, 5.55e-06, 6.14e-06, 3.70e-07, 5.48e-05, 2.60e-07, 1.51e-05, 3.29e-05, 2.20e-04, 3.02e-04, 1.04e-03, 1.43e-05, 1.31e-05, 2.65e-06, 8.39e-06, 6.77e-06, 4.67e-09, 3.43e-05, 2.72e-08]    [2.30e-05, 1.04e-05, 1.81e-06, 5.24e-06, 5.55e-06, 6.14e-06, 3.70e-07, 5.48e-05, 2.60e-07, 1.51e-05, 3.29e-05, 2.20e-04, 3.02e-04, 1.04e-03, 1.43e-05, 1.31e-05, 2.65e-06, 8.39e-06, 6.77e-06, 4.67e-09, 3.43e-05, 2.72e-08]    []  
342400    [5.13e-06, 6.91e-06, 1.64e-06, 3.77e-06, 3.09e-06, 5.52e-06, 2.12e-07, 4.88e-09, 9.43e-11, 2.85e-10, 7.83e-06, 4.65e-05, 2.77e-05, 4.62e-07, 2.88e-09, 1.02e-08, 1.12e-08, 5.46e-09, 5.12e-11, 0.00e+00, 2.26e-08, 9.20e-10]    [5.13e-06, 6.91e-06, 1.64e-06, 3.77e-06, 3.09e-06, 5.52e-06, 2.12e-07, 4.88e-09, 9.43e-11, 2.85e-10, 7.83e-06, 4.65e-05, 2.77e-05, 4.62e-07, 2.88e-09, 1.02e-08, 1.12e-08, 5.46e-09, 5.12e-11, 0.00e+00, 2.26e-08, 9.20e-10]    []  
342500    [4.44e-06, 6.52e-06, 1.67e-06, 3.59e-06, 3.09e-06, 5.78e-06, 1.91e-07, 6.13e-08, 1.74e-09, 8.43e-10, 7.89e-06, 4.63e-05, 2.65e-05, 2.92e-07, 4.04e-09, 1.19e-08, 1.32e-08, 6.99e-09, 5.79e-09, 1.85e-10, 3.34e-08, 1.07e-09]    [4.44e-06, 6.52e-06, 1.67e-06, 3.59e-06, 3.09e-06, 5.78e-06, 1.91e-07, 6.13e-08, 1.74e-09, 8.43e-10, 7.89e-06, 4.63e-05, 2.65e-05, 2.92e-07, 4.04e-09, 1.19e-08, 1.32e-08, 6.99e-09, 5.79e-09, 1.85e-10, 3.34e-08, 1.07e-09]    []  
342600    [1.35e-05, 8.21e-06, 2.45e-06, 4.73e-06, 3.80e-06, 5.94e-06, 2.13e-07, 7.96e-09, 2.69e-06, 4.38e-07, 6.43e-05, 1.85e-04, 6.06e-05, 3.79e-04, 7.62e-06, 6.75e-06, 3.50e-06, 2.35e-08, 8.42e-09, 0.00e+00, 5.48e-08, 3.15e-06]    [1.35e-05, 8.21e-06, 2.45e-06, 4.73e-06, 3.80e-06, 5.94e-06, 2.13e-07, 7.96e-09, 2.69e-06, 4.38e-07, 6.43e-05, 1.85e-04, 6.06e-05, 3.79e-04, 7.62e-06, 6.75e-06, 3.50e-06, 2.35e-08, 8.42e-09, 0.00e+00, 5.48e-08, 3.15e-06]    []  
342700    [5.28e-06, 7.03e-06, 1.64e-06, 3.84e-06, 3.09e-06, 5.51e-06, 1.37e-07, 9.58e-10, 6.85e-11, 4.14e-09, 7.91e-06, 4.65e-05, 2.78e-05, 4.80e-07, 6.58e-10, 5.25e-09, 9.50e-09, 4.66e-09, 1.40e-10, 0.00e+00, 8.19e-09, 6.07e-10]    [5.28e-06, 7.03e-06, 1.64e-06, 3.84e-06, 3.09e-06, 5.51e-06, 1.37e-07, 9.58e-10, 6.85e-11, 4.14e-09, 7.91e-06, 4.65e-05, 2.78e-05, 4.80e-07, 6.58e-10, 5.25e-09, 9.50e-09, 4.66e-09, 1.40e-10, 0.00e+00, 8.19e-09, 6.07e-10]    []  
342800    [4.34e-06, 6.36e-06, 1.67e-06, 3.47e-06, 2.94e-06, 5.69e-06, 8.60e-08, 2.16e-06, 8.75e-04, 5.32e-08, 1.31e-05, 4.94e-05, 3.03e-05, 2.32e-06, 7.56e-11, 0.00e+00, 6.20e-09, 0.00e+00, 0.00e+00, 0.00e+00, 5.68e-06, 1.23e-03]    [4.34e-06, 6.36e-06, 1.67e-06, 3.47e-06, 2.94e-06, 5.69e-06, 8.60e-08, 2.16e-06, 8.75e-04, 5.32e-08, 1.31e-05, 4.94e-05, 3.03e-05, 2.32e-06, 7.56e-11, 0.00e+00, 6.20e-09, 0.00e+00, 0.00e+00, 0.00e+00, 5.68e-06, 1.23e-03]    []  
342900    [7.26e-06, 6.48e-06, 2.17e-06, 3.79e-06, 2.69e-06, 5.80e-06, 2.92e-07, 5.69e-06, 3.47e-07, 1.15e-06, 1.66e-05, 6.24e-05, 4.11e-05, 7.29e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.60e-10, 0.00e+00, 5.48e-08, 7.68e-06, 3.33e-07]    [7.26e-06, 6.48e-06, 2.17e-06, 3.79e-06, 2.69e-06, 5.80e-06, 2.92e-07, 5.69e-06, 3.47e-07, 1.15e-06, 1.66e-05, 6.24e-05, 4.11e-05, 7.29e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.60e-10, 0.00e+00, 5.48e-08, 7.68e-06, 3.33e-07]    []  
343000    [4.71e-06, 6.76e-06, 1.62e-06, 3.68e-06, 3.06e-06, 5.64e-06, 2.25e-07, 3.58e-08, 5.30e-10, 1.48e-09, 7.77e-06, 4.63e-05, 2.72e-05, 4.00e-07, 1.75e-09, 7.37e-09, 1.05e-08, 4.02e-09, 2.17e-09, 2.89e-12, 1.49e-08, 6.80e-10]    [4.71e-06, 6.76e-06, 1.62e-06, 3.68e-06, 3.06e-06, 5.64e-06, 2.25e-07, 3.58e-08, 5.30e-10, 1.48e-09, 7.77e-06, 4.63e-05, 2.72e-05, 4.00e-07, 1.75e-09, 7.37e-09, 1.05e-08, 4.02e-09, 2.17e-09, 2.89e-12, 1.49e-08, 6.80e-10]    []  
343100    [4.06e-05, 1.03e-05, 1.56e-06, 6.10e-06, 8.13e-06, 6.63e-06, 3.26e-07, 3.26e-04, 7.68e-07, 4.31e-05, 1.67e-04, 5.04e-04, 1.01e-03, 3.09e-03, 4.51e-05, 4.65e-05, 3.04e-05, 2.32e-05, 9.66e-05, 2.95e-07, 4.20e-04, 1.51e-06]    [4.06e-05, 1.03e-05, 1.56e-06, 6.10e-06, 8.13e-06, 6.63e-06, 3.26e-07, 3.26e-04, 7.68e-07, 4.31e-05, 1.67e-04, 5.04e-04, 1.01e-03, 3.09e-03, 4.51e-05, 4.65e-05, 3.04e-05, 2.32e-05, 9.66e-05, 2.95e-07, 4.20e-04, 1.51e-06]    []  
343200    [6.29e-06, 7.72e-06, 1.65e-06, 4.11e-06, 3.17e-06, 5.51e-06, 1.55e-07, 1.66e-07, 9.97e-09, 2.78e-09, 8.67e-06, 4.68e-05, 2.97e-05, 6.13e-07, 1.91e-12, 1.27e-09, 5.67e-09, 3.55e-08, 9.54e-10, 6.62e-11, 8.81e-09, 2.39e-10]    [6.29e-06, 7.72e-06, 1.65e-06, 4.11e-06, 3.17e-06, 5.51e-06, 1.55e-07, 1.66e-07, 9.97e-09, 2.78e-09, 8.67e-06, 4.68e-05, 2.97e-05, 6.13e-07, 1.91e-12, 1.27e-09, 5.67e-09, 3.55e-08, 9.54e-10, 6.62e-11, 8.81e-09, 2.39e-10]    []  
343300    [4.95e-06, 6.83e-06, 1.68e-06, 3.77e-06, 3.12e-06, 5.71e-06, 1.33e-07, 1.88e-10, 8.02e-12, 2.20e-09, 7.93e-06, 4.62e-05, 2.71e-05, 3.26e-07, 9.41e-10, 7.06e-09, 1.57e-08, 3.79e-09, 3.28e-10, 0.00e+00, 5.79e-09, 4.60e-10]    [4.95e-06, 6.83e-06, 1.68e-06, 3.77e-06, 3.12e-06, 5.71e-06, 1.33e-07, 1.88e-10, 8.02e-12, 2.20e-09, 7.93e-06, 4.62e-05, 2.71e-05, 3.26e-07, 9.41e-10, 7.06e-09, 1.57e-08, 3.79e-09, 3.28e-10, 0.00e+00, 5.79e-09, 4.60e-10]    []  
343400    [3.32e-05, 1.06e-05, 2.51e-06, 8.99e-06, 5.51e-06, 7.34e-06, 2.63e-07, 5.66e-05, 9.25e-05, 3.94e-05, 8.25e-05, 5.73e-04, 6.73e-04, 2.84e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.16e-04, 3.24e-04]    [3.32e-05, 1.06e-05, 2.51e-06, 8.99e-06, 5.51e-06, 7.34e-06, 2.63e-07, 5.66e-05, 9.25e-05, 3.94e-05, 8.25e-05, 5.73e-04, 6.73e-04, 2.84e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.16e-04, 3.24e-04]    []  
343500    [4.81e-06, 6.82e-06, 1.64e-06, 3.60e-06, 3.10e-06, 5.65e-06, 2.32e-07, 6.03e-09, 1.54e-10, 8.41e-10, 7.67e-06, 4.63e-05, 2.75e-05, 5.54e-07, 6.32e-09, 1.41e-08, 1.34e-08, 9.21e-09, 1.16e-09, 5.29e-12, 9.59e-09, 3.71e-10]    [4.81e-06, 6.82e-06, 1.64e-06, 3.60e-06, 3.10e-06, 5.65e-06, 2.32e-07, 6.03e-09, 1.54e-10, 8.41e-10, 7.67e-06, 4.63e-05, 2.75e-05, 5.54e-07, 6.32e-09, 1.41e-08, 1.34e-08, 9.21e-09, 1.16e-09, 5.29e-12, 9.59e-09, 3.71e-10]    []  
343600    [9.82e-06, 7.40e-06, 2.21e-06, 5.52e-06, 4.78e-06, 6.80e-06, 2.75e-07, 5.56e-07, 1.76e-06, 3.42e-05, 8.75e-05, 2.74e-04, 4.82e-04, 2.00e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-07, 0.00e+00, 1.29e-06, 2.92e-06]    [9.82e-06, 7.40e-06, 2.21e-06, 5.52e-06, 4.78e-06, 6.80e-06, 2.75e-07, 5.56e-07, 1.76e-06, 3.42e-05, 8.75e-05, 2.74e-04, 4.82e-04, 2.00e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-07, 0.00e+00, 1.29e-06, 2.92e-06]    []  
343700    [5.17e-06, 7.03e-06, 1.63e-06, 3.80e-06, 3.09e-06, 5.49e-06, 1.52e-07, 6.63e-10, 1.28e-09, 4.05e-10, 7.75e-06, 4.64e-05, 2.78e-05, 4.92e-07, 1.19e-09, 7.16e-09, 1.05e-08, 4.88e-09, 5.68e-10, 0.00e+00, 6.27e-09, 1.67e-09]    [5.17e-06, 7.03e-06, 1.63e-06, 3.80e-06, 3.09e-06, 5.49e-06, 1.52e-07, 6.63e-10, 1.28e-09, 4.05e-10, 7.75e-06, 4.64e-05, 2.78e-05, 4.92e-07, 1.19e-09, 7.16e-09, 1.05e-08, 4.88e-09, 5.68e-10, 0.00e+00, 6.27e-09, 1.67e-09]    []  
343800    [4.44e-06, 6.59e-06, 1.66e-06, 3.57e-06, 3.08e-06, 5.74e-06, 1.42e-07, 1.70e-09, 4.33e-10, 8.93e-10, 7.75e-06, 4.63e-05, 2.65e-05, 3.10e-07, 3.83e-09, 1.17e-08, 1.28e-08, 6.21e-09, 6.14e-10, 0.00e+00, 7.56e-09, 5.41e-10]    [4.44e-06, 6.59e-06, 1.66e-06, 3.57e-06, 3.08e-06, 5.74e-06, 1.42e-07, 1.70e-09, 4.33e-10, 8.93e-10, 7.75e-06, 4.63e-05, 2.65e-05, 3.10e-07, 3.83e-09, 1.17e-08, 1.28e-08, 6.21e-09, 6.14e-10, 0.00e+00, 7.56e-09, 5.41e-10]    []  
343900    [6.40e-06, 7.56e-06, 1.93e-06, 4.17e-06, 3.23e-06, 5.63e-06, 1.94e-07, 6.11e-09, 3.57e-06, 9.16e-08, 9.09e-06, 4.88e-05, 3.53e-05, 1.49e-05, 3.26e-09, 9.88e-08, 2.42e-08, 2.12e-07, 0.00e+00, 0.00e+00, 2.08e-06, 3.37e-06]    [6.40e-06, 7.56e-06, 1.93e-06, 4.17e-06, 3.23e-06, 5.63e-06, 1.94e-07, 6.11e-09, 3.57e-06, 9.16e-08, 9.09e-06, 4.88e-05, 3.53e-05, 1.49e-05, 3.26e-09, 9.88e-08, 2.42e-08, 2.12e-07, 0.00e+00, 0.00e+00, 2.08e-06, 3.37e-06]    []  
344000    [4.93e-06, 6.90e-06, 1.62e-06, 3.76e-06, 3.10e-06, 5.60e-06, 1.48e-07, 8.43e-10, 2.65e-11, 1.37e-09, 7.75e-06, 4.62e-05, 2.74e-05, 4.32e-07, 1.57e-09, 6.67e-09, 1.22e-08, 3.85e-09, 7.09e-12, 1.23e-11, 1.90e-08, 2.11e-10]    [4.93e-06, 6.90e-06, 1.62e-06, 3.76e-06, 3.10e-06, 5.60e-06, 1.48e-07, 8.43e-10, 2.65e-11, 1.37e-09, 7.75e-06, 4.62e-05, 2.74e-05, 4.32e-07, 1.57e-09, 6.67e-09, 1.22e-08, 3.85e-09, 7.09e-12, 1.23e-11, 1.90e-08, 2.11e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 41.426211 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
344000    [4.93e-06, 6.90e-06, 1.62e-06, 3.76e-06, 3.10e-06, 5.60e-06, 1.48e-07, 8.43e-10, 2.65e-11, 1.37e-09, 7.75e-06, 4.62e-05, 2.74e-05, 4.32e-07, 1.57e-09, 6.67e-09, 1.22e-08, 3.85e-09, 7.09e-12, 1.23e-11, 1.90e-08, 2.11e-10]    [4.93e-06, 6.90e-06, 1.62e-06, 3.76e-06, 3.10e-06, 5.60e-06, 1.48e-07, 8.43e-10, 2.65e-11, 1.37e-09, 7.75e-06, 4.62e-05, 2.74e-05, 4.32e-07, 1.57e-09, 6.67e-09, 1.22e-08, 3.85e-09, 7.09e-12, 1.23e-11, 1.90e-08, 2.11e-10]    []  
344100    [4.88e-06, 6.55e-06, 1.65e-06, 3.45e-06, 3.15e-06, 5.80e-06, 1.44e-07, 9.08e-08, 5.31e-09, 1.67e-07, 8.19e-06, 4.73e-05, 2.98e-05, 1.16e-05, 7.78e-08, 1.49e-07, 8.39e-08, 1.00e-07, 1.72e-08, 6.48e-10, 1.10e-07, 4.16e-09]    [4.88e-06, 6.55e-06, 1.65e-06, 3.45e-06, 3.15e-06, 5.80e-06, 1.44e-07, 9.08e-08, 5.31e-09, 1.67e-07, 8.19e-06, 4.73e-05, 2.98e-05, 1.16e-05, 7.78e-08, 1.49e-07, 8.39e-08, 1.00e-07, 1.72e-08, 6.48e-10, 1.10e-07, 4.16e-09]    []  
344200    [5.47e-06, 7.39e-06, 1.68e-06, 3.78e-06, 3.15e-06, 5.44e-06, 1.28e-07, 8.12e-08, 1.05e-07, 4.92e-09, 7.72e-06, 4.63e-05, 2.91e-05, 9.29e-07, 4.06e-09, 1.57e-08, 9.16e-09, 1.16e-08, 3.05e-11, 9.34e-09, 5.07e-08, 5.86e-08]    [5.47e-06, 7.39e-06, 1.68e-06, 3.78e-06, 3.15e-06, 5.44e-06, 1.28e-07, 8.12e-08, 1.05e-07, 4.92e-09, 7.72e-06, 4.63e-05, 2.91e-05, 9.29e-07, 4.06e-09, 1.57e-08, 9.16e-09, 1.16e-08, 3.05e-11, 9.34e-09, 5.07e-08, 5.86e-08]    []  
344300    [4.55e-06, 6.70e-06, 1.65e-06, 3.61e-06, 3.08e-06, 5.70e-06, 1.14e-07, 1.25e-09, 3.79e-08, 8.61e-10, 7.69e-06, 4.62e-05, 2.68e-05, 3.49e-07, 2.61e-09, 9.54e-09, 1.34e-08, 5.01e-09, 1.10e-09, 0.00e+00, 8.62e-09, 3.55e-08]    [4.55e-06, 6.70e-06, 1.65e-06, 3.61e-06, 3.08e-06, 5.70e-06, 1.14e-07, 1.25e-09, 3.79e-08, 8.61e-10, 7.69e-06, 4.62e-05, 2.68e-05, 3.49e-07, 2.61e-09, 9.54e-09, 1.34e-08, 5.01e-09, 1.10e-09, 0.00e+00, 8.62e-09, 3.55e-08]    []  
344400    [5.65e-06, 7.49e-06, 1.74e-06, 3.60e-06, 3.30e-06, 5.82e-06, 4.11e-07, 6.59e-07, 1.31e-06, 1.05e-07, 9.79e-06, 4.72e-05, 3.40e-05, 1.98e-06, 7.10e-08, 1.16e-08, 0.00e+00, 5.07e-08, 5.06e-08, 3.23e-07, 3.40e-07, 1.76e-06]    [5.65e-06, 7.49e-06, 1.74e-06, 3.60e-06, 3.30e-06, 5.82e-06, 4.11e-07, 6.59e-07, 1.31e-06, 1.05e-07, 9.79e-06, 4.72e-05, 3.40e-05, 1.98e-06, 7.10e-08, 1.16e-08, 0.00e+00, 5.07e-08, 5.06e-08, 3.23e-07, 3.40e-07, 1.76e-06]    []  
344500    [4.48e-06, 6.72e-06, 1.58e-06, 3.62e-06, 3.06e-06, 5.60e-06, 2.99e-07, 5.35e-09, 1.65e-11, 2.77e-09, 7.59e-06, 4.63e-05, 2.70e-05, 4.63e-07, 2.28e-09, 5.93e-09, 1.04e-08, 3.41e-09, 0.00e+00, 8.98e-14, 1.77e-08, 3.02e-09]    [4.48e-06, 6.72e-06, 1.58e-06, 3.62e-06, 3.06e-06, 5.60e-06, 2.99e-07, 5.35e-09, 1.65e-11, 2.77e-09, 7.59e-06, 4.63e-05, 2.70e-05, 4.63e-07, 2.28e-09, 5.93e-09, 1.04e-08, 3.41e-09, 0.00e+00, 8.98e-14, 1.77e-08, 3.02e-09]    []  
344600    [1.08e-05, 7.43e-06, 1.93e-06, 3.76e-06, 3.56e-06, 5.92e-06, 3.13e-07, 1.86e-05, 2.64e-06, 2.85e-08, 1.60e-05, 9.01e-05, 5.24e-05, 1.72e-04, 9.17e-07, 1.32e-06, 8.82e-09, 1.34e-06, 6.42e-07, 3.58e-07, 3.66e-06, 1.88e-06]    [1.08e-05, 7.43e-06, 1.93e-06, 3.76e-06, 3.56e-06, 5.92e-06, 3.13e-07, 1.86e-05, 2.64e-06, 2.85e-08, 1.60e-05, 9.01e-05, 5.24e-05, 1.72e-04, 9.17e-07, 1.32e-06, 8.82e-09, 1.34e-06, 6.42e-07, 3.58e-07, 3.66e-06, 1.88e-06]    []  
344700    [4.81e-06, 6.89e-06, 1.61e-06, 3.72e-06, 3.07e-06, 5.62e-06, 2.02e-07, 2.35e-09, 2.59e-11, 6.56e-10, 7.64e-06, 4.62e-05, 2.75e-05, 4.24e-07, 1.79e-09, 7.31e-09, 1.23e-08, 4.30e-09, 2.37e-10, 0.00e+00, 5.09e-09, 6.39e-10]    [4.81e-06, 6.89e-06, 1.61e-06, 3.72e-06, 3.07e-06, 5.62e-06, 2.02e-07, 2.35e-09, 2.59e-11, 6.56e-10, 7.64e-06, 4.62e-05, 2.75e-05, 4.24e-07, 1.79e-09, 7.31e-09, 1.23e-08, 4.30e-09, 2.37e-10, 0.00e+00, 5.09e-09, 6.39e-10]    []  
344800    [3.92e-06, 6.54e-06, 1.69e-06, 3.69e-06, 2.93e-06, 5.87e-06, 1.81e-07, 4.52e-07, 1.21e-11, 2.74e-07, 8.32e-06, 5.01e-05, 3.07e-05, 1.87e-05, 0.00e+00, 0.00e+00, 3.33e-09, 0.00e+00, 0.00e+00, 6.59e-14, 6.69e-07, 1.76e-09]    [3.92e-06, 6.54e-06, 1.69e-06, 3.69e-06, 2.93e-06, 5.87e-06, 1.81e-07, 4.52e-07, 1.21e-11, 2.74e-07, 8.32e-06, 5.01e-05, 3.07e-05, 1.87e-05, 0.00e+00, 0.00e+00, 3.33e-09, 0.00e+00, 0.00e+00, 6.59e-14, 6.69e-07, 1.76e-09]    []  
344900    [5.85e-06, 7.53e-06, 1.67e-06, 3.86e-06, 3.19e-06, 5.41e-06, 1.46e-07, 1.98e-08, 3.74e-09, 1.96e-08, 7.92e-06, 4.66e-05, 2.93e-05, 1.65e-06, 7.73e-09, 2.17e-08, 9.05e-09, 2.66e-08, 1.34e-09, 3.77e-10, 7.61e-09, 2.47e-09]    [5.85e-06, 7.53e-06, 1.67e-06, 3.86e-06, 3.19e-06, 5.41e-06, 1.46e-07, 1.98e-08, 3.74e-09, 1.96e-08, 7.92e-06, 4.66e-05, 2.93e-05, 1.65e-06, 7.73e-09, 2.17e-08, 9.05e-09, 2.66e-08, 1.34e-09, 3.77e-10, 7.61e-09, 2.47e-09]    []  
345000    [4.63e-06, 6.75e-06, 1.64e-06, 3.65e-06, 3.09e-06, 5.66e-06, 1.25e-07, 4.80e-09, 2.26e-10, 1.32e-09, 7.63e-06, 4.62e-05, 2.70e-05, 4.07e-07, 1.97e-09, 7.90e-09, 1.37e-08, 4.06e-09, 0.00e+00, 5.77e-11, 1.45e-08, 3.49e-10]    [4.63e-06, 6.75e-06, 1.64e-06, 3.65e-06, 3.09e-06, 5.66e-06, 1.25e-07, 4.80e-09, 2.26e-10, 1.32e-09, 7.63e-06, 4.62e-05, 2.70e-05, 4.07e-07, 1.97e-09, 7.90e-09, 1.37e-08, 4.06e-09, 0.00e+00, 5.77e-11, 1.45e-08, 3.49e-10]    []  
345100    [5.97e-05, 1.21e-05, 1.47e-06, 8.10e-06, 1.13e-05, 7.25e-06, 2.69e-07, 3.38e-04, 6.44e-06, 7.52e-05, 2.31e-04, 8.10e-04, 1.40e-03, 4.98e-03, 8.13e-05, 8.15e-05, 4.46e-05, 3.55e-05, 1.01e-04, 1.63e-06, 4.37e-04, 7.12e-06]    [5.97e-05, 1.21e-05, 1.47e-06, 8.10e-06, 1.13e-05, 7.25e-06, 2.69e-07, 3.38e-04, 6.44e-06, 7.52e-05, 2.31e-04, 8.10e-04, 1.40e-03, 4.98e-03, 8.13e-05, 8.15e-05, 4.46e-05, 3.55e-05, 1.01e-04, 1.63e-06, 4.37e-04, 7.12e-06]    []  
345200    [5.75e-06, 7.48e-06, 1.66e-06, 3.86e-06, 3.17e-06, 5.46e-06, 1.09e-07, 1.02e-07, 1.27e-08, 2.55e-10, 7.79e-06, 4.62e-05, 2.92e-05, 9.78e-07, 3.18e-09, 1.10e-08, 6.50e-09, 2.34e-08, 1.17e-09, 9.25e-12, 1.30e-08, 2.07e-10]    [5.75e-06, 7.48e-06, 1.66e-06, 3.86e-06, 3.17e-06, 5.46e-06, 1.09e-07, 1.02e-07, 1.27e-08, 2.55e-10, 7.79e-06, 4.62e-05, 2.92e-05, 9.78e-07, 3.18e-09, 1.10e-08, 6.50e-09, 2.34e-08, 1.17e-09, 9.25e-12, 1.30e-08, 2.07e-10]    []  
345300    [4.55e-06, 6.68e-06, 1.67e-06, 3.49e-06, 3.01e-06, 5.68e-06, 5.94e-08, 6.32e-08, 6.80e-04, 1.94e-09, 8.25e-06, 4.66e-05, 2.71e-05, 4.39e-07, 1.26e-10, 1.59e-09, 1.28e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.47e-07, 8.90e-04]    [4.55e-06, 6.68e-06, 1.67e-06, 3.49e-06, 3.01e-06, 5.68e-06, 5.94e-08, 6.32e-08, 6.80e-04, 1.94e-09, 8.25e-06, 4.66e-05, 2.71e-05, 4.39e-07, 1.26e-10, 1.59e-09, 1.28e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.47e-07, 8.90e-04]    []  
345400    [3.18e-05, 1.03e-05, 1.84e-06, 5.07e-06, 4.75e-06, 7.29e-06, 5.49e-07, 3.83e-07, 3.19e-07, 6.61e-05, 9.07e-05, 2.61e-04, 4.26e-04, 1.80e-03, 3.04e-05, 1.64e-05, 1.17e-05, 2.18e-06, 6.38e-08, 3.64e-08, 4.32e-07, 2.30e-07]    [3.18e-05, 1.03e-05, 1.84e-06, 5.07e-06, 4.75e-06, 7.29e-06, 5.49e-07, 3.83e-07, 3.19e-07, 6.61e-05, 9.07e-05, 2.61e-04, 4.26e-04, 1.80e-03, 3.04e-05, 1.64e-05, 1.17e-05, 2.18e-06, 6.38e-08, 3.64e-08, 4.32e-07, 2.30e-07]    []  
345500    [5.04e-06, 7.16e-06, 1.62e-06, 3.74e-06, 3.07e-06, 5.47e-06, 2.43e-07, 6.80e-09, 8.37e-10, 1.26e-08, 7.50e-06, 4.62e-05, 2.83e-05, 6.87e-07, 9.35e-10, 2.91e-09, 6.27e-09, 6.26e-09, 5.15e-11, 3.16e-13, 2.59e-08, 4.35e-10]    [5.04e-06, 7.16e-06, 1.62e-06, 3.74e-06, 3.07e-06, 5.47e-06, 2.43e-07, 6.80e-09, 8.37e-10, 1.26e-08, 7.50e-06, 4.62e-05, 2.83e-05, 6.87e-07, 9.35e-10, 2.91e-09, 6.27e-09, 6.26e-09, 5.15e-11, 3.16e-13, 2.59e-08, 4.35e-10]    []  
345600    [4.34e-06, 6.63e-06, 1.63e-06, 3.55e-06, 3.06e-06, 5.71e-06, 1.99e-07, 3.46e-09, 2.45e-11, 5.85e-10, 7.56e-06, 4.61e-05, 2.68e-05, 3.42e-07, 3.17e-09, 8.38e-09, 1.24e-08, 5.14e-09, 2.76e-10, 1.45e-11, 6.92e-09, 3.74e-10]    [4.34e-06, 6.63e-06, 1.63e-06, 3.55e-06, 3.06e-06, 5.71e-06, 1.99e-07, 3.46e-09, 2.45e-11, 5.85e-10, 7.56e-06, 4.61e-05, 2.68e-05, 3.42e-07, 3.17e-09, 8.38e-09, 1.24e-08, 5.14e-09, 2.76e-10, 1.45e-11, 6.92e-09, 3.74e-10]    []  
345700    [2.02e-05, 8.63e-06, 2.25e-06, 7.03e-06, 4.22e-06, 7.51e-06, 2.28e-07, 7.77e-09, 9.15e-08, 2.65e-05, 1.54e-04, 1.48e-04, 8.24e-05, 3.09e-04, 6.51e-06, 2.98e-06, 4.01e-09, 2.12e-06, 1.80e-06, 3.00e-08, 8.71e-06, 1.78e-07]    [2.02e-05, 8.63e-06, 2.25e-06, 7.03e-06, 4.22e-06, 7.51e-06, 2.28e-07, 7.77e-09, 9.15e-08, 2.65e-05, 1.54e-04, 1.48e-04, 8.24e-05, 3.09e-04, 6.51e-06, 2.98e-06, 4.01e-09, 2.12e-06, 1.80e-06, 3.00e-08, 8.71e-06, 1.78e-07]    []  
345800    [5.39e-06, 7.24e-06, 1.63e-06, 3.95e-06, 3.16e-06, 5.58e-06, 1.24e-07, 6.39e-08, 6.93e-10, 1.88e-09, 7.79e-06, 4.60e-05, 2.85e-05, 4.77e-07, 1.33e-09, 4.37e-09, 7.68e-09, 9.93e-09, 0.00e+00, 1.56e-10, 2.23e-07, 9.53e-10]    [5.39e-06, 7.24e-06, 1.63e-06, 3.95e-06, 3.16e-06, 5.58e-06, 1.24e-07, 6.39e-08, 6.93e-10, 1.88e-09, 7.79e-06, 4.60e-05, 2.85e-05, 4.77e-07, 1.33e-09, 4.37e-09, 7.68e-09, 9.93e-09, 0.00e+00, 1.56e-10, 2.23e-07, 9.53e-10]    []  
345900    [4.53e-06, 6.73e-06, 1.68e-06, 3.63e-06, 3.12e-06, 5.77e-06, 1.15e-07, 1.87e-09, 9.71e-09, 1.00e-09, 7.58e-06, 4.59e-05, 2.70e-05, 2.89e-07, 3.28e-09, 8.24e-09, 1.63e-08, 5.01e-09, 2.56e-10, 1.12e-09, 5.35e-09, 7.53e-09]    [4.53e-06, 6.73e-06, 1.68e-06, 3.63e-06, 3.12e-06, 5.77e-06, 1.15e-07, 1.87e-09, 9.71e-09, 1.00e-09, 7.58e-06, 4.59e-05, 2.70e-05, 2.89e-07, 3.28e-09, 8.24e-09, 1.63e-08, 5.01e-09, 2.56e-10, 1.12e-09, 5.35e-09, 7.53e-09]    []  
346000    [6.12e-06, 7.47e-06, 2.35e-06, 4.18e-06, 3.15e-06, 6.08e-06, 1.91e-07, 1.27e-06, 8.87e-06, 3.49e-07, 1.50e-05, 6.07e-05, 7.35e-05, 1.14e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-06, 1.11e-05]    [6.12e-06, 7.47e-06, 2.35e-06, 4.18e-06, 3.15e-06, 6.08e-06, 1.91e-07, 1.27e-06, 8.87e-06, 3.49e-07, 1.50e-05, 6.07e-05, 7.35e-05, 1.14e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-06, 1.11e-05]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 42.167626 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
346000    [6.12e-06, 7.47e-06, 2.35e-06, 4.18e-06, 3.15e-06, 6.08e-06, 1.91e-07, 1.27e-06, 8.87e-06, 3.49e-07, 1.50e-05, 6.07e-05, 7.35e-05, 1.14e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-06, 1.11e-05]    [6.12e-06, 7.47e-06, 2.35e-06, 4.18e-06, 3.15e-06, 6.08e-06, 1.91e-07, 1.27e-06, 8.87e-06, 3.49e-07, 1.50e-05, 6.07e-05, 7.35e-05, 1.14e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-06, 1.11e-05]    []  
346100    [4.77e-06, 6.95e-06, 1.64e-06, 3.72e-06, 3.09e-06, 5.55e-06, 1.42e-07, 3.53e-09, 2.06e-11, 2.47e-09, 7.45e-06, 4.61e-05, 2.77e-05, 4.13e-07, 2.09e-09, 5.88e-09, 1.24e-08, 3.87e-09, 6.30e-10, 8.43e-12, 5.96e-09, 2.18e-10]    [4.77e-06, 6.95e-06, 1.64e-06, 3.72e-06, 3.09e-06, 5.55e-06, 1.42e-07, 3.53e-09, 2.06e-11, 2.47e-09, 7.45e-06, 4.61e-05, 2.77e-05, 4.13e-07, 2.09e-09, 5.88e-09, 1.24e-08, 3.87e-09, 6.30e-10, 8.43e-12, 5.96e-09, 2.18e-10]    []  
346200    [4.21e-06, 6.58e-06, 1.67e-06, 3.49e-06, 3.08e-06, 5.79e-06, 1.31e-07, 6.26e-09, 1.74e-10, 6.62e-10, 7.51e-06, 4.60e-05, 2.67e-05, 2.77e-07, 4.64e-09, 9.59e-09, 1.32e-08, 6.75e-09, 3.23e-10, 2.20e-11, 8.27e-09, 3.13e-10]    [4.21e-06, 6.58e-06, 1.67e-06, 3.49e-06, 3.08e-06, 5.79e-06, 1.31e-07, 6.26e-09, 1.74e-10, 6.62e-10, 7.51e-06, 4.60e-05, 2.67e-05, 2.77e-07, 4.64e-09, 9.59e-09, 1.32e-08, 6.75e-09, 3.23e-10, 2.20e-11, 8.27e-09, 3.13e-10]    []  
346300    [6.75e-06, 7.87e-06, 2.27e-06, 4.38e-06, 3.18e-06, 5.52e-06, 1.19e-07, 8.27e-10, 4.72e-07, 1.01e-06, 2.12e-05, 4.99e-05, 8.17e-05, 3.48e-05, 6.46e-08, 2.29e-08, 2.54e-07, 3.97e-07, 5.23e-11, 0.00e+00, 1.79e-08, 1.62e-07]    [6.75e-06, 7.87e-06, 2.27e-06, 4.38e-06, 3.18e-06, 5.52e-06, 1.19e-07, 8.27e-10, 4.72e-07, 1.01e-06, 2.12e-05, 4.99e-05, 8.17e-05, 3.48e-05, 6.46e-08, 2.29e-08, 2.54e-07, 3.97e-07, 5.23e-11, 0.00e+00, 1.79e-08, 1.62e-07]    []  
346400    [5.06e-06, 7.11e-06, 1.68e-06, 3.77e-06, 3.12e-06, 5.53e-06, 6.82e-08, 1.13e-09, 4.64e-05, 3.04e-09, 7.59e-06, 4.60e-05, 2.79e-05, 4.83e-07, 2.68e-10, 3.56e-09, 1.32e-08, 3.70e-09, 7.19e-10, 0.00e+00, 5.79e-09, 5.70e-05]    [5.06e-06, 7.11e-06, 1.68e-06, 3.77e-06, 3.12e-06, 5.53e-06, 6.82e-08, 1.13e-09, 4.64e-05, 3.04e-09, 7.59e-06, 4.60e-05, 2.79e-05, 4.83e-07, 2.68e-10, 3.56e-09, 1.32e-08, 3.70e-09, 7.19e-10, 0.00e+00, 5.79e-09, 5.70e-05]    []  
346500    [4.27e-06, 6.64e-06, 1.65e-06, 3.51e-06, 3.10e-06, 5.70e-06, 2.86e-07, 1.06e-11, 2.27e-07, 8.87e-10, 7.50e-06, 4.59e-05, 2.68e-05, 3.01e-07, 4.40e-09, 8.40e-09, 1.88e-08, 6.89e-09, 2.22e-09, 1.42e-09, 1.31e-08, 2.55e-09]    [4.27e-06, 6.64e-06, 1.65e-06, 3.51e-06, 3.10e-06, 5.70e-06, 2.86e-07, 1.06e-11, 2.27e-07, 8.87e-10, 7.50e-06, 4.59e-05, 2.68e-05, 3.01e-07, 4.40e-09, 8.40e-09, 1.88e-08, 6.89e-09, 2.22e-09, 1.42e-09, 1.31e-08, 2.55e-09]    []  
346600    [2.73e-05, 7.88e-06, 2.54e-06, 7.86e-06, 7.52e-06, 7.20e-06, 3.76e-07, 1.25e-04, 5.62e-07, 2.53e-05, 8.88e-05, 7.23e-04, 6.87e-04, 3.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-04, 1.24e-06]    [2.73e-05, 7.88e-06, 2.54e-06, 7.86e-06, 7.52e-06, 7.20e-06, 3.76e-07, 1.25e-04, 5.62e-07, 2.53e-05, 8.88e-05, 7.23e-04, 6.87e-04, 3.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-04, 1.24e-06]    []  
346700    [5.02e-06, 7.22e-06, 1.64e-06, 3.74e-06, 3.13e-06, 5.54e-06, 1.72e-07, 5.08e-09, 9.93e-10, 4.74e-09, 7.36e-06, 4.59e-05, 2.87e-05, 5.63e-07, 3.02e-09, 4.80e-09, 5.20e-09, 1.44e-08, 5.61e-10, 6.90e-11, 5.02e-09, 4.21e-10]    [5.02e-06, 7.22e-06, 1.64e-06, 3.74e-06, 3.13e-06, 5.54e-06, 1.72e-07, 5.08e-09, 9.93e-10, 4.74e-09, 7.36e-06, 4.59e-05, 2.87e-05, 5.63e-07, 3.02e-09, 4.80e-09, 5.20e-09, 1.44e-08, 5.61e-10, 6.90e-11, 5.02e-09, 4.21e-10]    []  
346800    [4.29e-06, 6.67e-06, 1.64e-06, 3.54e-06, 3.09e-06, 5.75e-06, 1.43e-07, 1.28e-08, 3.74e-10, 1.45e-09, 7.39e-06, 4.59e-05, 2.70e-05, 3.71e-07, 3.36e-09, 7.05e-09, 1.28e-08, 4.86e-09, 1.18e-09, 2.12e-12, 9.15e-09, 4.50e-10]    [4.29e-06, 6.67e-06, 1.64e-06, 3.54e-06, 3.09e-06, 5.75e-06, 1.43e-07, 1.28e-08, 3.74e-10, 1.45e-09, 7.39e-06, 4.59e-05, 2.70e-05, 3.71e-07, 3.36e-09, 7.05e-09, 1.28e-08, 4.86e-09, 1.18e-09, 2.12e-12, 9.15e-09, 4.50e-10]    []  
346900    [8.51e-06, 9.61e-06, 2.25e-06, 5.71e-06, 4.09e-06, 5.75e-06, 1.70e-07, 4.06e-05, 2.47e-05, 5.10e-07, 9.67e-05, 1.57e-04, 1.48e-04, 5.27e-05, 1.89e-07, 0.00e+00, 0.00e+00, 3.51e-09, 1.15e-05, 1.90e-06, 5.53e-05, 9.01e-06]    [8.51e-06, 9.61e-06, 2.25e-06, 5.71e-06, 4.09e-06, 5.75e-06, 1.70e-07, 4.06e-05, 2.47e-05, 5.10e-07, 9.67e-05, 1.57e-04, 1.48e-04, 5.27e-05, 1.89e-07, 0.00e+00, 0.00e+00, 3.51e-09, 1.15e-05, 1.90e-06, 5.53e-05, 9.01e-06]    []  
347000    [5.43e-06, 7.41e-06, 1.67e-06, 4.01e-06, 3.21e-06, 5.52e-06, 9.18e-08, 5.60e-10, 5.01e-10, 1.34e-08, 7.62e-06, 4.60e-05, 2.91e-05, 6.48e-07, 4.36e-10, 1.50e-09, 3.34e-09, 1.70e-08, 2.27e-09, 7.06e-11, 8.93e-09, 4.10e-10]    [5.43e-06, 7.41e-06, 1.67e-06, 4.01e-06, 3.21e-06, 5.52e-06, 9.18e-08, 5.60e-10, 5.01e-10, 1.34e-08, 7.62e-06, 4.60e-05, 2.91e-05, 6.48e-07, 4.36e-10, 1.50e-09, 3.34e-09, 1.70e-08, 2.27e-09, 7.06e-11, 8.93e-09, 4.10e-10]    []  
347100    [4.27e-06, 6.79e-06, 1.64e-06, 3.58e-06, 3.10e-06, 5.64e-06, 3.31e-07, 1.06e-07, 1.80e-05, 5.43e-08, 9.49e-06, 4.56e-05, 2.94e-05, 3.82e-07, 1.06e-08, 9.72e-09, 2.99e-08, 2.60e-08, 3.17e-09, 9.01e-07, 2.18e-08, 4.61e-06]    [4.27e-06, 6.79e-06, 1.64e-06, 3.58e-06, 3.10e-06, 5.64e-06, 3.31e-07, 1.06e-07, 1.80e-05, 5.43e-08, 9.49e-06, 4.56e-05, 2.94e-05, 3.82e-07, 1.06e-08, 9.72e-09, 2.99e-08, 2.60e-08, 3.17e-09, 9.01e-07, 2.18e-08, 4.61e-06]    []  
347200    [4.04e-06, 6.48e-06, 1.66e-06, 3.41e-06, 3.09e-06, 5.83e-06, 2.60e-07, 4.99e-09, 8.25e-10, 7.41e-11, 7.42e-06, 4.58e-05, 2.65e-05, 2.40e-07, 7.40e-09, 1.06e-08, 1.77e-08, 8.94e-09, 2.72e-11, 0.00e+00, 3.10e-08, 3.36e-09]    [4.04e-06, 6.48e-06, 1.66e-06, 3.41e-06, 3.09e-06, 5.83e-06, 2.60e-07, 4.99e-09, 8.25e-10, 7.41e-11, 7.42e-06, 4.58e-05, 2.65e-05, 2.40e-07, 7.40e-09, 1.06e-08, 1.77e-08, 8.94e-09, 2.72e-11, 0.00e+00, 3.10e-08, 3.36e-09]    []  
347300    [5.16e-06, 8.53e-06, 1.87e-06, 4.29e-06, 3.36e-06, 5.67e-06, 2.04e-07, 8.59e-06, 1.60e-09, 1.18e-08, 7.54e-06, 4.65e-05, 3.18e-05, 1.95e-06, 1.20e-09, 2.83e-09, 2.88e-09, 4.79e-08, 6.91e-06, 1.46e-09, 3.39e-05, 9.78e-09]    [5.16e-06, 8.53e-06, 1.87e-06, 4.29e-06, 3.36e-06, 5.67e-06, 2.04e-07, 8.59e-06, 1.60e-09, 1.18e-08, 7.54e-06, 4.65e-05, 3.18e-05, 1.95e-06, 1.20e-09, 2.83e-09, 2.88e-09, 4.79e-08, 6.91e-06, 1.46e-09, 3.39e-05, 9.78e-09]    []  
347400    [4.62e-06, 6.88e-06, 1.64e-06, 3.69e-06, 3.13e-06, 5.60e-06, 1.43e-07, 1.05e-09, 7.60e-10, 1.63e-09, 7.29e-06, 4.59e-05, 2.76e-05, 4.69e-07, 2.84e-09, 5.67e-09, 1.40e-08, 5.14e-09, 1.83e-10, 1.76e-14, 6.67e-09, 5.12e-10]    [4.62e-06, 6.88e-06, 1.64e-06, 3.69e-06, 3.13e-06, 5.60e-06, 1.43e-07, 1.05e-09, 7.60e-10, 1.63e-09, 7.29e-06, 4.59e-05, 2.76e-05, 4.69e-07, 2.84e-09, 5.67e-09, 1.40e-08, 5.14e-09, 1.83e-10, 1.76e-14, 6.67e-09, 5.12e-10]    []  
347500    [4.13e-06, 6.56e-06, 1.66e-06, 3.46e-06, 3.10e-06, 5.79e-06, 1.29e-07, 2.75e-09, 2.05e-11, 4.67e-10, 7.34e-06, 4.59e-05, 2.67e-05, 3.15e-07, 5.81e-09, 9.38e-09, 1.50e-08, 7.27e-09, 1.52e-11, 5.52e-11, 1.35e-08, 4.60e-10]    [4.13e-06, 6.56e-06, 1.66e-06, 3.46e-06, 3.10e-06, 5.79e-06, 1.29e-07, 2.75e-09, 2.05e-11, 4.67e-10, 7.34e-06, 4.59e-05, 2.67e-05, 3.15e-07, 5.81e-09, 9.38e-09, 1.50e-08, 7.27e-09, 1.52e-11, 5.52e-11, 1.35e-08, 4.60e-10]    []  
347600    [7.99e-06, 7.45e-06, 2.09e-06, 6.47e-06, 4.02e-06, 6.80e-06, 1.31e-07, 5.69e-06, 1.45e-06, 3.13e-06, 9.58e-06, 5.74e-05, 4.22e-05, 8.24e-06, 1.69e-07, 1.38e-07, 0.00e+00, 6.23e-08, 1.24e-05, 0.00e+00, 5.34e-05, 4.45e-06]    [7.99e-06, 7.45e-06, 2.09e-06, 6.47e-06, 4.02e-06, 6.80e-06, 1.31e-07, 5.69e-06, 1.45e-06, 3.13e-06, 9.58e-06, 5.74e-05, 4.22e-05, 8.24e-06, 1.69e-07, 1.38e-07, 0.00e+00, 6.23e-08, 1.24e-05, 0.00e+00, 5.34e-05, 4.45e-06]    []  
347700    [5.10e-06, 7.20e-06, 1.65e-06, 4.01e-06, 3.24e-06, 5.65e-06, 8.37e-08, 3.71e-09, 8.21e-08, 2.74e-09, 7.38e-06, 4.58e-05, 2.88e-05, 5.44e-07, 3.00e-09, 3.13e-09, 4.84e-09, 1.18e-08, 4.09e-10, 1.19e-08, 2.19e-08, 7.27e-08]    [5.10e-06, 7.20e-06, 1.65e-06, 4.01e-06, 3.24e-06, 5.65e-06, 8.37e-08, 3.71e-09, 8.21e-08, 2.74e-09, 7.38e-06, 4.58e-05, 2.88e-05, 5.44e-07, 3.00e-09, 3.13e-09, 4.84e-09, 1.18e-08, 4.09e-10, 1.19e-08, 2.19e-08, 7.27e-08]    []  
347800    [4.27e-06, 6.71e-06, 1.64e-06, 3.59e-06, 3.15e-06, 5.75e-06, 2.48e-07, 1.38e-09, 3.30e-07, 3.02e-09, 7.28e-06, 4.57e-05, 2.71e-05, 3.36e-07, 6.77e-09, 6.34e-09, 1.92e-08, 6.83e-09, 6.50e-11, 1.43e-07, 6.16e-09, 8.11e-07]    [4.27e-06, 6.71e-06, 1.64e-06, 3.59e-06, 3.15e-06, 5.75e-06, 2.48e-07, 1.38e-09, 3.30e-07, 3.02e-09, 7.28e-06, 4.57e-05, 2.71e-05, 3.36e-07, 6.77e-09, 6.34e-09, 1.92e-08, 6.83e-09, 6.50e-11, 1.43e-07, 6.16e-09, 8.11e-07]    []  
347900    [1.53e-05, 7.40e-06, 3.05e-06, 7.06e-06, 5.60e-06, 6.75e-06, 2.53e-07, 9.28e-05, 6.93e-07, 2.89e-05, 8.24e-05, 3.27e-04, 5.42e-04, 1.34e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.71e-04, 1.36e-06]    [1.53e-05, 7.40e-06, 3.05e-06, 7.06e-06, 5.60e-06, 6.75e-06, 2.53e-07, 9.28e-05, 6.93e-07, 2.89e-05, 8.24e-05, 3.27e-04, 5.42e-04, 1.34e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.71e-04, 1.36e-06]    []  
348000    [5.00e-06, 7.18e-06, 1.67e-06, 3.88e-06, 3.20e-06, 5.49e-06, 1.34e-07, 3.85e-09, 1.17e-08, 9.54e-10, 7.17e-06, 4.59e-05, 2.87e-05, 5.89e-07, 4.61e-09, 4.74e-09, 8.53e-09, 9.33e-09, 3.15e-10, 8.11e-10, 2.29e-08, 5.27e-09]    [5.00e-06, 7.18e-06, 1.67e-06, 3.88e-06, 3.20e-06, 5.49e-06, 1.34e-07, 3.85e-09, 1.17e-08, 9.54e-10, 7.17e-06, 4.59e-05, 2.87e-05, 5.89e-07, 4.61e-09, 4.74e-09, 8.53e-09, 9.33e-09, 3.15e-10, 8.11e-10, 2.29e-08, 5.27e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 43.692477 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
348000    [5.00e-06, 7.18e-06, 1.67e-06, 3.88e-06, 3.20e-06, 5.49e-06, 1.34e-07, 3.85e-09, 1.17e-08, 9.54e-10, 7.17e-06, 4.59e-05, 2.87e-05, 5.89e-07, 4.61e-09, 4.74e-09, 8.53e-09, 9.33e-09, 3.15e-10, 8.11e-10, 2.29e-08, 5.27e-09]    [5.00e-06, 7.18e-06, 1.67e-06, 3.88e-06, 3.20e-06, 5.49e-06, 1.34e-07, 3.85e-09, 1.17e-08, 9.54e-10, 7.17e-06, 4.59e-05, 2.87e-05, 5.89e-07, 4.61e-09, 4.74e-09, 8.53e-09, 9.33e-09, 3.15e-10, 8.11e-10, 2.29e-08, 5.27e-09]    []  
348100    [4.30e-06, 6.71e-06, 1.65e-06, 3.59e-06, 3.15e-06, 5.69e-06, 1.13e-07, 2.62e-09, 3.30e-09, 8.40e-10, 7.21e-06, 4.58e-05, 2.71e-05, 3.69e-07, 4.92e-09, 6.31e-09, 1.66e-08, 5.83e-09, 0.00e+00, 0.00e+00, 1.13e-08, 2.30e-09]    [4.30e-06, 6.71e-06, 1.65e-06, 3.59e-06, 3.15e-06, 5.69e-06, 1.13e-07, 2.62e-09, 3.30e-09, 8.40e-10, 7.21e-06, 4.58e-05, 2.71e-05, 3.69e-07, 4.92e-09, 6.31e-09, 1.66e-08, 5.83e-09, 0.00e+00, 0.00e+00, 1.13e-08, 2.30e-09]    []  
348200    [2.85e-05, 9.17e-06, 2.19e-06, 9.19e-06, 6.23e-06, 7.44e-06, 3.12e-07, 1.42e-04, 1.77e-04, 1.04e-04, 2.02e-04, 7.31e-04, 9.36e-04, 4.70e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.20e-05, 1.71e-04, 1.26e-04]    [2.85e-05, 9.17e-06, 2.19e-06, 9.19e-06, 6.23e-06, 7.44e-06, 3.12e-07, 1.42e-04, 1.77e-04, 1.04e-04, 2.02e-04, 7.31e-04, 9.36e-04, 4.70e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.20e-05, 1.71e-04, 1.26e-04]    []  
348300    [5.00e-06, 7.26e-06, 1.67e-06, 3.93e-06, 3.23e-06, 5.56e-06, 9.73e-08, 7.92e-09, 5.66e-10, 3.20e-10, 7.11e-06, 4.58e-05, 2.91e-05, 6.12e-07, 3.03e-09, 1.00e-09, 2.57e-09, 1.58e-08, 8.56e-11, 0.00e+00, 3.39e-08, 2.43e-09]    [5.00e-06, 7.26e-06, 1.67e-06, 3.93e-06, 3.23e-06, 5.56e-06, 9.73e-08, 7.92e-09, 5.66e-10, 3.20e-10, 7.11e-06, 4.58e-05, 2.91e-05, 6.12e-07, 3.03e-09, 1.00e-09, 2.57e-09, 1.58e-08, 8.56e-11, 0.00e+00, 3.39e-08, 2.43e-09]    []  
348400    [4.17e-06, 6.65e-06, 1.67e-06, 3.53e-06, 3.07e-06, 5.73e-06, 5.17e-08, 1.52e-07, 5.19e-04, 5.82e-09, 7.93e-06, 4.65e-05, 2.75e-05, 8.40e-07, 8.19e-12, 1.07e-10, 1.18e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.57e-07, 6.77e-04]    [4.17e-06, 6.65e-06, 1.67e-06, 3.53e-06, 3.07e-06, 5.73e-06, 5.17e-08, 1.52e-07, 5.19e-04, 5.82e-09, 7.93e-06, 4.65e-05, 2.75e-05, 8.40e-07, 8.19e-12, 1.07e-10, 1.18e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.57e-07, 6.77e-04]    []  
348500    [4.62e-06, 7.66e-06, 1.71e-06, 3.83e-06, 3.42e-06, 5.80e-06, 2.10e-07, 1.99e-09, 5.56e-08, 2.78e-08, 9.39e-06, 4.76e-05, 3.34e-05, 2.00e-05, 1.08e-08, 3.49e-10, 0.00e+00, 2.92e-09, 1.31e-09, 1.43e-07, 7.68e-09, 7.82e-07]    [4.62e-06, 7.66e-06, 1.71e-06, 3.83e-06, 3.42e-06, 5.80e-06, 2.10e-07, 1.99e-09, 5.56e-08, 2.78e-08, 9.39e-06, 4.76e-05, 3.34e-05, 2.00e-05, 1.08e-08, 3.49e-10, 0.00e+00, 2.92e-09, 1.31e-09, 1.43e-07, 7.68e-09, 7.82e-07]    []  
348600    [4.26e-06, 6.78e-06, 1.63e-06, 3.59e-06, 3.14e-06, 5.70e-06, 1.50e-07, 4.19e-09, 3.36e-12, 1.22e-10, 7.06e-06, 4.57e-05, 2.75e-05, 3.87e-07, 7.40e-09, 7.32e-09, 1.53e-08, 7.15e-09, 4.97e-10, 2.49e-12, 6.18e-09, 5.88e-10]    [4.26e-06, 6.78e-06, 1.63e-06, 3.59e-06, 3.14e-06, 5.70e-06, 1.50e-07, 4.19e-09, 3.36e-12, 1.22e-10, 7.06e-06, 4.57e-05, 2.75e-05, 3.87e-07, 7.40e-09, 7.32e-09, 1.53e-08, 7.15e-09, 4.97e-10, 2.49e-12, 6.18e-09, 5.88e-10]    []  
348700    [5.28e-06, 7.60e-06, 1.98e-06, 4.29e-06, 3.29e-06, 5.55e-06, 1.20e-07, 1.82e-07, 3.64e-07, 2.70e-07, 1.65e-05, 4.79e-05, 6.41e-05, 1.67e-05, 4.96e-08, 4.54e-09, 1.89e-07, 1.93e-07, 3.25e-09, 0.00e+00, 2.31e-08, 2.84e-07]    [5.28e-06, 7.60e-06, 1.98e-06, 4.29e-06, 3.29e-06, 5.55e-06, 1.20e-07, 1.82e-07, 3.64e-07, 2.70e-07, 1.65e-05, 4.79e-05, 6.41e-05, 1.67e-05, 4.96e-08, 4.54e-09, 1.89e-07, 1.93e-07, 3.25e-09, 0.00e+00, 2.31e-08, 2.84e-07]    []  
348800    [4.57e-06, 6.98e-06, 1.64e-06, 3.77e-06, 3.20e-06, 5.62e-06, 8.65e-08, 3.58e-09, 1.16e-10, 1.32e-09, 7.05e-06, 4.57e-05, 2.80e-05, 4.66e-07, 4.40e-09, 4.28e-09, 1.27e-08, 5.29e-09, 6.64e-11, 1.51e-10, 1.97e-08, 8.57e-10]    [4.57e-06, 6.98e-06, 1.64e-06, 3.77e-06, 3.20e-06, 5.62e-06, 8.65e-08, 3.58e-09, 1.16e-10, 1.32e-09, 7.05e-06, 4.57e-05, 2.80e-05, 4.66e-07, 4.40e-09, 4.28e-09, 1.27e-08, 5.29e-09, 6.64e-11, 1.51e-10, 1.97e-08, 8.57e-10]    []  
348900    [5.73e-06, 6.59e-06, 1.70e-06, 3.92e-06, 3.13e-06, 6.08e-06, 1.26e-07, 3.27e-07, 2.84e-05, 1.25e-08, 7.57e-06, 4.66e-05, 2.94e-05, 9.83e-07, 3.12e-07, 0.00e+00, 0.00e+00, 7.25e-08, 1.16e-07, 8.93e-06, 7.58e-07, 3.73e-05]    [5.73e-06, 6.59e-06, 1.70e-06, 3.92e-06, 3.13e-06, 6.08e-06, 1.26e-07, 3.27e-07, 2.84e-05, 1.25e-08, 7.57e-06, 4.66e-05, 2.94e-05, 9.83e-07, 3.12e-07, 0.00e+00, 0.00e+00, 7.25e-08, 1.16e-07, 8.93e-06, 7.58e-07, 3.73e-05]    []  
349000    [4.35e-06, 6.79e-06, 1.63e-06, 3.55e-06, 3.18e-06, 5.68e-06, 1.13e-07, 3.45e-09, 3.17e-09, 6.88e-09, 7.04e-06, 4.56e-05, 2.78e-05, 1.14e-06, 1.85e-08, 1.68e-08, 1.92e-08, 1.88e-08, 6.69e-11, 2.85e-10, 7.04e-09, 1.55e-09]    [4.35e-06, 6.79e-06, 1.63e-06, 3.55e-06, 3.18e-06, 5.68e-06, 1.13e-07, 3.45e-09, 3.17e-09, 6.88e-09, 7.04e-06, 4.56e-05, 2.78e-05, 1.14e-06, 1.85e-08, 1.68e-08, 1.92e-08, 1.88e-08, 6.69e-11, 2.85e-10, 7.04e-09, 1.55e-09]    []  
349100    [5.46e-06, 7.66e-06, 1.72e-06, 4.13e-06, 3.42e-06, 5.49e-06, 8.65e-08, 2.30e-08, 5.77e-08, 1.26e-08, 7.12e-06, 4.67e-05, 3.04e-05, 3.77e-06, 1.92e-08, 9.15e-09, 2.17e-09, 3.90e-08, 1.12e-08, 0.00e+00, 6.54e-08, 5.31e-08]    [5.46e-06, 7.66e-06, 1.72e-06, 4.13e-06, 3.42e-06, 5.49e-06, 8.65e-08, 2.30e-08, 5.77e-08, 1.26e-08, 7.12e-06, 4.67e-05, 3.04e-05, 3.77e-06, 1.92e-08, 9.15e-09, 2.17e-09, 3.90e-08, 1.12e-08, 0.00e+00, 6.54e-08, 5.31e-08]    []  
349200    [4.39e-06, 6.89e-06, 1.63e-06, 3.73e-06, 3.21e-06, 5.67e-06, 7.11e-08, 8.62e-10, 1.59e-09, 1.35e-09, 6.98e-06, 4.57e-05, 2.76e-05, 4.51e-07, 5.16e-09, 4.36e-09, 1.55e-08, 5.94e-09, 7.48e-10, 1.24e-11, 5.57e-09, 3.36e-10]    [4.39e-06, 6.89e-06, 1.63e-06, 3.73e-06, 3.21e-06, 5.67e-06, 7.11e-08, 8.62e-10, 1.59e-09, 1.35e-09, 6.98e-06, 4.57e-05, 2.76e-05, 4.51e-07, 5.16e-09, 4.36e-09, 1.55e-08, 5.94e-09, 7.48e-10, 1.24e-11, 5.57e-09, 3.36e-10]    []  
349300    [6.49e-06, 6.87e-06, 2.72e-06, 7.43e-06, 3.33e-06, 5.29e-06, 1.22e-07, 1.00e-04, 5.38e-04, 1.60e-06, 1.71e-04, 1.45e-04, 4.61e-04, 1.27e-04, 4.98e-09, 0.00e+00, 1.86e-07, 2.10e-06, 0.00e+00, 0.00e+00, 1.75e-05, 6.05e-04]    [6.49e-06, 6.87e-06, 2.72e-06, 7.43e-06, 3.33e-06, 5.29e-06, 1.22e-07, 1.00e-04, 5.38e-04, 1.60e-06, 1.71e-04, 1.45e-04, 4.61e-04, 1.27e-04, 4.98e-09, 0.00e+00, 1.86e-07, 2.10e-06, 0.00e+00, 0.00e+00, 1.75e-05, 6.05e-04]    []  
349400    [4.96e-06, 7.29e-06, 1.61e-06, 4.25e-06, 3.37e-06, 5.54e-06, 2.42e-07, 2.38e-08, 4.72e-12, 5.77e-10, 6.87e-06, 4.57e-05, 2.92e-05, 6.16e-07, 6.48e-09, 2.27e-09, 1.41e-09, 1.44e-08, 4.60e-10, 0.00e+00, 2.61e-08, 6.97e-09]    [4.96e-06, 7.29e-06, 1.61e-06, 4.25e-06, 3.37e-06, 5.54e-06, 2.42e-07, 2.38e-08, 4.72e-12, 5.77e-10, 6.87e-06, 4.57e-05, 2.92e-05, 6.16e-07, 6.48e-09, 2.27e-09, 1.41e-09, 1.44e-08, 4.60e-10, 0.00e+00, 2.61e-08, 6.97e-09]    []  
349500    [4.27e-06, 6.80e-06, 1.61e-06, 3.76e-06, 3.24e-06, 5.71e-06, 1.83e-07, 3.50e-09, 2.88e-09, 1.16e-09, 6.94e-06, 4.56e-05, 2.75e-05, 3.79e-07, 7.30e-09, 3.90e-09, 1.66e-08, 6.12e-09, 7.14e-10, 2.69e-10, 5.56e-09, 1.38e-09]    [4.27e-06, 6.80e-06, 1.61e-06, 3.76e-06, 3.24e-06, 5.71e-06, 1.83e-07, 3.50e-09, 2.88e-09, 1.16e-09, 6.94e-06, 4.56e-05, 2.75e-05, 3.79e-07, 7.30e-09, 3.90e-09, 1.66e-08, 6.12e-09, 7.14e-10, 2.69e-10, 5.56e-09, 1.38e-09]    []  
349600    [1.25e-05, 8.43e-06, 2.10e-06, 5.27e-06, 4.78e-06, 6.04e-06, 1.93e-07, 3.73e-05, 2.01e-06, 8.51e-06, 3.87e-05, 1.45e-04, 6.83e-05, 4.18e-04, 5.58e-06, 4.24e-06, 1.56e-06, 4.48e-07, 0.00e+00, 1.14e-07, 2.87e-06, 6.40e-07]    [1.25e-05, 8.43e-06, 2.10e-06, 5.27e-06, 4.78e-06, 6.04e-06, 1.93e-07, 3.73e-05, 2.01e-06, 8.51e-06, 3.87e-05, 1.45e-04, 6.83e-05, 4.18e-04, 5.58e-06, 4.24e-06, 1.56e-06, 4.48e-07, 0.00e+00, 1.14e-07, 2.87e-06, 6.40e-07]    []  
349700    [4.71e-06, 7.12e-06, 1.64e-06, 4.08e-06, 3.33e-06, 5.57e-06, 1.01e-07, 3.01e-10, 1.51e-10, 2.79e-09, 6.78e-06, 4.57e-05, 2.86e-05, 5.55e-07, 5.21e-09, 1.49e-09, 7.11e-09, 5.34e-09, 4.21e-10, 6.35e-11, 3.22e-08, 3.54e-10]    [4.71e-06, 7.12e-06, 1.64e-06, 4.08e-06, 3.33e-06, 5.57e-06, 1.01e-07, 3.01e-10, 1.51e-10, 2.79e-09, 6.78e-06, 4.57e-05, 2.86e-05, 5.55e-07, 5.21e-09, 1.49e-09, 7.11e-09, 5.34e-09, 4.21e-10, 6.35e-11, 3.22e-08, 3.54e-10]    []  
349800    [4.16e-06, 6.74e-06, 1.64e-06, 3.67e-06, 3.24e-06, 5.73e-06, 8.99e-08, 4.18e-11, 7.70e-11, 8.83e-10, 6.89e-06, 4.56e-05, 2.73e-05, 3.63e-07, 7.58e-09, 4.80e-09, 1.89e-08, 7.32e-09, 2.23e-10, 5.53e-11, 4.93e-09, 4.62e-10]    [4.16e-06, 6.74e-06, 1.64e-06, 3.67e-06, 3.24e-06, 5.73e-06, 8.99e-08, 4.18e-11, 7.70e-11, 8.83e-10, 6.89e-06, 4.56e-05, 2.73e-05, 3.63e-07, 7.58e-09, 4.80e-09, 1.89e-08, 7.32e-09, 2.23e-10, 5.53e-11, 4.93e-09, 4.62e-10]    []  
349900    [6.38e-06, 7.24e-06, 2.26e-06, 5.93e-06, 3.69e-06, 6.39e-06, 1.02e-07, 8.92e-06, 3.06e-06, 3.05e-07, 3.36e-05, 6.48e-05, 4.24e-05, 2.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.65e-08, 9.87e-07, 0.00e+00, 5.40e-06, 7.21e-06]    [6.38e-06, 7.24e-06, 2.26e-06, 5.93e-06, 3.69e-06, 6.39e-06, 1.02e-07, 8.92e-06, 3.06e-06, 3.05e-07, 3.36e-05, 6.48e-05, 4.24e-05, 2.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.65e-08, 9.87e-07, 0.00e+00, 5.40e-06, 7.21e-06]    []  
350000    [4.52e-06, 7.05e-06, 1.65e-06, 4.02e-06, 3.34e-06, 5.73e-06, 7.30e-08, 4.41e-10, 2.21e-10, 2.41e-09, 6.71e-06, 4.55e-05, 2.86e-05, 5.25e-07, 5.40e-09, 1.21e-09, 5.02e-09, 4.45e-09, 9.26e-11, 2.60e-12, 9.63e-09, 2.59e-10]    [4.52e-06, 7.05e-06, 1.65e-06, 4.02e-06, 3.34e-06, 5.73e-06, 7.30e-08, 4.41e-10, 2.21e-10, 2.41e-09, 6.71e-06, 4.55e-05, 2.86e-05, 5.25e-07, 5.40e-09, 1.21e-09, 5.02e-09, 4.45e-09, 9.26e-11, 2.60e-12, 9.63e-09, 2.59e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 45.597244 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
350000    [4.52e-06, 7.05e-06, 1.65e-06, 4.02e-06, 3.34e-06, 5.73e-06, 7.30e-08, 4.41e-10, 2.21e-10, 2.41e-09, 6.71e-06, 4.55e-05, 2.86e-05, 5.25e-07, 5.40e-09, 1.21e-09, 5.02e-09, 4.45e-09, 9.26e-11, 2.60e-12, 9.63e-09, 2.59e-10]    [4.52e-06, 7.05e-06, 1.65e-06, 4.02e-06, 3.34e-06, 5.73e-06, 7.30e-08, 4.41e-10, 2.21e-10, 2.41e-09, 6.71e-06, 4.55e-05, 2.86e-05, 5.25e-07, 5.40e-09, 1.21e-09, 5.02e-09, 4.45e-09, 9.26e-11, 2.60e-12, 9.63e-09, 2.59e-10]    []  
350100    [4.45e-06, 6.59e-06, 1.64e-06, 3.59e-06, 3.24e-06, 5.80e-06, 4.01e-07, 1.04e-06, 7.83e-06, 8.06e-08, 8.76e-06, 4.87e-05, 2.78e-05, 1.66e-06, 4.40e-08, 4.50e-08, 1.43e-08, 1.09e-08, 1.41e-08, 5.36e-06, 6.87e-08, 2.44e-05]    [4.45e-06, 6.59e-06, 1.64e-06, 3.59e-06, 3.24e-06, 5.80e-06, 4.01e-07, 1.04e-06, 7.83e-06, 8.06e-08, 8.76e-06, 4.87e-05, 2.78e-05, 1.66e-06, 4.40e-08, 4.50e-08, 1.43e-08, 1.09e-08, 1.41e-08, 5.36e-06, 6.87e-08, 2.44e-05]    []  
350200    [4.31e-06, 7.62e-06, 1.72e-06, 4.15e-06, 3.41e-06, 5.76e-06, 2.87e-07, 3.70e-07, 3.47e-09, 4.78e-08, 7.37e-06, 4.73e-05, 3.46e-05, 1.06e-05, 8.19e-09, 4.98e-10, 0.00e+00, 5.73e-09, 0.00e+00, 1.89e-11, 7.98e-07, 9.87e-09]    [4.31e-06, 7.62e-06, 1.72e-06, 4.15e-06, 3.41e-06, 5.76e-06, 2.87e-07, 3.70e-07, 3.47e-09, 4.78e-08, 7.37e-06, 4.73e-05, 3.46e-05, 1.06e-05, 8.19e-09, 4.98e-10, 0.00e+00, 5.73e-09, 0.00e+00, 1.89e-11, 7.98e-07, 9.87e-09]    []  
350300    [4.07e-06, 6.75e-06, 1.61e-06, 3.69e-06, 3.23e-06, 5.77e-06, 2.04e-07, 9.83e-10, 1.41e-09, 3.86e-10, 6.69e-06, 4.55e-05, 2.77e-05, 3.52e-07, 8.55e-09, 4.10e-09, 1.48e-08, 7.26e-09, 3.80e-10, 2.52e-10, 4.89e-09, 1.24e-09]    [4.07e-06, 6.75e-06, 1.61e-06, 3.69e-06, 3.23e-06, 5.77e-06, 2.04e-07, 9.83e-10, 1.41e-09, 3.86e-10, 6.69e-06, 4.55e-05, 2.77e-05, 3.52e-07, 8.55e-09, 4.10e-09, 1.48e-08, 7.26e-09, 3.80e-10, 2.52e-10, 4.89e-09, 1.24e-09]    []  
350400    [3.85e-06, 8.06e-06, 2.19e-06, 6.25e-06, 4.09e-06, 6.39e-06, 1.69e-07, 2.44e-06, 9.71e-09, 1.99e-08, 2.14e-05, 5.98e-05, 4.03e-05, 5.30e-05, 0.00e+00, 2.58e-12, 0.00e+00, 1.38e-08, 0.00e+00, 0.00e+00, 2.26e-06, 2.36e-08]    [3.85e-06, 8.06e-06, 2.19e-06, 6.25e-06, 4.09e-06, 6.39e-06, 1.69e-07, 2.44e-06, 9.71e-09, 1.99e-08, 2.14e-05, 5.98e-05, 4.03e-05, 5.30e-05, 0.00e+00, 2.58e-12, 0.00e+00, 1.38e-08, 0.00e+00, 0.00e+00, 2.26e-06, 2.36e-08]    []  
350500    [4.56e-06, 7.09e-06, 1.64e-06, 4.38e-06, 3.53e-06, 5.74e-06, 1.03e-07, 3.46e-10, 5.13e-10, 3.85e-09, 6.49e-06, 4.54e-05, 2.90e-05, 4.57e-07, 8.89e-09, 4.66e-10, 1.50e-09, 7.76e-09, 1.87e-10, 0.00e+00, 1.35e-08, 5.38e-10]    [4.56e-06, 7.09e-06, 1.64e-06, 4.38e-06, 3.53e-06, 5.74e-06, 1.03e-07, 3.46e-10, 5.13e-10, 3.85e-09, 6.49e-06, 4.54e-05, 2.90e-05, 4.57e-07, 8.89e-09, 4.66e-10, 1.50e-09, 7.76e-09, 1.87e-10, 0.00e+00, 1.35e-08, 5.38e-10]    []  
350600    [4.09e-06, 6.75e-06, 1.65e-06, 3.82e-06, 3.36e-06, 5.85e-06, 9.18e-08, 2.63e-09, 1.34e-09, 9.74e-10, 6.61e-06, 4.53e-05, 2.77e-05, 2.96e-07, 9.08e-09, 2.61e-09, 1.27e-08, 6.11e-09, 1.19e-10, 7.50e-11, 5.41e-09, 5.66e-10]    [4.09e-06, 6.75e-06, 1.65e-06, 3.82e-06, 3.36e-06, 5.85e-06, 9.18e-08, 2.63e-09, 1.34e-09, 9.74e-10, 6.61e-06, 4.53e-05, 2.77e-05, 2.96e-07, 9.08e-09, 2.61e-09, 1.27e-08, 6.11e-09, 1.19e-10, 7.50e-11, 5.41e-09, 5.66e-10]    []  
350700    [5.92e-06, 7.71e-06, 2.50e-06, 5.80e-06, 3.93e-06, 5.54e-06, 3.05e-07, 1.00e-06, 1.07e-06, 9.16e-11, 6.34e-06, 5.18e-05, 3.58e-05, 4.89e-06, 6.37e-08, 5.84e-09, 0.00e+00, 3.28e-08, 0.00e+00, 0.00e+00, 2.51e-07, 2.15e-07]    [5.92e-06, 7.71e-06, 2.50e-06, 5.80e-06, 3.93e-06, 5.54e-06, 3.05e-07, 1.00e-06, 1.07e-06, 9.16e-11, 6.34e-06, 5.18e-05, 3.58e-05, 4.89e-06, 6.37e-08, 5.84e-09, 0.00e+00, 3.28e-08, 0.00e+00, 0.00e+00, 2.51e-07, 2.15e-07]    []  
350800    [4.59e-06, 7.13e-06, 1.63e-06, 4.55e-06, 3.63e-06, 5.59e-06, 2.19e-07, 7.59e-11, 3.59e-09, 2.59e-09, 6.30e-06, 4.54e-05, 2.91e-05, 5.42e-07, 1.12e-08, 2.05e-10, 2.68e-09, 5.38e-09, 8.96e-10, 0.00e+00, 1.33e-08, 4.02e-09]    [4.59e-06, 7.13e-06, 1.63e-06, 4.55e-06, 3.63e-06, 5.59e-06, 2.19e-07, 7.59e-11, 3.59e-09, 2.59e-09, 6.30e-06, 4.54e-05, 2.91e-05, 5.42e-07, 1.12e-08, 2.05e-10, 2.68e-09, 5.38e-09, 8.96e-10, 0.00e+00, 1.33e-08, 4.02e-09]    []  
350900    [4.15e-06, 6.77e-06, 1.62e-06, 3.97e-06, 3.44e-06, 5.73e-06, 1.71e-07, 1.78e-10, 8.58e-13, 9.25e-10, 6.49e-06, 4.54e-05, 2.78e-05, 3.62e-07, 1.14e-08, 1.66e-09, 1.15e-08, 5.19e-09, 1.03e-10, 5.05e-12, 5.97e-09, 4.94e-10]    [4.15e-06, 6.77e-06, 1.62e-06, 3.97e-06, 3.44e-06, 5.73e-06, 1.71e-07, 1.78e-10, 8.58e-13, 9.25e-10, 6.49e-06, 4.54e-05, 2.78e-05, 3.62e-07, 1.14e-08, 1.66e-09, 1.15e-08, 5.19e-09, 1.03e-10, 5.05e-12, 5.97e-09, 4.94e-10]    []  
351000    [3.09e-05, 9.37e-06, 1.48e-06, 4.83e-06, 7.25e-06, 6.03e-06, 2.12e-07, 9.33e-06, 5.96e-08, 3.69e-05, 9.62e-05, 3.86e-04, 5.82e-04, 2.27e-03, 3.33e-05, 3.34e-05, 1.53e-05, 1.47e-05, 3.15e-06, 3.34e-08, 1.67e-05, 1.93e-07]    [3.09e-05, 9.37e-06, 1.48e-06, 4.83e-06, 7.25e-06, 6.03e-06, 2.12e-07, 9.33e-06, 5.96e-08, 3.69e-05, 9.62e-05, 3.86e-04, 5.82e-04, 2.27e-03, 3.33e-05, 3.34e-05, 1.53e-05, 1.47e-05, 3.15e-06, 3.34e-08, 1.67e-05, 1.93e-07]    []  
351100    [4.52e-06, 7.16e-06, 1.71e-06, 4.39e-06, 3.64e-06, 5.77e-06, 1.10e-07, 4.01e-08, 3.27e-10, 2.83e-09, 6.01e-06, 4.52e-05, 3.01e-05, 8.69e-07, 2.47e-08, 5.59e-09, 2.04e-09, 1.02e-08, 0.00e+00, 2.32e-11, 3.71e-08, 1.52e-10]    [4.52e-06, 7.16e-06, 1.71e-06, 4.39e-06, 3.64e-06, 5.77e-06, 1.10e-07, 4.01e-08, 3.27e-10, 2.83e-09, 6.01e-06, 4.52e-05, 3.01e-05, 8.69e-07, 2.47e-08, 5.59e-09, 2.04e-09, 1.02e-08, 0.00e+00, 2.32e-11, 3.71e-08, 1.52e-10]    []  
351200    [3.97e-06, 6.74e-06, 1.65e-06, 3.93e-06, 3.43e-06, 5.87e-06, 9.03e-08, 5.69e-10, 2.42e-10, 1.01e-09, 6.27e-06, 4.53e-05, 2.80e-05, 3.56e-07, 9.53e-09, 1.38e-09, 8.06e-09, 4.08e-09, 4.29e-11, 4.68e-12, 4.71e-09, 3.50e-10]    [3.97e-06, 6.74e-06, 1.65e-06, 3.93e-06, 3.43e-06, 5.87e-06, 9.03e-08, 5.69e-10, 2.42e-10, 1.01e-09, 6.27e-06, 4.53e-05, 2.80e-05, 3.56e-07, 9.53e-09, 1.38e-09, 8.06e-09, 4.08e-09, 4.29e-11, 4.68e-12, 4.71e-09, 3.50e-10]    []  
351300    [3.24e-06, 8.10e-06, 2.19e-06, 9.55e-06, 5.15e-06, 6.66e-06, 9.43e-08, 6.21e-05, 7.39e-07, 1.49e-05, 7.58e-05, 7.53e-05, 8.99e-05, 3.41e-04, 0.00e+00, 0.00e+00, 2.11e-09, 0.00e+00, 3.52e-07, 0.00e+00, 3.54e-07, 2.22e-06]    [3.24e-06, 8.10e-06, 2.19e-06, 9.55e-06, 5.15e-06, 6.66e-06, 9.43e-08, 6.21e-05, 7.39e-07, 1.49e-05, 7.58e-05, 7.53e-05, 8.99e-05, 3.41e-04, 0.00e+00, 0.00e+00, 2.11e-09, 0.00e+00, 3.52e-07, 0.00e+00, 3.54e-07, 2.22e-06]    []  
351400    [4.43e-06, 7.20e-06, 1.71e-06, 5.27e-06, 4.05e-06, 5.88e-06, 5.94e-08, 4.63e-10, 6.23e-11, 2.08e-09, 5.57e-06, 4.52e-05, 3.03e-05, 4.90e-07, 1.87e-08, 5.15e-10, 4.22e-10, 1.14e-08, 2.81e-10, 3.39e-13, 3.35e-08, 4.65e-10]    [4.43e-06, 7.20e-06, 1.71e-06, 5.27e-06, 4.05e-06, 5.88e-06, 5.94e-08, 4.63e-10, 6.23e-11, 2.08e-09, 5.57e-06, 4.52e-05, 3.03e-05, 4.90e-07, 1.87e-08, 5.15e-10, 4.22e-10, 1.14e-08, 2.81e-10, 3.39e-13, 3.35e-08, 4.65e-10]    []  
351500    [4.02e-06, 6.87e-06, 1.64e-06, 4.34e-06, 3.65e-06, 5.88e-06, 4.20e-07, 1.80e-10, 8.05e-08, 6.15e-12, 5.98e-06, 4.50e-05, 2.86e-05, 3.04e-07, 2.47e-08, 2.59e-10, 6.47e-09, 6.49e-09, 1.30e-09, 7.97e-07, 1.15e-08, 4.02e-06]    [4.02e-06, 6.87e-06, 1.64e-06, 4.34e-06, 3.65e-06, 5.88e-06, 4.20e-07, 1.80e-10, 8.05e-08, 6.15e-12, 5.98e-06, 4.50e-05, 2.86e-05, 3.04e-07, 2.47e-08, 2.59e-10, 6.47e-09, 6.49e-09, 1.30e-09, 7.97e-07, 1.15e-08, 4.02e-06]    []  
351600    [1.78e-05, 9.21e-06, 2.31e-06, 7.52e-06, 7.99e-06, 9.08e-06, 4.02e-07, 1.05e-05, 1.36e-07, 4.71e-05, 2.29e-04, 8.60e-04, 9.77e-04, 4.81e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.69e-07, 0.00e+00, 2.87e-06, 1.28e-06]    [1.78e-05, 9.21e-06, 2.31e-06, 7.52e-06, 7.99e-06, 9.08e-06, 4.02e-07, 1.05e-05, 1.36e-07, 4.71e-05, 2.29e-04, 8.60e-04, 9.77e-04, 4.81e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.69e-07, 0.00e+00, 2.87e-06, 1.28e-06]    []  
351700    [4.14e-06, 7.08e-06, 1.72e-06, 4.99e-06, 3.89e-06, 5.78e-06, 1.96e-07, 3.33e-08, 3.22e-10, 6.16e-10, 5.18e-06, 4.52e-05, 3.02e-05, 4.38e-07, 4.99e-09, 8.11e-11, 2.67e-10, 5.38e-09, 0.00e+00, 1.75e-12, 2.40e-08, 1.79e-10]    [4.14e-06, 7.08e-06, 1.72e-06, 4.99e-06, 3.89e-06, 5.78e-06, 1.96e-07, 3.33e-08, 3.22e-10, 6.16e-10, 5.18e-06, 4.52e-05, 3.02e-05, 4.38e-07, 4.99e-09, 8.11e-11, 2.67e-10, 5.38e-09, 0.00e+00, 1.75e-12, 2.40e-08, 1.79e-10]    []  
351800    [3.76e-06, 6.80e-06, 1.63e-06, 4.39e-06, 3.71e-06, 5.90e-06, 1.50e-07, 5.65e-08, 3.58e-10, 1.66e-09, 5.49e-06, 4.49e-05, 2.88e-05, 3.04e-07, 4.65e-09, 5.29e-12, 3.23e-09, 3.03e-09, 5.58e-09, 2.08e-12, 3.62e-08, 1.92e-10]    [3.76e-06, 6.80e-06, 1.63e-06, 4.39e-06, 3.71e-06, 5.90e-06, 1.50e-07, 5.65e-08, 3.58e-10, 1.66e-09, 5.49e-06, 4.49e-05, 2.88e-05, 3.04e-07, 4.65e-09, 5.29e-12, 3.23e-09, 3.03e-09, 5.58e-09, 2.08e-12, 3.62e-08, 1.92e-10]    []  
351900    [3.25e-06, 6.67e-06, 1.67e-06, 4.17e-06, 3.43e-06, 6.03e-06, 1.29e-07, 1.38e-12, 3.46e-09, 1.86e-07, 5.86e-06, 4.71e-05, 3.01e-05, 1.09e-05, 7.78e-11, 0.00e+00, 3.40e-10, 0.00e+00, 7.50e-15, 0.00e+00, 1.40e-08, 4.47e-09]    [3.25e-06, 6.67e-06, 1.67e-06, 4.17e-06, 3.43e-06, 6.03e-06, 1.29e-07, 1.38e-12, 3.46e-09, 1.86e-07, 5.86e-06, 4.71e-05, 3.01e-05, 1.09e-05, 7.78e-11, 0.00e+00, 3.40e-10, 0.00e+00, 7.50e-15, 0.00e+00, 1.40e-08, 4.47e-09]    []  
352000    [3.86e-06, 7.25e-06, 1.82e-06, 5.28e-06, 4.08e-06, 5.65e-06, 1.01e-07, 2.23e-06, 2.06e-08, 2.27e-08, 4.97e-06, 4.47e-05, 3.21e-05, 4.53e-07, 1.08e-08, 3.60e-09, 2.28e-09, 9.95e-09, 1.21e-08, 0.00e+00, 5.35e-07, 1.08e-08]    [3.86e-06, 7.25e-06, 1.82e-06, 5.28e-06, 4.08e-06, 5.65e-06, 1.01e-07, 2.23e-06, 2.06e-08, 2.27e-08, 4.97e-06, 4.47e-05, 3.21e-05, 4.53e-07, 1.08e-08, 3.60e-09, 2.28e-09, 9.95e-09, 1.21e-08, 0.00e+00, 5.35e-07, 1.08e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 44.884313 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
352000    [3.86e-06, 7.25e-06, 1.82e-06, 5.28e-06, 4.08e-06, 5.65e-06, 1.01e-07, 2.23e-06, 2.06e-08, 2.27e-08, 4.97e-06, 4.47e-05, 3.21e-05, 4.53e-07, 1.08e-08, 3.60e-09, 2.28e-09, 9.95e-09, 1.21e-08, 0.00e+00, 5.35e-07, 1.08e-08]    [3.86e-06, 7.25e-06, 1.82e-06, 5.28e-06, 4.08e-06, 5.65e-06, 1.01e-07, 2.23e-06, 2.06e-08, 2.27e-08, 4.97e-06, 4.47e-05, 3.21e-05, 4.53e-07, 1.08e-08, 3.60e-09, 2.28e-09, 9.95e-09, 1.21e-08, 0.00e+00, 5.35e-07, 1.08e-08]    []  
352100    [3.63e-06, 6.62e-06, 1.71e-06, 4.63e-06, 3.72e-06, 5.78e-06, 2.13e-07, 8.22e-07, 3.71e-05, 4.19e-09, 6.39e-06, 4.63e-05, 2.92e-05, 4.42e-07, 4.50e-09, 2.55e-10, 2.38e-09, 1.95e-09, 2.56e-08, 0.00e+00, 1.49e-07, 3.32e-04]    [3.63e-06, 6.62e-06, 1.71e-06, 4.63e-06, 3.72e-06, 5.78e-06, 2.13e-07, 8.22e-07, 3.71e-05, 4.19e-09, 6.39e-06, 4.63e-05, 2.92e-05, 4.42e-07, 4.50e-09, 2.55e-10, 2.38e-09, 1.95e-09, 2.56e-08, 0.00e+00, 1.49e-07, 3.32e-04]    []  
352200    [3.47e-06, 6.64e-06, 1.61e-06, 4.10e-06, 3.59e-06, 5.91e-06, 2.86e-07, 3.72e-10, 7.45e-10, 1.92e-09, 5.22e-06, 4.47e-05, 2.85e-05, 4.34e-07, 7.78e-09, 7.97e-10, 8.91e-09, 1.01e-08, 1.12e-09, 0.00e+00, 1.52e-08, 4.72e-09]    [3.47e-06, 6.64e-06, 1.61e-06, 4.10e-06, 3.59e-06, 5.91e-06, 2.86e-07, 3.72e-10, 7.45e-10, 1.92e-09, 5.22e-06, 4.47e-05, 2.85e-05, 4.34e-07, 7.78e-09, 7.97e-10, 8.91e-09, 1.01e-08, 1.12e-09, 0.00e+00, 1.52e-08, 4.72e-09]    []  
352300    [3.98e-06, 7.30e-06, 1.90e-06, 5.19e-06, 4.13e-06, 5.46e-06, 2.14e-07, 1.94e-05, 1.25e-08, 1.09e-08, 4.03e-06, 4.45e-05, 3.34e-05, 1.95e-06, 3.32e-08, 1.55e-08, 1.56e-08, 1.31e-08, 0.00e+00, 0.00e+00, 6.73e-06, 2.97e-09]    [3.98e-06, 7.30e-06, 1.90e-06, 5.19e-06, 4.13e-06, 5.46e-06, 2.14e-07, 1.94e-05, 1.25e-08, 1.09e-08, 4.03e-06, 4.45e-05, 3.34e-05, 1.95e-06, 3.32e-08, 1.55e-08, 1.56e-08, 1.31e-08, 0.00e+00, 0.00e+00, 6.73e-06, 2.97e-09]    []  
352400    [3.54e-06, 6.81e-06, 1.64e-06, 4.68e-06, 3.81e-06, 5.71e-06, 1.55e-07, 3.83e-08, 1.07e-10, 4.67e-10, 4.59e-06, 4.47e-05, 2.96e-05, 3.18e-07, 3.67e-09, 1.83e-10, 2.79e-09, 2.55e-09, 0.00e+00, 0.00e+00, 8.64e-08, 5.68e-10]    [3.54e-06, 6.81e-06, 1.64e-06, 4.68e-06, 3.81e-06, 5.71e-06, 1.55e-07, 3.83e-08, 1.07e-10, 4.67e-10, 4.59e-06, 4.47e-05, 2.96e-05, 3.18e-07, 3.67e-09, 1.83e-10, 2.79e-09, 2.55e-09, 0.00e+00, 0.00e+00, 8.64e-08, 5.68e-10]    []  
352500    [3.31e-06, 6.64e-06, 1.65e-06, 4.29e-06, 3.63e-06, 5.86e-06, 1.35e-07, 5.80e-11, 9.50e-10, 8.36e-10, 4.77e-06, 4.46e-05, 2.88e-05, 2.41e-07, 2.36e-09, 3.52e-12, 3.25e-09, 3.05e-09, 0.00e+00, 5.18e-11, 1.79e-08, 2.48e-10]    [3.31e-06, 6.64e-06, 1.65e-06, 4.29e-06, 3.63e-06, 5.86e-06, 1.35e-07, 5.80e-11, 9.50e-10, 8.36e-10, 4.77e-06, 4.46e-05, 2.88e-05, 2.41e-07, 2.36e-09, 3.52e-12, 3.25e-09, 3.05e-09, 0.00e+00, 5.18e-11, 1.79e-08, 2.48e-10]    []  
352600    [3.29e-06, 7.39e-06, 1.95e-06, 5.26e-06, 4.03e-06, 5.54e-06, 1.24e-07, 4.40e-06, 5.82e-08, 6.39e-08, 4.16e-06, 4.65e-05, 3.54e-05, 2.14e-06, 0.00e+00, 1.22e-08, 3.52e-11, 2.96e-10, 0.00e+00, 6.17e-09, 2.14e-05, 3.84e-08]    [3.29e-06, 7.39e-06, 1.95e-06, 5.26e-06, 4.03e-06, 5.54e-06, 1.24e-07, 4.40e-06, 5.82e-08, 6.39e-08, 4.16e-06, 4.65e-05, 3.54e-05, 2.14e-06, 0.00e+00, 1.22e-08, 3.52e-11, 2.96e-10, 0.00e+00, 6.17e-09, 2.14e-05, 3.84e-08]    []  
352700    [3.41e-06, 6.82e-06, 1.67e-06, 4.62e-06, 3.74e-06, 5.66e-06, 9.23e-08, 1.62e-08, 1.53e-09, 1.05e-09, 4.25e-06, 4.45e-05, 2.99e-05, 2.97e-07, 1.83e-09, 3.26e-10, 3.05e-09, 2.70e-09, 8.26e-09, 0.00e+00, 5.11e-08, 2.46e-09]    [3.41e-06, 6.82e-06, 1.67e-06, 4.62e-06, 3.74e-06, 5.66e-06, 9.23e-08, 1.62e-08, 1.53e-09, 1.05e-09, 4.25e-06, 4.45e-05, 2.99e-05, 2.97e-07, 1.83e-09, 3.26e-10, 3.05e-09, 2.70e-09, 8.26e-09, 0.00e+00, 5.11e-08, 2.46e-09]    []  
352800    [3.50e-06, 6.59e-06, 1.64e-06, 4.08e-06, 3.56e-06, 5.76e-06, 2.82e-07, 8.45e-08, 6.84e-07, 9.75e-08, 4.76e-06, 4.49e-05, 3.02e-05, 5.51e-06, 2.67e-08, 2.83e-08, 3.46e-08, 4.41e-08, 6.72e-09, 0.00e+00, 4.34e-08, 1.76e-06]    [3.50e-06, 6.59e-06, 1.64e-06, 4.08e-06, 3.56e-06, 5.76e-06, 2.82e-07, 8.45e-08, 6.84e-07, 9.75e-08, 4.76e-06, 4.49e-05, 3.02e-05, 5.51e-06, 2.67e-08, 2.83e-08, 3.46e-08, 4.41e-08, 6.72e-09, 0.00e+00, 4.34e-08, 1.76e-06]    []  
352900    [3.48e-06, 7.04e-06, 1.77e-06, 4.64e-06, 3.69e-06, 5.44e-06, 2.20e-07, 5.78e-08, 1.03e-09, 8.00e-10, 3.91e-06, 4.43e-05, 3.21e-05, 5.43e-07, 1.97e-09, 3.73e-09, 6.10e-09, 1.19e-08, 1.48e-08, 0.00e+00, 8.76e-08, 3.51e-10]    [3.48e-06, 7.04e-06, 1.77e-06, 4.64e-06, 3.69e-06, 5.44e-06, 2.20e-07, 5.78e-08, 1.03e-09, 8.00e-10, 3.91e-06, 4.43e-05, 3.21e-05, 5.43e-07, 1.97e-09, 3.73e-09, 6.10e-09, 1.19e-08, 1.48e-08, 0.00e+00, 8.76e-08, 3.51e-10]    []  
353000    [3.20e-06, 6.64e-06, 1.66e-06, 4.26e-06, 3.51e-06, 5.67e-06, 1.73e-07, 2.80e-09, 5.49e-10, 6.00e-10, 4.19e-06, 4.44e-05, 2.95e-05, 2.53e-07, 6.31e-10, 1.95e-11, 2.92e-09, 2.92e-09, 6.40e-10, 2.62e-11, 1.39e-08, 1.84e-10]    [3.20e-06, 6.64e-06, 1.66e-06, 4.26e-06, 3.51e-06, 5.67e-06, 1.73e-07, 2.80e-09, 5.49e-10, 6.00e-10, 4.19e-06, 4.44e-05, 2.95e-05, 2.53e-07, 6.31e-10, 1.95e-11, 2.92e-09, 2.92e-09, 6.40e-10, 2.62e-11, 1.39e-08, 1.84e-10]    []  
353100    [3.99e-06, 7.42e-06, 2.96e-06, 7.46e-06, 4.23e-06, 8.86e-06, 2.36e-07, 3.52e-05, 1.16e-06, 9.09e-06, 1.02e-04, 4.33e-04, 1.40e-04, 5.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.75e-07, 4.69e-05, 9.43e-07]    [3.99e-06, 7.42e-06, 2.96e-06, 7.46e-06, 4.23e-06, 8.86e-06, 2.36e-07, 3.52e-05, 1.16e-06, 9.09e-06, 1.02e-04, 4.33e-04, 1.40e-04, 5.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.75e-07, 4.69e-05, 9.43e-07]    []  
353200    [3.47e-06, 6.76e-06, 1.77e-06, 4.48e-06, 3.55e-06, 5.45e-06, 1.19e-07, 3.75e-09, 7.84e-11, 8.46e-10, 3.77e-06, 4.44e-05, 3.06e-05, 3.03e-07, 6.19e-09, 1.99e-09, 4.51e-09, 2.95e-09, 3.76e-09, 6.39e-11, 6.87e-08, 6.08e-10]    [3.47e-06, 6.76e-06, 1.77e-06, 4.48e-06, 3.55e-06, 5.45e-06, 1.19e-07, 3.75e-09, 7.84e-11, 8.46e-10, 3.77e-06, 4.44e-05, 3.06e-05, 3.03e-07, 6.19e-09, 1.99e-09, 4.51e-09, 2.95e-09, 3.76e-09, 6.39e-11, 6.87e-08, 6.08e-10]    []  
353300    [3.15e-06, 6.52e-06, 1.75e-06, 4.09e-06, 3.41e-06, 5.67e-06, 1.09e-07, 1.73e-08, 5.71e-11, 3.84e-10, 4.09e-06, 4.42e-05, 2.95e-05, 2.17e-07, 7.48e-09, 1.90e-09, 4.32e-09, 3.69e-09, 2.03e-09, 9.49e-12, 4.09e-08, 1.04e-09]    [3.15e-06, 6.52e-06, 1.75e-06, 4.09e-06, 3.41e-06, 5.67e-06, 1.09e-07, 1.73e-08, 5.71e-11, 3.84e-10, 4.09e-06, 4.42e-05, 2.95e-05, 2.17e-07, 7.48e-09, 1.90e-09, 4.32e-09, 3.69e-09, 2.03e-09, 9.49e-12, 4.09e-08, 1.04e-09]    []  
353400    [6.25e-06, 6.98e-06, 2.50e-06, 4.45e-06, 3.78e-06, 5.31e-06, 6.88e-07, 1.74e-06, 6.24e-05, 4.96e-06, 2.67e-05, 6.54e-05, 4.45e-05, 9.79e-05, 7.95e-08, 7.30e-07, 2.74e-07, 4.29e-07, 0.00e+00, 2.65e-05, 2.56e-06, 1.12e-04]    [6.25e-06, 6.98e-06, 2.50e-06, 4.45e-06, 3.78e-06, 5.31e-06, 6.88e-07, 1.74e-06, 6.24e-05, 4.96e-06, 2.67e-05, 6.54e-05, 4.45e-05, 9.79e-05, 7.95e-08, 7.30e-07, 2.74e-07, 4.29e-07, 0.00e+00, 2.65e-05, 2.56e-06, 1.12e-04]    []  
353500    [3.40e-06, 6.64e-06, 1.75e-06, 4.18e-06, 3.30e-06, 5.36e-06, 4.59e-07, 5.97e-09, 2.63e-10, 7.82e-10, 3.83e-06, 4.43e-05, 3.02e-05, 3.13e-07, 3.52e-09, 1.16e-09, 3.78e-09, 2.81e-09, 2.43e-08, 0.00e+00, 1.21e-07, 1.58e-09]    [3.40e-06, 6.64e-06, 1.75e-06, 4.18e-06, 3.30e-06, 5.36e-06, 4.59e-07, 5.97e-09, 2.63e-10, 7.82e-10, 3.83e-06, 4.43e-05, 3.02e-05, 3.13e-07, 3.52e-09, 1.16e-09, 3.78e-09, 2.81e-09, 2.43e-08, 0.00e+00, 1.21e-07, 1.58e-09]    []  
353600    [3.11e-06, 6.38e-06, 1.73e-06, 3.88e-06, 3.22e-06, 5.57e-06, 3.68e-07, 6.07e-10, 3.84e-10, 2.20e-10, 4.06e-06, 4.42e-05, 2.93e-05, 2.31e-07, 5.17e-09, 1.69e-09, 3.27e-09, 2.77e-09, 2.07e-09, 6.79e-11, 1.85e-08, 1.10e-09]    [3.11e-06, 6.38e-06, 1.73e-06, 3.88e-06, 3.22e-06, 5.57e-06, 3.68e-07, 6.07e-10, 3.84e-10, 2.20e-10, 4.06e-06, 4.42e-05, 2.93e-05, 2.31e-07, 5.17e-09, 1.69e-09, 3.27e-09, 2.77e-09, 2.07e-09, 6.79e-11, 1.85e-08, 1.10e-09]    []  
353700    [1.93e-05, 7.03e-06, 4.42e-06, 5.81e-06, 2.06e-06, 6.19e-06, 3.03e-07, 1.46e-04, 5.61e-08, 7.67e-06, 4.46e-04, 1.76e-04, 3.46e-04, 4.91e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.06e-10, 4.01e-04, 8.40e-10]    [1.93e-05, 7.03e-06, 4.42e-06, 5.81e-06, 2.06e-06, 6.19e-06, 3.03e-07, 1.46e-04, 5.61e-08, 7.67e-06, 4.46e-04, 1.76e-04, 3.46e-04, 4.91e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.06e-10, 4.01e-04, 8.40e-10]    []  
353800    [3.70e-06, 6.67e-06, 1.92e-06, 4.04e-06, 3.21e-06, 5.34e-06, 2.46e-07, 2.47e-08, 5.76e-12, 1.35e-09, 3.72e-06, 4.42e-05, 3.09e-05, 3.23e-07, 0.00e+00, 2.81e-09, 2.28e-09, 4.50e-09, 3.87e-08, 1.88e-11, 2.17e-07, 4.44e-10]    [3.70e-06, 6.67e-06, 1.92e-06, 4.04e-06, 3.21e-06, 5.34e-06, 2.46e-07, 2.47e-08, 5.76e-12, 1.35e-09, 3.72e-06, 4.42e-05, 3.09e-05, 3.23e-07, 0.00e+00, 2.81e-09, 2.28e-09, 4.50e-09, 3.87e-08, 1.88e-11, 2.17e-07, 4.44e-10]    []  
353900    [3.23e-06, 6.36e-06, 1.86e-06, 3.75e-06, 3.14e-06, 5.54e-06, 2.05e-07, 1.12e-09, 4.50e-11, 3.73e-10, 3.90e-06, 4.40e-05, 2.96e-05, 2.35e-07, 1.34e-09, 1.84e-09, 2.68e-09, 1.72e-09, 6.25e-10, 2.64e-11, 2.07e-08, 2.74e-10]    [3.23e-06, 6.36e-06, 1.86e-06, 3.75e-06, 3.14e-06, 5.54e-06, 2.05e-07, 1.12e-09, 4.50e-11, 3.73e-10, 3.90e-06, 4.40e-05, 2.96e-05, 2.35e-07, 1.34e-09, 1.84e-09, 2.68e-09, 1.72e-09, 6.25e-10, 2.64e-11, 2.07e-08, 2.74e-10]    []  
354000    [3.94e-06, 6.24e-06, 1.82e-06, 3.41e-06, 3.20e-06, 5.60e-06, 1.91e-07, 1.01e-08, 4.76e-11, 4.77e-07, 5.07e-06, 4.72e-05, 3.54e-05, 2.71e-05, 1.41e-07, 2.63e-07, 1.19e-07, 1.54e-07, 3.63e-09, 1.54e-11, 2.05e-08, 2.70e-10]    [3.94e-06, 6.24e-06, 1.82e-06, 3.41e-06, 3.20e-06, 5.60e-06, 1.91e-07, 1.01e-08, 4.76e-11, 4.77e-07, 5.07e-06, 4.72e-05, 3.54e-05, 2.71e-05, 1.41e-07, 2.63e-07, 1.19e-07, 1.54e-07, 3.63e-09, 1.54e-11, 2.05e-08, 2.70e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 44.621597 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
354000    [3.94e-06, 6.24e-06, 1.82e-06, 3.41e-06, 3.20e-06, 5.60e-06, 1.91e-07, 1.01e-08, 4.76e-11, 4.77e-07, 5.07e-06, 4.72e-05, 3.54e-05, 2.71e-05, 1.41e-07, 2.63e-07, 1.19e-07, 1.54e-07, 3.63e-09, 1.54e-11, 2.05e-08, 2.70e-10]    [3.94e-06, 6.24e-06, 1.82e-06, 3.41e-06, 3.20e-06, 5.60e-06, 1.91e-07, 1.01e-08, 4.76e-11, 4.77e-07, 5.07e-06, 4.72e-05, 3.54e-05, 2.71e-05, 1.41e-07, 2.63e-07, 1.19e-07, 1.54e-07, 3.63e-09, 1.54e-11, 2.05e-08, 2.70e-10]    []  
354100    [4.22e-06, 6.63e-06, 2.15e-06, 3.73e-06, 3.07e-06, 5.13e-06, 1.55e-07, 4.13e-07, 7.38e-08, 1.41e-08, 3.81e-06, 4.49e-05, 3.15e-05, 1.58e-06, 6.40e-10, 1.43e-08, 5.43e-09, 1.65e-08, 2.25e-09, 0.00e+00, 5.43e-06, 7.47e-08]    [4.22e-06, 6.63e-06, 2.15e-06, 3.73e-06, 3.07e-06, 5.13e-06, 1.55e-07, 4.13e-07, 7.38e-08, 1.41e-08, 3.81e-06, 4.49e-05, 3.15e-05, 1.58e-06, 6.40e-10, 1.43e-08, 5.43e-09, 1.65e-08, 2.25e-09, 0.00e+00, 5.43e-06, 7.47e-08]    []  
354200    [3.33e-06, 6.35e-06, 1.94e-06, 3.58e-06, 3.09e-06, 5.45e-06, 1.30e-07, 2.56e-10, 6.64e-10, 4.51e-10, 3.84e-06, 4.39e-05, 2.97e-05, 2.31e-07, 5.80e-10, 3.00e-09, 2.67e-09, 1.32e-09, 6.59e-10, 1.30e-11, 1.57e-08, 2.33e-10]    [3.33e-06, 6.35e-06, 1.94e-06, 3.58e-06, 3.09e-06, 5.45e-06, 1.30e-07, 2.56e-10, 6.64e-10, 4.51e-10, 3.84e-06, 4.39e-05, 2.97e-05, 2.31e-07, 5.80e-10, 3.00e-09, 2.67e-09, 1.32e-09, 6.59e-10, 1.30e-11, 1.57e-08, 2.33e-10]    []  
354300    [3.08e-06, 6.20e-06, 1.91e-06, 3.39e-06, 3.06e-06, 5.60e-06, 1.28e-07, 2.55e-10, 9.23e-12, 1.46e-10, 3.97e-06, 4.38e-05, 2.91e-05, 1.76e-07, 1.47e-09, 4.55e-09, 2.94e-09, 1.66e-09, 1.34e-10, 2.49e-12, 1.33e-08, 1.78e-10]    [3.08e-06, 6.20e-06, 1.91e-06, 3.39e-06, 3.06e-06, 5.60e-06, 1.28e-07, 2.55e-10, 9.23e-12, 1.46e-10, 3.97e-06, 4.38e-05, 2.91e-05, 1.76e-07, 1.47e-09, 4.55e-09, 2.94e-09, 1.66e-09, 1.34e-10, 2.49e-12, 1.33e-08, 1.78e-10]    []  
354400    [1.28e-05, 8.03e-06, 2.41e-06, 4.51e-06, 4.76e-06, 5.46e-06, 1.90e-07, 1.24e-07, 1.50e-06, 8.07e-07, 1.03e-05, 1.50e-04, 6.72e-05, 1.37e-04, 3.05e-06, 6.60e-06, 4.47e-07, 4.05e-07, 3.83e-06, 2.90e-07, 1.93e-05, 1.45e-06]    [1.28e-05, 8.03e-06, 2.41e-06, 4.51e-06, 4.76e-06, 5.46e-06, 1.90e-07, 1.24e-07, 1.50e-06, 8.07e-07, 1.03e-05, 1.50e-04, 6.72e-05, 1.37e-04, 3.05e-06, 6.60e-06, 4.47e-07, 4.05e-07, 3.83e-06, 2.90e-07, 1.93e-05, 1.45e-06]    []  
354500    [3.57e-06, 6.48e-06, 2.07e-06, 3.54e-06, 3.04e-06, 5.35e-06, 1.25e-07, 1.80e-10, 3.89e-07, 7.21e-09, 3.71e-06, 4.39e-05, 3.04e-05, 2.64e-07, 2.20e-10, 4.79e-09, 1.87e-09, 9.14e-10, 1.30e-09, 3.18e-08, 2.05e-08, 1.87e-07]    [3.57e-06, 6.48e-06, 2.07e-06, 3.54e-06, 3.04e-06, 5.35e-06, 1.25e-07, 1.80e-10, 3.89e-07, 7.21e-09, 3.71e-06, 4.39e-05, 3.04e-05, 2.64e-07, 2.20e-10, 4.79e-09, 1.87e-09, 9.14e-10, 1.30e-09, 3.18e-08, 2.05e-08, 1.87e-07]    []  
354600    [3.16e-06, 6.24e-06, 1.98e-06, 3.34e-06, 3.06e-06, 5.55e-06, 1.15e-07, 1.52e-12, 3.40e-10, 2.74e-10, 3.85e-06, 4.37e-05, 2.93e-05, 1.93e-07, 6.52e-10, 4.93e-09, 2.91e-09, 1.22e-09, 1.29e-10, 2.62e-13, 1.34e-08, 1.84e-10]    [3.16e-06, 6.24e-06, 1.98e-06, 3.34e-06, 3.06e-06, 5.55e-06, 1.15e-07, 1.52e-12, 3.40e-10, 2.74e-10, 3.85e-06, 4.37e-05, 2.93e-05, 1.93e-07, 6.52e-10, 4.93e-09, 2.91e-09, 1.22e-09, 1.29e-10, 2.62e-13, 1.34e-08, 1.84e-10]    []  
354700    [3.65e-06, 6.82e-06, 2.09e-06, 3.18e-06, 3.10e-06, 5.73e-06, 4.65e-07, 6.78e-05, 3.81e-06, 3.58e-07, 5.85e-06, 4.45e-05, 3.88e-05, 1.34e-06, 0.00e+00, 5.86e-10, 7.95e-08, 7.23e-08, 8.00e-06, 9.09e-07, 4.19e-05, 4.66e-06]    [3.65e-06, 6.82e-06, 2.09e-06, 3.18e-06, 3.10e-06, 5.73e-06, 4.65e-07, 6.78e-05, 3.81e-06, 3.58e-07, 5.85e-06, 4.45e-05, 3.88e-05, 1.34e-06, 0.00e+00, 5.86e-10, 7.95e-08, 7.23e-08, 8.00e-06, 9.09e-07, 4.19e-05, 4.66e-06]    []  
354800    [3.10e-06, 6.23e-06, 1.91e-06, 3.26e-06, 3.00e-06, 5.48e-06, 3.62e-07, 1.87e-07, 7.67e-11, 2.85e-10, 3.72e-06, 4.35e-05, 2.97e-05, 1.86e-07, 3.81e-10, 5.94e-09, 2.68e-09, 1.43e-09, 1.37e-08, 6.55e-16, 7.68e-08, 6.06e-10]    [3.10e-06, 6.23e-06, 1.91e-06, 3.26e-06, 3.00e-06, 5.48e-06, 3.62e-07, 1.87e-07, 7.67e-11, 2.85e-10, 3.72e-06, 4.35e-05, 2.97e-05, 1.86e-07, 3.81e-10, 5.94e-09, 2.68e-09, 1.43e-09, 1.37e-08, 6.55e-16, 7.68e-08, 6.06e-10]    []  
354900    [1.44e-05, 9.11e-06, 2.87e-06, 4.10e-06, 4.25e-06, 5.51e-06, 4.33e-07, 1.31e-04, 1.03e-08, 3.79e-06, 1.57e-05, 9.91e-05, 8.07e-05, 2.38e-04, 3.64e-06, 5.70e-06, 2.01e-06, 1.41e-06, 1.39e-05, 1.89e-09, 6.74e-05, 1.17e-08]    [1.44e-05, 9.11e-06, 2.87e-06, 4.10e-06, 4.25e-06, 5.51e-06, 4.33e-07, 1.31e-04, 1.03e-08, 3.79e-06, 1.57e-05, 9.91e-05, 8.07e-05, 2.38e-04, 3.64e-06, 5.70e-06, 2.01e-06, 1.41e-06, 1.39e-05, 1.89e-09, 6.74e-05, 1.17e-08]    []  
355000    [3.73e-06, 6.53e-06, 2.07e-06, 3.40e-06, 3.06e-06, 5.13e-06, 2.31e-07, 1.09e-07, 7.89e-11, 1.01e-09, 3.70e-06, 4.36e-05, 3.02e-05, 3.13e-07, 6.71e-10, 6.91e-09, 1.82e-09, 2.03e-09, 8.03e-09, 3.86e-11, 3.79e-08, 3.70e-10]    [3.73e-06, 6.53e-06, 2.07e-06, 3.40e-06, 3.06e-06, 5.13e-06, 2.31e-07, 1.09e-07, 7.89e-11, 1.01e-09, 3.70e-06, 4.36e-05, 3.02e-05, 3.13e-07, 6.71e-10, 6.91e-09, 1.82e-09, 2.03e-09, 8.03e-09, 3.86e-11, 3.79e-08, 3.70e-10]    []  
355100    [3.24e-06, 6.23e-06, 1.98e-06, 3.24e-06, 3.08e-06, 5.35e-06, 1.96e-07, 1.24e-10, 8.15e-11, 3.78e-10, 3.81e-06, 4.34e-05, 2.91e-05, 2.31e-07, 9.65e-10, 7.27e-09, 3.16e-09, 1.17e-09, 7.34e-10, 0.00e+00, 1.64e-08, 5.14e-10]    [3.24e-06, 6.23e-06, 1.98e-06, 3.24e-06, 3.08e-06, 5.35e-06, 1.96e-07, 1.24e-10, 8.15e-11, 3.78e-10, 3.81e-06, 4.34e-05, 2.91e-05, 2.31e-07, 9.65e-10, 7.27e-09, 3.16e-09, 1.17e-09, 7.34e-10, 0.00e+00, 1.64e-08, 5.14e-10]    []  
355200    [5.51e-05, 1.21e-05, 1.74e-06, 7.24e-06, 1.02e-05, 6.89e-06, 3.32e-07, 1.41e-05, 1.36e-07, 9.92e-05, 2.20e-04, 8.17e-04, 1.17e-03, 5.21e-03, 8.64e-05, 7.94e-05, 3.21e-05, 2.54e-05, 4.14e-06, 4.91e-08, 2.21e-05, 2.80e-07]    [5.51e-05, 1.21e-05, 1.74e-06, 7.24e-06, 1.02e-05, 6.89e-06, 3.32e-07, 1.41e-05, 1.36e-07, 9.92e-05, 2.20e-04, 8.17e-04, 1.17e-03, 5.21e-03, 8.64e-05, 7.94e-05, 3.21e-05, 2.54e-05, 4.14e-06, 4.91e-08, 2.21e-05, 2.80e-07]    []  
355300    [3.22e-06, 6.27e-06, 2.00e-06, 3.15e-06, 3.00e-06, 5.43e-06, 1.60e-07, 1.31e-10, 8.21e-14, 1.82e-08, 3.57e-06, 4.34e-05, 2.98e-05, 5.67e-07, 4.86e-11, 3.58e-09, 1.83e-09, 6.57e-11, 8.68e-11, 3.57e-12, 2.04e-08, 4.09e-10]    [3.22e-06, 6.27e-06, 2.00e-06, 3.15e-06, 3.00e-06, 5.43e-06, 1.60e-07, 1.31e-10, 8.21e-14, 1.82e-08, 3.57e-06, 4.34e-05, 2.98e-05, 5.67e-07, 4.86e-11, 3.58e-09, 1.83e-09, 6.57e-11, 8.68e-11, 3.57e-12, 2.04e-08, 4.09e-10]    []  
355400    [7.92e-06, 7.30e-06, 2.75e-06, 4.10e-06, 3.82e-06, 5.38e-06, 2.10e-07, 3.74e-06, 4.77e-07, 1.80e-06, 5.69e-05, 1.76e-04, 3.35e-04, 6.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.65e-06, 6.38e-07]    [7.92e-06, 7.30e-06, 2.75e-06, 4.10e-06, 3.82e-06, 5.38e-06, 2.10e-07, 3.74e-06, 4.77e-07, 1.80e-06, 5.69e-05, 1.76e-04, 3.35e-04, 6.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.65e-06, 6.38e-07]    []  
355500    [3.53e-06, 6.47e-06, 2.08e-06, 3.27e-06, 3.06e-06, 5.23e-06, 1.16e-07, 1.31e-09, 8.85e-10, 1.80e-09, 3.65e-06, 4.32e-05, 3.00e-05, 3.07e-07, 5.43e-10, 6.56e-09, 1.99e-09, 1.17e-09, 3.73e-10, 1.19e-11, 3.15e-08, 1.90e-09]    [3.53e-06, 6.47e-06, 2.08e-06, 3.27e-06, 3.06e-06, 5.23e-06, 1.16e-07, 1.31e-09, 8.85e-10, 1.80e-09, 3.65e-06, 4.32e-05, 3.00e-05, 3.07e-07, 5.43e-10, 6.56e-09, 1.99e-09, 1.17e-09, 3.73e-10, 1.19e-11, 3.15e-08, 1.90e-09]    []  
355600    [3.04e-06, 6.20e-06, 1.98e-06, 3.10e-06, 3.08e-06, 5.41e-06, 2.68e-07, 4.01e-09, 3.32e-07, 1.15e-09, 3.78e-06, 4.30e-05, 2.89e-05, 2.20e-07, 1.08e-09, 8.89e-09, 4.14e-09, 1.33e-09, 6.53e-10, 9.81e-09, 1.33e-08, 6.19e-08]    [3.04e-06, 6.20e-06, 1.98e-06, 3.10e-06, 3.08e-06, 5.41e-06, 2.68e-07, 4.01e-09, 3.32e-07, 1.15e-09, 3.78e-06, 4.30e-05, 2.89e-05, 2.20e-07, 1.08e-09, 8.89e-09, 4.14e-09, 1.33e-09, 6.53e-10, 9.81e-09, 1.33e-08, 6.19e-08]    []  
355700    [3.94e-06, 8.32e-06, 2.62e-06, 3.37e-06, 3.07e-06, 4.84e-06, 2.52e-07, 6.96e-06, 1.06e-08, 6.77e-06, 2.74e-05, 5.74e-05, 4.59e-05, 5.56e-05, 0.00e+00, 4.66e-09, 0.00e+00, 7.59e-09, 9.53e-06, 2.12e-09, 4.62e-05, 8.51e-09]    [3.94e-06, 8.32e-06, 2.62e-06, 3.37e-06, 3.07e-06, 4.84e-06, 2.52e-07, 6.96e-06, 1.06e-08, 6.77e-06, 2.74e-05, 5.74e-05, 4.59e-05, 5.56e-05, 0.00e+00, 4.66e-09, 0.00e+00, 7.59e-09, 9.53e-06, 2.12e-09, 4.62e-05, 8.51e-09]    []  
355800    [3.51e-06, 6.47e-06, 2.07e-06, 3.25e-06, 3.11e-06, 5.14e-06, 1.71e-07, 3.40e-08, 5.01e-09, 1.54e-09, 3.64e-06, 4.31e-05, 2.96e-05, 2.98e-07, 8.71e-10, 1.05e-08, 2.66e-09, 9.52e-10, 4.84e-09, 4.39e-10, 2.71e-08, 2.09e-09]    [3.51e-06, 6.47e-06, 2.07e-06, 3.25e-06, 3.11e-06, 5.14e-06, 1.71e-07, 3.40e-08, 5.01e-09, 1.54e-09, 3.64e-06, 4.31e-05, 2.96e-05, 2.98e-07, 8.71e-10, 1.05e-08, 2.66e-09, 9.52e-10, 4.84e-09, 4.39e-10, 2.71e-08, 2.09e-09]    []  
355900    [3.15e-06, 6.23e-06, 2.00e-06, 3.08e-06, 3.12e-06, 5.34e-06, 1.53e-07, 1.86e-11, 1.90e-10, 2.20e-10, 3.70e-06, 4.29e-05, 2.89e-05, 2.23e-07, 8.71e-10, 1.00e-08, 3.72e-09, 1.25e-09, 4.95e-10, 6.56e-11, 1.41e-08, 5.86e-10]    [3.15e-06, 6.23e-06, 2.00e-06, 3.08e-06, 3.12e-06, 5.34e-06, 1.53e-07, 1.86e-11, 1.90e-10, 2.20e-10, 3.70e-06, 4.29e-05, 2.89e-05, 2.23e-07, 8.71e-10, 1.00e-08, 3.72e-09, 1.25e-09, 4.95e-10, 6.56e-11, 1.41e-08, 5.86e-10]    []  
356000    [4.47e-05, 1.03e-05, 3.73e-06, 7.99e-06, 1.02e-05, 7.75e-06, 4.52e-07, 1.16e-05, 6.48e-06, 1.46e-04, 3.14e-04, 1.31e-03, 2.47e-03, 9.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.18e-07, 1.61e-05, 4.12e-06]    [4.47e-05, 1.03e-05, 3.73e-06, 7.99e-06, 1.02e-05, 7.75e-06, 4.52e-07, 1.16e-05, 6.48e-06, 1.46e-04, 3.14e-04, 1.31e-03, 2.47e-03, 9.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.18e-07, 1.61e-05, 4.12e-06]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 42.411703 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
356000    [4.47e-05, 1.03e-05, 3.73e-06, 7.99e-06, 1.02e-05, 7.75e-06, 4.52e-07, 1.16e-05, 6.48e-06, 1.46e-04, 3.14e-04, 1.31e-03, 2.47e-03, 9.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.18e-07, 1.61e-05, 4.12e-06]    [4.47e-05, 1.03e-05, 3.73e-06, 7.99e-06, 1.02e-05, 7.75e-06, 4.52e-07, 1.16e-05, 6.48e-06, 1.46e-04, 3.14e-04, 1.31e-03, 2.47e-03, 9.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.18e-07, 1.61e-05, 4.12e-06]    []  
356100    [3.76e-06, 6.71e-06, 2.22e-06, 3.18e-06, 3.11e-06, 5.10e-06, 1.12e-07, 2.08e-06, 3.45e-10, 5.46e-09, 3.68e-06, 4.27e-05, 3.06e-05, 2.97e-07, 1.78e-10, 1.40e-08, 2.11e-09, 3.98e-09, 1.72e-07, 1.38e-10, 1.10e-06, 2.48e-09]    [3.76e-06, 6.71e-06, 2.22e-06, 3.18e-06, 3.11e-06, 5.10e-06, 1.12e-07, 2.08e-06, 3.45e-10, 5.46e-09, 3.68e-06, 4.27e-05, 3.06e-05, 2.97e-07, 1.78e-10, 1.40e-08, 2.11e-09, 3.98e-09, 1.72e-07, 1.38e-10, 1.10e-06, 2.48e-09]    []  
356200    [3.43e-06, 6.33e-06, 2.03e-06, 3.17e-06, 3.20e-06, 5.27e-06, 6.05e-07, 2.71e-08, 3.32e-04, 2.70e-09, 4.00e-06, 4.60e-05, 3.07e-05, 2.87e-07, 1.28e-08, 3.23e-08, 1.16e-08, 0.00e+00, 3.94e-11, 1.47e-04, 2.83e-08, 5.62e-04]    [3.43e-06, 6.33e-06, 2.03e-06, 3.17e-06, 3.20e-06, 5.27e-06, 6.05e-07, 2.71e-08, 3.32e-04, 2.70e-09, 4.00e-06, 4.60e-05, 3.07e-05, 2.87e-07, 1.28e-08, 3.23e-08, 1.16e-08, 0.00e+00, 3.94e-11, 1.47e-04, 2.83e-08, 5.62e-04]    []  
356300    [2.88e-06, 6.09e-06, 1.92e-06, 2.93e-06, 3.11e-06, 5.43e-06, 4.97e-07, 3.15e-09, 1.10e-08, 2.31e-12, 3.67e-06, 4.25e-05, 2.86e-05, 1.71e-07, 1.15e-09, 9.97e-09, 4.47e-09, 1.38e-09, 0.00e+00, 0.00e+00, 1.01e-08, 6.50e-09]    [2.88e-06, 6.09e-06, 1.92e-06, 2.93e-06, 3.11e-06, 5.43e-06, 4.97e-07, 3.15e-09, 1.10e-08, 2.31e-12, 3.67e-06, 4.25e-05, 2.86e-05, 1.71e-07, 1.15e-09, 9.97e-09, 4.47e-09, 1.38e-09, 0.00e+00, 0.00e+00, 1.01e-08, 6.50e-09]    []  
356400    [4.18e-06, 7.55e-06, 2.42e-06, 2.99e-06, 3.28e-06, 4.61e-06, 4.26e-07, 1.51e-05, 1.33e-08, 4.10e-08, 3.79e-06, 4.46e-05, 3.62e-05, 7.50e-07, 3.58e-10, 1.43e-07, 1.39e-11, 1.87e-08, 8.61e-08, 1.94e-10, 7.40e-08, 1.18e-09]    [4.18e-06, 7.55e-06, 2.42e-06, 2.99e-06, 3.28e-06, 4.61e-06, 4.26e-07, 1.51e-05, 1.33e-08, 4.10e-08, 3.79e-06, 4.46e-05, 3.62e-05, 7.50e-07, 3.58e-10, 1.43e-07, 1.39e-11, 1.87e-08, 8.61e-08, 1.94e-10, 7.40e-08, 1.18e-09]    []  
356500    [3.32e-06, 6.39e-06, 2.05e-06, 3.10e-06, 3.15e-06, 5.15e-06, 3.03e-07, 6.31e-08, 2.91e-11, 2.70e-10, 3.49e-06, 4.25e-05, 2.94e-05, 2.44e-07, 4.28e-10, 1.03e-08, 2.23e-09, 4.31e-10, 0.00e+00, 1.08e-11, 9.97e-09, 2.53e-10]    [3.32e-06, 6.39e-06, 2.05e-06, 3.10e-06, 3.15e-06, 5.15e-06, 3.03e-07, 6.31e-08, 2.91e-11, 2.70e-10, 3.49e-06, 4.25e-05, 2.94e-05, 2.44e-07, 4.28e-10, 1.03e-08, 2.23e-09, 4.31e-10, 0.00e+00, 1.08e-11, 9.97e-09, 2.53e-10]    []  
356600    [3.03e-06, 6.21e-06, 1.99e-06, 2.95e-06, 3.16e-06, 5.33e-06, 2.57e-07, 5.11e-10, 2.11e-12, 1.13e-10, 3.58e-06, 4.23e-05, 2.88e-05, 1.89e-07, 4.26e-10, 1.08e-08, 2.95e-09, 7.29e-10, 7.24e-13, 2.77e-11, 8.49e-09, 3.11e-10]    [3.03e-06, 6.21e-06, 1.99e-06, 2.95e-06, 3.16e-06, 5.33e-06, 2.57e-07, 5.11e-10, 2.11e-12, 1.13e-10, 3.58e-06, 4.23e-05, 2.88e-05, 1.89e-07, 4.26e-10, 1.08e-08, 2.95e-09, 7.29e-10, 7.24e-13, 2.77e-11, 8.49e-09, 3.11e-10]    []  
356700    [4.07e-06, 7.91e-06, 2.53e-06, 3.47e-06, 3.07e-06, 4.93e-06, 2.25e-07, 3.96e-06, 1.49e-08, 1.15e-06, 4.72e-06, 5.05e-05, 4.29e-05, 4.11e-05, 0.00e+00, 4.16e-09, 0.00e+00, 5.44e-09, 2.60e-06, 0.00e+00, 1.40e-05, 7.23e-09]    [4.07e-06, 7.91e-06, 2.53e-06, 3.47e-06, 3.07e-06, 4.93e-06, 2.25e-07, 3.96e-06, 1.49e-08, 1.15e-06, 4.72e-06, 5.05e-05, 4.29e-05, 4.11e-05, 0.00e+00, 4.16e-09, 0.00e+00, 5.44e-09, 2.60e-06, 0.00e+00, 1.40e-05, 7.23e-09]    []  
356800    [3.35e-06, 6.44e-06, 2.05e-06, 3.08e-06, 3.17e-06, 5.13e-06, 1.66e-07, 5.41e-09, 3.18e-11, 8.46e-10, 3.47e-06, 4.23e-05, 2.93e-05, 2.72e-07, 5.37e-10, 1.17e-08, 2.75e-09, 3.96e-10, 2.27e-10, 1.44e-11, 4.28e-09, 1.67e-10]    [3.35e-06, 6.44e-06, 2.05e-06, 3.08e-06, 3.17e-06, 5.13e-06, 1.66e-07, 5.41e-09, 3.18e-11, 8.46e-10, 3.47e-06, 4.23e-05, 2.93e-05, 2.72e-07, 5.37e-10, 1.17e-08, 2.75e-09, 3.96e-10, 2.27e-10, 1.44e-11, 4.28e-09, 1.67e-10]    []  
356900    [3.06e-06, 6.26e-06, 1.98e-06, 2.93e-06, 3.18e-06, 5.31e-06, 1.51e-07, 1.77e-09, 7.00e-12, 1.66e-11, 3.55e-06, 4.21e-05, 2.86e-05, 2.11e-07, 5.77e-10, 1.31e-08, 3.38e-09, 1.02e-09, 3.62e-10, 9.55e-12, 6.11e-09, 1.76e-10]    [3.06e-06, 6.26e-06, 1.98e-06, 2.93e-06, 3.18e-06, 5.31e-06, 1.51e-07, 1.77e-09, 7.00e-12, 1.66e-11, 3.55e-06, 4.21e-05, 2.86e-05, 2.11e-07, 5.77e-10, 1.31e-08, 3.38e-09, 1.02e-09, 3.62e-10, 9.55e-12, 6.11e-09, 1.76e-10]    []  
357000    [4.92e-06, 6.95e-06, 2.38e-06, 3.01e-06, 3.02e-06, 5.03e-06, 1.45e-07, 5.08e-06, 6.90e-10, 9.64e-09, 5.68e-06, 4.37e-05, 5.37e-05, 2.33e-05, 8.85e-09, 1.87e-08, 1.61e-07, 2.33e-07, 5.61e-07, 9.13e-10, 3.39e-06, 6.03e-09]    [4.92e-06, 6.95e-06, 2.38e-06, 3.01e-06, 3.02e-06, 5.03e-06, 1.45e-07, 5.08e-06, 6.90e-10, 9.64e-09, 5.68e-06, 4.37e-05, 5.37e-05, 2.33e-05, 8.85e-09, 1.87e-08, 1.61e-07, 2.33e-07, 5.61e-07, 9.13e-10, 3.39e-06, 6.03e-09]    []  
357100    [3.33e-06, 6.28e-06, 2.07e-06, 2.91e-06, 3.11e-06, 5.20e-06, 1.99e-07, 2.17e-08, 1.99e-04, 2.51e-08, 3.95e-06, 4.24e-05, 2.89e-05, 8.67e-07, 9.35e-10, 2.17e-08, 6.17e-09, 2.81e-09, 1.18e-10, 0.00e+00, 8.09e-08, 2.13e-04]    [3.33e-06, 6.28e-06, 2.07e-06, 2.91e-06, 3.11e-06, 5.20e-06, 1.99e-07, 2.17e-08, 1.99e-04, 2.51e-08, 3.95e-06, 4.24e-05, 2.89e-05, 8.67e-07, 9.35e-10, 2.17e-08, 6.17e-09, 2.81e-09, 1.18e-10, 0.00e+00, 8.09e-08, 2.13e-04]    []  
357200    [1.01e-05, 7.35e-06, 2.49e-06, 5.21e-06, 3.83e-06, 5.90e-06, 2.44e-07, 4.87e-05, 3.75e-08, 1.16e-05, 3.77e-05, 2.11e-04, 2.73e-04, 9.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.89e-05, 1.21e-07]    [1.01e-05, 7.35e-06, 2.49e-06, 5.21e-06, 3.83e-06, 5.90e-06, 2.44e-07, 4.87e-05, 3.75e-08, 1.16e-05, 3.77e-05, 2.11e-04, 2.73e-04, 9.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.89e-05, 1.21e-07]    []  
357300    [3.82e-06, 6.85e-06, 2.14e-06, 3.12e-06, 3.19e-06, 4.97e-06, 1.90e-07, 3.52e-10, 1.07e-11, 1.44e-09, 3.39e-06, 4.19e-05, 3.02e-05, 3.43e-07, 4.49e-10, 1.11e-08, 1.70e-09, 2.52e-09, 4.67e-10, 2.10e-11, 2.30e-08, 2.73e-10]    [3.82e-06, 6.85e-06, 2.14e-06, 3.12e-06, 3.19e-06, 4.97e-06, 1.90e-07, 3.52e-10, 1.07e-11, 1.44e-09, 3.39e-06, 4.19e-05, 3.02e-05, 3.43e-07, 4.49e-10, 1.11e-08, 1.70e-09, 2.52e-09, 4.67e-10, 2.10e-11, 2.30e-08, 2.73e-10]    []  
357400    [3.16e-06, 6.44e-06, 2.00e-06, 3.00e-06, 3.20e-06, 5.22e-06, 1.53e-07, 3.01e-09, 1.28e-10, 4.29e-10, 3.40e-06, 4.17e-05, 2.88e-05, 2.46e-07, 7.75e-10, 1.23e-08, 3.82e-09, 3.92e-10, 0.00e+00, 2.54e-11, 8.25e-09, 2.07e-10]    [3.16e-06, 6.44e-06, 2.00e-06, 3.00e-06, 3.20e-06, 5.22e-06, 1.53e-07, 3.01e-09, 1.28e-10, 4.29e-10, 3.40e-06, 4.17e-05, 2.88e-05, 2.46e-07, 7.75e-10, 1.23e-08, 3.82e-09, 3.92e-10, 0.00e+00, 2.54e-11, 8.25e-09, 2.07e-10]    []  
357500    [2.13e-05, 9.65e-06, 2.13e-06, 4.15e-06, 5.00e-06, 6.67e-06, 2.35e-07, 4.19e-05, 2.08e-06, 1.38e-06, 3.76e-05, 3.72e-04, 1.84e-04, 3.95e-04, 4.43e-06, 1.02e-06, 3.63e-07, 5.13e-07, 4.61e-05, 4.54e-07, 2.02e-04, 2.15e-06]    [2.13e-05, 9.65e-06, 2.13e-06, 4.15e-06, 5.00e-06, 6.67e-06, 2.35e-07, 4.19e-05, 2.08e-06, 1.38e-06, 3.76e-05, 3.72e-04, 1.84e-04, 3.95e-04, 4.43e-06, 1.02e-06, 3.63e-07, 5.13e-07, 4.61e-05, 4.54e-07, 2.02e-04, 2.15e-06]    []  
357600    [3.87e-06, 6.83e-06, 2.18e-06, 3.14e-06, 3.21e-06, 4.85e-06, 1.04e-07, 1.44e-08, 1.39e-11, 1.12e-09, 3.37e-06, 4.17e-05, 2.98e-05, 4.21e-07, 4.78e-10, 2.28e-08, 1.95e-09, 1.20e-09, 8.09e-10, 4.20e-11, 1.24e-08, 2.37e-10]    [3.87e-06, 6.83e-06, 2.18e-06, 3.14e-06, 3.21e-06, 4.85e-06, 1.04e-07, 1.44e-08, 1.39e-11, 1.12e-09, 3.37e-06, 4.17e-05, 2.98e-05, 4.21e-07, 4.78e-10, 2.28e-08, 1.95e-09, 1.20e-09, 8.09e-10, 4.20e-11, 1.24e-08, 2.37e-10]    []  
357700    [3.21e-06, 6.45e-06, 2.00e-06, 2.99e-06, 3.22e-06, 5.10e-06, 2.33e-07, 1.13e-08, 1.91e-06, 1.77e-09, 3.45e-06, 4.17e-05, 2.84e-05, 2.63e-07, 9.83e-10, 1.41e-08, 4.66e-09, 7.79e-10, 1.46e-12, 0.00e+00, 6.12e-09, 5.66e-06]    [3.21e-06, 6.45e-06, 2.00e-06, 2.99e-06, 3.22e-06, 5.10e-06, 2.33e-07, 1.13e-08, 1.91e-06, 1.77e-09, 3.45e-06, 4.17e-05, 2.84e-05, 2.63e-07, 9.83e-10, 1.41e-08, 4.66e-09, 7.79e-10, 1.46e-12, 0.00e+00, 6.12e-09, 5.66e-06]    []  
357800    [3.02e-06, 6.35e-06, 1.93e-06, 2.86e-06, 3.23e-06, 5.26e-06, 2.06e-07, 8.36e-11, 8.63e-11, 7.31e-10, 3.44e-06, 4.12e-05, 2.82e-05, 2.43e-07, 4.73e-10, 1.70e-08, 4.43e-09, 1.65e-09, 8.13e-10, 0.00e+00, 7.47e-09, 6.17e-10]    [3.02e-06, 6.35e-06, 1.93e-06, 2.86e-06, 3.23e-06, 5.26e-06, 2.06e-07, 8.36e-11, 8.63e-11, 7.31e-10, 3.44e-06, 4.12e-05, 2.82e-05, 2.43e-07, 4.73e-10, 1.70e-08, 4.43e-09, 1.65e-09, 8.13e-10, 0.00e+00, 7.47e-09, 6.17e-10]    []  
357900    [3.94e-06, 7.27e-06, 2.30e-06, 3.04e-06, 3.15e-06, 4.86e-06, 1.75e-07, 2.69e-07, 2.69e-08, 1.09e-07, 3.82e-06, 4.12e-05, 3.20e-05, 4.89e-07, 1.81e-09, 9.03e-09, 3.63e-10, 1.26e-08, 4.75e-11, 0.00e+00, 5.00e-08, 2.45e-08]    [3.94e-06, 7.27e-06, 2.30e-06, 3.04e-06, 3.15e-06, 4.86e-06, 1.75e-07, 2.69e-07, 2.69e-08, 1.09e-07, 3.82e-06, 4.12e-05, 3.20e-05, 4.89e-07, 1.81e-09, 9.03e-09, 3.63e-10, 1.26e-08, 4.75e-11, 0.00e+00, 5.00e-08, 2.45e-08]    []  
358000    [3.23e-06, 6.56e-06, 1.99e-06, 2.96e-06, 3.22e-06, 5.16e-06, 1.33e-07, 4.54e-09, 1.19e-09, 5.10e-10, 3.28e-06, 4.09e-05, 2.87e-05, 2.51e-07, 4.85e-10, 1.44e-08, 2.82e-09, 3.68e-10, 4.85e-10, 1.31e-10, 5.26e-09, 7.84e-10]    [3.23e-06, 6.56e-06, 1.99e-06, 2.96e-06, 3.22e-06, 5.16e-06, 1.33e-07, 4.54e-09, 1.19e-09, 5.10e-10, 3.28e-06, 4.09e-05, 2.87e-05, 2.51e-07, 4.85e-10, 1.44e-08, 2.82e-09, 3.68e-10, 4.85e-10, 1.31e-10, 5.26e-09, 7.84e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 44.645794 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
358000    [3.23e-06, 6.56e-06, 1.99e-06, 2.96e-06, 3.22e-06, 5.16e-06, 1.33e-07, 4.54e-09, 1.19e-09, 5.10e-10, 3.28e-06, 4.09e-05, 2.87e-05, 2.51e-07, 4.85e-10, 1.44e-08, 2.82e-09, 3.68e-10, 4.85e-10, 1.31e-10, 5.26e-09, 7.84e-10]    [3.23e-06, 6.56e-06, 1.99e-06, 2.96e-06, 3.22e-06, 5.16e-06, 1.33e-07, 4.54e-09, 1.19e-09, 5.10e-10, 3.28e-06, 4.09e-05, 2.87e-05, 2.51e-07, 4.85e-10, 1.44e-08, 2.82e-09, 3.68e-10, 4.85e-10, 1.31e-10, 5.26e-09, 7.84e-10]    []  
358100    [4.19e-06, 6.49e-06, 1.88e-06, 2.73e-06, 3.37e-06, 5.24e-06, 1.25e-07, 1.22e-06, 2.78e-08, 6.88e-07, 5.37e-06, 4.61e-05, 4.19e-05, 4.56e-05, 1.89e-07, 5.40e-07, 2.57e-07, 2.41e-07, 2.22e-07, 4.39e-09, 1.45e-06, 2.86e-08]    [4.19e-06, 6.49e-06, 1.88e-06, 2.73e-06, 3.37e-06, 5.24e-06, 1.25e-07, 1.22e-06, 2.78e-08, 6.88e-07, 5.37e-06, 4.61e-05, 4.19e-05, 4.56e-05, 1.89e-07, 5.40e-07, 2.57e-07, 2.41e-07, 2.22e-07, 4.39e-09, 1.45e-06, 2.86e-08]    []  
358200    [3.81e-06, 7.19e-06, 2.15e-06, 3.10e-06, 3.25e-06, 4.88e-06, 1.30e-07, 2.60e-08, 4.25e-08, 6.02e-08, 3.42e-06, 4.08e-05, 3.02e-05, 1.07e-06, 1.98e-10, 8.47e-09, 1.94e-10, 3.72e-09, 9.33e-10, 0.00e+00, 1.85e-08, 3.58e-08]    [3.81e-06, 7.19e-06, 2.15e-06, 3.10e-06, 3.25e-06, 4.88e-06, 1.30e-07, 2.60e-08, 4.25e-08, 6.02e-08, 3.42e-06, 4.08e-05, 3.02e-05, 1.07e-06, 1.98e-10, 8.47e-09, 1.94e-10, 3.72e-09, 9.33e-10, 0.00e+00, 1.85e-08, 3.58e-08]    []  
358300    [3.21e-06, 6.61e-06, 1.98e-06, 2.96e-06, 3.25e-06, 5.15e-06, 1.05e-07, 6.52e-10, 5.91e-10, 2.30e-10, 3.24e-06, 4.05e-05, 2.85e-05, 2.37e-07, 6.28e-10, 1.51e-08, 3.33e-09, 4.37e-10, 1.35e-10, 0.00e+00, 4.03e-09, 1.96e-09]    [3.21e-06, 6.61e-06, 1.98e-06, 2.96e-06, 3.25e-06, 5.15e-06, 1.05e-07, 6.52e-10, 5.91e-10, 2.30e-10, 3.24e-06, 4.05e-05, 2.85e-05, 2.37e-07, 6.28e-10, 1.51e-08, 3.33e-09, 4.37e-10, 1.35e-10, 0.00e+00, 4.03e-09, 1.96e-09]    []  
358400    [7.70e-06, 7.24e-06, 2.59e-06, 3.62e-06, 3.21e-06, 4.96e-06, 2.38e-07, 5.19e-05, 8.78e-06, 4.71e-06, 4.16e-05, 7.09e-05, 1.09e-04, 7.96e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.37e-05, 9.00e-07]    [7.70e-06, 7.24e-06, 2.59e-06, 3.62e-06, 3.21e-06, 4.96e-06, 2.38e-07, 5.19e-05, 8.78e-06, 4.71e-06, 4.16e-05, 7.09e-05, 1.09e-04, 7.96e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.37e-05, 9.00e-07]    []  
358500    [3.49e-06, 6.82e-06, 2.00e-06, 3.04e-06, 3.22e-06, 4.98e-06, 1.80e-07, 3.28e-09, 3.71e-09, 2.86e-09, 3.17e-06, 4.02e-05, 2.91e-05, 3.57e-07, 2.52e-10, 1.12e-08, 2.16e-09, 8.75e-11, 0.00e+00, 2.02e-11, 1.65e-08, 2.71e-09]    [3.49e-06, 6.82e-06, 2.00e-06, 3.04e-06, 3.22e-06, 4.98e-06, 1.80e-07, 3.28e-09, 3.71e-09, 2.86e-09, 3.17e-06, 4.02e-05, 2.91e-05, 3.57e-07, 2.52e-10, 1.12e-08, 2.16e-09, 8.75e-11, 0.00e+00, 2.02e-11, 1.65e-08, 2.71e-09]    []  
358600    [3.12e-06, 6.56e-06, 1.91e-06, 2.89e-06, 3.25e-06, 5.19e-06, 1.50e-07, 3.90e-09, 7.52e-10, 3.26e-10, 3.21e-06, 3.99e-05, 2.82e-05, 2.56e-07, 4.97e-10, 1.69e-08, 3.62e-09, 1.21e-09, 6.46e-11, 0.00e+00, 4.98e-09, 4.76e-10]    [3.12e-06, 6.56e-06, 1.91e-06, 2.89e-06, 3.25e-06, 5.19e-06, 1.50e-07, 3.90e-09, 7.52e-10, 3.26e-10, 3.21e-06, 3.99e-05, 2.82e-05, 2.56e-07, 4.97e-10, 1.69e-08, 3.62e-09, 1.21e-09, 6.46e-11, 0.00e+00, 4.98e-09, 4.76e-10]    []  
358700    [4.11e-06, 7.81e-06, 2.24e-06, 3.15e-06, 3.33e-06, 4.76e-06, 1.29e-07, 1.36e-07, 1.63e-08, 2.10e-08, 5.18e-06, 4.17e-05, 3.39e-05, 5.02e-06, 6.08e-10, 8.42e-09, 0.00e+00, 1.26e-08, 7.41e-10, 0.00e+00, 2.36e-06, 3.42e-08]    [4.11e-06, 7.81e-06, 2.24e-06, 3.15e-06, 3.33e-06, 4.76e-06, 1.29e-07, 1.36e-07, 1.63e-08, 2.10e-08, 5.18e-06, 4.17e-05, 3.39e-05, 5.02e-06, 6.08e-10, 8.42e-09, 0.00e+00, 1.26e-08, 7.41e-10, 0.00e+00, 2.36e-06, 3.42e-08]    []  
358800    [3.36e-06, 6.78e-06, 1.97e-06, 3.01e-06, 3.27e-06, 5.03e-06, 9.66e-08, 1.82e-09, 7.26e-11, 5.79e-10, 3.16e-06, 3.98e-05, 2.84e-05, 2.83e-07, 6.08e-10, 1.60e-08, 3.36e-09, 3.48e-10, 1.14e-09, 1.69e-11, 8.52e-09, 1.41e-10]    [3.36e-06, 6.78e-06, 1.97e-06, 3.01e-06, 3.27e-06, 5.03e-06, 9.66e-08, 1.82e-09, 7.26e-11, 5.79e-10, 3.16e-06, 3.98e-05, 2.84e-05, 2.83e-07, 6.08e-10, 1.60e-08, 3.36e-09, 3.48e-10, 1.14e-09, 1.69e-11, 8.52e-09, 1.41e-10]    []  
358900    [3.03e-06, 6.28e-06, 2.03e-06, 2.96e-06, 3.03e-06, 5.23e-06, 7.35e-08, 1.51e-05, 3.55e-04, 4.67e-07, 9.90e-06, 5.12e-05, 4.50e-05, 3.97e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.97e-05, 5.46e-04]    [3.03e-06, 6.28e-06, 2.03e-06, 2.96e-06, 3.03e-06, 5.23e-06, 7.35e-08, 1.51e-05, 3.55e-04, 4.67e-07, 9.90e-06, 5.12e-05, 4.50e-05, 3.97e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.97e-05, 5.46e-04]    []  
359000    [3.94e-06, 7.31e-06, 2.18e-06, 3.13e-06, 3.30e-06, 4.83e-06, 2.23e-07, 1.27e-09, 4.16e-08, 2.19e-08, 3.29e-06, 3.94e-05, 3.05e-05, 4.20e-07, 4.74e-10, 3.25e-09, 1.14e-09, 3.37e-09, 1.27e-09, 1.24e-09, 1.11e-08, 7.66e-09]    [3.94e-06, 7.31e-06, 2.18e-06, 3.13e-06, 3.30e-06, 4.83e-06, 2.23e-07, 1.27e-09, 4.16e-08, 2.19e-08, 3.29e-06, 3.94e-05, 3.05e-05, 4.20e-07, 4.74e-10, 3.25e-09, 1.14e-09, 3.37e-09, 1.27e-09, 1.24e-09, 1.11e-08, 7.66e-09]    []  
359100    [3.26e-06, 6.78e-06, 1.95e-06, 3.00e-06, 3.30e-06, 5.08e-06, 1.68e-07, 4.64e-09, 9.66e-11, 4.14e-10, 3.12e-06, 3.93e-05, 2.83e-05, 2.53e-07, 5.49e-10, 1.49e-08, 3.20e-09, 3.03e-10, 4.20e-10, 7.56e-12, 5.07e-09, 1.45e-10]    [3.26e-06, 6.78e-06, 1.95e-06, 3.00e-06, 3.30e-06, 5.08e-06, 1.68e-07, 4.64e-09, 9.66e-11, 4.14e-10, 3.12e-06, 3.93e-05, 2.83e-05, 2.53e-07, 5.49e-10, 1.49e-08, 3.20e-09, 3.03e-10, 4.20e-10, 7.56e-12, 5.07e-09, 1.45e-10]    []  
359200    [1.47e-05, 9.31e-06, 2.13e-06, 4.93e-06, 6.44e-06, 6.07e-06, 2.93e-07, 3.64e-04, 2.31e-07, 6.77e-05, 1.52e-04, 4.95e-04, 6.44e-04, 3.26e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.61e-05, 7.24e-08, 1.28e-04, 4.08e-07]    [1.47e-05, 9.31e-06, 2.13e-06, 4.93e-06, 6.44e-06, 6.07e-06, 2.93e-07, 3.64e-04, 2.31e-07, 6.77e-05, 1.52e-04, 4.95e-04, 6.44e-04, 3.26e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.61e-05, 7.24e-08, 1.28e-04, 4.08e-07]    []  
359300    [3.91e-06, 7.14e-06, 2.07e-06, 3.05e-06, 3.29e-06, 4.81e-06, 1.14e-07, 1.17e-09, 8.09e-11, 1.37e-09, 3.18e-06, 3.86e-05, 2.92e-05, 3.51e-07, 2.45e-10, 2.16e-08, 2.03e-09, 2.50e-09, 4.59e-10, 4.22e-11, 1.69e-08, 2.62e-10]    [3.91e-06, 7.14e-06, 2.07e-06, 3.05e-06, 3.29e-06, 4.81e-06, 1.14e-07, 1.17e-09, 8.09e-11, 1.37e-09, 3.18e-06, 3.86e-05, 2.92e-05, 3.51e-07, 2.45e-10, 2.16e-08, 2.03e-09, 2.50e-09, 4.59e-10, 4.22e-11, 1.69e-08, 2.62e-10]    []  
359400    [3.29e-06, 6.81e-06, 1.93e-06, 2.93e-06, 3.31e-06, 5.05e-06, 9.61e-08, 4.43e-10, 9.56e-12, 2.57e-10, 3.13e-06, 3.85e-05, 2.80e-05, 1.90e-07, 4.68e-10, 1.58e-08, 3.19e-09, 4.08e-10, 8.63e-11, 1.12e-12, 4.23e-09, 1.05e-10]    [3.29e-06, 6.81e-06, 1.93e-06, 2.93e-06, 3.31e-06, 5.05e-06, 9.61e-08, 4.43e-10, 9.56e-12, 2.57e-10, 3.13e-06, 3.85e-05, 2.80e-05, 1.90e-07, 4.68e-10, 1.58e-08, 3.19e-09, 4.08e-10, 8.63e-11, 1.12e-12, 4.23e-09, 1.05e-10]    []  
359500    [6.15e-06, 7.67e-06, 2.77e-06, 3.56e-06, 3.96e-06, 6.40e-06, 2.50e-07, 8.24e-06, 3.15e-06, 9.82e-06, 5.61e-05, 1.96e-04, 1.08e-04, 7.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-05, 2.76e-05, 4.51e-05]    [6.15e-06, 7.67e-06, 2.77e-06, 3.56e-06, 3.96e-06, 6.40e-06, 2.50e-07, 8.24e-06, 3.15e-06, 9.82e-06, 5.61e-05, 1.96e-04, 1.08e-04, 7.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-05, 2.76e-05, 4.51e-05]    []  
359600    [3.56e-06, 7.00e-06, 1.97e-06, 2.98e-06, 3.30e-06, 4.95e-06, 1.66e-07, 4.35e-09, 4.29e-09, 3.29e-09, 3.12e-06, 3.78e-05, 2.84e-05, 2.87e-07, 0.00e+00, 1.31e-08, 1.03e-09, 1.26e-10, 2.00e-09, 0.00e+00, 1.30e-08, 1.66e-09]    [3.56e-06, 7.00e-06, 1.97e-06, 2.98e-06, 3.30e-06, 4.95e-06, 1.66e-07, 4.35e-09, 4.29e-09, 3.29e-09, 3.12e-06, 3.78e-05, 2.84e-05, 2.87e-07, 0.00e+00, 1.31e-08, 1.03e-09, 1.26e-10, 2.00e-09, 0.00e+00, 1.30e-08, 1.66e-09]    []  
359700    [3.20e-06, 6.76e-06, 1.89e-06, 2.83e-06, 3.33e-06, 5.15e-06, 1.39e-07, 3.93e-09, 7.34e-11, 4.55e-11, 3.11e-06, 3.76e-05, 2.76e-05, 1.99e-07, 0.00e+00, 1.63e-08, 9.99e-10, 5.60e-10, 5.48e-10, 0.00e+00, 6.36e-09, 3.43e-10]    [3.20e-06, 6.76e-06, 1.89e-06, 2.83e-06, 3.33e-06, 5.15e-06, 1.39e-07, 3.93e-09, 7.34e-11, 4.55e-11, 3.11e-06, 3.76e-05, 2.76e-05, 1.99e-07, 0.00e+00, 1.63e-08, 9.99e-10, 5.60e-10, 5.48e-10, 0.00e+00, 6.36e-09, 3.43e-10]    []  
359800    [5.29e-06, 7.69e-06, 2.33e-06, 3.24e-06, 3.29e-06, 4.66e-06, 1.23e-07, 8.90e-06, 1.72e-07, 4.70e-07, 4.56e-06, 3.94e-05, 3.61e-05, 1.44e-05, 2.84e-09, 8.80e-09, 0.00e+00, 4.75e-09, 0.00e+00, 3.55e-09, 3.91e-05, 2.07e-08]    [5.29e-06, 7.69e-06, 2.33e-06, 3.24e-06, 3.29e-06, 4.66e-06, 1.23e-07, 8.90e-06, 1.72e-07, 4.70e-07, 4.56e-06, 3.94e-05, 3.61e-05, 1.44e-05, 2.84e-09, 8.80e-09, 0.00e+00, 4.75e-09, 0.00e+00, 3.55e-09, 3.91e-05, 2.07e-08]    []  
359900    [3.57e-06, 7.05e-06, 1.96e-06, 3.01e-06, 3.37e-06, 4.93e-06, 8.94e-08, 4.22e-08, 5.76e-10, 1.73e-09, 3.12e-06, 3.73e-05, 2.78e-05, 2.72e-07, 1.13e-09, 1.73e-08, 3.93e-09, 3.27e-10, 3.83e-09, 0.00e+00, 2.25e-08, 4.65e-10]    [3.57e-06, 7.05e-06, 1.96e-06, 3.01e-06, 3.37e-06, 4.93e-06, 8.94e-08, 4.22e-08, 5.76e-10, 1.73e-09, 3.12e-06, 3.73e-05, 2.78e-05, 2.72e-07, 1.13e-09, 1.73e-08, 3.93e-09, 3.27e-10, 3.83e-09, 0.00e+00, 2.25e-08, 4.65e-10]    []  
360000    [2.91e-06, 6.93e-06, 1.93e-06, 3.06e-06, 3.29e-06, 5.14e-06, 8.15e-08, 3.92e-08, 9.38e-10, 3.89e-07, 3.78e-06, 4.16e-05, 3.19e-05, 2.44e-05, 0.00e+00, 0.00e+00, 4.50e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-07, 2.55e-09]    [2.91e-06, 6.93e-06, 1.93e-06, 3.06e-06, 3.29e-06, 5.14e-06, 8.15e-08, 3.92e-08, 9.38e-10, 3.89e-07, 3.78e-06, 4.16e-05, 3.19e-05, 2.44e-05, 0.00e+00, 0.00e+00, 4.50e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-07, 2.55e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 43.533821 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
360000    [2.91e-06, 6.93e-06, 1.93e-06, 3.06e-06, 3.29e-06, 5.14e-06, 8.15e-08, 3.92e-08, 9.38e-10, 3.89e-07, 3.78e-06, 4.16e-05, 3.19e-05, 2.44e-05, 0.00e+00, 0.00e+00, 4.50e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-07, 2.55e-09]    [2.91e-06, 6.93e-06, 1.93e-06, 3.06e-06, 3.29e-06, 5.14e-06, 8.15e-08, 3.92e-08, 9.38e-10, 3.89e-07, 3.78e-06, 4.16e-05, 3.19e-05, 2.44e-05, 0.00e+00, 0.00e+00, 4.50e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-07, 2.55e-09]    []  
360100    [4.39e-06, 7.49e-06, 2.11e-06, 3.04e-06, 3.44e-06, 4.71e-06, 8.62e-08, 2.19e-08, 7.96e-08, 1.64e-09, 3.46e-06, 3.62e-05, 2.88e-05, 6.72e-07, 3.66e-10, 3.13e-08, 1.97e-09, 2.09e-09, 6.64e-09, 0.00e+00, 3.11e-08, 8.18e-08]    [4.39e-06, 7.49e-06, 2.11e-06, 3.04e-06, 3.44e-06, 4.71e-06, 8.62e-08, 2.19e-08, 7.96e-08, 1.64e-09, 3.46e-06, 3.62e-05, 2.88e-05, 6.72e-07, 3.66e-10, 3.13e-08, 1.97e-09, 2.09e-09, 6.64e-09, 0.00e+00, 3.11e-08, 8.18e-08]    []  
360200    [3.47e-06, 7.08e-06, 1.91e-06, 2.99e-06, 3.48e-06, 4.97e-06, 1.29e-07, 1.36e-07, 5.43e-04, 4.81e-09, 3.42e-06, 3.60e-05, 2.76e-05, 3.12e-07, 7.05e-10, 3.45e-08, 5.02e-09, 1.98e-09, 3.56e-08, 1.25e-04, 2.41e-07, 4.36e-04]    [3.47e-06, 7.08e-06, 1.91e-06, 2.99e-06, 3.48e-06, 4.97e-06, 1.29e-07, 1.36e-07, 5.43e-04, 4.81e-09, 3.42e-06, 3.60e-05, 2.76e-05, 3.12e-07, 7.05e-10, 3.45e-08, 5.02e-09, 1.98e-09, 3.56e-08, 1.25e-04, 2.41e-07, 4.36e-04]    []  
360300    [1.13e-05, 8.25e-06, 2.54e-06, 4.49e-06, 4.75e-06, 4.68e-06, 3.46e-07, 8.02e-06, 1.27e-07, 6.40e-05, 5.62e-05, 1.52e-04, 3.86e-04, 1.22e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-06, 3.15e-08, 8.09e-06, 1.89e-07]    [1.13e-05, 8.25e-06, 2.54e-06, 4.49e-06, 4.75e-06, 4.68e-06, 3.46e-07, 8.02e-06, 1.27e-07, 6.40e-05, 5.62e-05, 1.52e-04, 3.86e-04, 1.22e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-06, 3.15e-08, 8.09e-06, 1.89e-07]    []  
360400    [3.93e-06, 7.23e-06, 1.96e-06, 3.02e-06, 3.40e-06, 4.79e-06, 2.04e-07, 6.43e-09, 1.19e-12, 6.96e-11, 3.22e-06, 3.53e-05, 2.78e-05, 3.03e-07, 6.82e-11, 1.62e-08, 2.14e-09, 1.09e-09, 2.35e-10, 2.30e-13, 6.89e-09, 2.52e-10]    [3.93e-06, 7.23e-06, 1.96e-06, 3.02e-06, 3.40e-06, 4.79e-06, 2.04e-07, 6.43e-09, 1.19e-12, 6.96e-11, 3.22e-06, 3.53e-05, 2.78e-05, 3.03e-07, 6.82e-11, 1.62e-08, 2.14e-09, 1.09e-09, 2.35e-10, 2.30e-13, 6.89e-09, 2.52e-10]    []  
360500    [3.45e-06, 6.97e-06, 1.87e-06, 2.85e-06, 3.44e-06, 5.00e-06, 1.66e-07, 6.93e-09, 1.13e-10, 7.51e-10, 3.11e-06, 3.51e-05, 2.70e-05, 3.29e-07, 3.41e-10, 2.24e-08, 3.87e-09, 1.69e-09, 9.26e-10, 0.00e+00, 7.68e-09, 2.21e-10]    [3.45e-06, 6.97e-06, 1.87e-06, 2.85e-06, 3.44e-06, 5.00e-06, 1.66e-07, 6.93e-09, 1.13e-10, 7.51e-10, 3.11e-06, 3.51e-05, 2.70e-05, 3.29e-07, 3.41e-10, 2.24e-08, 3.87e-09, 1.69e-09, 9.26e-10, 0.00e+00, 7.68e-09, 2.21e-10]    []  
360600    [5.36e-06, 7.87e-06, 2.25e-06, 3.08e-06, 3.55e-06, 4.49e-06, 1.32e-07, 3.45e-08, 8.46e-09, 1.77e-07, 4.96e-06, 3.49e-05, 3.03e-05, 6.70e-06, 1.07e-08, 8.56e-08, 9.39e-09, 2.20e-08, 0.00e+00, 5.69e-10, 6.72e-07, 3.67e-09]    [5.36e-06, 7.87e-06, 2.25e-06, 3.08e-06, 3.55e-06, 4.49e-06, 1.32e-07, 3.45e-08, 8.46e-09, 1.77e-07, 4.96e-06, 3.49e-05, 3.03e-05, 6.70e-06, 1.07e-08, 8.56e-08, 9.39e-09, 2.20e-08, 0.00e+00, 5.69e-10, 6.72e-07, 3.67e-09]    []  
360700    [3.76e-06, 7.16e-06, 1.93e-06, 2.98e-06, 3.49e-06, 4.80e-06, 9.78e-08, 8.60e-10, 3.82e-10, 4.03e-10, 3.17e-06, 3.46e-05, 2.67e-05, 3.08e-07, 5.26e-10, 1.71e-08, 2.96e-09, 2.59e-10, 3.43e-11, 0.00e+00, 5.28e-09, 5.26e-10]    [3.76e-06, 7.16e-06, 1.93e-06, 2.98e-06, 3.49e-06, 4.80e-06, 9.78e-08, 8.60e-10, 3.82e-10, 4.03e-10, 3.17e-06, 3.46e-05, 2.67e-05, 3.08e-07, 5.26e-10, 1.71e-08, 2.96e-09, 2.59e-10, 3.43e-11, 0.00e+00, 5.28e-09, 5.26e-10]    []  
360800    [3.28e-06, 7.03e-06, 1.88e-06, 2.88e-06, 3.46e-06, 4.98e-06, 9.02e-08, 3.79e-09, 2.14e-08, 6.00e-08, 3.24e-06, 3.48e-05, 2.68e-05, 3.81e-06, 0.00e+00, 2.68e-11, 1.74e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-08, 2.14e-08]    [3.28e-06, 7.03e-06, 1.88e-06, 2.88e-06, 3.46e-06, 4.98e-06, 9.02e-08, 3.79e-09, 2.14e-08, 6.00e-08, 3.24e-06, 3.48e-05, 2.68e-05, 3.81e-06, 0.00e+00, 2.68e-11, 1.74e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-08, 2.14e-08]    []  
360900    [4.95e-06, 7.50e-06, 2.25e-06, 3.06e-06, 3.52e-06, 4.35e-06, 4.46e-07, 1.05e-05, 8.24e-07, 1.03e-07, 3.96e-06, 3.36e-05, 2.80e-05, 2.47e-06, 1.06e-10, 6.50e-08, 1.26e-08, 1.22e-08, 0.00e+00, 0.00e+00, 1.64e-05, 8.74e-07]    [4.95e-06, 7.50e-06, 2.25e-06, 3.06e-06, 3.52e-06, 4.35e-06, 4.46e-07, 1.05e-05, 8.24e-07, 1.03e-07, 3.96e-06, 3.36e-05, 2.80e-05, 2.47e-06, 1.06e-10, 6.50e-08, 1.26e-08, 1.22e-08, 0.00e+00, 0.00e+00, 1.64e-05, 8.74e-07]    []  
361000    [3.80e-06, 7.15e-06, 1.89e-06, 2.98e-06, 3.52e-06, 4.71e-06, 3.38e-07, 1.40e-08, 2.11e-11, 1.78e-10, 3.22e-06, 3.33e-05, 2.61e-05, 3.35e-07, 1.70e-10, 1.37e-08, 1.72e-09, 2.11e-10, 0.00e+00, 0.00e+00, 9.08e-08, 1.12e-09]    [3.80e-06, 7.15e-06, 1.89e-06, 2.98e-06, 3.52e-06, 4.71e-06, 3.38e-07, 1.40e-08, 2.11e-11, 1.78e-10, 3.22e-06, 3.33e-05, 2.61e-05, 3.35e-07, 1.70e-10, 1.37e-08, 1.72e-09, 2.11e-10, 0.00e+00, 0.00e+00, 9.08e-08, 1.12e-09]    []  
361100    [3.52e-06, 7.04e-06, 1.85e-06, 2.84e-06, 3.55e-06, 4.88e-06, 2.82e-07, 2.45e-09, 1.18e-10, 1.36e-09, 3.25e-06, 3.25e-05, 2.56e-05, 3.24e-07, 0.00e+00, 1.20e-08, 1.47e-09, 4.93e-11, 5.23e-10, 1.75e-11, 6.63e-09, 2.50e-10]    [3.52e-06, 7.04e-06, 1.85e-06, 2.84e-06, 3.55e-06, 4.88e-06, 2.82e-07, 2.45e-09, 1.18e-10, 1.36e-09, 3.25e-06, 3.25e-05, 2.56e-05, 3.24e-07, 0.00e+00, 1.20e-08, 1.47e-09, 4.93e-11, 5.23e-10, 1.75e-11, 6.63e-09, 2.50e-10]    []  
361200    [5.39e-06, 8.31e-06, 2.49e-06, 3.36e-06, 3.62e-06, 4.21e-06, 2.37e-07, 8.06e-07, 5.85e-09, 5.38e-10, 6.86e-06, 3.37e-05, 3.17e-05, 5.50e-06, 3.34e-09, 6.84e-09, 0.00e+00, 8.96e-09, 0.00e+00, 0.00e+00, 3.61e-06, 3.41e-08]    [5.39e-06, 8.31e-06, 2.49e-06, 3.36e-06, 3.62e-06, 4.21e-06, 2.37e-07, 8.06e-07, 5.85e-09, 5.38e-10, 6.86e-06, 3.37e-05, 3.17e-05, 5.50e-06, 3.34e-09, 6.84e-09, 0.00e+00, 8.96e-09, 0.00e+00, 0.00e+00, 3.61e-06, 3.41e-08]    []  
361300    [4.09e-06, 7.34e-06, 2.01e-06, 3.04e-06, 3.63e-06, 4.65e-06, 1.71e-07, 1.16e-09, 9.27e-10, 5.69e-10, 3.38e-06, 3.18e-05, 2.57e-05, 3.50e-07, 1.10e-09, 1.71e-08, 3.27e-09, 2.92e-10, 1.25e-10, 0.00e+00, 5.72e-09, 1.02e-09]    [4.09e-06, 7.34e-06, 2.01e-06, 3.04e-06, 3.63e-06, 4.65e-06, 1.71e-07, 1.16e-09, 9.27e-10, 5.69e-10, 3.38e-06, 3.18e-05, 2.57e-05, 3.50e-07, 1.10e-09, 1.71e-08, 3.27e-09, 2.92e-10, 1.25e-10, 0.00e+00, 5.72e-09, 1.02e-09]    []  
361400    [3.74e-06, 7.17e-06, 1.94e-06, 2.86e-06, 3.66e-06, 4.82e-06, 1.48e-07, 4.53e-09, 3.67e-11, 1.48e-10, 3.31e-06, 3.10e-05, 2.52e-05, 2.81e-07, 4.08e-10, 1.64e-08, 4.20e-09, 3.61e-10, 6.83e-10, 0.00e+00, 6.89e-09, 9.34e-10]    [3.74e-06, 7.17e-06, 1.94e-06, 2.86e-06, 3.66e-06, 4.82e-06, 1.48e-07, 4.53e-09, 3.67e-11, 1.48e-10, 3.31e-06, 3.10e-05, 2.52e-05, 2.81e-07, 4.08e-10, 1.64e-08, 4.20e-09, 3.61e-10, 6.83e-10, 0.00e+00, 6.89e-09, 9.34e-10]    []  
361500    [9.55e-06, 8.01e-06, 2.90e-06, 3.44e-06, 3.42e-06, 4.71e-06, 1.45e-07, 3.24e-06, 1.46e-06, 1.53e-06, 8.21e-06, 3.81e-05, 4.10e-05, 6.64e-06, 1.20e-08, 0.00e+00, 2.53e-09, 2.00e-08, 1.77e-08, 8.43e-08, 9.94e-07, 4.48e-07]    [9.55e-06, 8.01e-06, 2.90e-06, 3.44e-06, 3.42e-06, 4.71e-06, 1.45e-07, 3.24e-06, 1.46e-06, 1.53e-06, 8.21e-06, 3.81e-05, 4.10e-05, 6.64e-06, 1.20e-08, 0.00e+00, 2.53e-09, 2.00e-08, 1.77e-08, 8.43e-08, 9.94e-07, 4.48e-07]    []  
361600    [4.52e-06, 7.55e-06, 2.05e-06, 3.05e-06, 3.71e-06, 4.44e-06, 1.01e-07, 1.11e-09, 1.21e-11, 1.58e-09, 3.74e-06, 2.95e-05, 2.50e-05, 3.30e-07, 7.39e-10, 1.68e-08, 2.41e-09, 1.18e-10, 9.66e-11, 1.62e-12, 1.13e-08, 8.71e-11]    [4.52e-06, 7.55e-06, 2.05e-06, 3.05e-06, 3.71e-06, 4.44e-06, 1.01e-07, 1.11e-09, 1.21e-11, 1.58e-09, 3.74e-06, 2.95e-05, 2.50e-05, 3.30e-07, 7.39e-10, 1.68e-08, 2.41e-09, 1.18e-10, 9.66e-11, 1.62e-12, 1.13e-08, 8.71e-11]    []  
361700    [4.00e-06, 7.34e-06, 1.97e-06, 2.87e-06, 3.76e-06, 4.65e-06, 9.22e-08, 6.76e-09, 1.44e-11, 4.18e-10, 3.56e-06, 2.87e-05, 2.43e-05, 2.47e-07, 3.51e-10, 1.70e-08, 3.39e-09, 2.94e-10, 1.13e-09, 0.00e+00, 8.79e-09, 3.16e-10]    [4.00e-06, 7.34e-06, 1.97e-06, 2.87e-06, 3.76e-06, 4.65e-06, 9.22e-08, 6.76e-09, 1.44e-11, 4.18e-10, 3.56e-06, 2.87e-05, 2.43e-05, 2.47e-07, 3.51e-10, 1.70e-08, 3.39e-09, 2.94e-10, 1.13e-09, 0.00e+00, 8.79e-09, 3.16e-10]    []  
361800    [1.58e-05, 9.49e-06, 5.02e-06, 8.68e-06, 6.26e-06, 9.02e-06, 2.40e-07, 5.99e-05, 4.59e-06, 2.01e-05, 4.76e-05, 6.14e-04, 1.58e-04, 5.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 7.45e-09, 3.26e-07, 3.53e-06, 6.42e-05, 1.49e-05]    [1.58e-05, 9.49e-06, 5.02e-06, 8.68e-06, 6.26e-06, 9.02e-06, 2.40e-07, 5.99e-05, 4.59e-06, 2.01e-05, 4.76e-05, 6.14e-04, 1.58e-04, 5.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 7.45e-09, 3.26e-07, 3.53e-06, 6.42e-05, 1.49e-05]    []  
361900    [5.13e-06, 7.52e-06, 2.38e-06, 3.19e-06, 3.77e-06, 4.61e-06, 1.11e-07, 5.09e-08, 4.70e-10, 3.93e-08, 4.22e-06, 2.99e-05, 2.54e-05, 3.88e-07, 1.95e-09, 1.57e-08, 3.61e-10, 3.94e-09, 3.17e-09, 2.56e-12, 1.56e-08, 8.14e-09]    [5.13e-06, 7.52e-06, 2.38e-06, 3.19e-06, 3.77e-06, 4.61e-06, 1.11e-07, 5.09e-08, 4.70e-10, 3.93e-08, 4.22e-06, 2.99e-05, 2.54e-05, 3.88e-07, 1.95e-09, 1.57e-08, 3.61e-10, 3.94e-09, 3.17e-09, 2.56e-12, 1.56e-08, 8.14e-09]    []  
362000    [4.16e-06, 7.47e-06, 2.14e-06, 2.98e-06, 3.94e-06, 4.61e-06, 9.34e-08, 5.95e-10, 2.99e-11, 3.80e-10, 3.55e-06, 2.82e-05, 2.39e-05, 2.62e-07, 7.26e-10, 1.53e-08, 2.80e-09, 2.76e-10, 0.00e+00, 5.85e-11, 1.09e-08, 3.50e-10]    [4.16e-06, 7.47e-06, 2.14e-06, 2.98e-06, 3.94e-06, 4.61e-06, 9.34e-08, 5.95e-10, 2.99e-11, 3.80e-10, 3.55e-06, 2.82e-05, 2.39e-05, 2.62e-07, 7.26e-10, 1.53e-08, 2.80e-09, 2.76e-10, 0.00e+00, 5.85e-11, 1.09e-08, 3.50e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 42.335880 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
362000    [4.16e-06, 7.47e-06, 2.14e-06, 2.98e-06, 3.94e-06, 4.61e-06, 9.34e-08, 5.95e-10, 2.99e-11, 3.80e-10, 3.55e-06, 2.82e-05, 2.39e-05, 2.62e-07, 7.26e-10, 1.53e-08, 2.80e-09, 2.76e-10, 0.00e+00, 5.85e-11, 1.09e-08, 3.50e-10]    [4.16e-06, 7.47e-06, 2.14e-06, 2.98e-06, 3.94e-06, 4.61e-06, 9.34e-08, 5.95e-10, 2.99e-11, 3.80e-10, 3.55e-06, 2.82e-05, 2.39e-05, 2.62e-07, 7.26e-10, 1.53e-08, 2.80e-09, 2.76e-10, 0.00e+00, 5.85e-11, 1.09e-08, 3.50e-10]    []  
362100    [3.97e-06, 7.39e-06, 2.10e-06, 2.82e-06, 3.97e-06, 4.68e-06, 9.00e-08, 5.27e-09, 2.48e-10, 3.35e-10, 3.61e-06, 2.67e-05, 2.33e-05, 2.25e-07, 1.78e-10, 1.32e-08, 3.93e-09, 1.92e-10, 0.00e+00, 9.23e-12, 1.40e-08, 9.22e-11]    [3.97e-06, 7.39e-06, 2.10e-06, 2.82e-06, 3.97e-06, 4.68e-06, 9.00e-08, 5.27e-09, 2.48e-10, 3.35e-10, 3.61e-06, 2.67e-05, 2.33e-05, 2.25e-07, 1.78e-10, 1.32e-08, 3.93e-09, 1.92e-10, 0.00e+00, 9.23e-12, 1.40e-08, 9.22e-11]    []  
362200    [8.15e-06, 8.55e-06, 2.51e-06, 3.23e-06, 4.47e-06, 3.82e-06, 4.02e-07, 1.94e-06, 8.68e-06, 2.23e-07, 8.39e-06, 3.53e-05, 3.01e-05, 4.59e-05, 5.17e-08, 4.04e-07, 1.86e-07, 9.95e-08, 4.49e-07, 0.00e+00, 2.75e-06, 3.92e-06]    [8.15e-06, 8.55e-06, 2.51e-06, 3.23e-06, 4.47e-06, 3.82e-06, 4.02e-07, 1.94e-06, 8.68e-06, 2.23e-07, 8.39e-06, 3.53e-05, 3.01e-05, 4.59e-05, 5.17e-08, 4.04e-07, 1.86e-07, 9.95e-08, 4.49e-07, 0.00e+00, 2.75e-06, 3.92e-06]    []  
362300    [4.67e-06, 7.63e-06, 2.12e-06, 3.07e-06, 4.04e-06, 4.22e-06, 2.85e-07, 4.75e-10, 4.55e-10, 7.79e-10, 4.13e-06, 2.48e-05, 2.22e-05, 3.89e-07, 9.04e-10, 1.44e-08, 2.04e-09, 1.34e-10, 1.10e-10, 2.68e-11, 5.50e-09, 2.70e-10]    [4.67e-06, 7.63e-06, 2.12e-06, 3.07e-06, 4.04e-06, 4.22e-06, 2.85e-07, 4.75e-10, 4.55e-10, 7.79e-10, 4.13e-06, 2.48e-05, 2.22e-05, 3.89e-07, 9.04e-10, 1.44e-08, 2.04e-09, 1.34e-10, 1.10e-10, 2.68e-11, 5.50e-09, 2.70e-10]    []  
362400    [4.27e-06, 7.48e-06, 2.11e-06, 2.90e-06, 4.11e-06, 4.38e-06, 2.41e-07, 2.54e-09, 2.07e-12, 3.79e-11, 4.05e-06, 2.34e-05, 2.15e-05, 2.88e-07, 2.89e-10, 1.52e-08, 3.26e-09, 5.30e-10, 4.61e-10, 8.65e-12, 6.50e-09, 1.63e-10]    [4.27e-06, 7.48e-06, 2.11e-06, 2.90e-06, 4.11e-06, 4.38e-06, 2.41e-07, 2.54e-09, 2.07e-12, 3.79e-11, 4.05e-06, 2.34e-05, 2.15e-05, 2.88e-07, 2.89e-10, 1.52e-08, 3.26e-09, 5.30e-10, 4.61e-10, 8.65e-12, 6.50e-09, 1.63e-10]    []  
362500    [6.96e-06, 8.84e-06, 2.54e-06, 3.53e-06, 4.45e-06, 3.87e-06, 2.10e-07, 4.72e-07, 4.25e-11, 7.75e-06, 2.71e-05, 4.41e-05, 3.14e-05, 6.24e-05, 0.00e+00, 1.04e-09, 0.00e+00, 1.93e-08, 2.34e-07, 0.00e+00, 1.46e-06, 1.68e-09]    [6.96e-06, 8.84e-06, 2.54e-06, 3.53e-06, 4.45e-06, 3.87e-06, 2.10e-07, 4.72e-07, 4.25e-11, 7.75e-06, 2.71e-05, 4.41e-05, 3.14e-05, 6.24e-05, 0.00e+00, 1.04e-09, 0.00e+00, 1.93e-08, 2.34e-07, 0.00e+00, 1.46e-06, 1.68e-09]    []  
362600    [4.95e-06, 7.71e-06, 2.26e-06, 3.12e-06, 4.22e-06, 4.07e-06, 1.55e-07, 7.20e-09, 1.01e-10, 9.26e-11, 4.49e-06, 2.15e-05, 2.02e-05, 4.14e-07, 1.05e-09, 1.46e-08, 2.14e-09, 4.31e-10, 1.83e-10, 3.33e-11, 6.16e-09, 2.39e-10]    [4.95e-06, 7.71e-06, 2.26e-06, 3.12e-06, 4.22e-06, 4.07e-06, 1.55e-07, 7.20e-09, 1.01e-10, 9.26e-11, 4.49e-06, 2.15e-05, 2.02e-05, 4.14e-07, 1.05e-09, 1.46e-08, 2.14e-09, 4.31e-10, 1.83e-10, 3.33e-11, 6.16e-09, 2.39e-10]    []  
362700    [4.44e-06, 7.60e-06, 2.25e-06, 2.95e-06, 4.33e-06, 4.21e-06, 1.41e-07, 1.63e-08, 1.05e-11, 2.40e-09, 4.34e-06, 2.01e-05, 1.92e-05, 4.25e-07, 2.90e-10, 9.70e-09, 3.05e-09, 2.08e-11, 3.32e-11, 0.00e+00, 7.09e-09, 1.39e-09]    [4.44e-06, 7.60e-06, 2.25e-06, 2.95e-06, 4.33e-06, 4.21e-06, 1.41e-07, 1.63e-08, 1.05e-11, 2.40e-09, 4.34e-06, 2.01e-05, 1.92e-05, 4.25e-07, 2.90e-10, 9.70e-09, 3.05e-09, 2.08e-11, 3.32e-11, 0.00e+00, 7.09e-09, 1.39e-09]    []  
362800    [6.83e-06, 8.45e-06, 2.59e-06, 3.55e-06, 4.59e-06, 3.66e-06, 1.21e-07, 2.00e-07, 8.69e-09, 1.59e-08, 6.92e-06, 2.12e-05, 2.07e-05, 1.44e-06, 3.19e-09, 8.99e-08, 1.46e-09, 7.37e-09, 3.59e-08, 0.00e+00, 2.27e-07, 1.41e-08]    [6.83e-06, 8.45e-06, 2.59e-06, 3.55e-06, 4.59e-06, 3.66e-06, 1.21e-07, 2.00e-07, 8.69e-09, 1.59e-08, 6.92e-06, 2.12e-05, 2.07e-05, 1.44e-06, 3.19e-09, 8.99e-08, 1.46e-09, 7.37e-09, 3.59e-08, 0.00e+00, 2.27e-07, 1.41e-08]    []  
362900    [4.92e-06, 7.77e-06, 2.40e-06, 3.12e-06, 4.48e-06, 3.94e-06, 1.00e-07, 3.24e-10, 5.97e-10, 3.47e-10, 4.52e-06, 1.84e-05, 1.79e-05, 3.52e-07, 1.02e-09, 1.46e-08, 2.44e-09, 5.11e-10, 1.37e-12, 1.04e-10, 1.05e-08, 6.33e-10]    [4.92e-06, 7.77e-06, 2.40e-06, 3.12e-06, 4.48e-06, 3.94e-06, 1.00e-07, 3.24e-10, 5.97e-10, 3.47e-10, 4.52e-06, 1.84e-05, 1.79e-05, 3.52e-07, 1.02e-09, 1.46e-08, 2.44e-09, 5.11e-10, 1.37e-12, 1.04e-10, 1.05e-08, 6.33e-10]    []  
363000    [6.31e-05, 1.66e-05, 5.40e-06, 1.35e-05, 1.11e-05, 6.37e-06, 2.46e-07, 6.00e-05, 5.70e-06, 6.95e-05, 1.28e-04, 1.05e-03, 9.01e-04, 4.99e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-04, 1.55e-05]    [6.31e-05, 1.66e-05, 5.40e-06, 1.35e-05, 1.11e-05, 6.37e-06, 2.46e-07, 6.00e-05, 5.70e-06, 6.95e-05, 1.28e-04, 1.05e-03, 9.01e-04, 4.99e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-04, 1.55e-05]    []  
363100    [5.70e-06, 7.98e-06, 2.60e-06, 3.26e-06, 4.68e-06, 3.55e-06, 3.24e-07, 9.66e-10, 5.39e-08, 3.32e-09, 5.07e-06, 1.55e-05, 1.61e-05, 5.80e-07, 1.22e-10, 3.04e-08, 1.44e-09, 1.58e-09, 4.45e-10, 0.00e+00, 6.49e-09, 6.81e-08]    [5.70e-06, 7.98e-06, 2.60e-06, 3.26e-06, 4.68e-06, 3.55e-06, 3.24e-07, 9.66e-10, 5.39e-08, 3.32e-09, 5.07e-06, 1.55e-05, 1.61e-05, 5.80e-07, 1.22e-10, 3.04e-08, 1.44e-09, 1.58e-09, 4.45e-10, 0.00e+00, 6.49e-09, 6.81e-08]    []  
363200    [4.66e-06, 7.68e-06, 2.54e-06, 3.10e-06, 4.72e-06, 3.78e-06, 2.73e-07, 5.03e-09, 3.18e-10, 8.17e-11, 4.40e-06, 1.44e-05, 1.50e-05, 2.34e-07, 3.48e-12, 1.18e-08, 1.09e-09, 8.81e-10, 0.00e+00, 0.00e+00, 2.04e-08, 8.93e-10]    [4.66e-06, 7.68e-06, 2.54e-06, 3.10e-06, 4.72e-06, 3.78e-06, 2.73e-07, 5.03e-09, 3.18e-10, 8.17e-11, 4.40e-06, 1.44e-05, 1.50e-05, 2.34e-07, 3.48e-12, 1.18e-08, 1.09e-09, 8.81e-10, 0.00e+00, 0.00e+00, 2.04e-08, 8.93e-10]    []  
363300    [1.04e-05, 1.02e-05, 3.06e-06, 3.82e-06, 6.94e-06, 3.45e-06, 3.21e-07, 5.57e-06, 4.43e-07, 3.09e-05, 6.35e-05, 4.96e-05, 1.40e-04, 3.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.24e-06, 2.23e-08, 2.17e-05, 1.47e-07]    [1.04e-05, 1.02e-05, 3.06e-06, 3.82e-06, 6.94e-06, 3.45e-06, 3.21e-07, 5.57e-06, 4.43e-07, 3.09e-05, 6.35e-05, 4.96e-05, 1.40e-04, 3.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.24e-06, 2.23e-08, 2.17e-05, 1.47e-07]    []  
363400    [5.40e-06, 8.23e-06, 2.78e-06, 3.54e-06, 5.01e-06, 3.77e-06, 2.17e-07, 1.18e-05, 9.03e-07, 2.10e-08, 4.94e-06, 1.52e-05, 1.50e-05, 1.55e-07, 3.32e-09, 3.89e-08, 1.44e-09, 4.98e-12, 2.17e-06, 0.00e+00, 1.23e-05, 7.76e-07]    [5.40e-06, 8.23e-06, 2.78e-06, 3.54e-06, 5.01e-06, 3.77e-06, 2.17e-07, 1.18e-05, 9.03e-07, 2.10e-08, 4.94e-06, 1.52e-05, 1.50e-05, 1.55e-07, 3.32e-09, 3.89e-08, 1.44e-09, 4.98e-12, 2.17e-06, 0.00e+00, 1.23e-05, 7.76e-07]    []  
363500    [5.64e-06, 7.81e-06, 2.77e-06, 3.12e-06, 5.07e-06, 3.74e-06, 2.02e-07, 2.61e-12, 6.71e-10, 4.52e-07, 5.03e-06, 1.72e-05, 1.89e-05, 2.48e-05, 7.08e-08, 3.09e-07, 1.12e-07, 1.21e-07, 8.24e-10, 3.66e-10, 7.80e-09, 2.25e-09]    [5.64e-06, 7.81e-06, 2.77e-06, 3.12e-06, 5.07e-06, 3.74e-06, 2.02e-07, 2.61e-12, 6.71e-10, 4.52e-07, 5.03e-06, 1.72e-05, 1.89e-05, 2.48e-05, 7.08e-08, 3.09e-07, 1.12e-07, 1.21e-07, 8.24e-10, 3.66e-10, 7.80e-09, 2.25e-09]    []  
363600    [6.13e-06, 8.19e-06, 3.15e-06, 3.63e-06, 5.15e-06, 3.28e-06, 1.62e-07, 3.43e-10, 1.65e-07, 1.25e-08, 4.76e-06, 1.33e-05, 1.37e-05, 4.00e-07, 8.49e-10, 6.69e-09, 7.42e-10, 4.69e-10, 8.22e-10, 0.00e+00, 1.11e-08, 7.18e-08]    [6.13e-06, 8.19e-06, 3.15e-06, 3.63e-06, 5.15e-06, 3.28e-06, 1.62e-07, 3.43e-10, 1.65e-07, 1.25e-08, 4.76e-06, 1.33e-05, 1.37e-05, 4.00e-07, 8.49e-10, 6.69e-09, 7.42e-10, 4.69e-10, 8.22e-10, 0.00e+00, 1.11e-08, 7.18e-08]    []  
363700    [4.87e-06, 7.75e-06, 2.97e-06, 3.26e-06, 5.18e-06, 3.54e-06, 1.42e-07, 4.15e-10, 1.41e-10, 1.70e-10, 3.83e-06, 1.20e-05, 1.22e-05, 1.19e-07, 1.03e-09, 1.28e-08, 2.52e-09, 1.14e-09, 8.81e-11, 0.00e+00, 7.00e-09, 2.72e-10]    [4.87e-06, 7.75e-06, 2.97e-06, 3.26e-06, 5.18e-06, 3.54e-06, 1.42e-07, 4.15e-10, 1.41e-10, 1.70e-10, 3.83e-06, 1.20e-05, 1.22e-05, 1.19e-07, 1.03e-09, 1.28e-08, 2.52e-09, 1.14e-09, 8.81e-11, 0.00e+00, 7.00e-09, 2.72e-10]    []  
363800    [4.51e-06, 7.65e-06, 3.00e-06, 3.17e-06, 5.30e-06, 3.60e-06, 1.43e-07, 1.22e-13, 4.92e-10, 1.31e-10, 3.63e-06, 1.07e-05, 1.11e-05, 8.79e-08, 3.61e-10, 1.16e-08, 4.14e-09, 1.72e-09, 9.74e-11, 3.81e-12, 6.83e-09, 1.64e-10]    [4.51e-06, 7.65e-06, 3.00e-06, 3.17e-06, 5.30e-06, 3.60e-06, 1.43e-07, 1.22e-13, 4.92e-10, 1.31e-10, 3.63e-06, 1.07e-05, 1.11e-05, 8.79e-08, 3.61e-10, 1.16e-08, 4.14e-09, 1.72e-09, 9.74e-11, 3.81e-12, 6.83e-09, 1.64e-10]    []  
363900    [3.14e-05, 1.23e-05, 3.52e-06, 5.48e-06, 8.73e-06, 3.16e-06, 2.55e-07, 2.30e-05, 2.48e-05, 3.40e-05, 4.26e-05, 1.75e-04, 2.24e-04, 8.30e-04, 1.00e-05, 8.98e-06, 3.25e-06, 3.60e-06, 2.43e-06, 7.03e-06, 1.31e-05, 2.86e-05]    [3.14e-05, 1.23e-05, 3.52e-06, 5.48e-06, 8.73e-06, 3.16e-06, 2.55e-07, 2.30e-05, 2.48e-05, 3.40e-05, 4.26e-05, 1.75e-04, 2.24e-04, 8.30e-04, 1.00e-05, 8.98e-06, 3.25e-06, 3.60e-06, 2.43e-06, 7.03e-06, 1.31e-05, 2.86e-05]    []  
364000    [5.24e-06, 7.70e-06, 3.15e-06, 3.47e-06, 5.31e-06, 3.20e-06, 1.30e-07, 1.78e-08, 1.88e-12, 4.09e-09, 3.64e-06, 9.76e-06, 9.72e-06, 2.48e-07, 7.32e-10, 1.59e-08, 1.80e-09, 7.46e-10, 2.58e-09, 1.74e-10, 1.60e-08, 1.02e-09]    [5.24e-06, 7.70e-06, 3.15e-06, 3.47e-06, 5.31e-06, 3.20e-06, 1.30e-07, 1.78e-08, 1.88e-12, 4.09e-09, 3.64e-06, 9.76e-06, 9.72e-06, 2.48e-07, 7.32e-10, 1.59e-08, 1.80e-09, 7.46e-10, 2.58e-09, 1.74e-10, 1.60e-08, 1.02e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 41.137515 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
364000    [5.24e-06, 7.70e-06, 3.15e-06, 3.47e-06, 5.31e-06, 3.20e-06, 1.30e-07, 1.78e-08, 1.88e-12, 4.09e-09, 3.64e-06, 9.76e-06, 9.72e-06, 2.48e-07, 7.32e-10, 1.59e-08, 1.80e-09, 7.46e-10, 2.58e-09, 1.74e-10, 1.60e-08, 1.02e-09]    [5.24e-06, 7.70e-06, 3.15e-06, 3.47e-06, 5.31e-06, 3.20e-06, 1.30e-07, 1.78e-08, 1.88e-12, 4.09e-09, 3.64e-06, 9.76e-06, 9.72e-06, 2.48e-07, 7.32e-10, 1.59e-08, 1.80e-09, 7.46e-10, 2.58e-09, 1.74e-10, 1.60e-08, 1.02e-09]    []  
364100    [4.53e-06, 7.53e-06, 3.16e-06, 3.30e-06, 5.45e-06, 3.37e-06, 1.31e-07, 7.62e-09, 2.12e-10, 1.20e-10, 3.18e-06, 8.83e-06, 8.86e-06, 1.29e-07, 4.56e-10, 1.10e-08, 3.83e-09, 2.08e-09, 4.05e-11, 0.00e+00, 7.88e-09, 7.91e-10]    [4.53e-06, 7.53e-06, 3.16e-06, 3.30e-06, 5.45e-06, 3.37e-06, 1.31e-07, 7.62e-09, 2.12e-10, 1.20e-10, 3.18e-06, 8.83e-06, 8.86e-06, 1.29e-07, 4.56e-10, 1.10e-08, 3.83e-09, 2.08e-09, 4.05e-11, 0.00e+00, 7.88e-09, 7.91e-10]    []  
364200    [7.27e-06, 7.19e-06, 3.14e-06, 3.31e-06, 5.04e-06, 2.87e-06, 2.35e-07, 3.17e-06, 1.94e-05, 3.99e-07, 4.71e-06, 1.19e-05, 1.94e-05, 2.04e-05, 6.95e-09, 3.72e-08, 1.15e-07, 1.70e-07, 0.00e+00, 0.00e+00, 5.07e-06, 1.31e-05]    [7.27e-06, 7.19e-06, 3.14e-06, 3.31e-06, 5.04e-06, 2.87e-06, 2.35e-07, 3.17e-06, 1.94e-05, 3.99e-07, 4.71e-06, 1.19e-05, 1.94e-05, 2.04e-05, 6.95e-09, 3.72e-08, 1.15e-07, 1.70e-07, 0.00e+00, 0.00e+00, 5.07e-06, 1.31e-05]    []  
364300    [4.56e-06, 7.42e-06, 3.25e-06, 3.43e-06, 5.41e-06, 3.25e-06, 2.20e-07, 1.18e-09, 1.12e-10, 7.32e-11, 2.87e-06, 8.20e-06, 8.07e-06, 1.07e-07, 6.81e-10, 1.35e-08, 4.63e-09, 2.64e-09, 0.00e+00, 3.05e-12, 3.27e-08, 2.69e-10]    [4.56e-06, 7.42e-06, 3.25e-06, 3.43e-06, 5.41e-06, 3.25e-06, 2.20e-07, 1.18e-09, 1.12e-10, 7.32e-11, 2.87e-06, 8.20e-06, 8.07e-06, 1.07e-07, 6.81e-10, 1.35e-08, 4.63e-09, 2.64e-09, 0.00e+00, 3.05e-12, 3.27e-08, 2.69e-10]    []  
364400    [1.23e-05, 8.29e-06, 3.80e-06, 3.73e-06, 7.16e-06, 3.78e-06, 3.34e-07, 7.74e-05, 2.09e-07, 8.07e-06, 2.64e-05, 2.50e-04, 1.27e-04, 2.55e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.50e-10, 5.25e-06, 0.00e+00, 2.74e-05, 3.02e-06]    [1.23e-05, 8.29e-06, 3.80e-06, 3.73e-06, 7.16e-06, 3.78e-06, 3.34e-07, 7.74e-05, 2.09e-07, 8.07e-06, 2.64e-05, 2.50e-04, 1.27e-04, 2.55e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.50e-10, 5.25e-06, 0.00e+00, 2.74e-05, 3.02e-06]    []  
364500    [5.17e-06, 7.50e-06, 3.41e-06, 3.64e-06, 5.46e-06, 3.05e-06, 1.86e-07, 9.07e-10, 1.98e-10, 1.33e-10, 2.92e-06, 8.59e-06, 7.89e-06, 1.51e-07, 6.66e-10, 1.64e-08, 2.30e-09, 1.91e-09, 3.14e-10, 0.00e+00, 6.70e-09, 9.37e-10]    [5.17e-06, 7.50e-06, 3.41e-06, 3.64e-06, 5.46e-06, 3.05e-06, 1.86e-07, 9.07e-10, 1.98e-10, 1.33e-10, 2.92e-06, 8.59e-06, 7.89e-06, 1.51e-07, 6.66e-10, 1.64e-08, 2.30e-09, 1.91e-09, 3.14e-10, 0.00e+00, 6.70e-09, 9.37e-10]    []  
364600    [4.46e-06, 7.37e-06, 3.41e-06, 3.44e-06, 5.65e-06, 3.17e-06, 1.83e-07, 4.42e-10, 3.53e-12, 8.85e-11, 2.56e-06, 7.69e-06, 7.16e-06, 8.68e-08, 3.08e-10, 1.21e-08, 3.84e-09, 2.96e-09, 1.83e-10, 1.92e-14, 6.38e-09, 4.69e-10]    [4.46e-06, 7.37e-06, 3.41e-06, 3.44e-06, 5.65e-06, 3.17e-06, 1.83e-07, 4.42e-10, 3.53e-12, 8.85e-11, 2.56e-06, 7.69e-06, 7.16e-06, 8.68e-08, 3.08e-10, 1.21e-08, 3.84e-09, 2.96e-09, 1.83e-10, 1.92e-14, 6.38e-09, 4.69e-10]    []  
364700    [8.45e-06, 7.62e-06, 3.81e-06, 3.78e-06, 6.10e-06, 3.07e-06, 2.14e-07, 3.86e-06, 6.63e-09, 6.93e-06, 2.89e-05, 8.59e-05, 2.60e-05, 2.31e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.42e-09, 0.00e+00, 4.41e-09, 1.06e-05, 2.87e-08]    [8.45e-06, 7.62e-06, 3.81e-06, 3.78e-06, 6.10e-06, 3.07e-06, 2.14e-07, 3.86e-06, 6.63e-09, 6.93e-06, 2.89e-05, 8.59e-05, 2.60e-05, 2.31e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.42e-09, 0.00e+00, 4.41e-09, 1.06e-05, 2.87e-08]    []  
364800    [4.73e-06, 7.26e-06, 3.54e-06, 3.56e-06, 5.46e-06, 3.11e-06, 1.67e-07, 9.51e-09, 4.21e-09, 5.57e-10, 2.46e-06, 7.37e-06, 6.94e-06, 6.74e-08, 3.57e-10, 1.35e-08, 4.75e-09, 3.25e-09, 3.96e-12, 3.06e-10, 8.76e-09, 1.87e-09]    [4.73e-06, 7.26e-06, 3.54e-06, 3.56e-06, 5.46e-06, 3.11e-06, 1.67e-07, 9.51e-09, 4.21e-09, 5.57e-10, 2.46e-06, 7.37e-06, 6.94e-06, 6.74e-08, 3.57e-10, 1.35e-08, 4.75e-09, 3.25e-09, 3.96e-12, 3.06e-10, 8.76e-09, 1.87e-09]    []  
364900    [4.02e-06, 7.15e-06, 3.56e-06, 3.44e-06, 5.71e-06, 3.26e-06, 2.61e-07, 2.92e-08, 1.12e-05, 1.65e-08, 2.20e-06, 6.94e-06, 6.45e-06, 6.15e-07, 2.84e-09, 1.69e-08, 2.68e-09, 3.31e-12, 1.28e-09, 3.47e-06, 1.25e-08, 1.60e-05]    [4.02e-06, 7.15e-06, 3.56e-06, 3.44e-06, 5.71e-06, 3.26e-06, 2.61e-07, 2.92e-08, 1.12e-05, 1.65e-08, 2.20e-06, 6.94e-06, 6.45e-06, 6.15e-07, 2.84e-09, 1.69e-08, 2.68e-09, 3.31e-12, 1.28e-09, 3.47e-06, 1.25e-08, 1.60e-05]    []  
365000    [5.36e-06, 7.40e-06, 3.54e-06, 3.83e-06, 5.43e-06, 2.66e-06, 2.32e-07, 9.39e-07, 3.94e-08, 4.98e-07, 3.20e-06, 1.05e-05, 9.62e-06, 1.12e-05, 0.00e+00, 2.31e-09, 1.05e-09, 7.53e-09, 0.00e+00, 0.00e+00, 8.28e-07, 3.20e-08]    [5.36e-06, 7.40e-06, 3.54e-06, 3.83e-06, 5.43e-06, 2.66e-06, 2.32e-07, 9.39e-07, 3.94e-08, 4.98e-07, 3.20e-06, 1.05e-05, 9.62e-06, 1.12e-05, 0.00e+00, 2.31e-09, 1.05e-09, 7.53e-09, 0.00e+00, 0.00e+00, 8.28e-07, 3.20e-08]    []  
365100    [4.35e-06, 7.10e-06, 3.55e-06, 3.52e-06, 5.57e-06, 3.03e-06, 2.27e-07, 5.20e-09, 7.29e-11, 1.17e-10, 2.17e-06, 6.33e-06, 5.81e-06, 7.02e-08, 2.34e-10, 1.27e-08, 5.52e-09, 4.15e-09, 0.00e+00, 1.70e-11, 2.69e-08, 3.27e-10]    [4.35e-06, 7.10e-06, 3.55e-06, 3.52e-06, 5.57e-06, 3.03e-06, 2.27e-07, 5.20e-09, 7.29e-11, 1.17e-10, 2.17e-06, 6.33e-06, 5.81e-06, 7.02e-08, 2.34e-10, 1.27e-08, 5.52e-09, 4.15e-09, 0.00e+00, 1.70e-11, 2.69e-08, 3.27e-10]    []  
365200    [1.14e-05, 8.00e-06, 4.03e-06, 3.99e-06, 7.01e-06, 2.31e-06, 2.22e-07, 6.94e-06, 1.95e-06, 3.39e-08, 7.71e-05, 5.95e-05, 1.56e-04, 2.39e-05, 0.00e+00, 0.00e+00, 0.00e+00, 7.02e-09, 0.00e+00, 1.79e-07, 7.51e-05, 9.89e-07]    [1.14e-05, 8.00e-06, 4.03e-06, 3.99e-06, 7.01e-06, 2.31e-06, 2.22e-07, 6.94e-06, 1.95e-06, 3.39e-08, 7.71e-05, 5.95e-05, 1.56e-04, 2.39e-05, 0.00e+00, 0.00e+00, 0.00e+00, 7.02e-09, 0.00e+00, 1.79e-07, 7.51e-05, 9.89e-07]    []  
365300    [5.04e-06, 7.19e-06, 3.67e-06, 3.74e-06, 5.46e-06, 2.89e-06, 2.04e-07, 2.30e-08, 2.91e-11, 1.31e-12, 2.42e-06, 7.13e-06, 6.19e-06, 1.41e-07, 6.66e-11, 1.51e-08, 3.85e-09, 2.63e-09, 0.00e+00, 6.24e-12, 6.20e-08, 2.07e-10]    [5.04e-06, 7.19e-06, 3.67e-06, 3.74e-06, 5.46e-06, 2.89e-06, 2.04e-07, 2.30e-08, 2.91e-11, 1.31e-12, 2.42e-06, 7.13e-06, 6.19e-06, 1.41e-07, 6.66e-11, 1.51e-08, 3.85e-09, 2.63e-09, 0.00e+00, 6.24e-12, 6.20e-08, 2.07e-10]    []  
365400    [4.32e-06, 7.08e-06, 3.65e-06, 3.50e-06, 5.70e-06, 3.00e-06, 2.08e-07, 2.42e-09, 8.91e-10, 1.71e-10, 2.12e-06, 6.32e-06, 5.56e-06, 7.61e-08, 2.56e-10, 1.04e-08, 4.47e-09, 3.61e-09, 1.32e-11, 0.00e+00, 2.67e-08, 5.30e-10]    [4.32e-06, 7.08e-06, 3.65e-06, 3.50e-06, 5.70e-06, 3.00e-06, 2.08e-07, 2.42e-09, 8.91e-10, 1.71e-10, 2.12e-06, 6.32e-06, 5.56e-06, 7.61e-08, 2.56e-10, 1.04e-08, 4.47e-09, 3.61e-09, 1.32e-11, 0.00e+00, 2.67e-08, 5.30e-10]    []  
365500    [8.90e-06, 6.83e-06, 4.17e-06, 3.29e-06, 5.62e-06, 2.40e-06, 2.44e-07, 4.52e-05, 5.47e-06, 5.58e-06, 1.67e-05, 7.57e-05, 2.41e-05, 7.56e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-08, 5.52e-06, 0.00e+00, 2.87e-05, 5.78e-07]    [8.90e-06, 6.83e-06, 4.17e-06, 3.29e-06, 5.62e-06, 2.40e-06, 2.44e-07, 4.52e-05, 5.47e-06, 5.58e-06, 1.67e-05, 7.57e-05, 2.41e-05, 7.56e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-08, 5.52e-06, 0.00e+00, 2.87e-05, 5.78e-07]    []  
365600    [4.53e-06, 7.06e-06, 3.76e-06, 3.64e-06, 5.54e-06, 2.81e-06, 2.23e-07, 1.54e-09, 3.98e-10, 1.64e-10, 2.04e-06, 6.12e-06, 5.37e-06, 7.35e-08, 2.30e-10, 1.47e-08, 3.77e-09, 2.49e-09, 3.86e-11, 2.17e-12, 6.41e-09, 5.32e-10]    [4.53e-06, 7.06e-06, 3.76e-06, 3.64e-06, 5.54e-06, 2.81e-06, 2.23e-07, 1.54e-09, 3.98e-10, 1.64e-10, 2.04e-06, 6.12e-06, 5.37e-06, 7.35e-08, 2.30e-10, 1.47e-08, 3.77e-09, 2.49e-09, 3.86e-11, 2.17e-12, 6.41e-09, 5.32e-10]    []  
365700    [4.05e-06, 6.94e-06, 3.72e-06, 3.45e-06, 5.73e-06, 2.95e-06, 2.29e-07, 4.08e-10, 1.50e-09, 9.78e-11, 1.93e-06, 5.46e-06, 4.82e-06, 5.51e-08, 1.43e-10, 1.12e-08, 6.11e-09, 5.01e-09, 0.00e+00, 1.09e-10, 2.80e-08, 7.61e-10]    [4.05e-06, 6.94e-06, 3.72e-06, 3.45e-06, 5.73e-06, 2.95e-06, 2.29e-07, 4.08e-10, 1.50e-09, 9.78e-11, 1.93e-06, 5.46e-06, 4.82e-06, 5.51e-08, 1.43e-10, 1.12e-08, 6.11e-09, 5.01e-09, 0.00e+00, 1.09e-10, 2.80e-08, 7.61e-10]    []  
365800    [9.12e-06, 7.18e-06, 4.03e-06, 3.21e-06, 5.92e-06, 2.32e-06, 2.09e-07, 1.46e-05, 4.68e-07, 9.14e-07, 4.49e-05, 9.41e-05, 1.41e-04, 1.09e-05, 5.43e-08, 2.81e-08, 2.85e-07, 5.22e-07, 1.67e-07, 5.31e-08, 7.92e-07, 3.08e-07]    [9.12e-06, 7.18e-06, 4.03e-06, 3.21e-06, 5.92e-06, 2.32e-06, 2.09e-07, 1.46e-05, 4.68e-07, 9.14e-07, 4.49e-05, 9.41e-05, 1.41e-04, 1.09e-05, 5.43e-08, 2.81e-08, 2.85e-07, 5.22e-07, 1.67e-07, 5.31e-08, 7.92e-07, 3.08e-07]    []  
365900    [4.81e-06, 7.10e-06, 3.88e-06, 3.77e-06, 5.51e-06, 2.57e-06, 1.98e-07, 9.03e-10, 5.21e-10, 5.62e-10, 2.09e-06, 5.70e-06, 4.89e-06, 6.84e-08, 6.20e-11, 1.40e-08, 5.84e-09, 3.36e-09, 8.08e-10, 3.65e-11, 7.19e-09, 3.45e-10]    [4.81e-06, 7.10e-06, 3.88e-06, 3.77e-06, 5.51e-06, 2.57e-06, 1.98e-07, 9.03e-10, 5.21e-10, 5.62e-10, 2.09e-06, 5.70e-06, 4.89e-06, 6.84e-08, 6.20e-11, 1.40e-08, 5.84e-09, 3.36e-09, 8.08e-10, 3.65e-11, 7.19e-09, 3.45e-10]    []  
366000    [4.23e-06, 6.97e-06, 3.82e-06, 3.55e-06, 5.73e-06, 2.72e-06, 2.11e-07, 1.02e-09, 7.63e-10, 1.21e-10, 1.90e-06, 5.10e-06, 4.34e-06, 6.05e-08, 1.75e-10, 1.02e-08, 5.99e-09, 4.68e-09, 9.67e-10, 1.10e-10, 9.00e-09, 7.36e-10]    [4.23e-06, 6.97e-06, 3.82e-06, 3.55e-06, 5.73e-06, 2.72e-06, 2.11e-07, 1.02e-09, 7.63e-10, 1.21e-10, 1.90e-06, 5.10e-06, 4.34e-06, 6.05e-08, 1.75e-10, 1.02e-08, 5.99e-09, 4.68e-09, 9.67e-10, 1.10e-10, 9.00e-09, 7.36e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 40.469253 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
366000    [4.23e-06, 6.97e-06, 3.82e-06, 3.55e-06, 5.73e-06, 2.72e-06, 2.11e-07, 1.02e-09, 7.63e-10, 1.21e-10, 1.90e-06, 5.10e-06, 4.34e-06, 6.05e-08, 1.75e-10, 1.02e-08, 5.99e-09, 4.68e-09, 9.67e-10, 1.10e-10, 9.00e-09, 7.36e-10]    [4.23e-06, 6.97e-06, 3.82e-06, 3.55e-06, 5.73e-06, 2.72e-06, 2.11e-07, 1.02e-09, 7.63e-10, 1.21e-10, 1.90e-06, 5.10e-06, 4.34e-06, 6.05e-08, 1.75e-10, 1.02e-08, 5.99e-09, 4.68e-09, 9.67e-10, 1.10e-10, 9.00e-09, 7.36e-10]    []  
366100    [1.30e-05, 6.83e-06, 3.89e-06, 3.04e-06, 5.43e-06, 2.55e-06, 1.99e-07, 8.93e-06, 3.05e-06, 4.30e-07, 2.72e-05, 3.76e-05, 2.69e-05, 3.14e-05, 2.90e-07, 3.42e-08, 8.26e-08, 1.41e-10, 9.27e-07, 0.00e+00, 5.76e-06, 7.45e-06]    [1.30e-05, 6.83e-06, 3.89e-06, 3.04e-06, 5.43e-06, 2.55e-06, 1.99e-07, 8.93e-06, 3.05e-06, 4.30e-07, 2.72e-05, 3.76e-05, 2.69e-05, 3.14e-05, 2.90e-07, 3.42e-08, 8.26e-08, 1.41e-10, 9.27e-07, 0.00e+00, 5.76e-06, 7.45e-06]    []  
366200    [4.57e-06, 6.93e-06, 3.90e-06, 3.80e-06, 5.43e-06, 2.62e-06, 2.86e-07, 7.39e-09, 4.81e-09, 2.78e-10, 1.94e-06, 5.52e-06, 4.56e-06, 1.11e-07, 1.83e-11, 1.31e-08, 4.07e-09, 1.36e-09, 2.79e-11, 0.00e+00, 5.75e-09, 2.30e-09]    [4.57e-06, 6.93e-06, 3.90e-06, 3.80e-06, 5.43e-06, 2.62e-06, 2.86e-07, 7.39e-09, 4.81e-09, 2.78e-10, 1.94e-06, 5.52e-06, 4.56e-06, 1.11e-07, 1.83e-11, 1.31e-08, 4.07e-09, 1.36e-09, 2.79e-11, 0.00e+00, 5.75e-09, 2.30e-09]    []  
366300    [4.03e-06, 6.85e-06, 3.84e-06, 3.56e-06, 5.69e-06, 2.74e-06, 2.86e-07, 2.42e-08, 6.09e-11, 6.51e-10, 1.78e-06, 4.83e-06, 4.04e-06, 7.90e-08, 1.94e-10, 8.47e-09, 5.46e-09, 4.05e-09, 3.62e-09, 2.52e-11, 2.24e-08, 4.89e-10]    [4.03e-06, 6.85e-06, 3.84e-06, 3.56e-06, 5.69e-06, 2.74e-06, 2.86e-07, 2.42e-08, 6.09e-11, 6.51e-10, 1.78e-06, 4.83e-06, 4.04e-06, 7.90e-08, 1.94e-10, 8.47e-09, 5.46e-09, 4.05e-09, 3.62e-09, 2.52e-11, 2.24e-08, 4.89e-10]    []  
366400    [5.63e-06, 7.75e-06, 4.40e-06, 3.67e-06, 6.15e-06, 2.06e-06, 2.08e-07, 3.16e-06, 7.89e-08, 3.68e-08, 4.18e-06, 1.05e-05, 1.21e-05, 5.74e-06, 0.00e+00, 1.54e-09, 0.00e+00, 1.08e-08, 0.00e+00, 0.00e+00, 1.97e-06, 2.69e-08]    [5.63e-06, 7.75e-06, 4.40e-06, 3.67e-06, 6.15e-06, 2.06e-06, 2.08e-07, 3.16e-06, 7.89e-08, 3.68e-08, 4.18e-06, 1.05e-05, 1.21e-05, 5.74e-06, 0.00e+00, 1.54e-09, 0.00e+00, 1.08e-08, 0.00e+00, 0.00e+00, 1.97e-06, 2.69e-08]    []  
366500    [4.55e-06, 6.89e-06, 4.04e-06, 3.89e-06, 5.45e-06, 2.31e-06, 2.36e-07, 3.31e-08, 5.02e-09, 7.91e-10, 1.82e-06, 4.78e-06, 3.87e-06, 6.90e-08, 1.48e-10, 1.27e-08, 6.99e-09, 4.20e-09, 1.21e-09, 3.47e-10, 9.45e-09, 2.05e-09]    [4.55e-06, 6.89e-06, 4.04e-06, 3.89e-06, 5.45e-06, 2.31e-06, 2.36e-07, 3.31e-08, 5.02e-09, 7.91e-10, 1.82e-06, 4.78e-06, 3.87e-06, 6.90e-08, 1.48e-10, 1.27e-08, 6.99e-09, 4.20e-09, 1.21e-09, 3.47e-10, 9.45e-09, 2.05e-09]    []  
366600    [4.04e-06, 6.79e-06, 3.95e-06, 3.62e-06, 5.67e-06, 2.46e-06, 2.51e-07, 2.32e-08, 4.43e-10, 9.07e-12, 1.71e-06, 4.22e-06, 3.44e-06, 5.71e-08, 2.02e-10, 9.06e-09, 7.20e-09, 6.14e-09, 0.00e+00, 0.00e+00, 1.01e-07, 1.62e-09]    [4.04e-06, 6.79e-06, 3.95e-06, 3.62e-06, 5.67e-06, 2.46e-06, 2.51e-07, 2.32e-08, 4.43e-10, 9.07e-12, 1.71e-06, 4.22e-06, 3.44e-06, 5.71e-08, 2.02e-10, 9.06e-09, 7.20e-09, 6.14e-09, 0.00e+00, 0.00e+00, 1.01e-07, 1.62e-09]    []  
366700    [2.79e-05, 9.06e-06, 3.93e-06, 7.20e-06, 1.23e-05, 3.78e-06, 4.14e-07, 2.21e-05, 2.15e-06, 4.72e-05, 5.09e-05, 6.48e-04, 7.97e-05, 1.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.63e-05, 3.23e-06]    [2.79e-05, 9.06e-06, 3.93e-06, 7.20e-06, 1.23e-05, 3.78e-06, 4.14e-07, 2.21e-05, 2.15e-06, 4.72e-05, 5.09e-05, 6.48e-04, 7.97e-05, 1.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.63e-05, 3.23e-06]    []  
366800    [4.71e-06, 6.94e-06, 4.04e-06, 3.84e-06, 5.49e-06, 2.29e-06, 2.22e-07, 2.91e-09, 7.50e-10, 2.53e-10, 1.87e-06, 4.32e-06, 3.38e-06, 8.04e-08, 0.00e+00, 7.32e-09, 5.92e-09, 4.36e-09, 1.07e-10, 2.06e-10, 4.77e-09, 1.24e-09]    [4.71e-06, 6.94e-06, 4.04e-06, 3.84e-06, 5.49e-06, 2.29e-06, 2.22e-07, 2.91e-09, 7.50e-10, 2.53e-10, 1.87e-06, 4.32e-06, 3.38e-06, 8.04e-08, 0.00e+00, 7.32e-09, 5.92e-09, 4.36e-09, 1.07e-10, 2.06e-10, 4.77e-09, 1.24e-09]    []  
366900    [4.06e-06, 6.80e-06, 3.97e-06, 3.64e-06, 5.69e-06, 2.48e-06, 2.40e-07, 6.04e-10, 7.91e-12, 5.37e-11, 1.69e-06, 3.81e-06, 3.00e-06, 5.67e-08, 1.30e-10, 9.46e-09, 6.87e-09, 5.58e-09, 0.00e+00, 0.00e+00, 1.72e-08, 2.21e-09]    [4.06e-06, 6.80e-06, 3.97e-06, 3.64e-06, 5.69e-06, 2.48e-06, 2.40e-07, 6.04e-10, 7.91e-12, 5.37e-11, 1.69e-06, 3.81e-06, 3.00e-06, 5.67e-08, 1.30e-10, 9.46e-09, 6.87e-09, 5.58e-09, 0.00e+00, 0.00e+00, 1.72e-08, 2.21e-09]    []  
367000    [9.87e-06, 7.02e-06, 4.99e-06, 2.84e-06, 5.02e-06, 2.43e-06, 2.02e-07, 4.42e-05, 2.03e-06, 2.07e-05, 1.01e-04, 2.48e-05, 3.30e-05, 7.75e-05, 0.00e+00, 0.00e+00, 8.01e-07, 9.19e-07, 0.00e+00, 2.96e-07, 1.07e-05, 1.62e-06]    [9.87e-06, 7.02e-06, 4.99e-06, 2.84e-06, 5.02e-06, 2.43e-06, 2.02e-07, 4.42e-05, 2.03e-06, 2.07e-05, 1.01e-04, 2.48e-05, 3.30e-05, 7.75e-05, 0.00e+00, 0.00e+00, 8.01e-07, 9.19e-07, 0.00e+00, 2.96e-07, 1.07e-05, 1.62e-06]    []  
367100    [4.75e-06, 7.00e-06, 3.99e-06, 3.82e-06, 5.57e-06, 2.37e-06, 2.32e-07, 1.26e-08, 2.31e-11, 3.41e-10, 1.95e-06, 4.10e-06, 3.15e-06, 7.40e-08, 0.00e+00, 8.53e-09, 5.31e-09, 4.62e-09, 5.85e-12, 1.26e-13, 5.75e-09, 4.84e-10]    [4.75e-06, 7.00e-06, 3.99e-06, 3.82e-06, 5.57e-06, 2.37e-06, 2.32e-07, 1.26e-08, 2.31e-11, 3.41e-10, 1.95e-06, 4.10e-06, 3.15e-06, 7.40e-08, 0.00e+00, 8.53e-09, 5.31e-09, 4.62e-09, 5.85e-12, 1.26e-13, 5.75e-09, 4.84e-10]    []  
367200    [4.16e-06, 6.84e-06, 3.95e-06, 3.65e-06, 5.70e-06, 2.48e-06, 2.47e-07, 2.25e-10, 1.20e-08, 5.85e-11, 1.70e-06, 3.70e-06, 2.89e-06, 5.73e-08, 2.78e-10, 8.93e-09, 6.49e-09, 5.32e-09, 0.00e+00, 3.68e-10, 1.07e-08, 2.08e-09]    [4.16e-06, 6.84e-06, 3.95e-06, 3.65e-06, 5.70e-06, 2.48e-06, 2.47e-07, 2.25e-10, 1.20e-08, 5.85e-11, 1.70e-06, 3.70e-06, 2.89e-06, 5.73e-08, 2.78e-10, 8.93e-09, 6.49e-09, 5.32e-09, 0.00e+00, 3.68e-10, 1.07e-08, 2.08e-09]    []  
367300    [7.62e-06, 7.89e-06, 4.70e-06, 3.48e-06, 6.83e-06, 2.44e-06, 1.16e-07, 3.98e-05, 8.77e-07, 2.32e-09, 1.81e-05, 3.03e-05, 1.11e-04, 6.63e-05, 0.00e+00, 1.08e-09, 0.00e+00, 0.00e+00, 4.39e-06, 0.00e+00, 2.34e-05, 6.72e-05]    [7.62e-06, 7.89e-06, 4.70e-06, 3.48e-06, 6.83e-06, 2.44e-06, 1.16e-07, 3.98e-05, 8.77e-07, 2.32e-09, 1.81e-05, 3.03e-05, 1.11e-04, 6.63e-05, 0.00e+00, 1.08e-09, 0.00e+00, 0.00e+00, 4.39e-06, 0.00e+00, 2.34e-05, 6.72e-05]    []  
367400    [4.65e-06, 6.91e-06, 4.15e-06, 3.88e-06, 5.56e-06, 2.19e-06, 1.64e-07, 1.51e-09, 2.33e-09, 1.84e-11, 1.69e-06, 4.04e-06, 3.25e-06, 6.36e-08, 1.27e-10, 1.19e-08, 7.53e-09, 4.82e-09, 5.74e-10, 1.27e-11, 5.97e-09, 5.97e-10]    [4.65e-06, 6.91e-06, 4.15e-06, 3.88e-06, 5.56e-06, 2.19e-06, 1.64e-07, 1.51e-09, 2.33e-09, 1.84e-11, 1.69e-06, 4.04e-06, 3.25e-06, 6.36e-08, 1.27e-10, 1.19e-08, 7.53e-09, 4.82e-09, 5.74e-10, 1.27e-11, 5.97e-09, 5.97e-10]    []  
367500    [4.06e-06, 6.80e-06, 4.02e-06, 3.76e-06, 5.61e-06, 2.35e-06, 2.02e-07, 1.52e-08, 4.06e-10, 4.14e-10, 1.59e-06, 3.45e-06, 2.66e-06, 5.92e-08, 3.19e-10, 1.15e-08, 8.64e-09, 6.10e-09, 5.49e-09, 2.08e-11, 3.22e-08, 4.43e-10]    [4.06e-06, 6.80e-06, 4.02e-06, 3.76e-06, 5.61e-06, 2.35e-06, 2.02e-07, 1.52e-08, 4.06e-10, 4.14e-10, 1.59e-06, 3.45e-06, 2.66e-06, 5.92e-08, 3.19e-10, 1.15e-08, 8.64e-09, 6.10e-09, 5.49e-09, 2.08e-11, 3.22e-08, 4.43e-10]    []  
367600    [7.15e-06, 6.59e-06, 4.32e-06, 2.91e-06, 5.18e-06, 2.42e-06, 1.99e-07, 6.39e-05, 2.16e-07, 6.25e-06, 5.73e-05, 3.23e-05, 3.58e-05, 4.07e-05, 0.00e+00, 0.00e+00, 3.66e-08, 3.90e-08, 0.00e+00, 5.52e-08, 1.63e-05, 3.21e-07]    [7.15e-06, 6.59e-06, 4.32e-06, 2.91e-06, 5.18e-06, 2.42e-06, 1.99e-07, 6.39e-05, 2.16e-07, 6.25e-06, 5.73e-05, 3.23e-05, 3.58e-05, 4.07e-05, 0.00e+00, 0.00e+00, 3.66e-08, 3.90e-08, 0.00e+00, 5.52e-08, 1.63e-05, 3.21e-07]    []  
367700    [4.66e-06, 7.11e-06, 4.07e-06, 3.95e-06, 5.58e-06, 2.38e-06, 1.93e-07, 4.88e-07, 4.74e-09, 9.99e-09, 1.80e-06, 3.94e-06, 3.09e-06, 1.48e-07, 0.00e+00, 1.09e-08, 6.64e-09, 3.32e-09, 6.53e-07, 0.00e+00, 3.87e-06, 1.04e-08]    [4.66e-06, 7.11e-06, 4.07e-06, 3.95e-06, 5.58e-06, 2.38e-06, 1.93e-07, 4.88e-07, 4.74e-09, 9.99e-09, 1.80e-06, 3.94e-06, 3.09e-06, 1.48e-07, 0.00e+00, 1.09e-08, 6.64e-09, 3.32e-09, 6.53e-07, 0.00e+00, 3.87e-06, 1.04e-08]    []  
367800    [4.05e-06, 6.85e-06, 3.96e-06, 3.72e-06, 5.62e-06, 2.49e-06, 2.27e-07, 9.48e-08, 2.29e-08, 8.44e-12, 1.62e-06, 3.49e-06, 2.66e-06, 5.60e-08, 1.30e-10, 8.57e-09, 6.55e-09, 5.33e-09, 0.00e+00, 0.00e+00, 7.74e-08, 2.94e-08]    [4.05e-06, 6.85e-06, 3.96e-06, 3.72e-06, 5.62e-06, 2.49e-06, 2.27e-07, 9.48e-08, 2.29e-08, 8.44e-12, 1.62e-06, 3.49e-06, 2.66e-06, 5.60e-08, 1.30e-10, 8.57e-09, 6.55e-09, 5.33e-09, 0.00e+00, 0.00e+00, 7.74e-08, 2.94e-08]    []  
367900    [4.30e-06, 7.13e-06, 4.10e-06, 3.60e-06, 5.93e-06, 2.36e-06, 2.07e-07, 3.36e-07, 1.20e-05, 2.02e-07, 1.87e-06, 5.25e-06, 4.18e-06, 5.97e-06, 2.67e-10, 0.00e+00, 9.06e-11, 3.57e-10, 0.00e+00, 8.68e-08, 4.43e-07, 2.47e-07]    [4.30e-06, 7.13e-06, 4.10e-06, 3.60e-06, 5.93e-06, 2.36e-06, 2.07e-07, 3.36e-07, 1.20e-05, 2.02e-07, 1.87e-06, 5.25e-06, 4.18e-06, 5.97e-06, 2.67e-10, 0.00e+00, 9.06e-11, 3.57e-10, 0.00e+00, 8.68e-08, 4.43e-07, 2.47e-07]    []  
368000    [6.48e-06, 7.65e-06, 4.20e-06, 4.86e-06, 6.13e-06, 2.61e-06, 3.18e-07, 1.48e-05, 7.87e-08, 6.57e-06, 1.43e-05, 8.18e-05, 1.06e-04, 4.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.21e-05, 2.51e-07]    [6.48e-06, 7.65e-06, 4.20e-06, 4.86e-06, 6.13e-06, 2.61e-06, 3.18e-07, 1.48e-05, 7.87e-08, 6.57e-06, 1.43e-05, 8.18e-05, 1.06e-04, 4.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.21e-05, 2.51e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 43.491469 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
368000    [6.48e-06, 7.65e-06, 4.20e-06, 4.86e-06, 6.13e-06, 2.61e-06, 3.18e-07, 1.48e-05, 7.87e-08, 6.57e-06, 1.43e-05, 8.18e-05, 1.06e-04, 4.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.21e-05, 2.51e-07]    [6.48e-06, 7.65e-06, 4.20e-06, 4.86e-06, 6.13e-06, 2.61e-06, 3.18e-07, 1.48e-05, 7.87e-08, 6.57e-06, 1.43e-05, 8.18e-05, 1.06e-04, 4.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.21e-05, 2.51e-07]    []  
368100    [4.85e-06, 7.21e-06, 4.07e-06, 3.87e-06, 5.60e-06, 2.22e-06, 1.85e-07, 8.62e-07, 7.23e-08, 3.81e-09, 1.80e-06, 4.31e-06, 3.54e-06, 3.15e-07, 0.00e+00, 2.83e-09, 1.34e-09, 1.91e-09, 5.13e-10, 0.00e+00, 1.11e-08, 8.88e-08]    [4.85e-06, 7.21e-06, 4.07e-06, 3.87e-06, 5.60e-06, 2.22e-06, 1.85e-07, 8.62e-07, 7.23e-08, 3.81e-09, 1.80e-06, 4.31e-06, 3.54e-06, 3.15e-07, 0.00e+00, 2.83e-09, 1.34e-09, 1.91e-09, 5.13e-10, 0.00e+00, 1.11e-08, 8.88e-08]    []  
368200    [4.15e-06, 6.88e-06, 3.94e-06, 3.85e-06, 5.53e-06, 2.29e-06, 2.25e-07, 1.04e-08, 1.59e-09, 6.41e-12, 1.57e-06, 3.24e-06, 2.46e-06, 5.96e-08, 7.26e-12, 8.22e-09, 8.32e-09, 6.20e-09, 0.00e+00, 0.00e+00, 8.58e-09, 5.82e-09]    [4.15e-06, 6.88e-06, 3.94e-06, 3.85e-06, 5.53e-06, 2.29e-06, 2.25e-07, 1.04e-08, 1.59e-09, 6.41e-12, 1.57e-06, 3.24e-06, 2.46e-06, 5.96e-08, 7.26e-12, 8.22e-09, 8.32e-09, 6.20e-09, 0.00e+00, 0.00e+00, 8.58e-09, 5.82e-09]    []  
368300    [1.95e-05, 8.78e-06, 3.55e-06, 5.49e-06, 8.16e-06, 3.48e-06, 1.54e-06, 2.60e-04, 2.57e-04, 2.02e-05, 2.94e-04, 4.47e-04, 1.25e-04, 1.22e-03, 2.15e-05, 2.88e-05, 5.57e-08, 1.13e-06, 2.57e-05, 4.10e-05, 1.25e-04, 1.69e-04]    [1.95e-05, 8.78e-06, 3.55e-06, 5.49e-06, 8.16e-06, 3.48e-06, 1.54e-06, 2.60e-04, 2.57e-04, 2.02e-05, 2.94e-04, 4.47e-04, 1.25e-04, 1.22e-03, 2.15e-05, 2.88e-05, 5.57e-08, 1.13e-06, 2.57e-05, 4.10e-05, 1.25e-04, 1.69e-04]    []  
368400    [4.80e-06, 7.09e-06, 3.96e-06, 3.91e-06, 5.47e-06, 2.23e-06, 1.63e-07, 3.26e-09, 2.76e-11, 1.02e-09, 1.79e-06, 3.55e-06, 2.86e-06, 6.27e-08, 0.00e+00, 5.38e-09, 7.91e-09, 6.93e-09, 4.47e-10, 2.55e-09, 4.76e-09, 1.67e-08]    [4.80e-06, 7.09e-06, 3.96e-06, 3.91e-06, 5.47e-06, 2.23e-06, 1.63e-07, 3.26e-09, 2.76e-11, 1.02e-09, 1.79e-06, 3.55e-06, 2.86e-06, 6.27e-08, 0.00e+00, 5.38e-09, 7.91e-09, 6.93e-09, 4.47e-10, 2.55e-09, 4.76e-09, 1.67e-08]    []  
368500    [4.10e-06, 6.89e-06, 3.87e-06, 3.80e-06, 5.54e-06, 2.34e-06, 2.01e-07, 4.15e-09, 1.56e-10, 3.05e-10, 1.57e-06, 3.08e-06, 2.31e-06, 6.60e-08, 2.91e-13, 7.37e-09, 7.54e-09, 5.93e-09, 2.26e-11, 0.00e+00, 1.05e-08, 2.03e-09]    [4.10e-06, 6.89e-06, 3.87e-06, 3.80e-06, 5.54e-06, 2.34e-06, 2.01e-07, 4.15e-09, 1.56e-10, 3.05e-10, 1.57e-06, 3.08e-06, 2.31e-06, 6.60e-08, 2.91e-13, 7.37e-09, 7.54e-09, 5.93e-09, 2.26e-11, 0.00e+00, 1.05e-08, 2.03e-09]    []  
368600    [1.19e-05, 8.25e-06, 4.86e-06, 4.58e-06, 6.76e-06, 2.53e-06, 1.55e-07, 4.90e-05, 1.01e-06, 4.32e-07, 1.85e-04, 1.61e-04, 7.29e-04, 4.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.52e-09, 1.66e-04, 2.72e-06]    [1.19e-05, 8.25e-06, 4.86e-06, 4.58e-06, 6.76e-06, 2.53e-06, 1.55e-07, 4.90e-05, 1.01e-06, 4.32e-07, 1.85e-04, 1.61e-04, 7.29e-04, 4.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.52e-09, 1.66e-04, 2.72e-06]    []  
368700    [4.65e-06, 7.08e-06, 3.92e-06, 3.90e-06, 5.47e-06, 2.27e-06, 1.74e-07, 2.23e-07, 3.17e-10, 3.67e-10, 1.68e-06, 3.91e-06, 3.12e-06, 7.16e-08, 0.00e+00, 5.70e-09, 4.85e-09, 4.92e-09, 2.11e-09, 1.19e-10, 9.80e-09, 7.96e-10]    [4.65e-06, 7.08e-06, 3.92e-06, 3.90e-06, 5.47e-06, 2.27e-06, 1.74e-07, 2.23e-07, 3.17e-10, 3.67e-10, 1.68e-06, 3.91e-06, 3.12e-06, 7.16e-08, 0.00e+00, 5.70e-09, 4.85e-09, 4.92e-09, 2.11e-09, 1.19e-10, 9.80e-09, 7.96e-10]    []  
368800    [4.03e-06, 6.89e-06, 3.81e-06, 3.82e-06, 5.51e-06, 2.34e-06, 2.17e-07, 8.55e-10, 1.43e-09, 1.12e-10, 1.53e-06, 3.15e-06, 2.40e-06, 6.16e-08, 3.59e-11, 7.63e-09, 8.52e-09, 6.45e-09, 8.55e-10, 7.78e-12, 7.13e-09, 4.17e-09]    [4.03e-06, 6.89e-06, 3.81e-06, 3.82e-06, 5.51e-06, 2.34e-06, 2.17e-07, 8.55e-10, 1.43e-09, 1.12e-10, 1.53e-06, 3.15e-06, 2.40e-06, 6.16e-08, 3.59e-11, 7.63e-09, 8.52e-09, 6.45e-09, 8.55e-10, 7.78e-12, 7.13e-09, 4.17e-09]    []  
368900    [3.53e-05, 1.39e-05, 5.13e-06, 9.86e-06, 1.31e-05, 5.44e-06, 1.80e-06, 5.81e-05, 2.99e-05, 1.36e-04, 9.32e-05, 7.90e-04, 2.67e-04, 1.71e-03, 5.26e-05, 2.35e-05, 1.10e-05, 1.32e-05, 7.37e-05, 0.00e+00, 3.14e-04, 8.82e-05]    [3.53e-05, 1.39e-05, 5.13e-06, 9.86e-06, 1.31e-05, 5.44e-06, 1.80e-06, 5.81e-05, 2.99e-05, 1.36e-04, 9.32e-05, 7.90e-04, 2.67e-04, 1.71e-03, 5.26e-05, 2.35e-05, 1.10e-05, 1.32e-05, 7.37e-05, 0.00e+00, 3.14e-04, 8.82e-05]    []  
369000    [4.68e-06, 7.10e-06, 3.75e-06, 3.84e-06, 5.37e-06, 2.29e-06, 2.58e-07, 1.06e-08, 5.98e-12, 4.00e-12, 1.77e-06, 3.40e-06, 2.73e-06, 8.55e-08, 0.00e+00, 6.48e-09, 9.39e-09, 7.27e-09, 0.00e+00, 2.27e-12, 2.05e-08, 4.57e-10]    [4.68e-06, 7.10e-06, 3.75e-06, 3.84e-06, 5.37e-06, 2.29e-06, 2.58e-07, 1.06e-08, 5.98e-12, 4.00e-12, 1.77e-06, 3.40e-06, 2.73e-06, 8.55e-08, 0.00e+00, 6.48e-09, 9.39e-09, 7.27e-09, 0.00e+00, 2.27e-12, 2.05e-08, 4.57e-10]    []  
369100    [4.00e-06, 6.90e-06, 3.70e-06, 3.76e-06, 5.50e-06, 2.40e-06, 2.81e-07, 6.15e-09, 9.86e-11, 3.61e-10, 1.55e-06, 2.96e-06, 2.25e-06, 6.20e-08, 3.22e-12, 6.85e-09, 8.08e-09, 6.45e-09, 5.10e-10, 3.74e-11, 5.91e-09, 6.21e-10]    [4.00e-06, 6.90e-06, 3.70e-06, 3.76e-06, 5.50e-06, 2.40e-06, 2.81e-07, 6.15e-09, 9.86e-11, 3.61e-10, 1.55e-06, 2.96e-06, 2.25e-06, 6.20e-08, 3.22e-12, 6.85e-09, 8.08e-09, 6.45e-09, 5.10e-10, 3.74e-11, 5.91e-09, 6.21e-10]    []  
369200    [3.53e-06, 6.80e-06, 3.66e-06, 3.67e-06, 5.56e-06, 2.48e-06, 3.01e-07, 9.94e-09, 2.76e-09, 3.16e-08, 1.52e-06, 3.14e-06, 2.32e-06, 1.89e-06, 0.00e+00, 2.50e-10, 6.50e-10, 2.05e-11, 0.00e+00, 0.00e+00, 2.25e-08, 4.78e-09]    [3.53e-06, 6.80e-06, 3.66e-06, 3.67e-06, 5.56e-06, 2.48e-06, 3.01e-07, 9.94e-09, 2.76e-09, 3.16e-08, 1.52e-06, 3.14e-06, 2.32e-06, 1.89e-06, 0.00e+00, 2.50e-10, 6.50e-10, 2.05e-11, 0.00e+00, 0.00e+00, 2.25e-08, 4.78e-09]    []  
369300    [4.54e-06, 7.35e-06, 3.76e-06, 3.82e-06, 5.59e-06, 2.29e-06, 2.22e-07, 4.68e-06, 1.57e-08, 1.33e-07, 1.79e-06, 3.89e-06, 4.35e-06, 2.87e-06, 0.00e+00, 6.77e-09, 0.00e+00, 5.94e-10, 1.09e-07, 3.49e-12, 6.63e-07, 6.37e-10]    [4.54e-06, 7.35e-06, 3.76e-06, 3.82e-06, 5.59e-06, 2.29e-06, 2.22e-07, 4.68e-06, 1.57e-08, 1.33e-07, 1.79e-06, 3.89e-06, 4.35e-06, 2.87e-06, 0.00e+00, 6.77e-09, 0.00e+00, 5.94e-10, 1.09e-07, 3.49e-12, 6.63e-07, 6.37e-10]    []  
369400    [3.92e-06, 6.87e-06, 3.68e-06, 3.76e-06, 5.46e-06, 2.35e-06, 2.50e-07, 5.71e-08, 2.31e-10, 3.07e-10, 1.47e-06, 2.97e-06, 2.31e-06, 6.23e-08, 2.76e-11, 7.07e-09, 9.44e-09, 7.35e-09, 2.69e-09, 1.24e-10, 1.57e-08, 9.58e-10]    [3.92e-06, 6.87e-06, 3.68e-06, 3.76e-06, 5.46e-06, 2.35e-06, 2.50e-07, 5.71e-08, 2.31e-10, 3.07e-10, 1.47e-06, 2.97e-06, 2.31e-06, 6.23e-08, 2.76e-11, 7.07e-09, 9.44e-09, 7.35e-09, 2.69e-09, 1.24e-10, 1.57e-08, 9.58e-10]    []  
369500    [1.15e-04, 2.21e-05, 9.90e-06, 1.37e-05, 1.62e-05, 6.52e-06, 2.21e-06, 2.08e-04, 4.84e-06, 1.25e-04, 2.34e-04, 1.95e-03, 1.56e-03, 9.13e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.34e-04, 1.10e-05]    [1.15e-04, 2.21e-05, 9.90e-06, 1.37e-05, 1.62e-05, 6.52e-06, 2.21e-06, 2.08e-04, 4.84e-06, 1.25e-04, 2.34e-04, 1.95e-03, 1.56e-03, 9.13e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.34e-04, 1.10e-05]    []  
369600    [4.42e-06, 7.06e-06, 3.66e-06, 3.80e-06, 5.38e-06, 2.30e-06, 2.30e-07, 2.20e-09, 2.52e-08, 3.78e-09, 1.61e-06, 3.56e-06, 2.82e-06, 6.15e-08, 0.00e+00, 8.83e-09, 8.36e-09, 9.19e-09, 7.67e-12, 1.31e-09, 4.20e-09, 8.29e-09]    [4.42e-06, 7.06e-06, 3.66e-06, 3.80e-06, 5.38e-06, 2.30e-06, 2.30e-07, 2.20e-09, 2.52e-08, 3.78e-09, 1.61e-06, 3.56e-06, 2.82e-06, 6.15e-08, 0.00e+00, 8.83e-09, 8.36e-09, 9.19e-09, 7.67e-12, 1.31e-09, 4.20e-09, 8.29e-09]    []  
369700    [3.78e-06, 6.86e-06, 3.59e-06, 3.75e-06, 5.45e-06, 2.38e-06, 2.66e-07, 1.88e-08, 6.84e-10, 5.79e-10, 1.44e-06, 2.86e-06, 2.16e-06, 8.24e-08, 3.30e-11, 5.98e-09, 7.80e-09, 5.89e-09, 4.24e-10, 3.73e-12, 6.18e-09, 1.79e-09]    [3.78e-06, 6.86e-06, 3.59e-06, 3.75e-06, 5.45e-06, 2.38e-06, 2.66e-07, 1.88e-08, 6.84e-10, 5.79e-10, 1.44e-06, 2.86e-06, 2.16e-06, 8.24e-08, 3.30e-11, 5.98e-09, 7.80e-09, 5.89e-09, 4.24e-10, 3.73e-12, 6.18e-09, 1.79e-09]    []  
369800    [5.03e-06, 7.26e-06, 3.62e-06, 3.58e-06, 5.07e-06, 2.23e-06, 1.95e-07, 2.22e-09, 1.28e-07, 1.64e-08, 3.84e-06, 7.46e-06, 7.51e-06, 1.54e-06, 2.90e-11, 1.26e-08, 4.47e-08, 1.91e-08, 2.47e-09, 0.00e+00, 1.50e-08, 9.02e-08]    [5.03e-06, 7.26e-06, 3.62e-06, 3.58e-06, 5.07e-06, 2.23e-06, 1.95e-07, 2.22e-09, 1.28e-07, 1.64e-08, 3.84e-06, 7.46e-06, 7.51e-06, 1.54e-06, 2.90e-11, 1.26e-08, 4.47e-08, 1.91e-08, 2.47e-09, 0.00e+00, 1.50e-08, 9.02e-08]    []  
369900    [4.09e-06, 6.95e-06, 3.59e-06, 3.81e-06, 5.42e-06, 2.24e-06, 2.08e-07, 3.60e-09, 1.41e-11, 3.04e-11, 1.49e-06, 3.16e-06, 2.45e-06, 6.00e-08, 0.00e+00, 6.73e-09, 8.36e-09, 7.26e-09, 0.00e+00, 0.00e+00, 2.29e-08, 2.84e-09]    [4.09e-06, 6.95e-06, 3.59e-06, 3.81e-06, 5.42e-06, 2.24e-06, 2.08e-07, 3.60e-09, 1.41e-11, 3.04e-11, 1.49e-06, 3.16e-06, 2.45e-06, 6.00e-08, 0.00e+00, 6.73e-09, 8.36e-09, 7.26e-09, 0.00e+00, 0.00e+00, 2.29e-08, 2.84e-09]    []  
370000    [3.37e-06, 6.86e-06, 3.54e-06, 3.79e-06, 5.49e-06, 2.33e-06, 2.47e-07, 6.12e-09, 1.36e-08, 1.43e-07, 1.64e-06, 4.27e-06, 4.19e-06, 8.92e-06, 0.00e+00, 0.00e+00, 3.61e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-07, 6.62e-09]    [3.37e-06, 6.86e-06, 3.54e-06, 3.79e-06, 5.49e-06, 2.33e-06, 2.47e-07, 6.12e-09, 1.36e-08, 1.43e-07, 1.64e-06, 4.27e-06, 4.19e-06, 8.92e-06, 0.00e+00, 0.00e+00, 3.61e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-07, 6.62e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 44.791843 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
370000    [3.37e-06, 6.86e-06, 3.54e-06, 3.79e-06, 5.49e-06, 2.33e-06, 2.47e-07, 6.12e-09, 1.36e-08, 1.43e-07, 1.64e-06, 4.27e-06, 4.19e-06, 8.92e-06, 0.00e+00, 0.00e+00, 3.61e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-07, 6.62e-09]    [3.37e-06, 6.86e-06, 3.54e-06, 3.79e-06, 5.49e-06, 2.33e-06, 2.47e-07, 6.12e-09, 1.36e-08, 1.43e-07, 1.64e-06, 4.27e-06, 4.19e-06, 8.92e-06, 0.00e+00, 0.00e+00, 3.61e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-07, 6.62e-09]    []  
370100    [5.15e-06, 7.59e-06, 3.50e-06, 4.08e-06, 5.34e-06, 2.22e-06, 2.47e-07, 9.95e-07, 2.29e-07, 1.64e-07, 2.34e-06, 3.92e-06, 2.80e-06, 1.23e-06, 0.00e+00, 3.46e-09, 2.46e-11, 7.95e-09, 3.82e-08, 1.17e-07, 2.50e-07, 6.68e-07]    [5.15e-06, 7.59e-06, 3.50e-06, 4.08e-06, 5.34e-06, 2.22e-06, 2.47e-07, 9.95e-07, 2.29e-07, 1.64e-07, 2.34e-06, 3.92e-06, 2.80e-06, 1.23e-06, 0.00e+00, 3.46e-09, 2.46e-11, 7.95e-09, 3.82e-08, 1.17e-07, 2.50e-07, 6.68e-07]    []  
370200    [4.25e-06, 7.02e-06, 3.50e-06, 3.77e-06, 5.43e-06, 2.33e-06, 2.59e-07, 8.18e-09, 1.74e-09, 5.85e-10, 1.58e-06, 2.83e-06, 2.11e-06, 6.45e-08, 0.00e+00, 5.53e-09, 6.30e-09, 5.43e-09, 7.51e-10, 0.00e+00, 6.05e-09, 2.13e-09]    [4.25e-06, 7.02e-06, 3.50e-06, 3.77e-06, 5.43e-06, 2.33e-06, 2.59e-07, 8.18e-09, 1.74e-09, 5.85e-10, 1.58e-06, 2.83e-06, 2.11e-06, 6.45e-08, 0.00e+00, 5.53e-09, 6.30e-09, 5.43e-09, 7.51e-10, 0.00e+00, 6.05e-09, 2.13e-09]    []  
370300    [3.76e-06, 6.84e-06, 3.45e-06, 3.63e-06, 5.47e-06, 2.40e-06, 2.77e-07, 7.87e-10, 9.28e-06, 9.38e-10, 1.41e-06, 2.59e-06, 1.90e-06, 1.45e-07, 0.00e+00, 4.14e-09, 4.52e-09, 3.40e-09, 3.82e-11, 0.00e+00, 4.85e-09, 1.06e-05]    [3.76e-06, 6.84e-06, 3.45e-06, 3.63e-06, 5.47e-06, 2.40e-06, 2.77e-07, 7.87e-10, 9.28e-06, 9.38e-10, 1.41e-06, 2.59e-06, 1.90e-06, 1.45e-07, 0.00e+00, 4.14e-09, 4.52e-09, 3.40e-09, 3.82e-11, 0.00e+00, 4.85e-09, 1.06e-05]    []  
370400    [3.87e-06, 6.87e-06, 3.46e-06, 3.71e-06, 5.31e-06, 2.19e-06, 2.46e-07, 7.05e-08, 1.43e-08, 8.77e-10, 1.33e-06, 3.17e-06, 2.66e-06, 1.27e-07, 0.00e+00, 8.86e-09, 1.72e-08, 1.52e-08, 1.02e-08, 7.78e-11, 6.54e-08, 7.23e-08]    [3.87e-06, 6.87e-06, 3.46e-06, 3.71e-06, 5.31e-06, 2.19e-06, 2.46e-07, 7.05e-08, 1.43e-08, 8.77e-10, 1.33e-06, 3.17e-06, 2.66e-06, 1.27e-07, 0.00e+00, 8.86e-09, 1.72e-08, 1.52e-08, 1.02e-08, 7.78e-11, 6.54e-08, 7.23e-08]    []  
370500    [2.46e-05, 9.47e-06, 2.83e-06, 8.21e-06, 9.29e-06, 3.19e-06, 9.97e-07, 1.34e-04, 2.01e-07, 8.98e-05, 1.39e-04, 6.03e-04, 6.97e-04, 2.78e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.21e-04, 1.69e-06]    [2.46e-05, 9.47e-06, 2.83e-06, 8.21e-06, 9.29e-06, 3.19e-06, 9.97e-07, 1.34e-04, 2.01e-07, 8.98e-05, 1.39e-04, 6.03e-04, 6.97e-04, 2.78e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.21e-04, 1.69e-06]    []  
370600    [4.30e-06, 7.08e-06, 3.41e-06, 3.82e-06, 5.24e-06, 2.05e-06, 2.43e-07, 1.43e-06, 1.18e-07, 2.33e-09, 1.67e-06, 3.88e-06, 3.51e-06, 6.58e-08, 0.00e+00, 3.80e-09, 1.27e-08, 9.26e-09, 0.00e+00, 0.00e+00, 6.67e-08, 6.95e-08]    [4.30e-06, 7.08e-06, 3.41e-06, 3.82e-06, 5.24e-06, 2.05e-06, 2.43e-07, 1.43e-06, 1.18e-07, 2.33e-09, 1.67e-06, 3.88e-06, 3.51e-06, 6.58e-08, 0.00e+00, 3.80e-09, 1.27e-08, 9.26e-09, 0.00e+00, 0.00e+00, 6.67e-08, 6.95e-08]    []  
370700    [3.75e-06, 6.90e-06, 3.39e-06, 3.77e-06, 5.37e-06, 2.14e-06, 2.71e-07, 6.19e-09, 3.16e-09, 2.05e-10, 1.35e-06, 2.88e-06, 2.23e-06, 6.27e-08, 4.19e-11, 5.92e-09, 8.65e-09, 6.90e-09, 6.71e-10, 9.96e-11, 5.58e-09, 8.86e-10]    [3.75e-06, 6.90e-06, 3.39e-06, 3.77e-06, 5.37e-06, 2.14e-06, 2.71e-07, 6.19e-09, 3.16e-09, 2.05e-10, 1.35e-06, 2.88e-06, 2.23e-06, 6.27e-08, 4.19e-11, 5.92e-09, 8.65e-09, 6.90e-09, 6.71e-10, 9.96e-11, 5.58e-09, 8.86e-10]    []  
370800    [2.07e-05, 8.72e-06, 4.30e-06, 3.16e-06, 4.42e-06, 2.76e-06, 1.27e-06, 5.91e-06, 9.80e-07, 2.25e-05, 1.18e-04, 2.74e-04, 4.36e-05, 4.91e-04, 1.19e-05, 6.60e-06, 1.74e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.47e-07, 6.18e-07]    [2.07e-05, 8.72e-06, 4.30e-06, 3.16e-06, 4.42e-06, 2.76e-06, 1.27e-06, 5.91e-06, 9.80e-07, 2.25e-05, 1.18e-04, 2.74e-04, 4.36e-05, 4.91e-04, 1.19e-05, 6.60e-06, 1.74e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.47e-07, 6.18e-07]    []  
370900    [4.24e-06, 7.11e-06, 3.36e-06, 3.87e-06, 5.29e-06, 1.98e-06, 2.31e-07, 1.62e-08, 2.38e-11, 9.73e-12, 1.50e-06, 3.60e-06, 2.80e-06, 5.90e-08, 0.00e+00, 5.99e-09, 5.06e-09, 6.40e-09, 0.00e+00, 1.30e-13, 2.84e-08, 1.94e-09]    [4.24e-06, 7.11e-06, 3.36e-06, 3.87e-06, 5.29e-06, 1.98e-06, 2.31e-07, 1.62e-08, 2.38e-11, 9.73e-12, 1.50e-06, 3.60e-06, 2.80e-06, 5.90e-08, 0.00e+00, 5.99e-09, 5.06e-09, 6.40e-09, 0.00e+00, 1.30e-13, 2.84e-08, 1.94e-09]    []  
371000    [3.70e-06, 6.88e-06, 3.33e-06, 3.76e-06, 5.35e-06, 2.10e-06, 2.65e-07, 1.35e-08, 6.07e-10, 2.57e-13, 1.32e-06, 2.78e-06, 2.12e-06, 5.90e-08, 8.67e-11, 6.53e-09, 8.44e-09, 6.98e-09, 0.00e+00, 5.39e-11, 1.85e-08, 6.70e-10]    [3.70e-06, 6.88e-06, 3.33e-06, 3.76e-06, 5.35e-06, 2.10e-06, 2.65e-07, 1.35e-08, 6.07e-10, 2.57e-13, 1.32e-06, 2.78e-06, 2.12e-06, 5.90e-08, 8.67e-11, 6.53e-09, 8.44e-09, 6.98e-09, 0.00e+00, 5.39e-11, 1.85e-08, 6.70e-10]    []  
371100    [7.73e-05, 1.43e-05, 5.26e-06, 8.69e-06, 1.71e-05, 4.13e-06, 1.48e-06, 3.21e-04, 8.13e-04, 8.94e-05, 1.34e-04, 1.42e-03, 1.59e-03, 7.05e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.01e-04, 1.17e-03]    [7.73e-05, 1.43e-05, 5.26e-06, 8.69e-06, 1.71e-05, 4.13e-06, 1.48e-06, 3.21e-04, 8.13e-04, 8.94e-05, 1.34e-04, 1.42e-03, 1.59e-03, 7.05e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.01e-04, 1.17e-03]    []  
371200    [4.76e-06, 7.37e-06, 3.30e-06, 3.89e-06, 5.24e-06, 2.09e-06, 2.28e-07, 3.97e-09, 2.37e-08, 1.68e-08, 1.97e-06, 3.73e-06, 3.19e-06, 3.09e-07, 0.00e+00, 1.25e-08, 1.05e-08, 1.41e-08, 2.16e-11, 1.44e-10, 6.79e-08, 6.97e-10]    [4.76e-06, 7.37e-06, 3.30e-06, 3.89e-06, 5.24e-06, 2.09e-06, 2.28e-07, 3.97e-09, 2.37e-08, 1.68e-08, 1.97e-06, 3.73e-06, 3.19e-06, 3.09e-07, 0.00e+00, 1.25e-08, 1.05e-08, 1.41e-08, 2.16e-11, 1.44e-10, 6.79e-08, 6.97e-10]    []  
371300    [3.95e-06, 6.96e-06, 3.29e-06, 3.73e-06, 5.32e-06, 2.21e-06, 2.45e-07, 3.25e-10, 1.75e-09, 4.70e-10, 1.41e-06, 2.87e-06, 2.18e-06, 6.23e-08, 0.00e+00, 5.91e-09, 6.43e-09, 5.65e-09, 0.00e+00, 5.10e-11, 5.73e-09, 5.16e-10]    [3.95e-06, 6.96e-06, 3.29e-06, 3.73e-06, 5.32e-06, 2.21e-06, 2.45e-07, 3.25e-10, 1.75e-09, 4.70e-10, 1.41e-06, 2.87e-06, 2.18e-06, 6.23e-08, 0.00e+00, 5.91e-09, 6.43e-09, 5.65e-09, 0.00e+00, 5.10e-11, 5.73e-09, 5.16e-10]    []  
371400    [3.56e-06, 6.77e-06, 3.28e-06, 3.60e-06, 5.36e-06, 2.30e-06, 2.67e-07, 2.69e-10, 4.75e-10, 1.59e-10, 1.27e-06, 2.45e-06, 1.88e-06, 6.03e-08, 9.09e-11, 7.20e-09, 7.80e-09, 6.16e-09, 0.00e+00, 0.00e+00, 1.65e-08, 4.32e-09]    [3.56e-06, 6.77e-06, 3.28e-06, 3.60e-06, 5.36e-06, 2.30e-06, 2.67e-07, 2.69e-10, 4.75e-10, 1.59e-10, 1.27e-06, 2.45e-06, 1.88e-06, 6.03e-08, 9.09e-11, 7.20e-09, 7.80e-09, 6.16e-09, 0.00e+00, 0.00e+00, 1.65e-08, 4.32e-09]    []  
371500    [5.85e-06, 5.97e-06, 3.08e-06, 3.24e-06, 4.23e-06, 3.08e-06, 7.96e-07, 3.31e-05, 1.00e-05, 1.32e-07, 1.06e-05, 3.87e-05, 4.35e-05, 1.51e-05, 3.69e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.29e-05, 1.35e-05]    [5.85e-06, 5.97e-06, 3.08e-06, 3.24e-06, 4.23e-06, 3.08e-06, 7.96e-07, 3.31e-05, 1.00e-05, 1.32e-07, 1.06e-05, 3.87e-05, 4.35e-05, 1.51e-05, 3.69e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.29e-05, 1.35e-05]    []  
371600    [4.12e-06, 7.06e-06, 3.23e-06, 3.80e-06, 5.17e-06, 1.94e-06, 2.10e-07, 1.41e-07, 2.99e-09, 3.28e-09, 1.38e-06, 3.21e-06, 2.71e-06, 2.29e-07, 1.44e-11, 8.28e-09, 1.29e-08, 1.20e-08, 1.27e-08, 0.00e+00, 8.34e-08, 2.85e-09]    [4.12e-06, 7.06e-06, 3.23e-06, 3.80e-06, 5.17e-06, 1.94e-06, 2.10e-07, 1.41e-07, 2.99e-09, 3.28e-09, 1.38e-06, 3.21e-06, 2.71e-06, 2.29e-07, 1.44e-11, 8.28e-09, 1.29e-08, 1.20e-08, 1.27e-08, 0.00e+00, 8.34e-08, 2.85e-09]    []  
371700    [3.52e-06, 6.81e-06, 3.21e-06, 3.69e-06, 5.26e-06, 2.10e-06, 2.50e-07, 5.21e-10, 8.83e-11, 1.99e-10, 1.23e-06, 2.49e-06, 1.92e-06, 6.04e-08, 8.50e-11, 6.61e-09, 8.22e-09, 6.93e-09, 6.92e-12, 4.23e-11, 4.78e-09, 4.90e-10]    [3.52e-06, 6.81e-06, 3.21e-06, 3.69e-06, 5.26e-06, 2.10e-06, 2.50e-07, 5.21e-10, 8.83e-11, 1.99e-10, 1.23e-06, 2.49e-06, 1.92e-06, 6.04e-08, 8.50e-11, 6.61e-09, 8.22e-09, 6.93e-09, 6.92e-12, 4.23e-11, 4.78e-09, 4.90e-10]    []  
371800    [8.02e-06, 6.67e-06, 3.73e-06, 4.41e-06, 3.98e-06, 3.45e-06, 3.49e-07, 4.88e-05, 3.61e-06, 7.39e-06, 2.14e-04, 2.28e-04, 2.75e-04, 1.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.97e-08, 5.63e-05, 1.21e-06]    [8.02e-06, 6.67e-06, 3.73e-06, 4.41e-06, 3.98e-06, 3.45e-06, 3.49e-07, 4.88e-05, 3.61e-06, 7.39e-06, 2.14e-04, 2.28e-04, 2.75e-04, 1.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.97e-08, 5.63e-05, 1.21e-06]    []  
371900    [4.67e-06, 7.31e-06, 3.17e-06, 3.90e-06, 5.16e-06, 1.97e-06, 2.28e-07, 2.43e-09, 2.97e-10, 6.63e-09, 1.77e-06, 3.26e-06, 2.41e-06, 1.10e-07, 0.00e+00, 4.32e-09, 2.79e-09, 6.44e-09, 0.00e+00, 0.00e+00, 2.12e-08, 3.05e-09]    [4.67e-06, 7.31e-06, 3.17e-06, 3.90e-06, 5.16e-06, 1.97e-06, 2.28e-07, 2.43e-09, 2.97e-10, 6.63e-09, 1.77e-06, 3.26e-06, 2.41e-06, 1.10e-07, 0.00e+00, 4.32e-09, 2.79e-09, 6.44e-09, 0.00e+00, 0.00e+00, 2.12e-08, 3.05e-09]    []  
372000    [3.90e-06, 6.92e-06, 3.19e-06, 3.75e-06, 5.20e-06, 2.10e-06, 2.37e-07, 2.55e-09, 6.88e-10, 5.07e-10, 1.31e-06, 2.60e-06, 1.98e-06, 6.24e-08, 1.14e-11, 6.41e-09, 6.45e-09, 5.22e-09, 2.45e-10, 1.03e-15, 3.61e-09, 5.31e-10]    [3.90e-06, 6.92e-06, 3.19e-06, 3.75e-06, 5.20e-06, 2.10e-06, 2.37e-07, 2.55e-09, 6.88e-10, 5.07e-10, 1.31e-06, 2.60e-06, 1.98e-06, 6.24e-08, 1.14e-11, 6.41e-09, 6.45e-09, 5.22e-09, 2.45e-10, 1.03e-15, 3.61e-09, 5.31e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 44.821529 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
372000    [3.90e-06, 6.92e-06, 3.19e-06, 3.75e-06, 5.20e-06, 2.10e-06, 2.37e-07, 2.55e-09, 6.88e-10, 5.07e-10, 1.31e-06, 2.60e-06, 1.98e-06, 6.24e-08, 1.14e-11, 6.41e-09, 6.45e-09, 5.22e-09, 2.45e-10, 1.03e-15, 3.61e-09, 5.31e-10]    [3.90e-06, 6.92e-06, 3.19e-06, 3.75e-06, 5.20e-06, 2.10e-06, 2.37e-07, 2.55e-09, 6.88e-10, 5.07e-10, 1.31e-06, 2.60e-06, 1.98e-06, 6.24e-08, 1.14e-11, 6.41e-09, 6.45e-09, 5.22e-09, 2.45e-10, 1.03e-15, 3.61e-09, 5.31e-10]    []  
372100    [3.49e-06, 6.71e-06, 3.18e-06, 3.65e-06, 5.18e-06, 2.20e-06, 2.52e-07, 1.00e-08, 3.46e-12, 1.32e-10, 1.16e-06, 2.25e-06, 1.74e-06, 6.12e-08, 1.20e-10, 7.85e-09, 7.71e-09, 5.93e-09, 2.68e-11, 1.21e-10, 4.77e-09, 8.02e-10]    [3.49e-06, 6.71e-06, 3.18e-06, 3.65e-06, 5.18e-06, 2.20e-06, 2.52e-07, 1.00e-08, 3.46e-12, 1.32e-10, 1.16e-06, 2.25e-06, 1.74e-06, 6.12e-08, 1.20e-10, 7.85e-09, 7.71e-09, 5.93e-09, 2.68e-11, 1.21e-10, 4.77e-09, 8.02e-10]    []  
372200    [5.75e-06, 8.03e-06, 4.17e-06, 4.37e-06, 4.53e-06, 2.72e-06, 2.30e-07, 9.16e-05, 2.87e-06, 6.17e-06, 7.31e-05, 8.92e-05, 1.01e-04, 2.29e-05, 0.00e+00, 2.02e-09, 3.73e-07, 5.66e-07, 0.00e+00, 1.10e-06, 1.99e-04, 5.42e-06]    [5.75e-06, 8.03e-06, 4.17e-06, 4.37e-06, 4.53e-06, 2.72e-06, 2.30e-07, 9.16e-05, 2.87e-06, 6.17e-06, 7.31e-05, 8.92e-05, 1.01e-04, 2.29e-05, 0.00e+00, 2.02e-09, 3.73e-07, 5.66e-07, 0.00e+00, 1.10e-06, 1.99e-04, 5.42e-06]    []  
372300    [3.87e-06, 7.07e-06, 3.08e-06, 3.86e-06, 5.08e-06, 1.85e-06, 2.05e-07, 2.84e-10, 9.16e-10, 1.62e-11, 1.30e-06, 3.41e-06, 2.67e-06, 6.88e-08, 0.00e+00, 4.44e-09, 3.61e-09, 4.68e-09, 1.55e-12, 0.00e+00, 2.00e-08, 1.38e-09]    [3.87e-06, 7.07e-06, 3.08e-06, 3.86e-06, 5.08e-06, 1.85e-06, 2.05e-07, 2.84e-10, 9.16e-10, 1.62e-11, 1.30e-06, 3.41e-06, 2.67e-06, 6.88e-08, 0.00e+00, 4.44e-09, 3.61e-09, 4.68e-09, 1.55e-12, 0.00e+00, 2.00e-08, 1.38e-09]    []  
372400    [3.41e-06, 6.80e-06, 3.09e-06, 3.72e-06, 5.11e-06, 2.04e-06, 2.45e-07, 7.47e-10, 2.51e-09, 1.69e-10, 1.15e-06, 2.50e-06, 1.94e-06, 5.76e-08, 7.23e-11, 6.78e-09, 7.37e-09, 6.10e-09, 4.01e-11, 0.00e+00, 3.77e-09, 3.02e-09]    [3.41e-06, 6.80e-06, 3.09e-06, 3.72e-06, 5.11e-06, 2.04e-06, 2.45e-07, 7.47e-10, 2.51e-09, 1.69e-10, 1.15e-06, 2.50e-06, 1.94e-06, 5.76e-08, 7.23e-11, 6.78e-09, 7.37e-09, 6.10e-09, 4.01e-11, 0.00e+00, 3.77e-09, 3.02e-09]    []  
372500    [8.54e-06, 6.87e-06, 3.19e-06, 3.79e-06, 4.37e-06, 1.85e-06, 2.24e-07, 1.56e-05, 7.40e-09, 1.02e-05, 1.71e-04, 1.19e-04, 5.58e-04, 3.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.51e-07, 3.19e-07, 3.94e-06, 1.73e-06]    [8.54e-06, 6.87e-06, 3.19e-06, 3.79e-06, 4.37e-06, 1.85e-06, 2.24e-07, 1.56e-05, 7.40e-09, 1.02e-05, 1.71e-04, 1.19e-04, 5.58e-04, 3.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.51e-07, 3.19e-07, 3.94e-06, 1.73e-06]    []  
372600    [3.75e-06, 7.05e-06, 3.01e-06, 3.81e-06, 5.03e-06, 1.99e-06, 2.40e-07, 2.51e-09, 2.69e-09, 4.20e-11, 1.36e-06, 3.35e-06, 2.67e-06, 5.91e-08, 0.00e+00, 3.84e-09, 4.96e-09, 6.88e-09, 0.00e+00, 0.00e+00, 3.07e-08, 7.75e-09]    [3.75e-06, 7.05e-06, 3.01e-06, 3.81e-06, 5.03e-06, 1.99e-06, 2.40e-07, 2.51e-09, 2.69e-09, 4.20e-11, 1.36e-06, 3.35e-06, 2.67e-06, 5.91e-08, 0.00e+00, 3.84e-09, 4.96e-09, 6.88e-09, 0.00e+00, 0.00e+00, 3.07e-08, 7.75e-09]    []  
372700    [3.31e-06, 6.74e-06, 3.03e-06, 3.71e-06, 5.02e-06, 2.16e-06, 2.67e-07, 2.27e-08, 1.37e-10, 1.22e-10, 1.12e-06, 2.53e-06, 1.97e-06, 5.56e-08, 8.90e-12, 6.36e-09, 5.85e-09, 4.97e-09, 0.00e+00, 1.65e-13, 3.35e-08, 5.67e-10]    [3.31e-06, 6.74e-06, 3.03e-06, 3.71e-06, 5.02e-06, 2.16e-06, 2.67e-07, 2.27e-08, 1.37e-10, 1.22e-10, 1.12e-06, 2.53e-06, 1.97e-06, 5.56e-08, 8.90e-12, 6.36e-09, 5.85e-09, 4.97e-09, 0.00e+00, 1.65e-13, 3.35e-08, 5.67e-10]    []  
372800    [7.49e-06, 7.94e-06, 4.04e-06, 4.11e-06, 5.10e-06, 2.11e-06, 2.67e-07, 5.51e-06, 3.36e-06, 2.99e-06, 4.94e-06, 3.75e-05, 6.58e-06, 5.93e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-09, 0.00e+00, 3.93e-07, 4.55e-06, 2.15e-06]    [7.49e-06, 7.94e-06, 4.04e-06, 4.11e-06, 5.10e-06, 2.11e-06, 2.67e-07, 5.51e-06, 3.36e-06, 2.99e-06, 4.94e-06, 3.75e-05, 6.58e-06, 5.93e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-09, 0.00e+00, 3.93e-07, 4.55e-06, 2.15e-06]    []  
372900    [3.71e-06, 7.03e-06, 2.98e-06, 3.85e-06, 4.96e-06, 1.82e-06, 2.10e-07, 7.10e-11, 6.74e-10, 1.48e-10, 1.29e-06, 3.11e-06, 2.45e-06, 6.48e-08, 0.00e+00, 6.01e-09, 5.50e-09, 7.04e-09, 0.00e+00, 0.00e+00, 1.61e-08, 7.47e-10]    [3.71e-06, 7.03e-06, 2.98e-06, 3.85e-06, 4.96e-06, 1.82e-06, 2.10e-07, 7.10e-11, 6.74e-10, 1.48e-10, 1.29e-06, 3.11e-06, 2.45e-06, 6.48e-08, 0.00e+00, 6.01e-09, 5.50e-09, 7.04e-09, 0.00e+00, 0.00e+00, 1.61e-08, 7.47e-10]    []  
373000    [3.26e-06, 6.72e-06, 3.00e-06, 3.77e-06, 4.91e-06, 2.02e-06, 2.45e-07, 1.86e-09, 9.44e-10, 4.65e-10, 1.11e-06, 2.31e-06, 1.78e-06, 6.04e-08, 7.66e-11, 6.87e-09, 6.78e-09, 5.51e-09, 2.29e-10, 1.00e-10, 3.62e-09, 6.98e-10]    [3.26e-06, 6.72e-06, 3.00e-06, 3.77e-06, 4.91e-06, 2.02e-06, 2.45e-07, 1.86e-09, 9.44e-10, 4.65e-10, 1.11e-06, 2.31e-06, 1.78e-06, 6.04e-08, 7.66e-11, 6.87e-09, 6.78e-09, 5.51e-09, 2.29e-10, 1.00e-10, 3.62e-09, 6.98e-10]    []  
373100    [8.33e-06, 7.32e-06, 3.70e-06, 2.85e-06, 4.09e-06, 2.22e-06, 3.92e-07, 6.12e-06, 2.14e-06, 1.88e-05, 6.25e-05, 2.77e-05, 3.99e-05, 1.71e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.70e-05, 4.21e-06]    [8.33e-06, 7.32e-06, 3.70e-06, 2.85e-06, 4.09e-06, 2.22e-06, 3.92e-07, 6.12e-06, 2.14e-06, 1.88e-05, 6.25e-05, 2.77e-05, 3.99e-05, 1.71e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.70e-05, 4.21e-06]    []  
373200    [3.63e-06, 6.92e-06, 2.93e-06, 3.82e-06, 4.84e-06, 1.96e-06, 2.39e-07, 1.92e-09, 8.26e-10, 2.93e-11, 1.28e-06, 2.67e-06, 2.09e-06, 5.45e-08, 0.00e+00, 5.66e-09, 6.01e-09, 7.36e-09, 1.37e-10, 4.52e-11, 3.01e-09, 5.00e-10]    [3.63e-06, 6.92e-06, 2.93e-06, 3.82e-06, 4.84e-06, 1.96e-06, 2.39e-07, 1.92e-09, 8.26e-10, 2.93e-11, 1.28e-06, 2.67e-06, 2.09e-06, 5.45e-08, 0.00e+00, 5.66e-09, 6.01e-09, 7.36e-09, 1.37e-10, 4.52e-11, 3.01e-09, 5.00e-10]    []  
373300    [3.17e-06, 6.60e-06, 2.95e-06, 3.76e-06, 4.74e-06, 2.14e-06, 2.61e-07, 7.96e-10, 4.38e-11, 7.06e-10, 1.06e-06, 2.13e-06, 1.64e-06, 7.01e-08, 1.71e-11, 6.11e-09, 5.80e-09, 4.53e-09, 0.00e+00, 2.39e-13, 7.77e-09, 2.32e-09]    [3.17e-06, 6.60e-06, 2.95e-06, 3.76e-06, 4.74e-06, 2.14e-06, 2.61e-07, 7.96e-10, 4.38e-11, 7.06e-10, 1.06e-06, 2.13e-06, 1.64e-06, 7.01e-08, 1.71e-11, 6.11e-09, 5.80e-09, 4.53e-09, 0.00e+00, 2.39e-13, 7.77e-09, 2.32e-09]    []  
373400    [4.29e-06, 7.13e-06, 2.76e-06, 3.51e-06, 4.46e-06, 1.68e-06, 1.64e-07, 1.77e-06, 8.55e-08, 4.58e-07, 8.07e-06, 1.21e-05, 1.19e-05, 2.41e-06, 0.00e+00, 1.21e-09, 3.28e-08, 2.64e-08, 0.00e+00, 0.00e+00, 4.11e-07, 8.84e-08]    [4.29e-06, 7.13e-06, 2.76e-06, 3.51e-06, 4.46e-06, 1.68e-06, 1.64e-07, 1.77e-06, 8.55e-08, 4.58e-07, 8.07e-06, 1.21e-05, 1.19e-05, 2.41e-06, 0.00e+00, 1.21e-09, 3.28e-08, 2.64e-08, 0.00e+00, 0.00e+00, 4.11e-07, 8.84e-08]    []  
373500    [3.59e-06, 6.94e-06, 2.93e-06, 3.85e-06, 4.81e-06, 1.87e-06, 1.80e-07, 4.29e-09, 1.28e-09, 3.80e-10, 1.24e-06, 2.79e-06, 2.17e-06, 5.77e-08, 0.00e+00, 5.71e-09, 4.87e-09, 5.47e-09, 0.00e+00, 0.00e+00, 1.17e-08, 8.76e-10]    [3.59e-06, 6.94e-06, 2.93e-06, 3.85e-06, 4.81e-06, 1.87e-06, 1.80e-07, 4.29e-09, 1.28e-09, 3.80e-10, 1.24e-06, 2.79e-06, 2.17e-06, 5.77e-08, 0.00e+00, 5.71e-09, 4.87e-09, 5.47e-09, 0.00e+00, 0.00e+00, 1.17e-08, 8.76e-10]    []  
373600    [2.95e-06, 6.63e-06, 2.94e-06, 3.84e-06, 4.66e-06, 2.09e-06, 2.05e-07, 1.31e-08, 5.98e-10, 6.03e-08, 1.12e-06, 2.81e-06, 2.21e-06, 3.19e-06, 0.00e+00, 0.00e+00, 5.91e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.51e-08, 2.40e-09]    [2.95e-06, 6.63e-06, 2.94e-06, 3.84e-06, 4.66e-06, 2.09e-06, 2.05e-07, 1.31e-08, 5.98e-10, 6.03e-08, 1.12e-06, 2.81e-06, 2.21e-06, 3.19e-06, 0.00e+00, 0.00e+00, 5.91e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.51e-08, 2.40e-09]    []  
373700    [4.22e-06, 7.39e-06, 2.82e-06, 4.01e-06, 4.87e-06, 1.60e-06, 1.77e-07, 3.52e-08, 3.87e-08, 1.43e-07, 1.75e-06, 4.21e-06, 3.30e-06, 1.83e-06, 0.00e+00, 1.17e-08, 1.86e-08, 2.81e-08, 2.59e-08, 7.01e-09, 1.73e-07, 4.69e-08]    [4.22e-06, 7.39e-06, 2.82e-06, 4.01e-06, 4.87e-06, 1.60e-06, 1.77e-07, 3.52e-08, 3.87e-08, 1.43e-07, 1.75e-06, 4.21e-06, 3.30e-06, 1.83e-06, 0.00e+00, 1.17e-08, 1.86e-08, 2.81e-08, 2.59e-08, 7.01e-09, 1.73e-07, 4.69e-08]    []  
373800    [3.36e-06, 6.81e-06, 2.89e-06, 3.87e-06, 4.67e-06, 1.89e-06, 1.96e-07, 2.60e-09, 8.24e-10, 5.10e-10, 1.14e-06, 2.50e-06, 1.95e-06, 5.66e-08, 3.69e-12, 6.34e-09, 5.80e-09, 5.31e-09, 7.85e-10, 4.97e-11, 6.33e-09, 4.65e-10]    [3.36e-06, 6.81e-06, 2.89e-06, 3.87e-06, 4.67e-06, 1.89e-06, 1.96e-07, 2.60e-09, 8.24e-10, 5.10e-10, 1.14e-06, 2.50e-06, 1.95e-06, 5.66e-08, 3.69e-12, 6.34e-09, 5.80e-09, 5.31e-09, 7.85e-10, 4.97e-11, 6.33e-09, 4.65e-10]    []  
373900    [6.88e-06, 6.64e-06, 2.67e-06, 3.76e-06, 4.28e-06, 2.73e-06, 2.93e-07, 4.23e-05, 2.51e-05, 1.10e-05, 4.24e-05, 1.23e-04, 8.12e-05, 6.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-07, 5.21e-05, 1.87e-06]    [6.88e-06, 6.64e-06, 2.67e-06, 3.76e-06, 4.28e-06, 2.73e-06, 2.93e-07, 4.23e-05, 2.51e-05, 1.10e-05, 4.24e-05, 1.23e-04, 8.12e-05, 6.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-07, 5.21e-05, 1.87e-06]    []  
374000    [3.16e-06, 6.75e-06, 2.85e-06, 3.86e-06, 4.59e-06, 1.85e-06, 2.15e-07, 1.21e-08, 1.16e-10, 2.44e-09, 1.06e-06, 2.41e-06, 1.85e-06, 9.84e-08, 0.00e+00, 4.03e-09, 3.02e-09, 3.47e-09, 0.00e+00, 6.34e-13, 4.93e-08, 9.43e-10]    [3.16e-06, 6.75e-06, 2.85e-06, 3.86e-06, 4.59e-06, 1.85e-06, 2.15e-07, 1.21e-08, 1.16e-10, 2.44e-09, 1.06e-06, 2.41e-06, 1.85e-06, 9.84e-08, 0.00e+00, 4.03e-09, 3.02e-09, 3.47e-09, 0.00e+00, 6.34e-13, 4.93e-08, 9.43e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 44.502122 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
374000    [3.16e-06, 6.75e-06, 2.85e-06, 3.86e-06, 4.59e-06, 1.85e-06, 2.15e-07, 1.21e-08, 1.16e-10, 2.44e-09, 1.06e-06, 2.41e-06, 1.85e-06, 9.84e-08, 0.00e+00, 4.03e-09, 3.02e-09, 3.47e-09, 0.00e+00, 6.34e-13, 4.93e-08, 9.43e-10]    [3.16e-06, 6.75e-06, 2.85e-06, 3.86e-06, 4.59e-06, 1.85e-06, 2.15e-07, 1.21e-08, 1.16e-10, 2.44e-09, 1.06e-06, 2.41e-06, 1.85e-06, 9.84e-08, 0.00e+00, 4.03e-09, 3.02e-09, 3.47e-09, 0.00e+00, 6.34e-13, 4.93e-08, 9.43e-10]    []  
374100    [5.14e-06, 6.69e-06, 2.51e-06, 3.67e-06, 3.90e-06, 1.65e-06, 2.09e-07, 1.59e-08, 3.48e-08, 9.96e-06, 1.24e-05, 2.60e-05, 6.78e-05, 1.16e-04, 0.00e+00, 9.53e-09, 0.00e+00, 0.00e+00, 3.05e-09, 3.39e-10, 1.89e-08, 1.45e-09]    [5.14e-06, 6.69e-06, 2.51e-06, 3.67e-06, 3.90e-06, 1.65e-06, 2.09e-07, 1.59e-08, 3.48e-08, 9.96e-06, 1.24e-05, 2.60e-05, 6.78e-05, 1.16e-04, 0.00e+00, 9.53e-09, 0.00e+00, 0.00e+00, 3.05e-09, 3.39e-10, 1.89e-08, 1.45e-09]    []  
374200    [3.57e-06, 7.00e-06, 2.81e-06, 3.94e-06, 4.59e-06, 1.82e-06, 2.18e-07, 4.89e-09, 3.25e-11, 5.51e-10, 1.31e-06, 2.94e-06, 2.26e-06, 6.85e-08, 0.00e+00, 3.63e-09, 2.70e-09, 5.08e-09, 1.35e-10, 5.16e-13, 3.74e-09, 4.20e-10]    [3.57e-06, 7.00e-06, 2.81e-06, 3.94e-06, 4.59e-06, 1.82e-06, 2.18e-07, 4.89e-09, 3.25e-11, 5.51e-10, 1.31e-06, 2.94e-06, 2.26e-06, 6.85e-08, 0.00e+00, 3.63e-09, 2.70e-09, 5.08e-09, 1.35e-10, 5.16e-13, 3.74e-09, 4.20e-10]    []  
374300    [3.01e-06, 6.55e-06, 2.84e-06, 3.92e-06, 4.35e-06, 2.06e-06, 2.40e-07, 3.48e-09, 4.30e-10, 2.87e-09, 1.05e-06, 2.15e-06, 1.64e-06, 1.50e-07, 4.69e-11, 4.67e-09, 3.89e-09, 2.55e-09, 0.00e+00, 0.00e+00, 1.54e-08, 1.12e-09]    [3.01e-06, 6.55e-06, 2.84e-06, 3.92e-06, 4.35e-06, 2.06e-06, 2.40e-07, 3.48e-09, 4.30e-10, 2.87e-09, 1.05e-06, 2.15e-06, 1.64e-06, 1.50e-07, 4.69e-11, 4.67e-09, 3.89e-09, 2.55e-09, 0.00e+00, 0.00e+00, 1.54e-08, 1.12e-09]    []  
374400    [3.78e-06, 7.37e-06, 2.63e-06, 3.77e-06, 4.51e-06, 1.63e-06, 1.97e-07, 3.50e-09, 7.44e-09, 2.83e-07, 8.60e-06, 9.41e-06, 1.49e-05, 2.81e-07, 0.00e+00, 1.72e-09, 6.90e-08, 4.14e-08, 1.90e-08, 1.85e-08, 1.24e-07, 1.16e-07]    [3.78e-06, 7.37e-06, 2.63e-06, 3.77e-06, 4.51e-06, 1.63e-06, 1.97e-07, 3.50e-09, 7.44e-09, 2.83e-07, 8.60e-06, 9.41e-06, 1.49e-05, 2.81e-07, 0.00e+00, 1.72e-09, 6.90e-08, 4.14e-08, 1.90e-08, 1.85e-08, 1.24e-07, 1.16e-07]    []  
374500    [3.22e-06, 6.73e-06, 2.81e-06, 3.93e-06, 4.39e-06, 1.85e-06, 2.08e-07, 1.35e-09, 9.98e-10, 9.28e-10, 1.13e-06, 2.42e-06, 1.88e-06, 6.16e-08, 1.59e-11, 5.73e-09, 4.68e-09, 4.49e-09, 0.00e+00, 0.00e+00, 1.40e-08, 1.57e-09]    [3.22e-06, 6.73e-06, 2.81e-06, 3.93e-06, 4.39e-06, 1.85e-06, 2.08e-07, 1.35e-09, 9.98e-10, 9.28e-10, 1.13e-06, 2.42e-06, 1.88e-06, 6.16e-08, 1.59e-11, 5.73e-09, 4.68e-09, 4.49e-09, 0.00e+00, 0.00e+00, 1.40e-08, 1.57e-09]    []  
374600    [9.16e-06, 6.71e-06, 2.78e-06, 4.28e-06, 4.09e-06, 2.26e-06, 6.62e-07, 4.21e-06, 7.10e-06, 1.40e-08, 2.82e-05, 2.82e-05, 1.29e-04, 2.61e-04, 1.16e-06, 1.53e-06, 6.83e-07, 1.55e-06, 9.68e-07, 6.96e-06, 5.67e-06, 3.05e-05]    [9.16e-06, 6.71e-06, 2.78e-06, 4.28e-06, 4.09e-06, 2.26e-06, 6.62e-07, 4.21e-06, 7.10e-06, 1.40e-08, 2.82e-05, 2.82e-05, 1.29e-04, 2.61e-04, 1.16e-06, 1.53e-06, 6.83e-07, 1.55e-06, 9.68e-07, 6.96e-06, 5.67e-06, 3.05e-05]    []  
374700    [3.04e-06, 6.65e-06, 2.78e-06, 3.89e-06, 4.33e-06, 1.82e-06, 2.32e-07, 1.55e-08, 4.33e-09, 1.99e-10, 1.04e-06, 2.18e-06, 1.77e-06, 7.26e-08, 3.10e-11, 8.17e-09, 5.58e-09, 6.39e-09, 4.24e-10, 0.00e+00, 3.71e-09, 1.50e-09]    [3.04e-06, 6.65e-06, 2.78e-06, 3.89e-06, 4.33e-06, 1.82e-06, 2.32e-07, 1.55e-08, 4.33e-09, 1.99e-10, 1.04e-06, 2.18e-06, 1.77e-06, 7.26e-08, 3.10e-11, 8.17e-09, 5.58e-09, 6.39e-09, 4.24e-10, 0.00e+00, 3.71e-09, 1.50e-09]    []  
374800    [1.03e-05, 6.81e-06, 2.61e-06, 3.86e-06, 4.56e-06, 1.71e-06, 3.44e-07, 1.13e-05, 2.52e-07, 1.09e-06, 8.77e-05, 1.46e-04, 9.43e-05, 1.03e-04, 1.78e-06, 3.57e-06, 9.86e-08, 2.61e-07, 6.16e-08, 5.81e-09, 3.36e-07, 3.60e-08]    [1.03e-05, 6.81e-06, 2.61e-06, 3.86e-06, 4.56e-06, 1.71e-06, 3.44e-07, 1.13e-05, 2.52e-07, 1.09e-06, 8.77e-05, 1.46e-04, 9.43e-05, 1.03e-04, 1.78e-06, 3.57e-06, 9.86e-08, 2.61e-07, 6.16e-08, 5.81e-09, 3.36e-07, 3.60e-08]    []  
374900    [3.38e-06, 6.86e-06, 2.75e-06, 3.94e-06, 4.33e-06, 1.82e-06, 2.29e-07, 2.13e-11, 1.23e-09, 1.87e-10, 1.28e-06, 2.73e-06, 2.10e-06, 5.59e-08, 0.00e+00, 5.38e-09, 2.84e-09, 6.08e-09, 0.00e+00, 3.40e-10, 3.34e-08, 2.11e-09]    [3.38e-06, 6.86e-06, 2.75e-06, 3.94e-06, 4.33e-06, 1.82e-06, 2.29e-07, 2.13e-11, 1.23e-09, 1.87e-10, 1.28e-06, 2.73e-06, 2.10e-06, 5.59e-08, 0.00e+00, 5.38e-09, 2.84e-09, 6.08e-09, 0.00e+00, 3.40e-10, 3.34e-08, 2.11e-09]    []  
375000    [2.84e-06, 6.41e-06, 2.78e-06, 3.98e-06, 4.06e-06, 2.06e-06, 2.52e-07, 4.55e-08, 4.26e-11, 5.17e-10, 1.02e-06, 1.91e-06, 1.50e-06, 5.17e-08, 1.81e-10, 7.44e-09, 5.90e-09, 4.64e-09, 3.15e-09, 9.62e-12, 2.00e-08, 2.91e-10]    [2.84e-06, 6.41e-06, 2.78e-06, 3.98e-06, 4.06e-06, 2.06e-06, 2.52e-07, 4.55e-08, 4.26e-11, 5.17e-10, 1.02e-06, 1.91e-06, 1.50e-06, 5.17e-08, 1.81e-10, 7.44e-09, 5.90e-09, 4.64e-09, 3.15e-09, 9.62e-12, 2.00e-08, 2.91e-10]    []  
375100    [5.46e-06, 7.51e-06, 2.73e-06, 3.86e-06, 4.55e-06, 1.55e-06, 2.39e-07, 7.21e-07, 4.59e-07, 4.86e-07, 3.40e-06, 6.46e-06, 1.53e-05, 3.23e-05, 3.19e-08, 1.76e-07, 2.85e-07, 4.40e-07, 3.06e-07, 0.00e+00, 1.91e-06, 5.34e-07]    [5.46e-06, 7.51e-06, 2.73e-06, 3.86e-06, 4.55e-06, 1.55e-06, 2.39e-07, 7.21e-07, 4.59e-07, 4.86e-07, 3.40e-06, 6.46e-06, 1.53e-05, 3.23e-05, 3.19e-08, 1.76e-07, 2.85e-07, 4.40e-07, 3.06e-07, 0.00e+00, 1.91e-06, 5.34e-07]    []  
375200    [3.34e-06, 6.72e-06, 2.76e-06, 4.00e-06, 4.13e-06, 1.79e-06, 2.05e-07, 5.54e-10, 6.73e-10, 4.27e-10, 1.20e-06, 2.30e-06, 1.77e-06, 5.69e-08, 4.85e-11, 5.80e-09, 3.89e-09, 4.85e-09, 0.00e+00, 5.21e-11, 1.83e-08, 5.12e-10]    [3.34e-06, 6.72e-06, 2.76e-06, 4.00e-06, 4.13e-06, 1.79e-06, 2.05e-07, 5.54e-10, 6.73e-10, 4.27e-10, 1.20e-06, 2.30e-06, 1.77e-06, 5.69e-08, 4.85e-11, 5.80e-09, 3.89e-09, 4.85e-09, 0.00e+00, 5.21e-11, 1.83e-08, 5.12e-10]    []  
375300    [2.87e-06, 6.33e-06, 2.79e-06, 4.02e-06, 3.91e-06, 2.01e-06, 2.33e-07, 1.40e-09, 9.98e-08, 3.01e-10, 9.97e-07, 1.69e-06, 1.33e-06, 4.93e-08, 3.98e-10, 8.69e-09, 6.69e-09, 5.22e-09, 6.29e-11, 1.08e-08, 3.36e-09, 7.22e-08]    [2.87e-06, 6.33e-06, 2.79e-06, 4.02e-06, 3.91e-06, 2.01e-06, 2.33e-07, 1.40e-09, 9.98e-08, 3.01e-10, 9.97e-07, 1.69e-06, 1.33e-06, 4.93e-08, 3.98e-10, 8.69e-09, 6.69e-09, 5.22e-09, 6.29e-11, 1.08e-08, 3.36e-09, 7.22e-08]    []  
375400    [1.36e-05, 8.31e-06, 3.56e-06, 5.83e-06, 4.59e-06, 3.18e-06, 5.06e-07, 5.55e-06, 2.27e-07, 1.54e-05, 3.17e-05, 1.87e-04, 2.52e-04, 1.03e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-08, 1.59e-05, 8.32e-08]    [1.36e-05, 8.31e-06, 3.56e-06, 5.83e-06, 4.59e-06, 3.18e-06, 5.06e-07, 5.55e-06, 2.27e-07, 1.54e-05, 3.17e-05, 1.87e-04, 2.52e-04, 1.03e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-08, 1.59e-05, 8.32e-08]    []  
375500    [3.43e-06, 7.04e-06, 2.66e-06, 3.92e-06, 4.41e-06, 1.59e-06, 2.39e-07, 1.36e-08, 2.54e-07, 4.22e-08, 3.30e-06, 5.85e-06, 6.16e-06, 1.02e-07, 0.00e+00, 1.47e-09, 0.00e+00, 5.15e-09, 7.41e-11, 0.00e+00, 6.63e-08, 3.08e-07]    [3.43e-06, 7.04e-06, 2.66e-06, 3.92e-06, 4.41e-06, 1.59e-06, 2.39e-07, 1.36e-08, 2.54e-07, 4.22e-08, 3.30e-06, 5.85e-06, 6.16e-06, 1.02e-07, 0.00e+00, 1.47e-09, 0.00e+00, 5.15e-09, 7.41e-11, 0.00e+00, 6.63e-08, 3.08e-07]    []  
375600    [2.74e-06, 6.38e-06, 2.73e-06, 3.89e-06, 3.95e-06, 1.92e-06, 2.55e-07, 3.30e-09, 2.09e-09, 4.01e-10, 1.01e-06, 1.91e-06, 1.50e-06, 5.18e-08, 1.25e-11, 5.93e-09, 4.31e-09, 4.71e-09, 0.00e+00, 0.00e+00, 1.07e-08, 3.06e-09]    [2.74e-06, 6.38e-06, 2.73e-06, 3.89e-06, 3.95e-06, 1.92e-06, 2.55e-07, 3.30e-09, 2.09e-09, 4.01e-10, 1.01e-06, 1.91e-06, 1.50e-06, 5.18e-08, 1.25e-11, 5.93e-09, 4.31e-09, 4.71e-09, 0.00e+00, 0.00e+00, 1.07e-08, 3.06e-09]    []  
375700    [1.38e-05, 8.18e-06, 2.94e-06, 5.08e-06, 5.85e-06, 3.35e-06, 6.09e-07, 3.72e-07, 7.00e-07, 7.93e-05, 3.99e-05, 2.07e-04, 1.21e-04, 9.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.40e-08, 0.00e+00, 3.14e-07, 6.10e-07]    [1.38e-05, 8.18e-06, 2.94e-06, 5.08e-06, 5.85e-06, 3.35e-06, 6.09e-07, 3.72e-07, 7.00e-07, 7.93e-05, 3.99e-05, 2.07e-04, 1.21e-04, 9.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.40e-08, 0.00e+00, 3.14e-07, 6.10e-07]    []  
375800    [3.03e-06, 6.66e-06, 2.69e-06, 3.85e-06, 4.04e-06, 1.70e-06, 2.18e-07, 1.89e-09, 4.84e-10, 3.47e-09, 1.18e-06, 2.31e-06, 1.79e-06, 7.47e-08, 0.00e+00, 4.09e-09, 2.32e-09, 5.99e-09, 1.73e-13, 2.76e-11, 1.07e-08, 3.61e-10]    [3.03e-06, 6.66e-06, 2.69e-06, 3.85e-06, 4.04e-06, 1.70e-06, 2.18e-07, 1.89e-09, 4.84e-10, 3.47e-09, 1.18e-06, 2.31e-06, 1.79e-06, 7.47e-08, 0.00e+00, 4.09e-09, 2.32e-09, 5.99e-09, 1.73e-13, 2.76e-11, 1.07e-08, 3.61e-10]    []  
375900    [2.54e-06, 6.20e-06, 2.75e-06, 3.94e-06, 3.75e-06, 1.94e-06, 2.44e-07, 4.63e-09, 4.13e-10, 2.62e-09, 9.47e-07, 1.65e-06, 1.25e-06, 1.53e-07, 1.41e-10, 4.38e-09, 2.96e-09, 2.16e-09, 0.00e+00, 2.88e-14, 1.56e-08, 4.72e-10]    [2.54e-06, 6.20e-06, 2.75e-06, 3.94e-06, 3.75e-06, 1.94e-06, 2.44e-07, 4.63e-09, 4.13e-10, 2.62e-09, 9.47e-07, 1.65e-06, 1.25e-06, 1.53e-07, 1.41e-10, 4.38e-09, 2.96e-09, 2.16e-09, 0.00e+00, 2.88e-14, 1.56e-08, 4.72e-10]    []  
376000    [3.60e-06, 7.12e-06, 2.47e-06, 3.32e-06, 4.47e-06, 1.79e-06, 2.51e-07, 2.08e-06, 1.96e-07, 4.72e-06, 1.72e-05, 1.59e-05, 1.08e-05, 2.01e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.42e-09, 0.00e+00, 1.35e-07, 7.85e-07, 7.43e-07]    [3.60e-06, 7.12e-06, 2.47e-06, 3.32e-06, 4.47e-06, 1.79e-06, 2.51e-07, 2.08e-06, 1.96e-07, 4.72e-06, 1.72e-05, 1.59e-05, 1.08e-05, 2.01e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.42e-09, 0.00e+00, 1.35e-07, 7.85e-07, 7.43e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 43.331803 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
376000    [3.60e-06, 7.12e-06, 2.47e-06, 3.32e-06, 4.47e-06, 1.79e-06, 2.51e-07, 2.08e-06, 1.96e-07, 4.72e-06, 1.72e-05, 1.59e-05, 1.08e-05, 2.01e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.42e-09, 0.00e+00, 1.35e-07, 7.85e-07, 7.43e-07]    [3.60e-06, 7.12e-06, 2.47e-06, 3.32e-06, 4.47e-06, 1.79e-06, 2.51e-07, 2.08e-06, 1.96e-07, 4.72e-06, 1.72e-05, 1.59e-05, 1.08e-05, 2.01e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.42e-09, 0.00e+00, 1.35e-07, 7.85e-07, 7.43e-07]    []  
376100    [2.81e-06, 6.38e-06, 2.71e-06, 3.87e-06, 3.81e-06, 1.87e-06, 2.25e-07, 6.06e-09, 9.23e-12, 3.57e-10, 1.09e-06, 2.04e-06, 1.60e-06, 4.79e-08, 8.94e-11, 5.96e-09, 3.37e-09, 4.43e-09, 3.67e-12, 5.03e-14, 6.21e-09, 6.59e-10]    [2.81e-06, 6.38e-06, 2.71e-06, 3.87e-06, 3.81e-06, 1.87e-06, 2.25e-07, 6.06e-09, 9.23e-12, 3.57e-10, 1.09e-06, 2.04e-06, 1.60e-06, 4.79e-08, 8.94e-11, 5.96e-09, 3.37e-09, 4.43e-09, 3.67e-12, 5.03e-14, 6.21e-09, 6.59e-10]    []  
376200    [3.35e-05, 1.06e-05, 2.48e-06, 8.37e-06, 6.78e-06, 3.98e-06, 6.51e-07, 3.66e-04, 2.20e-04, 8.36e-05, 1.78e-04, 6.48e-04, 8.02e-04, 3.99e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.98e-04, 4.52e-04]    [3.35e-05, 1.06e-05, 2.48e-06, 8.37e-06, 6.78e-06, 3.98e-06, 6.51e-07, 3.66e-04, 2.20e-04, 8.36e-05, 1.78e-04, 6.48e-04, 8.02e-04, 3.99e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.98e-04, 4.52e-04]    []  
376300    [3.15e-06, 6.72e-06, 2.70e-06, 3.80e-06, 3.94e-06, 1.56e-06, 1.58e-07, 2.46e-07, 4.34e-08, 1.04e-08, 1.34e-06, 2.50e-06, 1.95e-06, 1.06e-07, 0.00e+00, 2.86e-09, 1.22e-09, 6.70e-09, 1.34e-09, 3.46e-09, 2.99e-07, 2.32e-08]    [3.15e-06, 6.72e-06, 2.70e-06, 3.80e-06, 3.94e-06, 1.56e-06, 1.58e-07, 2.46e-07, 4.34e-08, 1.04e-08, 1.34e-06, 2.50e-06, 1.95e-06, 1.06e-07, 0.00e+00, 2.86e-09, 1.22e-09, 6.70e-09, 1.34e-09, 3.46e-09, 2.99e-07, 2.32e-08]    []  
376400    [2.60e-06, 6.15e-06, 2.76e-06, 3.93e-06, 3.60e-06, 1.81e-06, 1.84e-07, 3.95e-10, 3.57e-10, 2.60e-10, 9.91e-07, 1.63e-06, 1.29e-06, 4.35e-08, 3.71e-10, 7.99e-09, 5.52e-09, 4.99e-09, 1.35e-10, 2.19e-11, 3.42e-09, 2.49e-10]    [2.60e-06, 6.15e-06, 2.76e-06, 3.93e-06, 3.60e-06, 1.81e-06, 1.84e-07, 3.95e-10, 3.57e-10, 2.60e-10, 9.91e-07, 1.63e-06, 1.29e-06, 4.35e-08, 3.71e-10, 7.99e-09, 5.52e-09, 4.99e-09, 1.35e-10, 2.19e-11, 3.42e-09, 2.49e-10]    []  
376500    [6.82e-06, 6.03e-06, 2.41e-06, 5.29e-06, 2.41e-06, 2.58e-06, 1.08e-06, 5.03e-05, 1.30e-06, 1.72e-05, 9.69e-05, 1.89e-04, 1.85e-04, 1.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.68e-06, 1.07e-07, 2.98e-05, 5.92e-07]    [6.82e-06, 6.03e-06, 2.41e-06, 5.29e-06, 2.41e-06, 2.58e-06, 1.08e-06, 5.03e-05, 1.30e-06, 1.72e-05, 9.69e-05, 1.89e-04, 1.85e-04, 1.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.68e-06, 1.07e-07, 2.98e-05, 5.92e-07]    []  
376600    [2.97e-06, 6.23e-06, 2.75e-06, 3.78e-06, 3.70e-06, 1.91e-06, 2.31e-07, 1.20e-10, 1.00e-09, 2.34e-10, 1.24e-06, 1.86e-06, 1.46e-06, 1.19e-07, 0.00e+00, 4.63e-09, 3.24e-09, 7.64e-09, 5.15e-10, 2.26e-10, 6.27e-09, 1.37e-09]    [2.97e-06, 6.23e-06, 2.75e-06, 3.78e-06, 3.70e-06, 1.91e-06, 2.31e-07, 1.20e-10, 1.00e-09, 2.34e-10, 1.24e-06, 1.86e-06, 1.46e-06, 1.19e-07, 0.00e+00, 4.63e-09, 3.24e-09, 7.64e-09, 5.15e-10, 2.26e-10, 6.27e-09, 1.37e-09]    []  
376700    [2.38e-06, 5.89e-06, 2.66e-06, 3.85e-06, 3.46e-06, 2.05e-06, 2.29e-07, 3.58e-08, 1.00e-04, 9.47e-11, 1.03e-06, 1.57e-06, 1.20e-06, 1.37e-07, 2.83e-10, 2.92e-09, 6.43e-10, 8.23e-10, 0.00e+00, 0.00e+00, 1.21e-07, 1.27e-04]    [2.38e-06, 5.89e-06, 2.66e-06, 3.85e-06, 3.46e-06, 2.05e-06, 2.29e-07, 3.58e-08, 1.00e-04, 9.47e-11, 1.03e-06, 1.57e-06, 1.20e-06, 1.37e-07, 2.83e-10, 2.92e-09, 6.43e-10, 8.23e-10, 0.00e+00, 0.00e+00, 1.21e-07, 1.27e-04]    []  
376800    [3.07e-06, 6.65e-06, 2.54e-06, 3.36e-06, 3.84e-06, 1.64e-06, 2.53e-07, 4.10e-06, 2.27e-07, 1.39e-06, 3.47e-06, 1.26e-05, 1.37e-05, 5.65e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.95e-08, 6.17e-06, 1.25e-07]    [3.07e-06, 6.65e-06, 2.54e-06, 3.36e-06, 3.84e-06, 1.64e-06, 2.53e-07, 4.10e-06, 2.27e-07, 1.39e-06, 3.47e-06, 1.26e-05, 1.37e-05, 5.65e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.95e-08, 6.17e-06, 1.25e-07]    []  
376900    [2.29e-06, 5.97e-06, 2.69e-06, 3.67e-06, 3.55e-06, 1.74e-06, 2.67e-07, 7.47e-09, 6.76e-10, 1.44e-09, 9.07e-07, 1.64e-06, 1.28e-06, 8.31e-08, 0.00e+00, 3.35e-09, 2.05e-09, 3.14e-09, 0.00e+00, 0.00e+00, 1.69e-08, 1.22e-09]    [2.29e-06, 5.97e-06, 2.69e-06, 3.67e-06, 3.55e-06, 1.74e-06, 2.67e-07, 7.47e-09, 6.76e-10, 1.44e-09, 9.07e-07, 1.64e-06, 1.28e-06, 8.31e-08, 0.00e+00, 3.35e-09, 2.05e-09, 3.14e-09, 0.00e+00, 0.00e+00, 1.69e-08, 1.22e-09]    []  
377000    [3.71e-06, 7.07e-06, 2.49e-06, 3.04e-06, 4.90e-06, 1.65e-06, 3.46e-07, 6.82e-07, 6.20e-08, 9.33e-07, 2.35e-05, 1.47e-05, 2.73e-05, 1.52e-06, 0.00e+00, 8.89e-08, 7.66e-08, 1.05e-07, 3.41e-07, 0.00e+00, 2.14e-06, 8.28e-08]    [3.71e-06, 7.07e-06, 2.49e-06, 3.04e-06, 4.90e-06, 1.65e-06, 3.46e-07, 6.82e-07, 6.20e-08, 9.33e-07, 2.35e-05, 1.47e-05, 2.73e-05, 1.52e-06, 0.00e+00, 8.89e-08, 7.66e-08, 1.05e-07, 3.41e-07, 0.00e+00, 2.14e-06, 8.28e-08]    []  
377100    [2.56e-06, 6.07e-06, 2.68e-06, 3.72e-06, 3.49e-06, 1.78e-06, 2.63e-07, 7.76e-09, 4.40e-11, 2.25e-10, 1.13e-06, 1.95e-06, 1.53e-06, 4.22e-08, 1.13e-10, 4.76e-09, 2.65e-09, 4.79e-09, 0.00e+00, 1.17e-11, 3.08e-08, 2.62e-10]    [2.56e-06, 6.07e-06, 2.68e-06, 3.72e-06, 3.49e-06, 1.78e-06, 2.63e-07, 7.76e-09, 4.40e-11, 2.25e-10, 1.13e-06, 1.95e-06, 1.53e-06, 4.22e-08, 1.13e-10, 4.76e-09, 2.65e-09, 4.79e-09, 0.00e+00, 1.17e-11, 3.08e-08, 2.62e-10]    []  
377200    [3.07e-06, 6.32e-06, 2.88e-06, 4.14e-06, 3.30e-06, 2.26e-06, 2.74e-07, 2.98e-06, 5.74e-09, 3.07e-06, 5.41e-06, 3.14e-05, 3.37e-05, 1.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.03e-06, 3.03e-08]    [3.07e-06, 6.32e-06, 2.88e-06, 4.14e-06, 3.30e-06, 2.26e-06, 2.74e-07, 2.98e-06, 5.74e-09, 3.07e-06, 5.41e-06, 3.14e-05, 3.37e-05, 1.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.03e-06, 3.03e-08]    []  
377300    [2.79e-06, 6.37e-06, 2.61e-06, 3.47e-06, 3.73e-06, 1.50e-06, 2.25e-07, 1.06e-08, 4.01e-11, 9.89e-09, 1.86e-06, 2.71e-06, 3.25e-06, 3.81e-07, 0.00e+00, 5.82e-09, 1.25e-08, 2.86e-08, 7.24e-11, 4.36e-11, 5.11e-09, 3.66e-10]    [2.79e-06, 6.37e-06, 2.61e-06, 3.47e-06, 3.73e-06, 1.50e-06, 2.25e-07, 1.06e-08, 4.01e-11, 9.89e-09, 1.86e-06, 2.71e-06, 3.25e-06, 3.81e-07, 0.00e+00, 5.82e-09, 1.25e-08, 2.86e-08, 7.24e-11, 4.36e-11, 5.11e-09, 3.66e-10]    []  
377400    [2.23e-06, 5.71e-06, 2.72e-06, 3.70e-06, 3.30e-06, 1.70e-06, 2.43e-07, 7.92e-09, 5.69e-10, 3.53e-10, 9.69e-07, 1.65e-06, 1.31e-06, 4.13e-08, 4.26e-10, 5.69e-09, 3.38e-09, 3.40e-09, 0.00e+00, 0.00e+00, 3.78e-08, 1.30e-09]    [2.23e-06, 5.71e-06, 2.72e-06, 3.70e-06, 3.30e-06, 1.70e-06, 2.43e-07, 7.92e-09, 5.69e-10, 3.53e-10, 9.69e-07, 1.65e-06, 1.31e-06, 4.13e-08, 4.26e-10, 5.69e-09, 3.38e-09, 3.40e-09, 0.00e+00, 0.00e+00, 3.78e-08, 1.30e-09]    []  
377500    [1.97e-05, 8.53e-06, 4.25e-06, 6.46e-06, 3.95e-06, 7.07e-06, 2.21e-06, 2.05e-04, 3.58e-05, 2.82e-05, 1.30e-04, 4.19e-04, 1.90e-04, 1.49e-03, 1.13e-05, 1.45e-05, 1.49e-06, 2.41e-06, 1.55e-05, 0.00e+00, 7.85e-05, 2.89e-05]    [1.97e-05, 8.53e-06, 4.25e-06, 6.46e-06, 3.95e-06, 7.07e-06, 2.21e-06, 2.05e-04, 3.58e-05, 2.82e-05, 1.30e-04, 4.19e-04, 1.90e-04, 1.49e-03, 1.13e-05, 1.45e-05, 1.49e-06, 2.41e-06, 1.55e-05, 0.00e+00, 7.85e-05, 2.89e-05]    []  
377600    [2.85e-06, 6.13e-06, 2.65e-06, 3.53e-06, 3.47e-06, 1.46e-06, 2.21e-07, 2.24e-08, 7.88e-10, 8.14e-10, 1.36e-06, 2.36e-06, 1.87e-06, 8.35e-08, 0.00e+00, 6.11e-09, 3.20e-09, 8.99e-09, 1.11e-09, 3.67e-11, 1.02e-08, 3.61e-10]    [2.85e-06, 6.13e-06, 2.65e-06, 3.53e-06, 3.47e-06, 1.46e-06, 2.21e-07, 2.24e-08, 7.88e-10, 8.14e-10, 1.36e-06, 2.36e-06, 1.87e-06, 8.35e-08, 0.00e+00, 6.11e-09, 3.20e-09, 8.99e-09, 1.11e-09, 3.67e-11, 1.02e-08, 3.61e-10]    []  
377700    [2.19e-06, 5.54e-06, 2.74e-06, 3.74e-06, 3.15e-06, 1.63e-06, 2.43e-07, 5.49e-09, 2.47e-10, 2.53e-10, 9.74e-07, 1.54e-06, 1.23e-06, 3.59e-08, 7.54e-10, 6.89e-09, 4.48e-09, 4.04e-09, 1.27e-09, 8.91e-11, 1.09e-08, 6.14e-10]    [2.19e-06, 5.54e-06, 2.74e-06, 3.74e-06, 3.15e-06, 1.63e-06, 2.43e-07, 5.49e-09, 2.47e-10, 2.53e-10, 9.74e-07, 1.54e-06, 1.23e-06, 3.59e-08, 7.54e-10, 6.89e-09, 4.48e-09, 4.04e-09, 1.27e-09, 8.91e-11, 1.09e-08, 6.14e-10]    []  
377800    [1.89e-06, 5.25e-06, 2.78e-06, 3.75e-06, 3.05e-06, 1.70e-06, 2.71e-07, 2.50e-09, 8.96e-09, 8.44e-12, 8.64e-07, 1.22e-06, 9.84e-07, 3.54e-08, 1.36e-09, 8.55e-09, 5.03e-09, 4.45e-09, 0.00e+00, 1.06e-09, 1.89e-08, 7.13e-09]    [1.89e-06, 5.25e-06, 2.78e-06, 3.75e-06, 3.05e-06, 1.70e-06, 2.71e-07, 2.50e-09, 8.96e-09, 8.44e-12, 8.64e-07, 1.22e-06, 9.84e-07, 3.54e-08, 1.36e-09, 8.55e-09, 5.03e-09, 4.45e-09, 0.00e+00, 1.06e-09, 1.89e-08, 7.13e-09]    []  
377900    [2.98e-06, 5.63e-06, 2.74e-06, 3.21e-06, 3.57e-06, 1.57e-06, 3.16e-07, 1.54e-06, 1.07e-07, 9.85e-07, 2.52e-06, 3.07e-06, 4.47e-06, 2.94e-06, 0.00e+00, 6.19e-08, 3.03e-08, 5.24e-08, 0.00e+00, 3.43e-08, 1.90e-06, 2.08e-07]    [2.98e-06, 5.63e-06, 2.74e-06, 3.21e-06, 3.57e-06, 1.57e-06, 3.16e-07, 1.54e-06, 1.07e-07, 9.85e-07, 2.52e-06, 3.07e-06, 4.47e-06, 2.94e-06, 0.00e+00, 6.19e-08, 3.03e-08, 5.24e-08, 0.00e+00, 3.43e-08, 1.90e-06, 2.08e-07]    []  
378000    [2.12e-06, 5.29e-06, 2.78e-06, 3.62e-06, 3.11e-06, 1.70e-06, 2.95e-07, 4.94e-09, 1.16e-10, 2.22e-10, 9.96e-07, 1.50e-06, 1.21e-06, 3.47e-08, 2.57e-10, 4.80e-09, 2.83e-09, 4.23e-09, 0.00e+00, 6.37e-12, 1.64e-08, 1.55e-10]    [2.12e-06, 5.29e-06, 2.78e-06, 3.62e-06, 3.11e-06, 1.70e-06, 2.95e-07, 4.94e-09, 1.16e-10, 2.22e-10, 9.96e-07, 1.50e-06, 1.21e-06, 3.47e-08, 2.57e-10, 4.80e-09, 2.83e-09, 4.23e-09, 0.00e+00, 6.37e-12, 1.64e-08, 1.55e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 44.849507 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
378000    [2.12e-06, 5.29e-06, 2.78e-06, 3.62e-06, 3.11e-06, 1.70e-06, 2.95e-07, 4.94e-09, 1.16e-10, 2.22e-10, 9.96e-07, 1.50e-06, 1.21e-06, 3.47e-08, 2.57e-10, 4.80e-09, 2.83e-09, 4.23e-09, 0.00e+00, 6.37e-12, 1.64e-08, 1.55e-10]    [2.12e-06, 5.29e-06, 2.78e-06, 3.62e-06, 3.11e-06, 1.70e-06, 2.95e-07, 4.94e-09, 1.16e-10, 2.22e-10, 9.96e-07, 1.50e-06, 1.21e-06, 3.47e-08, 2.57e-10, 4.80e-09, 2.83e-09, 4.23e-09, 0.00e+00, 6.37e-12, 1.64e-08, 1.55e-10]    []  
378100    [1.79e-06, 5.05e-06, 2.80e-06, 3.65e-06, 2.98e-06, 1.72e-06, 3.04e-07, 1.17e-08, 2.14e-11, 1.11e-09, 8.56e-07, 1.27e-06, 1.01e-06, 7.86e-08, 5.12e-10, 4.23e-09, 2.27e-09, 1.93e-09, 0.00e+00, 1.07e-11, 2.44e-08, 1.88e-10]    [1.79e-06, 5.05e-06, 2.80e-06, 3.65e-06, 2.98e-06, 1.72e-06, 3.04e-07, 1.17e-08, 2.14e-11, 1.11e-09, 8.56e-07, 1.27e-06, 1.01e-06, 7.86e-08, 5.12e-10, 4.23e-09, 2.27e-09, 1.93e-09, 0.00e+00, 1.07e-11, 2.44e-08, 1.88e-10]    []  
378200    [2.90e-06, 5.74e-06, 2.55e-06, 3.07e-06, 3.60e-06, 1.27e-06, 2.64e-07, 2.51e-07, 4.84e-08, 7.66e-08, 3.17e-06, 3.99e-06, 3.07e-06, 1.50e-07, 3.04e-10, 2.22e-08, 7.19e-09, 1.08e-08, 8.10e-09, 0.00e+00, 5.78e-08, 5.72e-08]    [2.90e-06, 5.74e-06, 2.55e-06, 3.07e-06, 3.60e-06, 1.27e-06, 2.64e-07, 2.51e-07, 4.84e-08, 7.66e-08, 3.17e-06, 3.99e-06, 3.07e-06, 1.50e-07, 3.04e-10, 2.22e-08, 7.19e-09, 1.08e-08, 8.10e-09, 0.00e+00, 5.78e-08, 5.72e-08]    []  
378300    [1.95e-06, 5.12e-06, 2.71e-06, 3.33e-06, 3.08e-06, 1.50e-06, 2.76e-07, 4.34e-10, 1.88e-10, 8.06e-10, 9.93e-07, 1.65e-06, 1.36e-06, 3.48e-08, 8.15e-11, 3.56e-09, 2.40e-09, 4.13e-09, 1.50e-10, 0.00e+00, 4.60e-09, 1.08e-09]    [1.95e-06, 5.12e-06, 2.71e-06, 3.33e-06, 3.08e-06, 1.50e-06, 2.76e-07, 4.34e-10, 1.88e-10, 8.06e-10, 9.93e-07, 1.65e-06, 1.36e-06, 3.48e-08, 8.15e-11, 3.56e-09, 2.40e-09, 4.13e-09, 1.50e-10, 0.00e+00, 4.60e-09, 1.08e-09]    []  
378400    [8.35e-06, 6.52e-06, 3.48e-06, 2.50e-06, 4.31e-06, 1.36e-06, 3.47e-07, 4.97e-09, 2.03e-08, 1.59e-05, 1.37e-05, 1.87e-05, 1.15e-04, 2.44e-04, 7.81e-07, 3.19e-07, 3.15e-06, 2.89e-06, 8.27e-08, 1.11e-10, 5.41e-07, 7.08e-07]    [8.35e-06, 6.52e-06, 3.48e-06, 2.50e-06, 4.31e-06, 1.36e-06, 3.47e-07, 4.97e-09, 2.03e-08, 1.59e-05, 1.37e-05, 1.87e-05, 1.15e-04, 2.44e-04, 7.81e-07, 3.19e-07, 3.15e-06, 2.89e-06, 8.27e-08, 1.11e-10, 5.41e-07, 7.08e-07]    []  
378500    [2.02e-06, 5.05e-06, 2.68e-06, 3.24e-06, 2.99e-06, 1.38e-06, 2.61e-07, 1.21e-08, 1.91e-09, 1.76e-09, 1.08e-06, 1.81e-06, 1.46e-06, 3.78e-08, 8.23e-11, 3.32e-09, 1.88e-09, 4.11e-09, 1.89e-11, 5.45e-11, 1.09e-08, 4.07e-10]    [2.02e-06, 5.05e-06, 2.68e-06, 3.24e-06, 2.99e-06, 1.38e-06, 2.61e-07, 1.21e-08, 1.91e-09, 1.76e-09, 1.08e-06, 1.81e-06, 1.46e-06, 3.78e-08, 8.23e-11, 3.32e-09, 1.88e-09, 4.11e-09, 1.89e-11, 5.45e-11, 1.09e-08, 4.07e-10]    []  
378600    [1.49e-06, 4.73e-06, 2.77e-06, 3.40e-06, 2.76e-06, 1.47e-06, 2.79e-07, 1.79e-07, 2.38e-07, 1.51e-07, 1.10e-06, 3.00e-06, 3.35e-06, 9.05e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-07, 3.07e-07]    [1.49e-06, 4.73e-06, 2.77e-06, 3.40e-06, 2.76e-06, 1.47e-06, 2.79e-07, 1.79e-07, 2.38e-07, 1.51e-07, 1.10e-06, 3.00e-06, 3.35e-06, 9.05e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-07, 3.07e-07]    []  
378700    [2.38e-06, 5.01e-06, 2.80e-06, 3.17e-06, 3.08e-06, 1.38e-06, 3.20e-07, 4.25e-07, 6.18e-08, 1.99e-08, 1.76e-06, 2.07e-06, 1.86e-06, 5.27e-07, 0.00e+00, 7.79e-10, 1.81e-09, 8.02e-09, 2.79e-08, 3.00e-08, 1.80e-07, 1.82e-07]    [2.38e-06, 5.01e-06, 2.80e-06, 3.17e-06, 3.08e-06, 1.38e-06, 3.20e-07, 4.25e-07, 6.18e-08, 1.99e-08, 1.76e-06, 2.07e-06, 1.86e-06, 5.27e-07, 0.00e+00, 7.79e-10, 1.81e-09, 8.02e-09, 2.79e-08, 3.00e-08, 1.80e-07, 1.82e-07]    []  
378800    [1.76e-06, 4.55e-06, 2.78e-06, 3.39e-06, 2.76e-06, 1.43e-06, 3.17e-07, 1.97e-08, 2.25e-12, 4.84e-10, 9.74e-07, 1.38e-06, 1.13e-06, 2.83e-08, 6.22e-10, 4.25e-09, 3.12e-09, 3.36e-09, 2.87e-09, 0.00e+00, 2.05e-08, 2.98e-10]    [1.76e-06, 4.55e-06, 2.78e-06, 3.39e-06, 2.76e-06, 1.43e-06, 3.17e-07, 1.97e-08, 2.25e-12, 4.84e-10, 9.74e-07, 1.38e-06, 1.13e-06, 2.83e-08, 6.22e-10, 4.25e-09, 3.12e-09, 3.36e-09, 2.87e-09, 0.00e+00, 2.05e-08, 2.98e-10]    []  
378900    [1.36e-04, 2.20e-05, 6.79e-06, 2.14e-05, 1.62e-05, 1.62e-05, 3.63e-06, 3.59e-04, 1.25e-06, 2.06e-04, 3.97e-04, 1.62e-03, 2.23e-03, 1.04e-02, 1.88e-04, 1.82e-04, 8.11e-05, 6.77e-05, 1.05e-04, 5.35e-07, 4.66e-04, 2.63e-06]    [1.36e-04, 2.20e-05, 6.79e-06, 2.14e-05, 1.62e-05, 1.62e-05, 3.63e-06, 3.59e-04, 1.25e-06, 2.06e-04, 3.97e-04, 1.62e-03, 2.23e-03, 1.04e-02, 1.88e-04, 1.82e-04, 8.11e-05, 6.77e-05, 1.05e-04, 5.35e-07, 4.66e-04, 2.63e-06]    []  
379000    [2.15e-06, 4.87e-06, 2.59e-06, 2.79e-06, 2.98e-06, 1.30e-06, 2.79e-07, 1.71e-08, 8.82e-10, 9.06e-08, 2.03e-06, 2.98e-06, 2.60e-06, 4.48e-07, 0.00e+00, 5.18e-10, 1.83e-09, 8.45e-09, 1.53e-14, 0.00e+00, 3.38e-08, 7.08e-10]    [2.15e-06, 4.87e-06, 2.59e-06, 2.79e-06, 2.98e-06, 1.30e-06, 2.79e-07, 1.71e-08, 8.82e-10, 9.06e-08, 2.03e-06, 2.98e-06, 2.60e-06, 4.48e-07, 0.00e+00, 5.18e-10, 1.83e-09, 8.45e-09, 1.53e-14, 0.00e+00, 3.38e-08, 7.08e-10]    []  
379100    [2.00e-06, 3.98e-06, 3.00e-06, 3.12e-06, 3.20e-06, 1.87e-06, 5.74e-07, 4.45e-10, 1.41e-08, 4.02e-07, 3.39e-06, 3.55e-06, 3.10e-06, 3.14e-07, 0.00e+00, 0.00e+00, 1.59e-09, 3.26e-09, 2.43e-12, 9.95e-11, 3.34e-07, 8.70e-10]    [2.00e-06, 3.98e-06, 3.00e-06, 3.12e-06, 3.20e-06, 1.87e-06, 5.74e-07, 4.45e-10, 1.41e-08, 4.02e-07, 3.39e-06, 3.55e-06, 3.10e-06, 3.14e-07, 0.00e+00, 0.00e+00, 1.59e-09, 3.26e-09, 2.43e-12, 9.95e-11, 3.34e-07, 8.70e-10]    []  
379200    [1.42e-05, 8.34e-06, 3.85e-06, 5.14e-06, 3.41e-06, 4.13e-06, 5.90e-07, 1.27e-05, 4.03e-07, 1.82e-05, 2.77e-05, 1.81e-04, 1.84e-04, 9.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.24e-05, 6.55e-07]    [1.42e-05, 8.34e-06, 3.85e-06, 5.14e-06, 3.41e-06, 4.13e-06, 5.90e-07, 1.27e-05, 4.03e-07, 1.82e-05, 2.77e-05, 1.81e-04, 1.84e-04, 9.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.24e-05, 6.55e-07]    []  
379300    [2.46e-06, 4.87e-06, 2.58e-06, 2.79e-06, 2.99e-06, 1.35e-06, 3.90e-07, 9.41e-08, 3.16e-10, 2.92e-09, 1.61e-06, 3.28e-06, 2.81e-06, 1.22e-06, 1.09e-08, 9.99e-09, 6.38e-09, 1.25e-08, 6.18e-09, 7.59e-12, 3.54e-08, 2.73e-10]    [2.46e-06, 4.87e-06, 2.58e-06, 2.79e-06, 2.99e-06, 1.35e-06, 3.90e-07, 9.41e-08, 3.16e-10, 2.92e-09, 1.61e-06, 3.28e-06, 2.81e-06, 1.22e-06, 1.09e-08, 9.99e-09, 6.38e-09, 1.25e-08, 6.18e-09, 7.59e-12, 3.54e-08, 2.73e-10]    []  
379400    [1.66e-06, 4.12e-06, 2.70e-06, 3.02e-06, 2.68e-06, 1.35e-06, 3.85e-07, 3.20e-09, 2.47e-11, 4.14e-10, 1.01e-06, 2.01e-06, 1.77e-06, 2.38e-08, 1.57e-09, 4.16e-09, 3.67e-09, 3.05e-09, 2.70e-09, 1.35e-13, 1.98e-08, 1.98e-10]    [1.66e-06, 4.12e-06, 2.70e-06, 3.02e-06, 2.68e-06, 1.35e-06, 3.85e-07, 3.20e-09, 2.47e-11, 4.14e-10, 1.01e-06, 2.01e-06, 1.77e-06, 2.38e-08, 1.57e-09, 4.16e-09, 3.67e-09, 3.05e-09, 2.70e-09, 1.35e-13, 1.98e-08, 1.98e-10]    []  
379500    [1.40e-06, 3.72e-06, 2.75e-06, 3.14e-06, 2.54e-06, 1.32e-06, 4.00e-07, 7.18e-09, 9.29e-08, 3.94e-10, 8.96e-07, 1.51e-06, 1.38e-06, 7.19e-08, 4.50e-09, 8.53e-09, 6.51e-09, 5.72e-09, 1.66e-09, 1.08e-08, 1.35e-08, 7.05e-08]    [1.40e-06, 3.72e-06, 2.75e-06, 3.14e-06, 2.54e-06, 1.32e-06, 4.00e-07, 7.18e-09, 9.29e-08, 3.94e-10, 8.96e-07, 1.51e-06, 1.38e-06, 7.19e-08, 4.50e-09, 8.53e-09, 6.51e-09, 5.72e-09, 1.66e-09, 1.08e-08, 1.35e-08, 7.05e-08]    []  
379600    [1.55e-06, 3.97e-06, 2.58e-06, 2.81e-06, 2.48e-06, 1.15e-06, 3.93e-07, 2.07e-07, 3.44e-06, 8.23e-08, 1.16e-06, 2.65e-06, 2.36e-06, 2.53e-06, 0.00e+00, 0.00e+00, 0.00e+00, 3.05e-09, 0.00e+00, 0.00e+00, 2.49e-07, 3.31e-06]    [1.55e-06, 3.97e-06, 2.58e-06, 2.81e-06, 2.48e-06, 1.15e-06, 3.93e-07, 2.07e-07, 3.44e-06, 8.23e-08, 1.16e-06, 2.65e-06, 2.36e-06, 2.53e-06, 0.00e+00, 0.00e+00, 0.00e+00, 3.05e-09, 0.00e+00, 0.00e+00, 2.49e-07, 3.31e-06]    []  
379700    [1.25e-05, 7.56e-06, 2.10e-06, 5.18e-06, 3.59e-06, 3.58e-06, 4.67e-07, 1.10e-04, 9.14e-08, 2.79e-05, 7.39e-05, 2.30e-04, 2.74e-04, 1.42e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-04, 2.31e-07]    [1.25e-05, 7.56e-06, 2.10e-06, 5.18e-06, 3.59e-06, 3.58e-06, 4.67e-07, 1.10e-04, 9.14e-08, 2.79e-05, 7.39e-05, 2.30e-04, 2.74e-04, 1.42e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-04, 2.31e-07]    []  
379800    [1.75e-06, 3.78e-06, 2.56e-06, 2.83e-06, 2.49e-06, 1.15e-06, 3.65e-07, 6.69e-08, 1.64e-08, 1.31e-08, 1.26e-06, 2.10e-06, 1.64e-06, 4.58e-07, 1.27e-08, 1.95e-09, 1.88e-09, 7.88e-09, 1.09e-08, 0.00e+00, 6.57e-08, 2.02e-08]    [1.75e-06, 3.78e-06, 2.56e-06, 2.83e-06, 2.49e-06, 1.15e-06, 3.65e-07, 6.69e-08, 1.64e-08, 1.31e-08, 1.26e-06, 2.10e-06, 1.64e-06, 4.58e-07, 1.27e-08, 1.95e-09, 1.88e-09, 7.88e-09, 1.09e-08, 0.00e+00, 6.57e-08, 2.02e-08]    []  
379900    [1.34e-06, 3.24e-06, 2.65e-06, 2.96e-06, 2.29e-06, 1.13e-06, 3.87e-07, 2.41e-08, 1.18e-12, 9.67e-09, 9.88e-07, 1.43e-06, 1.42e-06, 7.46e-07, 1.03e-08, 1.52e-08, 1.28e-08, 1.40e-08, 3.16e-09, 1.09e-11, 2.30e-08, 1.68e-10]    [1.34e-06, 3.24e-06, 2.65e-06, 2.96e-06, 2.29e-06, 1.13e-06, 3.87e-07, 2.41e-08, 1.18e-12, 9.67e-09, 9.88e-07, 1.43e-06, 1.42e-06, 7.46e-07, 1.03e-08, 1.52e-08, 1.28e-08, 1.40e-08, 3.16e-09, 1.09e-11, 2.30e-08, 1.68e-10]    []  
380000    [3.20e-06, 3.72e-06, 2.60e-06, 2.68e-06, 2.59e-06, 1.22e-06, 3.68e-07, 6.19e-09, 5.57e-10, 3.37e-06, 4.93e-06, 5.23e-06, 3.70e-06, 2.15e-05, 1.12e-07, 2.70e-07, 1.76e-07, 2.92e-07, 1.84e-09, 4.58e-12, 1.50e-08, 1.14e-10]    [3.20e-06, 3.72e-06, 2.60e-06, 2.68e-06, 2.59e-06, 1.22e-06, 3.68e-07, 6.19e-09, 5.57e-10, 3.37e-06, 4.93e-06, 5.23e-06, 3.70e-06, 2.15e-05, 1.12e-07, 2.70e-07, 1.76e-07, 2.92e-07, 1.84e-09, 4.58e-12, 1.50e-08, 1.14e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 42.562497 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
380000    [3.20e-06, 3.72e-06, 2.60e-06, 2.68e-06, 2.59e-06, 1.22e-06, 3.68e-07, 6.19e-09, 5.57e-10, 3.37e-06, 4.93e-06, 5.23e-06, 3.70e-06, 2.15e-05, 1.12e-07, 2.70e-07, 1.76e-07, 2.92e-07, 1.84e-09, 4.58e-12, 1.50e-08, 1.14e-10]    [3.20e-06, 3.72e-06, 2.60e-06, 2.68e-06, 2.59e-06, 1.22e-06, 3.68e-07, 6.19e-09, 5.57e-10, 3.37e-06, 4.93e-06, 5.23e-06, 3.70e-06, 2.15e-05, 1.12e-07, 2.70e-07, 1.76e-07, 2.92e-07, 1.84e-09, 4.58e-12, 1.50e-08, 1.14e-10]    []  
380100    [1.30e-06, 3.14e-06, 2.62e-06, 2.88e-06, 2.20e-06, 1.12e-06, 3.63e-07, 5.70e-09, 1.34e-10, 3.07e-10, 9.97e-07, 1.48e-06, 1.24e-06, 2.06e-08, 1.23e-09, 3.40e-09, 3.07e-09, 3.08e-09, 1.15e-09, 1.73e-11, 1.24e-08, 1.85e-10]    [1.30e-06, 3.14e-06, 2.62e-06, 2.88e-06, 2.20e-06, 1.12e-06, 3.63e-07, 5.70e-09, 1.34e-10, 3.07e-10, 9.97e-07, 1.48e-06, 1.24e-06, 2.06e-08, 1.23e-09, 3.40e-09, 3.07e-09, 3.08e-09, 1.15e-09, 1.73e-11, 1.24e-08, 1.85e-10]    []  
380200    [2.94e-06, 4.24e-06, 2.48e-06, 2.69e-06, 2.31e-06, 1.75e-06, 3.16e-07, 2.44e-06, 2.74e-07, 3.72e-06, 6.76e-06, 2.77e-05, 6.04e-05, 1.47e-04, 0.00e+00, 2.20e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.94e-08, 1.19e-06, 2.85e-07]    [2.94e-06, 4.24e-06, 2.48e-06, 2.69e-06, 2.31e-06, 1.75e-06, 3.16e-07, 2.44e-06, 2.74e-07, 3.72e-06, 6.76e-06, 2.77e-05, 6.04e-05, 1.47e-04, 0.00e+00, 2.20e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.94e-08, 1.19e-06, 2.85e-07]    []  
380300    [1.37e-06, 3.04e-06, 2.56e-06, 2.77e-06, 2.13e-06, 1.10e-06, 3.47e-07, 1.69e-09, 1.46e-10, 8.18e-10, 1.08e-06, 1.64e-06, 1.35e-06, 6.04e-08, 1.60e-09, 3.47e-09, 2.76e-09, 3.55e-09, 2.25e-09, 0.00e+00, 1.83e-08, 5.25e-10]    [1.37e-06, 3.04e-06, 2.56e-06, 2.77e-06, 2.13e-06, 1.10e-06, 3.47e-07, 1.69e-09, 1.46e-10, 8.18e-10, 1.08e-06, 1.64e-06, 1.35e-06, 6.04e-08, 1.60e-09, 3.47e-09, 2.76e-09, 3.55e-09, 2.25e-09, 0.00e+00, 1.83e-08, 5.25e-10]    []  
380400    [3.41e-06, 4.08e-06, 2.47e-06, 3.24e-06, 2.06e-06, 1.51e-06, 3.68e-07, 1.10e-05, 4.30e-06, 3.02e-06, 7.40e-06, 2.93e-05, 4.80e-05, 1.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.29e-05, 1.05e-06]    [3.41e-06, 4.08e-06, 2.47e-06, 3.24e-06, 2.06e-06, 1.51e-06, 3.68e-07, 1.10e-05, 4.30e-06, 3.02e-06, 7.40e-06, 2.93e-05, 4.80e-05, 1.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.29e-05, 1.05e-06]    []  
380500    [6.42e-06, 3.88e-06, 2.97e-06, 2.39e-06, 3.03e-06, 1.57e-06, 5.01e-07, 3.21e-08, 1.79e-08, 2.76e-06, 1.53e-05, 2.84e-05, 7.45e-05, 2.39e-04, 1.65e-06, 1.73e-06, 2.06e-06, 1.79e-06, 1.81e-07, 1.07e-08, 1.17e-06, 6.80e-08]    [6.42e-06, 3.88e-06, 2.97e-06, 2.39e-06, 3.03e-06, 1.57e-06, 5.01e-07, 3.21e-08, 1.79e-08, 2.76e-06, 1.53e-05, 2.84e-05, 7.45e-05, 2.39e-04, 1.65e-06, 1.73e-06, 2.06e-06, 1.79e-06, 1.81e-07, 1.07e-08, 1.17e-06, 6.80e-08]    []  
380600    [1.21e-06, 2.65e-06, 2.48e-06, 2.68e-06, 1.94e-06, 1.04e-06, 3.87e-07, 3.96e-08, 4.77e-10, 4.78e-12, 1.05e-06, 1.52e-06, 1.23e-06, 1.68e-08, 6.79e-10, 1.98e-09, 2.07e-09, 2.64e-09, 1.83e-11, 0.00e+00, 2.32e-08, 2.88e-10]    [1.21e-06, 2.65e-06, 2.48e-06, 2.68e-06, 1.94e-06, 1.04e-06, 3.87e-07, 3.96e-08, 4.77e-10, 4.78e-12, 1.05e-06, 1.52e-06, 1.23e-06, 1.68e-08, 6.79e-10, 1.98e-09, 2.07e-09, 2.64e-09, 1.83e-11, 0.00e+00, 2.32e-08, 2.88e-10]    []  
380700    [8.80e-06, 3.69e-06, 2.27e-06, 2.41e-06, 2.52e-06, 2.52e-06, 4.40e-07, 5.75e-07, 4.79e-07, 1.42e-05, 2.66e-05, 2.76e-05, 1.63e-05, 1.28e-04, 1.77e-06, 5.40e-07, 9.87e-07, 8.46e-07, 1.09e-06, 3.97e-08, 6.48e-06, 2.32e-07]    [8.80e-06, 3.69e-06, 2.27e-06, 2.41e-06, 2.52e-06, 2.52e-06, 4.40e-07, 5.75e-07, 4.79e-07, 1.42e-05, 2.66e-05, 2.76e-05, 1.63e-05, 1.28e-04, 1.77e-06, 5.40e-07, 9.87e-07, 8.46e-07, 1.09e-06, 3.97e-08, 6.48e-06, 2.32e-07]    []  
380800    [1.31e-06, 2.64e-06, 2.52e-06, 2.63e-06, 2.02e-06, 1.20e-06, 3.91e-07, 1.26e-08, 1.71e-10, 1.85e-09, 1.20e-06, 1.83e-06, 1.51e-06, 2.82e-08, 5.23e-10, 5.72e-10, 1.24e-09, 1.75e-09, 8.42e-11, 0.00e+00, 2.60e-08, 6.05e-10]    [1.31e-06, 2.64e-06, 2.52e-06, 2.63e-06, 2.02e-06, 1.20e-06, 3.91e-07, 1.26e-08, 1.71e-10, 1.85e-09, 1.20e-06, 1.83e-06, 1.51e-06, 2.82e-08, 5.23e-10, 5.72e-10, 1.24e-09, 1.75e-09, 8.42e-11, 0.00e+00, 2.60e-08, 6.05e-10]    []  
380900    [1.44e-06, 2.74e-06, 2.58e-06, 2.81e-06, 1.79e-06, 1.25e-06, 3.97e-07, 6.74e-06, 1.96e-07, 8.89e-07, 2.16e-06, 1.06e-05, 1.17e-05, 5.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-05, 2.81e-07]    [1.44e-06, 2.74e-06, 2.58e-06, 2.81e-06, 1.79e-06, 1.25e-06, 3.97e-07, 6.74e-06, 1.96e-07, 8.89e-07, 2.16e-06, 1.06e-05, 1.17e-05, 5.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-05, 2.81e-07]    []  
381000    [1.42e-06, 2.80e-06, 2.34e-06, 2.43e-06, 1.95e-06, 1.13e-06, 3.71e-07, 8.28e-08, 1.26e-08, 7.08e-08, 1.32e-06, 2.25e-06, 2.04e-06, 8.91e-07, 0.00e+00, 6.86e-11, 2.05e-11, 2.27e-09, 1.68e-08, 1.39e-09, 1.01e-07, 9.43e-09]    [1.42e-06, 2.80e-06, 2.34e-06, 2.43e-06, 1.95e-06, 1.13e-06, 3.71e-07, 8.28e-08, 1.26e-08, 7.08e-08, 1.32e-06, 2.25e-06, 2.04e-06, 8.91e-07, 0.00e+00, 6.86e-11, 2.05e-11, 2.27e-09, 1.68e-08, 1.39e-09, 1.01e-07, 9.43e-09]    []  
381100    [1.01e-06, 2.21e-06, 2.45e-06, 2.67e-06, 1.77e-06, 1.04e-06, 4.03e-07, 2.52e-09, 5.52e-11, 4.86e-10, 9.43e-07, 1.40e-06, 1.19e-06, 1.55e-08, 1.50e-09, 2.54e-09, 3.29e-09, 1.97e-09, 1.21e-10, 3.79e-12, 7.71e-09, 1.05e-10]    [1.01e-06, 2.21e-06, 2.45e-06, 2.67e-06, 1.77e-06, 1.04e-06, 4.03e-07, 2.52e-09, 5.52e-11, 4.86e-10, 9.43e-07, 1.40e-06, 1.19e-06, 1.55e-08, 1.50e-09, 2.54e-09, 3.29e-09, 1.97e-09, 1.21e-10, 3.79e-12, 7.71e-09, 1.05e-10]    []  
381200    [8.42e-06, 6.18e-06, 2.84e-06, 4.92e-06, 2.57e-06, 2.90e-06, 4.88e-07, 4.21e-05, 4.69e-05, 5.43e-06, 1.89e-04, 2.03e-04, 4.85e-04, 3.75e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-05, 3.40e-05, 4.36e-05]    [8.42e-06, 6.18e-06, 2.84e-06, 4.92e-06, 2.57e-06, 2.90e-06, 4.88e-07, 4.21e-05, 4.69e-05, 5.43e-06, 1.89e-04, 2.03e-04, 4.85e-04, 3.75e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-05, 3.40e-05, 4.36e-05]    []  
381300    [1.34e-06, 2.45e-06, 2.29e-06, 2.46e-06, 1.87e-06, 1.12e-06, 3.97e-07, 5.07e-07, 2.49e-06, 6.89e-10, 1.31e-06, 1.95e-06, 1.61e-06, 4.36e-08, 2.68e-09, 1.05e-09, 1.35e-09, 3.13e-09, 0.00e+00, 1.36e-08, 5.24e-07, 1.06e-05]    [1.34e-06, 2.45e-06, 2.29e-06, 2.46e-06, 1.87e-06, 1.12e-06, 3.97e-07, 5.07e-07, 2.49e-06, 6.89e-10, 1.31e-06, 1.95e-06, 1.61e-06, 4.36e-08, 2.68e-09, 1.05e-09, 1.35e-09, 3.13e-09, 0.00e+00, 1.36e-08, 5.24e-07, 1.06e-05]    []  
381400    [9.54e-07, 2.04e-06, 2.42e-06, 2.68e-06, 1.71e-06, 1.02e-06, 4.27e-07, 2.45e-09, 3.43e-10, 1.34e-10, 9.54e-07, 1.31e-06, 1.12e-06, 1.17e-08, 2.51e-09, 3.27e-09, 4.09e-09, 2.91e-09, 1.33e-11, 0.00e+00, 4.13e-08, 9.07e-10]    [9.54e-07, 2.04e-06, 2.42e-06, 2.68e-06, 1.71e-06, 1.02e-06, 4.27e-07, 2.45e-09, 3.43e-10, 1.34e-10, 9.54e-07, 1.31e-06, 1.12e-06, 1.17e-08, 2.51e-09, 3.27e-09, 4.09e-09, 2.91e-09, 1.33e-11, 0.00e+00, 4.13e-08, 9.07e-10]    []  
381500    [4.19e-05, 2.13e-05, 2.53e-06, 1.98e-05, 7.12e-06, 1.13e-05, 7.39e-07, 6.13e-05, 1.90e-06, 6.40e-05, 1.35e-04, 7.46e-04, 3.40e-04, 3.07e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-04, 1.77e-06]    [4.19e-05, 2.13e-05, 2.53e-06, 1.98e-05, 7.12e-06, 1.13e-05, 7.39e-07, 6.13e-05, 1.90e-06, 6.40e-05, 1.35e-04, 7.46e-04, 3.40e-04, 3.07e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-04, 1.77e-06]    []  
381600    [1.29e-06, 2.32e-06, 2.25e-06, 2.31e-06, 1.78e-06, 1.12e-06, 4.02e-07, 5.22e-08, 7.03e-11, 7.08e-09, 1.38e-06, 1.99e-06, 1.65e-06, 6.21e-08, 2.05e-12, 2.16e-10, 1.04e-09, 3.14e-09, 9.98e-10, 3.48e-11, 1.41e-08, 2.57e-10]    [1.29e-06, 2.32e-06, 2.25e-06, 2.31e-06, 1.78e-06, 1.12e-06, 4.02e-07, 5.22e-08, 7.03e-11, 7.08e-09, 1.38e-06, 1.99e-06, 1.65e-06, 6.21e-08, 2.05e-12, 2.16e-10, 1.04e-09, 3.14e-09, 9.98e-10, 3.48e-11, 1.41e-08, 2.57e-10]    []  
381700    [9.06e-07, 1.87e-06, 2.34e-06, 2.59e-06, 1.63e-06, 1.00e-06, 4.34e-07, 2.02e-08, 2.19e-10, 6.35e-10, 9.51e-07, 1.30e-06, 1.10e-06, 1.19e-08, 2.12e-09, 2.50e-09, 3.92e-09, 2.33e-09, 3.12e-09, 2.60e-11, 2.48e-08, 2.16e-10]    [9.06e-07, 1.87e-06, 2.34e-06, 2.59e-06, 1.63e-06, 1.00e-06, 4.34e-07, 2.02e-08, 2.19e-10, 6.35e-10, 9.51e-07, 1.30e-06, 1.10e-06, 1.19e-08, 2.12e-09, 2.50e-09, 3.92e-09, 2.33e-09, 3.12e-09, 2.60e-11, 2.48e-08, 2.16e-10]    []  
381800    [3.29e-06, 3.70e-06, 1.86e-06, 2.80e-06, 1.34e-06, 1.76e-06, 4.98e-07, 1.84e-05, 1.68e-05, 6.50e-07, 1.35e-04, 9.37e-05, 3.45e-04, 2.26e-04, 0.00e+00, 1.76e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.56e-07, 1.01e-04, 1.76e-06]    [3.29e-06, 3.70e-06, 1.86e-06, 2.80e-06, 1.34e-06, 1.76e-06, 4.98e-07, 1.84e-05, 1.68e-05, 6.50e-07, 1.35e-04, 9.37e-05, 3.45e-04, 2.26e-04, 0.00e+00, 1.76e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.56e-07, 1.01e-04, 1.76e-06]    []  
381900    [1.08e-06, 1.93e-06, 2.19e-06, 2.31e-06, 1.69e-06, 1.06e-06, 4.73e-07, 4.30e-09, 2.33e-10, 6.48e-09, 1.13e-06, 1.73e-06, 1.45e-06, 8.52e-08, 3.28e-09, 2.68e-09, 2.98e-09, 4.46e-09, 5.37e-11, 2.84e-12, 1.62e-08, 1.33e-10]    [1.08e-06, 1.93e-06, 2.19e-06, 2.31e-06, 1.69e-06, 1.06e-06, 4.73e-07, 4.30e-09, 2.33e-10, 6.48e-09, 1.13e-06, 1.73e-06, 1.45e-06, 8.52e-08, 3.28e-09, 2.68e-09, 2.98e-09, 4.46e-09, 5.37e-11, 2.84e-12, 1.62e-08, 1.33e-10]    []  
382000    [7.94e-07, 1.62e-06, 2.25e-06, 2.53e-06, 1.55e-06, 9.75e-07, 4.95e-07, 4.63e-09, 3.48e-12, 3.22e-11, 8.78e-07, 1.20e-06, 1.04e-06, 1.62e-08, 3.10e-09, 3.11e-09, 3.94e-09, 2.71e-09, 9.74e-11, 2.78e-12, 7.84e-09, 1.75e-10]    [7.94e-07, 1.62e-06, 2.25e-06, 2.53e-06, 1.55e-06, 9.75e-07, 4.95e-07, 4.63e-09, 3.48e-12, 3.22e-11, 8.78e-07, 1.20e-06, 1.04e-06, 1.62e-08, 3.10e-09, 3.11e-09, 3.94e-09, 2.71e-09, 9.74e-11, 2.78e-12, 7.84e-09, 1.75e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 45.080761 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
382000    [7.94e-07, 1.62e-06, 2.25e-06, 2.53e-06, 1.55e-06, 9.75e-07, 4.95e-07, 4.63e-09, 3.48e-12, 3.22e-11, 8.78e-07, 1.20e-06, 1.04e-06, 1.62e-08, 3.10e-09, 3.11e-09, 3.94e-09, 2.71e-09, 9.74e-11, 2.78e-12, 7.84e-09, 1.75e-10]    [7.94e-07, 1.62e-06, 2.25e-06, 2.53e-06, 1.55e-06, 9.75e-07, 4.95e-07, 4.63e-09, 3.48e-12, 3.22e-11, 8.78e-07, 1.20e-06, 1.04e-06, 1.62e-08, 3.10e-09, 3.11e-09, 3.94e-09, 2.71e-09, 9.74e-11, 2.78e-12, 7.84e-09, 1.75e-10]    []  
382100    [2.14e-06, 2.65e-06, 2.12e-06, 2.14e-06, 1.81e-06, 1.44e-06, 4.35e-07, 9.58e-08, 7.22e-07, 6.01e-08, 2.96e-06, 4.05e-06, 5.68e-06, 3.69e-06, 0.00e+00, 8.79e-09, 0.00e+00, 1.14e-08, 0.00e+00, 2.52e-07, 9.90e-07, 1.28e-06]    [2.14e-06, 2.65e-06, 2.12e-06, 2.14e-06, 1.81e-06, 1.44e-06, 4.35e-07, 9.58e-08, 7.22e-07, 6.01e-08, 2.96e-06, 4.05e-06, 5.68e-06, 3.69e-06, 0.00e+00, 8.79e-09, 0.00e+00, 1.14e-08, 0.00e+00, 2.52e-07, 9.90e-07, 1.28e-06]    []  
382200    [1.06e-06, 1.98e-06, 2.19e-06, 2.46e-06, 1.60e-06, 1.04e-06, 4.50e-07, 9.61e-09, 1.71e-11, 9.45e-10, 1.11e-06, 1.58e-06, 1.31e-06, 1.14e-08, 2.59e-09, 1.97e-09, 4.75e-09, 2.01e-09, 1.23e-09, 0.00e+00, 1.65e-08, 4.79e-10]    [1.06e-06, 1.98e-06, 2.19e-06, 2.46e-06, 1.60e-06, 1.04e-06, 4.50e-07, 9.61e-09, 1.71e-11, 9.45e-10, 1.11e-06, 1.58e-06, 1.31e-06, 1.14e-08, 2.59e-09, 1.97e-09, 4.75e-09, 2.01e-09, 1.23e-09, 0.00e+00, 1.65e-08, 4.79e-10]    []  
382300    [8.03e-07, 1.62e-06, 2.24e-06, 2.58e-06, 1.52e-06, 9.54e-07, 4.78e-07, 3.90e-09, 7.61e-12, 2.94e-10, 9.23e-07, 1.18e-06, 9.94e-07, 2.01e-08, 2.82e-09, 2.59e-09, 4.10e-09, 2.12e-09, 0.00e+00, 4.32e-12, 1.61e-08, 1.33e-10]    [8.03e-07, 1.62e-06, 2.24e-06, 2.58e-06, 1.52e-06, 9.54e-07, 4.78e-07, 3.90e-09, 7.61e-12, 2.94e-10, 9.23e-07, 1.18e-06, 9.94e-07, 2.01e-08, 2.82e-09, 2.59e-09, 4.10e-09, 2.12e-09, 0.00e+00, 4.32e-12, 1.61e-08, 1.33e-10]    []  
382400    [4.48e-05, 2.52e-05, 6.54e-06, 1.90e-05, 6.67e-06, 1.87e-05, 3.51e-06, 6.02e-05, 3.32e-04, 8.59e-05, 2.29e-04, 8.67e-04, 1.25e-03, 5.49e-03, 1.67e-04, 8.75e-05, 2.55e-05, 2.05e-05, 0.00e+00, 3.36e-05, 6.06e-06, 1.29e-04]    [4.48e-05, 2.52e-05, 6.54e-06, 1.90e-05, 6.67e-06, 1.87e-05, 3.51e-06, 6.02e-05, 3.32e-04, 8.59e-05, 2.29e-04, 8.67e-04, 1.25e-03, 5.49e-03, 1.67e-04, 8.75e-05, 2.55e-05, 2.05e-05, 0.00e+00, 3.36e-05, 6.06e-06, 1.29e-04]    []  
382500    [1.28e-06, 1.99e-06, 2.11e-06, 2.22e-06, 1.71e-06, 1.10e-06, 4.65e-07, 3.54e-09, 4.49e-08, 2.11e-09, 1.34e-06, 1.80e-06, 1.53e-06, 4.95e-08, 3.42e-09, 3.03e-09, 1.92e-09, 6.34e-09, 8.66e-09, 0.00e+00, 5.15e-08, 1.42e-08]    [1.28e-06, 1.99e-06, 2.11e-06, 2.22e-06, 1.71e-06, 1.10e-06, 4.65e-07, 3.54e-09, 4.49e-08, 2.11e-09, 1.34e-06, 1.80e-06, 1.53e-06, 4.95e-08, 3.42e-09, 3.03e-09, 1.92e-09, 6.34e-09, 8.66e-09, 0.00e+00, 5.15e-08, 1.42e-08]    []  
382600    [8.49e-07, 1.62e-06, 2.19e-06, 2.47e-06, 1.54e-06, 9.54e-07, 4.83e-07, 6.69e-10, 7.34e-10, 4.11e-10, 9.64e-07, 1.22e-06, 1.03e-06, 1.15e-08, 2.45e-09, 2.05e-09, 3.57e-09, 2.13e-09, 4.36e-13, 1.35e-11, 2.28e-08, 1.48e-10]    [8.49e-07, 1.62e-06, 2.19e-06, 2.47e-06, 1.54e-06, 9.54e-07, 4.83e-07, 6.69e-10, 7.34e-10, 4.11e-10, 9.64e-07, 1.22e-06, 1.03e-06, 1.15e-08, 2.45e-09, 2.05e-09, 3.57e-09, 2.13e-09, 4.36e-13, 1.35e-11, 2.28e-08, 1.48e-10]    []  
382700    [9.36e-07, 1.36e-06, 2.19e-06, 2.52e-06, 1.52e-06, 9.20e-07, 5.18e-07, 3.59e-07, 2.09e-09, 1.20e-07, 1.35e-06, 2.01e-06, 3.48e-06, 8.02e-06, 1.06e-07, 6.69e-08, 7.92e-08, 7.45e-08, 7.71e-08, 4.38e-10, 5.24e-07, 2.88e-09]    [9.36e-07, 1.36e-06, 2.19e-06, 2.52e-06, 1.52e-06, 9.20e-07, 5.18e-07, 3.59e-07, 2.09e-09, 1.20e-07, 1.35e-06, 2.01e-06, 3.48e-06, 8.02e-06, 1.06e-07, 6.69e-08, 7.92e-08, 7.45e-08, 7.71e-08, 4.38e-10, 5.24e-07, 2.88e-09]    []  
382800    [1.52e-06, 2.03e-06, 2.02e-06, 2.01e-06, 1.75e-06, 1.23e-06, 4.74e-07, 1.21e-05, 6.11e-09, 4.50e-08, 1.99e-06, 3.27e-06, 3.07e-06, 4.73e-08, 4.08e-09, 3.85e-09, 1.40e-13, 7.26e-09, 2.56e-07, 7.69e-10, 1.54e-06, 5.23e-09]    [1.52e-06, 2.03e-06, 2.02e-06, 2.01e-06, 1.75e-06, 1.23e-06, 4.74e-07, 1.21e-05, 6.11e-09, 4.50e-08, 1.99e-06, 3.27e-06, 3.07e-06, 4.73e-08, 4.08e-09, 3.85e-09, 1.40e-13, 7.26e-09, 2.56e-07, 7.69e-10, 1.54e-06, 5.23e-09]    []  
382900    [8.72e-07, 1.57e-06, 2.07e-06, 2.31e-06, 1.52e-06, 9.71e-07, 4.88e-07, 5.68e-08, 1.07e-09, 1.93e-11, 1.01e-06, 1.36e-06, 1.15e-06, 2.04e-08, 4.40e-09, 2.70e-09, 4.46e-09, 2.82e-09, 5.92e-12, 3.12e-11, 2.91e-08, 2.39e-10]    [8.72e-07, 1.57e-06, 2.07e-06, 2.31e-06, 1.52e-06, 9.71e-07, 4.88e-07, 5.68e-08, 1.07e-09, 1.93e-11, 1.01e-06, 1.36e-06, 1.15e-06, 2.04e-08, 4.40e-09, 2.70e-09, 4.46e-09, 2.82e-09, 5.92e-12, 3.12e-11, 2.91e-08, 2.39e-10]    []  
383000    [2.41e-05, 1.63e-05, 2.33e-06, 1.54e-05, 3.55e-06, 9.06e-06, 1.17e-06, 1.18e-05, 3.66e-04, 2.51e-05, 5.85e-05, 3.81e-04, 4.35e-04, 2.00e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.39e-05, 5.36e-04]    [2.41e-05, 1.63e-05, 2.33e-06, 1.54e-05, 3.55e-06, 9.06e-06, 1.17e-06, 1.18e-05, 3.66e-04, 2.51e-05, 5.85e-05, 3.81e-04, 4.35e-04, 2.00e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.39e-05, 5.36e-04]    []  
383100    [1.15e-06, 1.78e-06, 1.92e-06, 2.07e-06, 1.57e-06, 1.07e-06, 4.84e-07, 1.30e-08, 3.37e-08, 4.41e-11, 1.36e-06, 2.07e-06, 1.71e-06, 3.64e-08, 1.20e-08, 1.61e-10, 7.35e-10, 3.60e-09, 9.63e-11, 0.00e+00, 2.79e-08, 4.05e-08]    [1.15e-06, 1.78e-06, 1.92e-06, 2.07e-06, 1.57e-06, 1.07e-06, 4.84e-07, 1.30e-08, 3.37e-08, 4.41e-11, 1.36e-06, 2.07e-06, 1.71e-06, 3.64e-08, 1.20e-08, 1.61e-10, 7.35e-10, 3.60e-09, 9.63e-11, 0.00e+00, 2.79e-08, 4.05e-08]    []  
383200    [7.64e-07, 1.39e-06, 2.02e-06, 2.31e-06, 1.44e-06, 9.24e-07, 5.11e-07, 3.78e-09, 1.15e-12, 2.58e-10, 9.42e-07, 1.22e-06, 1.04e-06, 5.94e-09, 3.38e-09, 2.38e-09, 4.87e-09, 2.70e-09, 2.73e-10, 9.97e-13, 9.19e-09, 9.28e-11]    [7.64e-07, 1.39e-06, 2.02e-06, 2.31e-06, 1.44e-06, 9.24e-07, 5.11e-07, 3.78e-09, 1.15e-12, 2.58e-10, 9.42e-07, 1.22e-06, 1.04e-06, 5.94e-09, 3.38e-09, 2.38e-09, 4.87e-09, 2.70e-09, 2.73e-10, 9.97e-13, 9.19e-09, 9.28e-11]    []  
383300    [4.31e-06, 3.46e-06, 1.64e-06, 1.98e-06, 2.03e-06, 2.33e-06, 4.92e-07, 1.10e-06, 5.89e-08, 1.03e-06, 2.78e-05, 2.57e-05, 5.17e-05, 8.67e-06, 0.00e+00, 9.59e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.76e-05, 9.66e-08]    [4.31e-06, 3.46e-06, 1.64e-06, 1.98e-06, 2.03e-06, 2.33e-06, 4.92e-07, 1.10e-06, 5.89e-08, 1.03e-06, 2.78e-05, 2.57e-05, 5.17e-05, 8.67e-06, 0.00e+00, 9.59e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.76e-05, 9.66e-08]    []  
383400    [1.02e-06, 1.65e-06, 2.01e-06, 2.20e-06, 1.55e-06, 1.03e-06, 5.06e-07, 1.23e-08, 5.22e-12, 7.28e-11, 1.20e-06, 1.55e-06, 1.26e-06, 1.07e-08, 3.05e-09, 7.50e-10, 2.74e-09, 2.32e-09, 0.00e+00, 1.51e-10, 3.80e-07, 8.84e-10]    [1.02e-06, 1.65e-06, 2.01e-06, 2.20e-06, 1.55e-06, 1.03e-06, 5.06e-07, 1.23e-08, 5.22e-12, 7.28e-11, 1.20e-06, 1.55e-06, 1.26e-06, 1.07e-08, 3.05e-09, 7.50e-10, 2.74e-09, 2.32e-09, 0.00e+00, 1.51e-10, 3.80e-07, 8.84e-10]    []  
383500    [7.46e-07, 1.37e-06, 2.02e-06, 2.37e-06, 1.45e-06, 9.17e-07, 5.25e-07, 6.71e-11, 2.48e-10, 2.56e-14, 9.31e-07, 1.12e-06, 9.60e-07, 1.41e-08, 5.53e-09, 3.19e-09, 5.32e-09, 3.38e-09, 3.66e-13, 2.20e-11, 2.73e-08, 1.80e-10]    [7.46e-07, 1.37e-06, 2.02e-06, 2.37e-06, 1.45e-06, 9.17e-07, 5.25e-07, 6.71e-11, 2.48e-10, 2.56e-14, 9.31e-07, 1.12e-06, 9.60e-07, 1.41e-08, 5.53e-09, 3.19e-09, 5.32e-09, 3.38e-09, 3.66e-13, 2.20e-11, 2.73e-08, 1.80e-10]    []  
383600    [1.43e-05, 5.27e-06, 3.51e-06, 3.60e-06, 2.71e-06, 2.97e-06, 7.36e-07, 4.76e-05, 1.06e-06, 2.26e-05, 3.82e-05, 8.37e-05, 3.95e-05, 3.43e-04, 3.23e-06, 4.95e-06, 1.62e-06, 1.50e-06, 0.00e+00, 5.78e-09, 2.02e-05, 1.22e-05]    [1.43e-05, 5.27e-06, 3.51e-06, 3.60e-06, 2.71e-06, 2.97e-06, 7.36e-07, 4.76e-05, 1.06e-06, 2.26e-05, 3.82e-05, 8.37e-05, 3.95e-05, 3.43e-04, 3.23e-06, 4.95e-06, 1.62e-06, 1.50e-06, 0.00e+00, 5.78e-09, 2.02e-05, 1.22e-05]    []  
383700    [1.02e-06, 1.67e-06, 1.84e-06, 2.03e-06, 1.55e-06, 1.05e-06, 5.34e-07, 4.03e-08, 1.88e-11, 4.98e-10, 1.21e-06, 1.83e-06, 1.52e-06, 1.85e-08, 3.83e-09, 5.26e-10, 1.52e-09, 1.51e-09, 2.96e-10, 6.57e-11, 1.48e-08, 4.29e-10]    [1.02e-06, 1.67e-06, 1.84e-06, 2.03e-06, 1.55e-06, 1.05e-06, 5.34e-07, 4.03e-08, 1.88e-11, 4.98e-10, 1.21e-06, 1.83e-06, 1.52e-06, 1.85e-08, 3.83e-09, 5.26e-10, 1.52e-09, 1.51e-09, 2.96e-10, 6.57e-11, 1.48e-08, 4.29e-10]    []  
383800    [7.24e-07, 1.32e-06, 1.92e-06, 2.27e-06, 1.42e-06, 9.19e-07, 5.54e-07, 3.83e-09, 7.04e-11, 1.11e-10, 9.28e-07, 1.20e-06, 1.04e-06, 5.28e-09, 4.60e-09, 2.49e-09, 4.97e-09, 2.63e-09, 2.87e-10, 0.00e+00, 9.83e-09, 8.13e-10]    [7.24e-07, 1.32e-06, 1.92e-06, 2.27e-06, 1.42e-06, 9.19e-07, 5.54e-07, 3.83e-09, 7.04e-11, 1.11e-10, 9.28e-07, 1.20e-06, 1.04e-06, 5.28e-09, 4.60e-09, 2.49e-09, 4.97e-09, 2.63e-09, 2.87e-10, 0.00e+00, 9.83e-09, 8.13e-10]    []  
383900    [2.26e-06, 2.01e-06, 1.52e-06, 1.72e-06, 1.46e-06, 1.41e-06, 5.17e-07, 8.04e-07, 8.01e-09, 3.53e-07, 6.70e-06, 1.03e-05, 1.45e-05, 7.14e-06, 0.00e+00, 3.62e-09, 0.00e+00, 2.89e-09, 1.65e-07, 8.37e-10, 1.11e-06, 5.71e-09]    [2.26e-06, 2.01e-06, 1.52e-06, 1.72e-06, 1.46e-06, 1.41e-06, 5.17e-07, 8.04e-07, 8.01e-09, 3.53e-07, 6.70e-06, 1.03e-05, 1.45e-05, 7.14e-06, 0.00e+00, 3.62e-09, 0.00e+00, 2.89e-09, 1.65e-07, 8.37e-10, 1.11e-06, 5.71e-09]    []  
384000    [8.28e-07, 1.39e-06, 1.82e-06, 2.11e-06, 1.40e-06, 9.42e-07, 5.42e-07, 2.38e-09, 3.45e-10, 1.56e-10, 1.03e-06, 1.43e-06, 1.19e-06, 8.02e-09, 3.07e-09, 1.06e-09, 3.75e-09, 1.81e-09, 2.08e-11, 0.00e+00, 2.11e-08, 3.89e-10]    [8.28e-07, 1.39e-06, 1.82e-06, 2.11e-06, 1.40e-06, 9.42e-07, 5.42e-07, 2.38e-09, 3.45e-10, 1.56e-10, 1.03e-06, 1.43e-06, 1.19e-06, 8.02e-09, 3.07e-09, 1.06e-09, 3.75e-09, 1.81e-09, 2.08e-11, 0.00e+00, 2.11e-08, 3.89e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 42.480724 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
384000    [8.28e-07, 1.39e-06, 1.82e-06, 2.11e-06, 1.40e-06, 9.42e-07, 5.42e-07, 2.38e-09, 3.45e-10, 1.56e-10, 1.03e-06, 1.43e-06, 1.19e-06, 8.02e-09, 3.07e-09, 1.06e-09, 3.75e-09, 1.81e-09, 2.08e-11, 0.00e+00, 2.11e-08, 3.89e-10]    [8.28e-07, 1.39e-06, 1.82e-06, 2.11e-06, 1.40e-06, 9.42e-07, 5.42e-07, 2.38e-09, 3.45e-10, 1.56e-10, 1.03e-06, 1.43e-06, 1.19e-06, 8.02e-09, 3.07e-09, 1.06e-09, 3.75e-09, 1.81e-09, 2.08e-11, 0.00e+00, 2.11e-08, 3.89e-10]    []  
384100    [2.05e-05, 6.93e-06, 4.67e-06, 3.87e-06, 3.83e-06, 5.07e-06, 8.38e-07, 4.11e-06, 6.61e-06, 2.11e-05, 5.98e-05, 7.68e-05, 8.89e-05, 5.91e-04, 1.46e-05, 3.88e-06, 3.33e-06, 3.62e-06, 0.00e+00, 0.00e+00, 1.33e-05, 9.57e-06]    [2.05e-05, 6.93e-06, 4.67e-06, 3.87e-06, 3.83e-06, 5.07e-06, 8.38e-07, 4.11e-06, 6.61e-06, 2.11e-05, 5.98e-05, 7.68e-05, 8.89e-05, 5.91e-04, 1.46e-05, 3.88e-06, 3.33e-06, 3.62e-06, 0.00e+00, 0.00e+00, 1.33e-05, 9.57e-06]    []  
384200    [9.04e-07, 1.45e-06, 1.76e-06, 2.05e-06, 1.39e-06, 9.75e-07, 5.39e-07, 2.58e-08, 9.07e-12, 6.81e-09, 1.12e-06, 1.59e-06, 1.30e-06, 4.99e-08, 1.41e-09, 3.44e-10, 2.55e-09, 1.28e-09, 1.48e-10, 1.01e-11, 1.44e-08, 1.14e-10]    [9.04e-07, 1.45e-06, 1.76e-06, 2.05e-06, 1.39e-06, 9.75e-07, 5.39e-07, 2.58e-08, 9.07e-12, 6.81e-09, 1.12e-06, 1.59e-06, 1.30e-06, 4.99e-08, 1.41e-09, 3.44e-10, 2.55e-09, 1.28e-09, 1.48e-10, 1.01e-11, 1.44e-08, 1.14e-10]    []  
384300    [7.95e-06, 3.27e-06, 3.20e-06, 2.88e-06, 2.19e-06, 2.83e-06, 9.24e-07, 8.96e-06, 1.07e-04, 9.62e-06, 1.06e-05, 6.72e-05, 6.77e-05, 3.64e-04, 5.67e-06, 4.24e-06, 2.19e-06, 2.34e-06, 7.98e-07, 0.00e+00, 5.07e-06, 6.42e-05]    [7.95e-06, 3.27e-06, 3.20e-06, 2.88e-06, 2.19e-06, 2.83e-06, 9.24e-07, 8.96e-06, 1.07e-04, 9.62e-06, 1.06e-05, 6.72e-05, 6.77e-05, 3.64e-04, 5.67e-06, 4.24e-06, 2.19e-06, 2.34e-06, 7.98e-07, 0.00e+00, 5.07e-06, 6.42e-05]    []  
384400    [7.37e-07, 1.26e-06, 1.73e-06, 2.09e-06, 1.32e-06, 8.99e-07, 6.00e-07, 1.15e-08, 1.91e-10, 9.30e-09, 9.80e-07, 1.38e-06, 1.15e-06, 3.56e-07, 1.42e-10, 0.00e+00, 1.71e-09, 7.16e-11, 1.62e-09, 1.58e-10, 1.59e-08, 9.59e-10]    [7.37e-07, 1.26e-06, 1.73e-06, 2.09e-06, 1.32e-06, 8.99e-07, 6.00e-07, 1.15e-08, 1.91e-10, 9.30e-09, 9.80e-07, 1.38e-06, 1.15e-06, 3.56e-07, 1.42e-10, 0.00e+00, 1.71e-09, 7.16e-11, 1.62e-09, 1.58e-10, 1.59e-08, 9.59e-10]    []  
384500    [1.63e-06, 1.60e-06, 1.47e-06, 1.60e-06, 1.70e-06, 1.24e-06, 6.29e-07, 5.89e-07, 2.88e-08, 6.97e-07, 3.98e-06, 6.84e-06, 1.23e-05, 9.15e-06, 1.56e-08, 2.48e-08, 9.11e-09, 2.77e-08, 2.96e-08, 1.26e-09, 1.83e-07, 8.35e-09]    [1.63e-06, 1.60e-06, 1.47e-06, 1.60e-06, 1.70e-06, 1.24e-06, 6.29e-07, 5.89e-07, 2.88e-08, 6.97e-07, 3.98e-06, 6.84e-06, 1.23e-05, 9.15e-06, 1.56e-08, 2.48e-08, 9.11e-09, 2.77e-08, 2.96e-08, 1.26e-09, 1.83e-07, 8.35e-09]    []  
384600    [7.34e-07, 1.23e-06, 1.74e-06, 2.14e-06, 1.30e-06, 8.99e-07, 5.81e-07, 1.08e-07, 7.49e-10, 3.86e-09, 9.84e-07, 1.28e-06, 1.06e-06, 8.20e-08, 1.27e-09, 6.46e-10, 4.09e-09, 9.49e-10, 5.58e-09, 4.96e-11, 3.84e-08, 3.48e-10]    [7.34e-07, 1.23e-06, 1.74e-06, 2.14e-06, 1.30e-06, 8.99e-07, 5.81e-07, 1.08e-07, 7.49e-10, 3.86e-09, 9.84e-07, 1.28e-06, 1.06e-06, 8.20e-08, 1.27e-09, 6.46e-10, 4.09e-09, 9.49e-10, 5.58e-09, 4.96e-11, 3.84e-08, 3.48e-10]    []  
384700    [2.26e-06, 1.55e-06, 2.16e-06, 2.49e-06, 1.70e-06, 1.70e-06, 6.50e-07, 1.27e-05, 5.91e-07, 2.34e-06, 1.76e-04, 6.92e-05, 2.43e-04, 6.23e-05, 8.04e-08, 9.46e-08, 2.99e-06, 2.69e-06, 0.00e+00, 0.00e+00, 7.39e-08, 1.56e-07]    [2.26e-06, 1.55e-06, 2.16e-06, 2.49e-06, 1.70e-06, 1.70e-06, 6.50e-07, 1.27e-05, 5.91e-07, 2.34e-06, 1.76e-04, 6.92e-05, 2.43e-04, 6.23e-05, 8.04e-08, 9.46e-08, 2.99e-06, 2.69e-06, 0.00e+00, 0.00e+00, 7.39e-08, 1.56e-07]    []  
384800    [8.40e-07, 1.31e-06, 1.80e-06, 2.10e-06, 1.43e-06, 9.78e-07, 5.75e-07, 7.07e-09, 2.78e-10, 1.52e-10, 1.08e-06, 1.39e-06, 1.15e-06, 1.22e-08, 4.88e-09, 1.40e-09, 3.07e-09, 2.11e-09, 6.07e-11, 0.00e+00, 2.22e-08, 4.66e-10]    [8.40e-07, 1.31e-06, 1.80e-06, 2.10e-06, 1.43e-06, 9.78e-07, 5.75e-07, 7.07e-09, 2.78e-10, 1.52e-10, 1.08e-06, 1.39e-06, 1.15e-06, 1.22e-08, 4.88e-09, 1.40e-09, 3.07e-09, 2.11e-09, 6.07e-11, 0.00e+00, 2.22e-08, 4.66e-10]    []  
384900    [4.47e-05, 1.75e-05, 6.43e-06, 1.35e-05, 6.50e-06, 1.38e-05, 2.22e-06, 1.63e-04, 5.28e-05, 6.10e-05, 1.02e-04, 5.10e-04, 8.00e-04, 3.40e-03, 1.17e-04, 4.47e-05, 2.28e-05, 2.21e-05, 2.52e-05, 0.00e+00, 1.27e-04, 6.28e-05]    [4.47e-05, 1.75e-05, 6.43e-06, 1.35e-05, 6.50e-06, 1.38e-05, 2.22e-06, 1.63e-04, 5.28e-05, 6.10e-05, 1.02e-04, 5.10e-04, 8.00e-04, 3.40e-03, 1.17e-04, 4.47e-05, 2.28e-05, 2.21e-05, 2.52e-05, 0.00e+00, 1.27e-04, 6.28e-05]    []  
385000    [9.21e-07, 1.48e-06, 1.62e-06, 1.93e-06, 1.38e-06, 9.90e-07, 5.71e-07, 1.69e-08, 1.72e-08, 2.26e-08, 1.15e-06, 1.74e-06, 1.43e-06, 9.60e-08, 1.35e-09, 2.60e-11, 1.64e-09, 8.72e-10, 6.02e-10, 0.00e+00, 1.30e-08, 1.17e-08]    [9.21e-07, 1.48e-06, 1.62e-06, 1.93e-06, 1.38e-06, 9.90e-07, 5.71e-07, 1.69e-08, 1.72e-08, 2.26e-08, 1.15e-06, 1.74e-06, 1.43e-06, 9.60e-08, 1.35e-09, 2.60e-11, 1.64e-09, 8.72e-10, 6.02e-10, 0.00e+00, 1.30e-08, 1.17e-08]    []  
385100    [6.51e-07, 1.13e-06, 1.71e-06, 2.13e-06, 1.30e-06, 8.59e-07, 5.92e-07, 1.84e-08, 1.39e-10, 6.92e-10, 9.02e-07, 1.13e-06, 9.67e-07, 5.48e-09, 4.00e-09, 2.00e-09, 5.21e-09, 2.51e-09, 4.23e-10, 7.55e-13, 9.28e-09, 5.75e-10]    [6.51e-07, 1.13e-06, 1.71e-06, 2.13e-06, 1.30e-06, 8.59e-07, 5.92e-07, 1.84e-08, 1.39e-10, 6.92e-10, 9.02e-07, 1.13e-06, 9.67e-07, 5.48e-09, 4.00e-09, 2.00e-09, 5.21e-09, 2.51e-09, 4.23e-10, 7.55e-13, 9.28e-09, 5.75e-10]    []  
385200    [2.37e-06, 2.09e-06, 1.70e-06, 1.87e-06, 1.82e-06, 1.60e-06, 6.22e-07, 7.97e-07, 1.22e-07, 1.81e-07, 5.56e-06, 5.16e-06, 5.78e-06, 3.32e-06, 5.39e-11, 9.74e-08, 1.88e-08, 8.86e-08, 4.34e-09, 6.66e-10, 1.58e-06, 5.41e-07]    [2.37e-06, 2.09e-06, 1.70e-06, 1.87e-06, 1.82e-06, 1.60e-06, 6.22e-07, 7.97e-07, 1.22e-07, 1.81e-07, 5.56e-06, 5.16e-06, 5.78e-06, 3.32e-06, 5.39e-11, 9.74e-08, 1.88e-08, 8.86e-08, 4.34e-09, 6.66e-10, 1.58e-06, 5.41e-07]    []  
385300    [9.05e-07, 1.48e-06, 1.68e-06, 2.07e-06, 1.40e-06, 9.93e-07, 5.74e-07, 1.25e-08, 1.54e-09, 9.15e-10, 1.12e-06, 1.51e-06, 1.26e-06, 8.05e-09, 6.90e-09, 1.65e-09, 5.14e-09, 2.10e-09, 2.17e-11, 0.00e+00, 3.40e-08, 5.15e-09]    [9.05e-07, 1.48e-06, 1.68e-06, 2.07e-06, 1.40e-06, 9.93e-07, 5.74e-07, 1.25e-08, 1.54e-09, 9.15e-10, 1.12e-06, 1.51e-06, 1.26e-06, 8.05e-09, 6.90e-09, 1.65e-09, 5.14e-09, 2.10e-09, 2.17e-11, 0.00e+00, 3.40e-08, 5.15e-09]    []  
385400    [5.81e-07, 1.19e-06, 1.66e-06, 2.30e-06, 1.27e-06, 8.39e-07, 6.49e-07, 8.33e-07, 2.84e-05, 1.38e-08, 9.11e-07, 1.26e-06, 1.44e-06, 3.93e-07, 6.49e-09, 6.36e-10, 8.09e-09, 2.52e-10, 1.99e-08, 0.00e+00, 1.13e-07, 1.01e-06]    [5.81e-07, 1.19e-06, 1.66e-06, 2.30e-06, 1.27e-06, 8.39e-07, 6.49e-07, 8.33e-07, 2.84e-05, 1.38e-08, 9.11e-07, 1.26e-06, 1.44e-06, 3.93e-07, 6.49e-09, 6.36e-10, 8.09e-09, 2.52e-10, 1.99e-08, 0.00e+00, 1.13e-07, 1.01e-06]    []  
385500    [4.90e-06, 3.61e-06, 1.25e-06, 2.55e-06, 2.27e-06, 2.39e-06, 1.09e-06, 6.08e-05, 1.43e-07, 1.58e-06, 1.53e-05, 8.79e-05, 4.17e-05, 2.96e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.48e-09, 8.00e-05, 3.51e-08]    [4.90e-06, 3.61e-06, 1.25e-06, 2.55e-06, 2.27e-06, 2.39e-06, 1.09e-06, 6.08e-05, 1.43e-07, 1.58e-06, 1.53e-05, 8.79e-05, 4.17e-05, 2.96e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.48e-09, 8.00e-05, 3.51e-08]    []  
385600    [7.54e-07, 1.24e-06, 1.55e-06, 1.95e-06, 1.31e-06, 8.93e-07, 6.35e-07, 9.36e-09, 2.40e-10, 3.39e-10, 1.01e-06, 1.38e-06, 1.16e-06, 8.74e-09, 3.01e-09, 1.02e-09, 3.60e-09, 2.33e-09, 3.77e-09, 2.42e-13, 2.77e-08, 2.41e-10]    [7.54e-07, 1.24e-06, 1.55e-06, 1.95e-06, 1.31e-06, 8.93e-07, 6.35e-07, 9.36e-09, 2.40e-10, 3.39e-10, 1.01e-06, 1.38e-06, 1.16e-06, 8.74e-09, 3.01e-09, 1.02e-09, 3.60e-09, 2.33e-09, 3.77e-09, 2.42e-13, 2.77e-08, 2.41e-10]    []  
385700    [6.41e-06, 4.36e-06, 4.07e-06, 8.91e-06, 2.97e-06, 2.73e-06, 2.94e-06, 1.04e-06, 4.21e-09, 1.79e-06, 5.90e-05, 3.60e-04, 2.05e-04, 6.29e-04, 5.03e-06, 7.21e-06, 6.63e-07, 9.80e-08, 3.40e-06, 2.87e-08, 1.87e-05, 1.63e-07]    [6.41e-06, 4.36e-06, 4.07e-06, 8.91e-06, 2.97e-06, 2.73e-06, 2.94e-06, 1.04e-06, 4.21e-09, 1.79e-06, 5.90e-05, 3.60e-04, 2.05e-04, 6.29e-04, 5.03e-06, 7.21e-06, 6.63e-07, 9.80e-08, 3.40e-06, 2.87e-08, 1.87e-05, 1.63e-07]    []  
385800    [9.47e-07, 1.42e-06, 1.57e-06, 1.84e-06, 1.46e-06, 1.03e-06, 6.18e-07, 6.05e-09, 2.01e-12, 8.46e-11, 1.24e-06, 1.79e-06, 1.50e-06, 4.17e-08, 7.39e-09, 3.98e-10, 2.71e-09, 3.60e-09, 9.44e-10, 1.31e-12, 1.41e-08, 8.69e-11]    [9.47e-07, 1.42e-06, 1.57e-06, 1.84e-06, 1.46e-06, 1.03e-06, 6.18e-07, 6.05e-09, 2.01e-12, 8.46e-11, 1.24e-06, 1.79e-06, 1.50e-06, 4.17e-08, 7.39e-09, 3.98e-10, 2.71e-09, 3.60e-09, 9.44e-10, 1.31e-12, 1.41e-08, 8.69e-11]    []  
385900    [6.83e-07, 1.12e-06, 1.63e-06, 2.10e-06, 1.32e-06, 8.84e-07, 6.35e-07, 2.27e-08, 1.55e-10, 7.13e-09, 9.43e-07, 1.23e-06, 1.16e-06, 5.22e-07, 2.25e-08, 9.30e-09, 1.21e-08, 9.80e-09, 5.25e-09, 2.39e-11, 3.64e-08, 1.74e-10]    [6.83e-07, 1.12e-06, 1.63e-06, 2.10e-06, 1.32e-06, 8.84e-07, 6.35e-07, 2.27e-08, 1.55e-10, 7.13e-09, 9.43e-07, 1.23e-06, 1.16e-06, 5.22e-07, 2.25e-08, 9.30e-09, 1.21e-08, 9.80e-09, 5.25e-09, 2.39e-11, 3.64e-08, 1.74e-10]    []  
386000    [1.43e-06, 1.58e-06, 1.48e-06, 1.80e-06, 1.48e-06, 1.15e-06, 6.34e-07, 3.38e-07, 3.00e-08, 5.33e-07, 1.77e-06, 4.54e-06, 3.32e-06, 9.63e-06, 1.88e-07, 3.88e-08, 1.57e-08, 1.33e-08, 0.00e+00, 0.00e+00, 8.71e-07, 3.46e-08]    [1.43e-06, 1.58e-06, 1.48e-06, 1.80e-06, 1.48e-06, 1.15e-06, 6.34e-07, 3.38e-07, 3.00e-08, 5.33e-07, 1.77e-06, 4.54e-06, 3.32e-06, 9.63e-06, 1.88e-07, 3.88e-08, 1.57e-08, 1.33e-08, 0.00e+00, 0.00e+00, 8.71e-07, 3.46e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 43.179039 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
386000    [1.43e-06, 1.58e-06, 1.48e-06, 1.80e-06, 1.48e-06, 1.15e-06, 6.34e-07, 3.38e-07, 3.00e-08, 5.33e-07, 1.77e-06, 4.54e-06, 3.32e-06, 9.63e-06, 1.88e-07, 3.88e-08, 1.57e-08, 1.33e-08, 0.00e+00, 0.00e+00, 8.71e-07, 3.46e-08]    [1.43e-06, 1.58e-06, 1.48e-06, 1.80e-06, 1.48e-06, 1.15e-06, 6.34e-07, 3.38e-07, 3.00e-08, 5.33e-07, 1.77e-06, 4.54e-06, 3.32e-06, 9.63e-06, 1.88e-07, 3.88e-08, 1.57e-08, 1.33e-08, 0.00e+00, 0.00e+00, 8.71e-07, 3.46e-08]    []  
386100    [7.00e-07, 1.17e-06, 1.56e-06, 2.02e-06, 1.28e-06, 8.75e-07, 6.18e-07, 1.03e-11, 3.16e-11, 1.02e-09, 9.45e-07, 1.30e-06, 1.09e-06, 1.03e-08, 3.98e-09, 1.49e-09, 4.60e-09, 1.68e-09, 2.39e-10, 5.34e-13, 8.75e-09, 8.82e-11]    [7.00e-07, 1.17e-06, 1.56e-06, 2.02e-06, 1.28e-06, 8.75e-07, 6.18e-07, 1.03e-11, 3.16e-11, 1.02e-09, 9.45e-07, 1.30e-06, 1.09e-06, 1.03e-08, 3.98e-09, 1.49e-09, 4.60e-09, 1.68e-09, 2.39e-10, 5.34e-13, 8.75e-09, 8.82e-11]    []  
386200    [2.68e-06, 2.29e-06, 1.41e-06, 2.88e-06, 1.14e-06, 2.29e-06, 7.64e-07, 7.29e-06, 1.11e-05, 1.76e-06, 7.41e-05, 8.06e-05, 3.29e-04, 2.12e-04, 4.33e-08, 2.53e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-06, 2.60e-05, 7.03e-06]    [2.68e-06, 2.29e-06, 1.41e-06, 2.88e-06, 1.14e-06, 2.29e-06, 7.64e-07, 7.29e-06, 1.11e-05, 1.76e-06, 7.41e-05, 8.06e-05, 3.29e-04, 2.12e-04, 4.33e-08, 2.53e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-06, 2.60e-05, 7.03e-06]    []  
386300    [7.84e-07, 1.28e-06, 1.48e-06, 1.88e-06, 1.36e-06, 9.48e-07, 6.99e-07, 8.85e-08, 1.08e-09, 2.79e-10, 1.05e-06, 1.58e-06, 1.35e-06, 1.20e-08, 3.70e-09, 6.29e-10, 3.40e-09, 1.51e-09, 0.00e+00, 3.25e-11, 7.18e-08, 2.79e-10]    [7.84e-07, 1.28e-06, 1.48e-06, 1.88e-06, 1.36e-06, 9.48e-07, 6.99e-07, 8.85e-08, 1.08e-09, 2.79e-10, 1.05e-06, 1.58e-06, 1.35e-06, 1.20e-08, 3.70e-09, 6.29e-10, 3.40e-09, 1.51e-09, 0.00e+00, 3.25e-11, 7.18e-08, 2.79e-10]    []  
386400    [9.82e-07, 1.05e-06, 1.59e-06, 2.13e-06, 1.34e-06, 8.75e-07, 7.41e-07, 9.00e-07, 6.28e-10, 3.02e-07, 1.54e-06, 3.49e-06, 4.94e-06, 1.69e-05, 2.33e-07, 1.14e-07, 1.31e-07, 1.15e-07, 1.93e-07, 3.61e-10, 1.31e-06, 2.22e-09]    [9.82e-07, 1.05e-06, 1.59e-06, 2.13e-06, 1.34e-06, 8.75e-07, 7.41e-07, 9.00e-07, 6.28e-10, 3.02e-07, 1.54e-06, 3.49e-06, 4.94e-06, 1.69e-05, 2.33e-07, 1.14e-07, 1.31e-07, 1.15e-07, 1.93e-07, 3.61e-10, 1.31e-06, 2.22e-09]    []  
386500    [1.19e-06, 1.56e-06, 1.37e-06, 1.68e-06, 1.46e-06, 1.12e-06, 6.65e-07, 1.82e-08, 1.71e-09, 4.62e-11, 1.50e-06, 2.30e-06, 2.47e-06, 1.10e-06, 1.63e-08, 6.46e-09, 1.22e-08, 2.15e-08, 1.58e-10, 1.06e-10, 1.44e-08, 6.83e-10]    [1.19e-06, 1.56e-06, 1.37e-06, 1.68e-06, 1.46e-06, 1.12e-06, 6.65e-07, 1.82e-08, 1.71e-09, 4.62e-11, 1.50e-06, 2.30e-06, 2.47e-06, 1.10e-06, 1.63e-08, 6.46e-09, 1.22e-08, 2.15e-08, 1.58e-10, 1.06e-10, 1.44e-08, 6.83e-10]    []  
386600    [6.88e-07, 1.16e-06, 1.51e-06, 2.01e-06, 1.27e-06, 8.66e-07, 6.60e-07, 2.08e-09, 1.71e-10, 1.01e-09, 9.60e-07, 1.32e-06, 1.12e-06, 1.40e-08, 4.52e-09, 1.49e-09, 5.15e-09, 1.89e-09, 4.28e-10, 0.00e+00, 1.18e-08, 8.96e-10]    [6.88e-07, 1.16e-06, 1.51e-06, 2.01e-06, 1.27e-06, 8.66e-07, 6.60e-07, 2.08e-09, 1.71e-10, 1.01e-09, 9.60e-07, 1.32e-06, 1.12e-06, 1.40e-08, 4.52e-09, 1.49e-09, 5.15e-09, 1.89e-09, 4.28e-10, 0.00e+00, 1.18e-08, 8.96e-10]    []  
386700    [1.89e-05, 4.93e-06, 2.32e-06, 6.99e-06, 2.54e-06, 3.19e-06, 9.54e-07, 1.44e-06, 3.81e-07, 1.64e-05, 6.84e-05, 2.05e-04, 6.13e-04, 1.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.84e-09, 0.00e+00, 9.89e-07, 7.21e-07]    [1.89e-05, 4.93e-06, 2.32e-06, 6.99e-06, 2.54e-06, 3.19e-06, 9.54e-07, 1.44e-06, 3.81e-07, 1.64e-05, 6.84e-05, 2.05e-04, 6.13e-04, 1.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.84e-09, 0.00e+00, 9.89e-07, 7.21e-07]    []  
386800    [9.36e-07, 1.36e-06, 1.44e-06, 1.81e-06, 1.36e-06, 9.90e-07, 6.42e-07, 7.43e-08, 6.79e-10, 1.27e-09, 1.21e-06, 1.85e-06, 1.53e-06, 2.48e-08, 1.26e-08, 3.88e-10, 2.02e-09, 3.00e-09, 1.04e-08, 8.59e-11, 6.36e-08, 5.47e-10]    [9.36e-07, 1.36e-06, 1.44e-06, 1.81e-06, 1.36e-06, 9.90e-07, 6.42e-07, 7.43e-08, 6.79e-10, 1.27e-09, 1.21e-06, 1.85e-06, 1.53e-06, 2.48e-08, 1.26e-08, 3.88e-10, 2.02e-09, 3.00e-09, 1.04e-08, 8.59e-11, 6.36e-08, 5.47e-10]    []  
386900    [6.19e-07, 1.08e-06, 1.51e-06, 2.04e-06, 1.22e-06, 8.45e-07, 6.50e-07, 3.35e-08, 3.40e-10, 3.07e-08, 9.05e-07, 1.50e-06, 1.33e-06, 1.47e-06, 4.13e-10, 0.00e+00, 2.00e-09, 0.00e+00, 0.00e+00, 0.00e+00, 5.87e-08, 1.92e-09]    [6.19e-07, 1.08e-06, 1.51e-06, 2.04e-06, 1.22e-06, 8.45e-07, 6.50e-07, 3.35e-08, 3.40e-10, 3.07e-08, 9.05e-07, 1.50e-06, 1.33e-06, 1.47e-06, 4.13e-10, 0.00e+00, 2.00e-09, 0.00e+00, 0.00e+00, 0.00e+00, 5.87e-08, 1.92e-09]    []  
387000    [1.30e-06, 1.58e-06, 1.33e-06, 1.79e-06, 1.28e-06, 1.08e-06, 6.30e-07, 1.11e-08, 6.18e-12, 1.51e-07, 1.89e-06, 4.11e-06, 2.62e-06, 7.88e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-09, 6.16e-10, 3.37e-14, 1.11e-08, 3.44e-09]    [1.30e-06, 1.58e-06, 1.33e-06, 1.79e-06, 1.28e-06, 1.08e-06, 6.30e-07, 1.11e-08, 6.18e-12, 1.51e-07, 1.89e-06, 4.11e-06, 2.62e-06, 7.88e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-09, 6.16e-10, 3.37e-14, 1.11e-08, 3.44e-09]    []  
387100    [6.62e-07, 1.07e-06, 1.47e-06, 2.02e-06, 1.21e-06, 8.33e-07, 6.55e-07, 1.32e-09, 1.02e-10, 2.20e-10, 9.33e-07, 1.23e-06, 1.03e-06, 4.30e-09, 5.12e-09, 1.96e-09, 5.25e-09, 2.26e-09, 0.00e+00, 1.80e-11, 4.94e-08, 1.35e-10]    [6.62e-07, 1.07e-06, 1.47e-06, 2.02e-06, 1.21e-06, 8.33e-07, 6.55e-07, 1.32e-09, 1.02e-10, 2.20e-10, 9.33e-07, 1.23e-06, 1.03e-06, 4.30e-09, 5.12e-09, 1.96e-09, 5.25e-09, 2.26e-09, 0.00e+00, 1.80e-11, 4.94e-08, 1.35e-10]    []  
387200    [6.89e-06, 3.18e-06, 1.35e-06, 3.25e-06, 1.93e-06, 2.94e-06, 7.10e-07, 1.29e-04, 9.40e-06, 7.77e-06, 1.61e-05, 3.86e-05, 7.93e-06, 7.40e-05, 0.00e+00, 0.00e+00, 0.00e+00, 9.91e-09, 0.00e+00, 0.00e+00, 3.66e-05, 1.14e-05]    [6.89e-06, 3.18e-06, 1.35e-06, 3.25e-06, 1.93e-06, 2.94e-06, 7.10e-07, 1.29e-04, 9.40e-06, 7.77e-06, 1.61e-05, 3.86e-05, 7.93e-06, 7.40e-05, 0.00e+00, 0.00e+00, 0.00e+00, 9.91e-09, 0.00e+00, 0.00e+00, 3.66e-05, 1.14e-05]    []  
387300    [8.42e-07, 1.31e-06, 1.51e-06, 1.93e-06, 1.41e-06, 9.48e-07, 7.13e-07, 2.01e-08, 6.74e-10, 5.61e-11, 1.13e-06, 1.54e-06, 1.30e-06, 1.49e-08, 5.83e-09, 1.69e-09, 3.68e-09, 2.41e-09, 2.61e-11, 0.00e+00, 3.73e-08, 1.17e-09]    [8.42e-07, 1.31e-06, 1.51e-06, 1.93e-06, 1.41e-06, 9.48e-07, 7.13e-07, 2.01e-08, 6.74e-10, 5.61e-11, 1.13e-06, 1.54e-06, 1.30e-06, 1.49e-08, 5.83e-09, 1.69e-09, 3.68e-09, 2.41e-09, 2.61e-11, 0.00e+00, 3.73e-08, 1.17e-09]    []  
387400    [6.21e-07, 1.09e-06, 1.53e-06, 2.10e-06, 1.29e-06, 8.31e-07, 7.06e-07, 1.77e-08, 1.77e-10, 2.84e-11, 9.03e-07, 1.13e-06, 9.73e-07, 5.85e-09, 8.19e-09, 2.42e-09, 5.06e-09, 2.85e-09, 0.00e+00, 9.67e-13, 5.71e-08, 4.19e-10]    [6.21e-07, 1.09e-06, 1.53e-06, 2.10e-06, 1.29e-06, 8.31e-07, 7.06e-07, 1.77e-08, 1.77e-10, 2.84e-11, 9.03e-07, 1.13e-06, 9.73e-07, 5.85e-09, 8.19e-09, 2.42e-09, 5.06e-09, 2.85e-09, 0.00e+00, 9.67e-13, 5.71e-08, 4.19e-10]    []  
387500    [4.29e-06, 2.38e-06, 1.43e-06, 1.78e-06, 1.66e-06, 1.46e-06, 8.68e-07, 2.09e-06, 1.29e-08, 1.07e-05, 1.12e-05, 2.63e-05, 5.31e-06, 8.45e-05, 1.88e-06, 1.23e-06, 1.16e-07, 2.20e-07, 2.40e-07, 6.26e-10, 1.60e-06, 4.14e-09]    [4.29e-06, 2.38e-06, 1.43e-06, 1.78e-06, 1.66e-06, 1.46e-06, 8.68e-07, 2.09e-06, 1.29e-08, 1.07e-05, 1.12e-05, 2.63e-05, 5.31e-06, 8.45e-05, 1.88e-06, 1.23e-06, 1.16e-07, 2.20e-07, 2.40e-07, 6.26e-10, 1.60e-06, 4.14e-09]    []  
387600    [7.32e-07, 1.17e-06, 1.40e-06, 1.89e-06, 1.26e-06, 8.62e-07, 6.81e-07, 1.05e-08, 7.76e-12, 1.01e-10, 1.01e-06, 1.38e-06, 1.17e-06, 8.83e-09, 7.35e-09, 1.86e-09, 4.70e-09, 2.65e-09, 2.22e-09, 1.44e-11, 2.02e-08, 1.32e-10]    [7.32e-07, 1.17e-06, 1.40e-06, 1.89e-06, 1.26e-06, 8.62e-07, 6.81e-07, 1.05e-08, 7.76e-12, 1.01e-10, 1.01e-06, 1.38e-06, 1.17e-06, 8.83e-09, 7.35e-09, 1.86e-09, 4.70e-09, 2.65e-09, 2.22e-09, 1.44e-11, 2.02e-08, 1.32e-10]    []  
387700    [6.55e-06, 3.22e-06, 2.64e-06, 2.30e-06, 2.48e-06, 1.48e-06, 8.41e-07, 1.13e-05, 5.37e-09, 1.88e-08, 2.27e-05, 2.91e-05, 1.27e-04, 2.05e-04, 9.65e-07, 1.76e-06, 1.47e-06, 7.00e-07, 0.00e+00, 1.76e-11, 6.10e-06, 1.73e-10]    [6.55e-06, 3.22e-06, 2.64e-06, 2.30e-06, 2.48e-06, 1.48e-06, 8.41e-07, 1.13e-05, 5.37e-09, 1.88e-08, 2.27e-05, 2.91e-05, 1.27e-04, 2.05e-04, 9.65e-07, 1.76e-06, 1.47e-06, 7.00e-07, 0.00e+00, 1.76e-11, 6.10e-06, 1.73e-10]    []  
387800    [7.72e-07, 1.19e-06, 1.36e-06, 1.86e-06, 1.25e-06, 8.77e-07, 6.71e-07, 4.50e-09, 5.83e-11, 2.50e-10, 1.06e-06, 1.44e-06, 1.21e-06, 1.15e-08, 5.98e-09, 1.73e-09, 4.77e-09, 2.84e-09, 4.34e-10, 0.00e+00, 1.10e-08, 2.00e-10]    [7.72e-07, 1.19e-06, 1.36e-06, 1.86e-06, 1.25e-06, 8.77e-07, 6.71e-07, 4.50e-09, 5.83e-11, 2.50e-10, 1.06e-06, 1.44e-06, 1.21e-06, 1.15e-08, 5.98e-09, 1.73e-09, 4.77e-09, 2.84e-09, 4.34e-10, 0.00e+00, 1.10e-08, 2.00e-10]    []  
387900    [3.41e-06, 2.91e-06, 1.86e-06, 4.12e-06, 1.17e-06, 1.88e-06, 8.94e-07, 9.80e-06, 1.55e-06, 5.66e-07, 4.90e-05, 6.46e-05, 1.66e-04, 5.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-05, 2.17e-06]    [3.41e-06, 2.91e-06, 1.86e-06, 4.12e-06, 1.17e-06, 1.88e-06, 8.94e-07, 9.80e-06, 1.55e-06, 5.66e-07, 4.90e-05, 6.46e-05, 1.66e-04, 5.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-05, 2.17e-06]    []  
388000    [7.75e-07, 1.19e-06, 1.34e-06, 1.85e-06, 1.23e-06, 8.81e-07, 6.65e-07, 1.23e-09, 4.59e-11, 2.11e-09, 1.07e-06, 1.48e-06, 1.22e-06, 1.86e-08, 3.31e-09, 8.85e-10, 3.88e-09, 1.59e-09, 4.43e-10, 5.43e-12, 1.14e-08, 7.85e-11]    [7.75e-07, 1.19e-06, 1.34e-06, 1.85e-06, 1.23e-06, 8.81e-07, 6.65e-07, 1.23e-09, 4.59e-11, 2.11e-09, 1.07e-06, 1.48e-06, 1.22e-06, 1.86e-08, 3.31e-09, 8.85e-10, 3.88e-09, 1.59e-09, 4.43e-10, 5.43e-12, 1.14e-08, 7.85e-11]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 43.833906 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
388000    [7.75e-07, 1.19e-06, 1.34e-06, 1.85e-06, 1.23e-06, 8.81e-07, 6.65e-07, 1.23e-09, 4.59e-11, 2.11e-09, 1.07e-06, 1.48e-06, 1.22e-06, 1.86e-08, 3.31e-09, 8.85e-10, 3.88e-09, 1.59e-09, 4.43e-10, 5.43e-12, 1.14e-08, 7.85e-11]    [7.75e-07, 1.19e-06, 1.34e-06, 1.85e-06, 1.23e-06, 8.81e-07, 6.65e-07, 1.23e-09, 4.59e-11, 2.11e-09, 1.07e-06, 1.48e-06, 1.22e-06, 1.86e-08, 3.31e-09, 8.85e-10, 3.88e-09, 1.59e-09, 4.43e-10, 5.43e-12, 1.14e-08, 7.85e-11]    []  
388100    [3.88e-06, 9.99e-06, 1.30e-06, 2.60e-05, 5.86e-06, 1.30e-05, 7.28e-06, 4.68e-06, 2.68e-06, 4.46e-05, 2.18e-04, 3.14e-04, 1.45e-03, 1.06e-03, 0.00e+00, 6.29e-09, 0.00e+00, 0.00e+00, 1.65e-07, 2.81e-06, 1.08e-06, 1.25e-05]    [3.88e-06, 9.99e-06, 1.30e-06, 2.60e-05, 5.86e-06, 1.30e-05, 7.28e-06, 4.68e-06, 2.68e-06, 4.46e-05, 2.18e-04, 3.14e-04, 1.45e-03, 1.06e-03, 0.00e+00, 6.29e-09, 0.00e+00, 0.00e+00, 1.65e-07, 2.81e-06, 1.08e-06, 1.25e-05]    []  
388200    [9.74e-07, 1.43e-06, 1.56e-06, 2.11e-06, 1.46e-06, 1.02e-06, 7.26e-07, 2.59e-10, 4.03e-07, 6.05e-09, 1.32e-06, 1.32e-06, 1.07e-06, 1.15e-07, 2.65e-09, 3.74e-10, 2.45e-09, 4.84e-09, 4.00e-09, 5.37e-08, 2.73e-08, 3.15e-07]    [9.74e-07, 1.43e-06, 1.56e-06, 2.11e-06, 1.46e-06, 1.02e-06, 7.26e-07, 2.59e-10, 4.03e-07, 6.05e-09, 1.32e-06, 1.32e-06, 1.07e-06, 1.15e-07, 2.65e-09, 3.74e-10, 2.45e-09, 4.84e-09, 4.00e-09, 5.37e-08, 2.73e-08, 3.15e-07]    []  
388300    [6.57e-07, 1.21e-06, 1.51e-06, 2.17e-06, 1.33e-06, 8.59e-07, 7.12e-07, 6.14e-08, 1.25e-11, 1.19e-09, 9.38e-07, 9.98e-07, 8.35e-07, 9.08e-09, 7.70e-09, 1.45e-09, 4.68e-09, 2.36e-09, 1.28e-08, 2.02e-12, 7.90e-08, 1.48e-10]    [6.57e-07, 1.21e-06, 1.51e-06, 2.17e-06, 1.33e-06, 8.59e-07, 7.12e-07, 6.14e-08, 1.25e-11, 1.19e-09, 9.38e-07, 9.98e-07, 8.35e-07, 9.08e-09, 7.70e-09, 1.45e-09, 4.68e-09, 2.36e-09, 1.28e-08, 2.02e-12, 7.90e-08, 1.48e-10]    []  
388400    [2.70e-06, 2.35e-06, 1.47e-06, 1.77e-06, 1.60e-06, 1.32e-06, 7.54e-07, 3.44e-06, 3.25e-09, 1.79e-06, 5.71e-06, 7.93e-06, 2.88e-05, 1.22e-05, 4.95e-09, 7.64e-10, 0.00e+00, 0.00e+00, 2.15e-07, 0.00e+00, 1.43e-06, 8.74e-09]    [2.70e-06, 2.35e-06, 1.47e-06, 1.77e-06, 1.60e-06, 1.32e-06, 7.54e-07, 3.44e-06, 3.25e-09, 1.79e-06, 5.71e-06, 7.93e-06, 2.88e-05, 1.22e-05, 4.95e-09, 7.64e-10, 0.00e+00, 0.00e+00, 2.15e-07, 0.00e+00, 1.43e-06, 8.74e-09]    []  
388500    [7.60e-07, 1.24e-06, 1.32e-06, 1.82e-06, 1.30e-06, 8.78e-07, 6.90e-07, 7.64e-11, 6.57e-11, 1.51e-09, 1.02e-06, 1.41e-06, 1.16e-06, 2.07e-08, 6.77e-09, 5.47e-10, 3.07e-09, 1.22e-09, 7.60e-12, 3.58e-13, 2.40e-08, 2.39e-10]    [7.60e-07, 1.24e-06, 1.32e-06, 1.82e-06, 1.30e-06, 8.78e-07, 6.90e-07, 7.64e-11, 6.57e-11, 1.51e-09, 1.02e-06, 1.41e-06, 1.16e-06, 2.07e-08, 6.77e-09, 5.47e-10, 3.07e-09, 1.22e-09, 7.60e-12, 3.58e-13, 2.40e-08, 2.39e-10]    []  
388600    [3.24e-06, 2.59e-06, 2.85e-06, 1.82e-06, 3.25e-06, 1.80e-06, 8.54e-07, 2.77e-06, 5.41e-11, 5.03e-06, 2.36e-05, 2.24e-05, 4.65e-05, 1.15e-05, 3.10e-07, 0.00e+00, 0.00e+00, 0.00e+00, 9.82e-07, 4.14e-09, 6.02e-06, 2.57e-08]    [3.24e-06, 2.59e-06, 2.85e-06, 1.82e-06, 3.25e-06, 1.80e-06, 8.54e-07, 2.77e-06, 5.41e-11, 5.03e-06, 2.36e-05, 2.24e-05, 4.65e-05, 1.15e-05, 3.10e-07, 0.00e+00, 0.00e+00, 0.00e+00, 9.82e-07, 4.14e-09, 6.02e-06, 2.57e-08]    []  
388700    [7.80e-07, 1.21e-06, 1.29e-06, 1.79e-06, 1.26e-06, 8.79e-07, 6.81e-07, 1.66e-09, 3.24e-11, 2.23e-12, 1.07e-06, 1.44e-06, 1.22e-06, 3.13e-08, 1.02e-08, 1.40e-09, 5.08e-09, 2.85e-09, 7.66e-10, 1.56e-12, 1.26e-08, 6.11e-11]    [7.80e-07, 1.21e-06, 1.29e-06, 1.79e-06, 1.26e-06, 8.79e-07, 6.81e-07, 1.66e-09, 3.24e-11, 2.23e-12, 1.07e-06, 1.44e-06, 1.22e-06, 3.13e-08, 1.02e-08, 1.40e-09, 5.08e-09, 2.85e-09, 7.66e-10, 1.56e-12, 1.26e-08, 6.11e-11]    []  
388800    [2.94e-06, 3.54e-06, 1.85e-06, 2.30e-06, 2.42e-06, 1.81e-06, 8.23e-07, 1.08e-05, 3.49e-07, 7.25e-07, 1.54e-05, 6.45e-05, 8.97e-05, 3.93e-06, 4.88e-08, 3.95e-09, 3.76e-07, 3.35e-08, 2.38e-06, 0.00e+00, 1.39e-05, 2.03e-07]    [2.94e-06, 3.54e-06, 1.85e-06, 2.30e-06, 2.42e-06, 1.81e-06, 8.23e-07, 1.08e-05, 3.49e-07, 7.25e-07, 1.54e-05, 6.45e-05, 8.97e-05, 3.93e-06, 4.88e-08, 3.95e-09, 3.76e-07, 3.35e-08, 2.38e-06, 0.00e+00, 1.39e-05, 2.03e-07]    []  
388900    [7.56e-07, 1.17e-06, 1.29e-06, 1.80e-06, 1.24e-06, 8.66e-07, 6.78e-07, 1.56e-08, 2.90e-09, 4.27e-10, 1.05e-06, 1.41e-06, 1.17e-06, 7.20e-09, 8.07e-09, 1.33e-09, 4.64e-09, 2.27e-09, 4.14e-09, 0.00e+00, 2.99e-08, 3.62e-09]    [7.56e-07, 1.17e-06, 1.29e-06, 1.80e-06, 1.24e-06, 8.66e-07, 6.78e-07, 1.56e-08, 2.90e-09, 4.27e-10, 1.05e-06, 1.41e-06, 1.17e-06, 7.20e-09, 8.07e-09, 1.33e-09, 4.64e-09, 2.27e-09, 4.14e-09, 0.00e+00, 2.99e-08, 3.62e-09]    []  
389000    [1.75e-06, 1.73e-06, 1.31e-06, 1.96e-06, 1.11e-06, 1.27e-06, 6.75e-07, 2.37e-06, 2.56e-07, 1.26e-06, 2.24e-06, 1.09e-05, 2.05e-05, 5.05e-05, 0.00e+00, 2.62e-11, 0.00e+00, 0.00e+00, 0.00e+00, 8.31e-07, 3.36e-06, 3.91e-06]    [1.75e-06, 1.73e-06, 1.31e-06, 1.96e-06, 1.11e-06, 1.27e-06, 6.75e-07, 2.37e-06, 2.56e-07, 1.26e-06, 2.24e-06, 1.09e-05, 2.05e-05, 5.05e-05, 0.00e+00, 2.62e-11, 0.00e+00, 0.00e+00, 0.00e+00, 8.31e-07, 3.36e-06, 3.91e-06]    []  
389100    [4.17e-05, 8.40e-06, 4.04e-06, 6.81e-06, 5.40e-06, 5.92e-06, 2.42e-06, 2.12e-04, 2.15e-07, 4.57e-05, 1.20e-04, 3.89e-04, 7.78e-04, 2.67e-03, 4.77e-05, 3.92e-05, 2.28e-05, 1.83e-05, 5.89e-05, 1.03e-07, 2.80e-04, 5.55e-07]    [4.17e-05, 8.40e-06, 4.04e-06, 6.81e-06, 5.40e-06, 5.92e-06, 2.42e-06, 2.12e-04, 2.15e-07, 4.57e-05, 1.20e-04, 3.89e-04, 7.78e-04, 2.67e-03, 4.77e-05, 3.92e-05, 2.28e-05, 1.83e-05, 5.89e-05, 1.03e-07, 2.80e-04, 5.55e-07]    []  
389200    [8.79e-07, 1.29e-06, 1.19e-06, 1.66e-06, 1.27e-06, 9.46e-07, 6.93e-07, 5.03e-08, 1.17e-09, 6.60e-09, 1.20e-06, 1.87e-06, 1.53e-06, 3.22e-07, 5.87e-10, 0.00e+00, 1.20e-09, 7.94e-10, 0.00e+00, 0.00e+00, 6.85e-08, 2.13e-09]    [8.79e-07, 1.29e-06, 1.19e-06, 1.66e-06, 1.27e-06, 9.46e-07, 6.93e-07, 5.03e-08, 1.17e-09, 6.60e-09, 1.20e-06, 1.87e-06, 1.53e-06, 3.22e-07, 5.87e-10, 0.00e+00, 1.20e-09, 7.94e-10, 0.00e+00, 0.00e+00, 6.85e-08, 2.13e-09]    []  
389300    [6.43e-07, 9.59e-07, 1.29e-06, 1.88e-06, 1.18e-06, 7.79e-07, 7.07e-07, 1.09e-07, 1.21e-09, 1.98e-08, 1.06e-06, 1.29e-06, 1.78e-06, 1.74e-06, 4.14e-08, 1.97e-08, 2.78e-08, 2.41e-08, 2.26e-08, 1.44e-10, 1.42e-07, 8.90e-10]    [6.43e-07, 9.59e-07, 1.29e-06, 1.88e-06, 1.18e-06, 7.79e-07, 7.07e-07, 1.09e-07, 1.21e-09, 1.98e-08, 1.06e-06, 1.29e-06, 1.78e-06, 1.74e-06, 4.14e-08, 1.97e-08, 2.78e-08, 2.41e-08, 2.26e-08, 1.44e-10, 1.42e-07, 8.90e-10]    []  
389400    [1.22e-06, 1.40e-06, 1.64e-06, 2.02e-06, 1.56e-06, 1.07e-06, 7.50e-07, 2.90e-07, 4.76e-11, 3.60e-07, 2.75e-06, 2.26e-06, 2.07e-06, 9.26e-08, 1.40e-09, 1.33e-08, 1.66e-08, 1.47e-08, 0.00e+00, 4.11e-10, 9.69e-07, 2.69e-09]    [1.22e-06, 1.40e-06, 1.64e-06, 2.02e-06, 1.56e-06, 1.07e-06, 7.50e-07, 2.90e-07, 4.76e-11, 3.60e-07, 2.75e-06, 2.26e-06, 2.07e-06, 9.26e-08, 1.40e-09, 1.33e-08, 1.66e-08, 1.47e-08, 0.00e+00, 4.11e-10, 9.69e-07, 2.69e-09]    []  
389500    [6.95e-07, 1.24e-06, 1.45e-06, 2.08e-06, 1.34e-06, 8.63e-07, 7.12e-07, 3.58e-08, 5.16e-10, 1.18e-09, 9.70e-07, 1.05e-06, 8.64e-07, 9.16e-09, 8.38e-09, 1.40e-09, 4.32e-09, 2.13e-09, 1.12e-08, 0.00e+00, 6.92e-08, 9.05e-10]    [6.95e-07, 1.24e-06, 1.45e-06, 2.08e-06, 1.34e-06, 8.63e-07, 7.12e-07, 3.58e-08, 5.16e-10, 1.18e-09, 9.70e-07, 1.05e-06, 8.64e-07, 9.16e-09, 8.38e-09, 1.40e-09, 4.32e-09, 2.13e-09, 1.12e-08, 0.00e+00, 6.92e-08, 9.05e-10]    []  
389600    [5.57e-06, 2.58e-06, 1.44e-06, 2.47e-06, 2.36e-06, 1.71e-06, 9.26e-07, 3.74e-06, 2.41e-05, 6.94e-06, 1.39e-05, 7.14e-05, 1.59e-04, 4.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.05e-06, 6.35e-06, 1.43e-05]    [5.57e-06, 2.58e-06, 1.44e-06, 2.47e-06, 2.36e-06, 1.71e-06, 9.26e-07, 3.74e-06, 2.41e-05, 6.94e-06, 1.39e-05, 7.14e-05, 1.59e-04, 4.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.05e-06, 6.35e-06, 1.43e-05]    []  
389700    [6.84e-07, 1.07e-06, 1.23e-06, 1.80e-06, 1.26e-06, 7.94e-07, 7.75e-07, 1.27e-08, 3.64e-10, 2.49e-08, 9.67e-07, 1.34e-06, 1.42e-06, 1.58e-06, 5.71e-08, 1.04e-08, 1.75e-08, 1.64e-08, 4.27e-09, 1.08e-15, 2.86e-08, 3.28e-10]    [6.84e-07, 1.07e-06, 1.23e-06, 1.80e-06, 1.26e-06, 7.94e-07, 7.75e-07, 1.27e-08, 3.64e-10, 2.49e-08, 9.67e-07, 1.34e-06, 1.42e-06, 1.58e-06, 5.71e-08, 1.04e-08, 1.75e-08, 1.64e-08, 4.27e-09, 1.08e-15, 2.86e-08, 3.28e-10]    []  
389800    [1.08e-06, 1.51e-06, 1.09e-06, 1.61e-06, 1.30e-06, 1.03e-06, 7.37e-07, 4.71e-08, 1.19e-09, 2.29e-07, 1.57e-06, 3.11e-06, 2.32e-06, 5.54e-06, 0.00e+00, 1.85e-09, 0.00e+00, 3.81e-09, 0.00e+00, 6.49e-12, 5.77e-08, 2.49e-10]    [1.08e-06, 1.51e-06, 1.09e-06, 1.61e-06, 1.30e-06, 1.03e-06, 7.37e-07, 4.71e-08, 1.19e-09, 2.29e-07, 1.57e-06, 3.11e-06, 2.32e-06, 5.54e-06, 0.00e+00, 1.85e-09, 0.00e+00, 3.81e-09, 0.00e+00, 6.49e-12, 5.77e-08, 2.49e-10]    []  
389900    [6.33e-07, 1.03e-06, 1.22e-06, 1.81e-06, 1.20e-06, 7.81e-07, 7.27e-07, 1.39e-08, 2.81e-10, 2.12e-10, 9.52e-07, 1.17e-06, 1.03e-06, 7.56e-08, 1.44e-08, 3.99e-09, 8.60e-09, 5.48e-09, 3.64e-09, 1.48e-11, 2.87e-08, 1.69e-10]    [6.33e-07, 1.03e-06, 1.22e-06, 1.81e-06, 1.20e-06, 7.81e-07, 7.27e-07, 1.39e-08, 2.81e-10, 2.12e-10, 9.52e-07, 1.17e-06, 1.03e-06, 7.56e-08, 1.44e-08, 3.99e-09, 8.60e-09, 5.48e-09, 3.64e-09, 1.48e-11, 2.87e-08, 1.69e-10]    []  
390000    [2.93e-06, 1.94e-06, 1.26e-06, 2.16e-06, 1.67e-06, 1.61e-06, 9.45e-07, 3.25e-06, 2.19e-08, 7.48e-07, 4.35e-05, 5.54e-05, 2.96e-05, 8.16e-05, 3.64e-06, 1.10e-06, 0.00e+00, 5.82e-09, 9.84e-08, 1.96e-10, 6.33e-07, 7.39e-10]    [2.93e-06, 1.94e-06, 1.26e-06, 2.16e-06, 1.67e-06, 1.61e-06, 9.45e-07, 3.25e-06, 2.19e-08, 7.48e-07, 4.35e-05, 5.54e-05, 2.96e-05, 8.16e-05, 3.64e-06, 1.10e-06, 0.00e+00, 5.82e-09, 9.84e-08, 1.96e-10, 6.33e-07, 7.39e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 42.133222 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
390000    [2.93e-06, 1.94e-06, 1.26e-06, 2.16e-06, 1.67e-06, 1.61e-06, 9.45e-07, 3.25e-06, 2.19e-08, 7.48e-07, 4.35e-05, 5.54e-05, 2.96e-05, 8.16e-05, 3.64e-06, 1.10e-06, 0.00e+00, 5.82e-09, 9.84e-08, 1.96e-10, 6.33e-07, 7.39e-10]    [2.93e-06, 1.94e-06, 1.26e-06, 2.16e-06, 1.67e-06, 1.61e-06, 9.45e-07, 3.25e-06, 2.19e-08, 7.48e-07, 4.35e-05, 5.54e-05, 2.96e-05, 8.16e-05, 3.64e-06, 1.10e-06, 0.00e+00, 5.82e-09, 9.84e-08, 1.96e-10, 6.33e-07, 7.39e-10]    []  
390100    [6.85e-07, 1.11e-06, 1.25e-06, 1.77e-06, 1.25e-06, 8.42e-07, 7.19e-07, 7.50e-08, 4.08e-10, 1.44e-12, 9.71e-07, 1.34e-06, 1.13e-06, 5.85e-09, 6.30e-09, 1.78e-09, 4.68e-09, 1.81e-09, 3.27e-13, 0.00e+00, 4.34e-08, 7.74e-10]    [6.85e-07, 1.11e-06, 1.25e-06, 1.77e-06, 1.25e-06, 8.42e-07, 7.19e-07, 7.50e-08, 4.08e-10, 1.44e-12, 9.71e-07, 1.34e-06, 1.13e-06, 5.85e-09, 6.30e-09, 1.78e-09, 4.68e-09, 1.81e-09, 3.27e-13, 0.00e+00, 4.34e-08, 7.74e-10]    []  
390200    [5.13e-06, 3.18e-06, 1.18e-06, 2.38e-06, 1.86e-06, 2.27e-06, 1.02e-06, 3.96e-06, 6.64e-07, 1.10e-06, 1.47e-05, 6.52e-05, 5.97e-05, 3.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.68e-07, 7.96e-06, 8.60e-07]    [5.13e-06, 3.18e-06, 1.18e-06, 2.38e-06, 1.86e-06, 2.27e-06, 1.02e-06, 3.96e-06, 6.64e-07, 1.10e-06, 1.47e-05, 6.52e-05, 5.97e-05, 3.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.68e-07, 7.96e-06, 8.60e-07]    []  
390300    [7.27e-07, 1.15e-06, 1.19e-06, 1.76e-06, 1.20e-06, 8.44e-07, 7.04e-07, 9.07e-08, 1.98e-10, 6.53e-10, 1.00e-06, 1.41e-06, 1.17e-06, 1.43e-08, 7.93e-09, 8.06e-10, 3.93e-09, 1.41e-09, 1.79e-12, 2.16e-12, 3.96e-08, 6.23e-11]    [7.27e-07, 1.15e-06, 1.19e-06, 1.76e-06, 1.20e-06, 8.44e-07, 7.04e-07, 9.07e-08, 1.98e-10, 6.53e-10, 1.00e-06, 1.41e-06, 1.17e-06, 1.43e-08, 7.93e-09, 8.06e-10, 3.93e-09, 1.41e-09, 1.79e-12, 2.16e-12, 3.96e-08, 6.23e-11]    []  
390400    [9.22e-06, 1.66e-06, 2.47e-06, 3.68e-06, 2.73e-06, 2.09e-06, 9.77e-07, 3.99e-05, 4.40e-05, 2.49e-04, 5.73e-04, 1.32e-04, 2.10e-04, 6.64e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.20e-05, 2.51e-05, 6.07e-05, 9.53e-05]    [9.22e-06, 1.66e-06, 2.47e-06, 3.68e-06, 2.73e-06, 2.09e-06, 9.77e-07, 3.99e-05, 4.40e-05, 2.49e-04, 5.73e-04, 1.32e-04, 2.10e-04, 6.64e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.20e-05, 2.51e-05, 6.07e-05, 9.53e-05]    []  
390500    [9.48e-07, 1.39e-06, 1.17e-06, 1.65e-06, 1.47e-06, 1.00e-06, 7.90e-07, 2.74e-07, 5.63e-05, 5.79e-09, 1.35e-06, 1.94e-06, 1.62e-06, 1.50e-07, 9.62e-09, 1.16e-09, 1.56e-09, 3.51e-09, 4.70e-09, 0.00e+00, 2.99e-08, 6.51e-05]    [9.48e-07, 1.39e-06, 1.17e-06, 1.65e-06, 1.47e-06, 1.00e-06, 7.90e-07, 2.74e-07, 5.63e-05, 5.79e-09, 1.35e-06, 1.94e-06, 1.62e-06, 1.50e-07, 9.62e-09, 1.16e-09, 1.56e-09, 3.51e-09, 4.70e-09, 0.00e+00, 2.99e-08, 6.51e-05]    []  
390600    [6.15e-07, 1.10e-06, 1.26e-06, 1.89e-06, 1.25e-06, 8.43e-07, 7.80e-07, 9.20e-09, 1.20e-08, 4.69e-11, 8.94e-07, 1.24e-06, 1.08e-06, 8.00e-09, 1.04e-08, 2.42e-09, 6.22e-09, 2.87e-09, 1.85e-12, 0.00e+00, 3.19e-08, 2.42e-08]    [6.15e-07, 1.10e-06, 1.26e-06, 1.89e-06, 1.25e-06, 8.43e-07, 7.80e-07, 9.20e-09, 1.20e-08, 4.69e-11, 8.94e-07, 1.24e-06, 1.08e-06, 8.00e-09, 1.04e-08, 2.42e-09, 6.22e-09, 2.87e-09, 1.85e-12, 0.00e+00, 3.19e-08, 2.42e-08]    []  
390700    [7.07e-06, 3.15e-06, 1.36e-06, 2.21e-06, 3.23e-06, 2.23e-06, 1.58e-06, 2.05e-05, 3.11e-08, 2.92e-05, 1.65e-05, 8.65e-05, 5.65e-05, 3.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.14e-05, 5.30e-08]    [7.07e-06, 3.15e-06, 1.36e-06, 2.21e-06, 3.23e-06, 2.23e-06, 1.58e-06, 2.05e-05, 3.11e-08, 2.92e-05, 1.65e-05, 8.65e-05, 5.65e-05, 3.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.14e-05, 5.30e-08]    []  
390800    [7.52e-07, 1.22e-06, 1.17e-06, 1.76e-06, 1.22e-06, 8.73e-07, 7.42e-07, 5.49e-10, 1.23e-10, 1.71e-09, 1.03e-06, 1.52e-06, 1.27e-06, 5.62e-08, 5.24e-09, 4.06e-10, 2.78e-09, 8.52e-10, 2.53e-10, 0.00e+00, 1.11e-08, 7.71e-10]    [7.52e-07, 1.22e-06, 1.17e-06, 1.76e-06, 1.22e-06, 8.73e-07, 7.42e-07, 5.49e-10, 1.23e-10, 1.71e-09, 1.03e-06, 1.52e-06, 1.27e-06, 5.62e-08, 5.24e-09, 4.06e-10, 2.78e-09, 8.52e-10, 2.53e-10, 0.00e+00, 1.11e-08, 7.71e-10]    []  
390900    [8.27e-07, 1.15e-06, 1.26e-06, 1.93e-06, 1.12e-06, 8.60e-07, 7.25e-07, 3.44e-07, 8.85e-10, 3.99e-07, 1.37e-06, 4.92e-06, 6.21e-06, 2.23e-05, 0.00e+00, 0.00e+00, 6.80e-11, 0.00e+00, 0.00e+00, 0.00e+00, 8.39e-07, 2.75e-09]    [8.27e-07, 1.15e-06, 1.26e-06, 1.93e-06, 1.12e-06, 8.60e-07, 7.25e-07, 3.44e-07, 8.85e-10, 3.99e-07, 1.37e-06, 4.92e-06, 6.21e-06, 2.23e-05, 0.00e+00, 0.00e+00, 6.80e-11, 0.00e+00, 0.00e+00, 0.00e+00, 8.39e-07, 2.75e-09]    []  
391000    [1.26e-06, 1.50e-06, 1.24e-06, 1.89e-06, 1.36e-06, 1.08e-06, 8.30e-07, 3.11e-07, 3.69e-09, 7.06e-08, 1.62e-05, 2.68e-05, 4.32e-05, 1.31e-06, 3.28e-09, 2.02e-10, 0.00e+00, 1.37e-10, 7.00e-09, 2.01e-11, 4.24e-08, 3.57e-10]    [1.26e-06, 1.50e-06, 1.24e-06, 1.89e-06, 1.36e-06, 1.08e-06, 8.30e-07, 3.11e-07, 3.69e-09, 7.06e-08, 1.62e-05, 2.68e-05, 4.32e-05, 1.31e-06, 3.28e-09, 2.02e-10, 0.00e+00, 1.37e-10, 7.00e-09, 2.01e-11, 4.24e-08, 3.57e-10]    []  
391100    [6.40e-07, 1.04e-06, 1.19e-06, 1.79e-06, 1.19e-06, 8.08e-07, 7.35e-07, 9.55e-09, 8.79e-12, 1.71e-12, 9.30e-07, 1.32e-06, 1.14e-06, 1.41e-08, 9.69e-09, 2.60e-09, 6.35e-09, 3.15e-09, 2.19e-09, 3.59e-12, 2.03e-08, 7.18e-11]    [6.40e-07, 1.04e-06, 1.19e-06, 1.79e-06, 1.19e-06, 8.08e-07, 7.35e-07, 9.55e-09, 8.79e-12, 1.71e-12, 9.30e-07, 1.32e-06, 1.14e-06, 1.41e-08, 9.69e-09, 2.60e-09, 6.35e-09, 3.15e-09, 2.19e-09, 3.59e-12, 2.03e-08, 7.18e-11]    []  
391200    [2.24e-06, 1.69e-06, 1.10e-06, 1.88e-06, 1.17e-06, 1.29e-06, 7.61e-07, 5.59e-06, 1.53e-06, 8.24e-08, 3.55e-06, 7.76e-06, 1.28e-05, 1.31e-05, 0.00e+00, 2.05e-09, 0.00e+00, 4.35e-10, 0.00e+00, 0.00e+00, 6.62e-06, 1.90e-06]    [2.24e-06, 1.69e-06, 1.10e-06, 1.88e-06, 1.17e-06, 1.29e-06, 7.61e-07, 5.59e-06, 1.53e-06, 8.24e-08, 3.55e-06, 7.76e-06, 1.28e-05, 1.31e-05, 0.00e+00, 2.05e-09, 0.00e+00, 4.35e-10, 0.00e+00, 0.00e+00, 6.62e-06, 1.90e-06]    []  
391300    [6.78e-07, 1.08e-06, 1.16e-06, 1.79e-06, 1.15e-06, 8.12e-07, 7.28e-07, 1.57e-09, 3.96e-10, 6.53e-10, 9.64e-07, 1.35e-06, 1.13e-06, 6.35e-09, 6.96e-09, 1.26e-09, 4.83e-09, 1.87e-09, 9.97e-11, 3.27e-11, 1.08e-08, 2.25e-10]    [6.78e-07, 1.08e-06, 1.16e-06, 1.79e-06, 1.15e-06, 8.12e-07, 7.28e-07, 1.57e-09, 3.96e-10, 6.53e-10, 9.64e-07, 1.35e-06, 1.13e-06, 6.35e-09, 6.96e-09, 1.26e-09, 4.83e-09, 1.87e-09, 9.97e-11, 3.27e-11, 1.08e-08, 2.25e-10]    []  
391400    [3.27e-06, 2.12e-06, 1.22e-06, 2.02e-06, 1.61e-06, 1.53e-06, 9.06e-07, 1.44e-05, 4.37e-05, 1.71e-05, 1.57e-05, 3.05e-05, 1.10e-04, 1.26e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.47e-06, 2.61e-06, 9.09e-06, 1.21e-05]    [3.27e-06, 2.12e-06, 1.22e-06, 2.02e-06, 1.61e-06, 1.53e-06, 9.06e-07, 1.44e-05, 4.37e-05, 1.71e-05, 1.57e-05, 3.05e-05, 1.10e-04, 1.26e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.47e-06, 2.61e-06, 9.09e-06, 1.21e-05]    []  
391500    [7.26e-07, 1.15e-06, 1.09e-06, 1.73e-06, 1.16e-06, 8.38e-07, 7.58e-07, 1.29e-07, 7.50e-12, 5.28e-09, 1.06e-06, 1.46e-06, 1.24e-06, 8.50e-09, 5.71e-09, 9.56e-10, 5.30e-09, 2.56e-09, 1.86e-08, 4.90e-13, 1.14e-07, 1.36e-10]    [7.26e-07, 1.15e-06, 1.09e-06, 1.73e-06, 1.16e-06, 8.38e-07, 7.58e-07, 1.29e-07, 7.50e-12, 5.28e-09, 1.06e-06, 1.46e-06, 1.24e-06, 8.50e-09, 5.71e-09, 9.56e-10, 5.30e-09, 2.56e-09, 1.86e-08, 4.90e-13, 1.14e-07, 1.36e-10]    []  
391600    [6.83e-06, 1.87e-06, 1.64e-06, 2.47e-06, 1.81e-06, 1.38e-06, 1.07e-06, 2.25e-05, 3.26e-08, 5.68e-06, 2.13e-05, 5.44e-05, 1.30e-04, 3.76e-04, 5.58e-06, 4.01e-06, 3.30e-06, 2.75e-06, 6.34e-06, 1.32e-08, 3.55e-05, 8.19e-08]    [6.83e-06, 1.87e-06, 1.64e-06, 2.47e-06, 1.81e-06, 1.38e-06, 1.07e-06, 2.25e-05, 3.26e-08, 5.68e-06, 2.13e-05, 5.44e-05, 1.30e-04, 3.76e-04, 5.58e-06, 4.01e-06, 3.30e-06, 2.75e-06, 6.34e-06, 1.32e-08, 3.55e-05, 8.19e-08]    []  
391700    [1.19e-06, 1.34e-06, 1.06e-06, 1.45e-06, 1.53e-06, 1.08e-06, 7.89e-07, 3.53e-08, 6.35e-10, 2.20e-08, 3.51e-06, 3.28e-06, 7.34e-06, 3.88e-06, 1.76e-08, 1.27e-09, 3.52e-08, 4.52e-08, 7.65e-09, 1.28e-10, 4.86e-08, 7.98e-10]    [1.19e-06, 1.34e-06, 1.06e-06, 1.45e-06, 1.53e-06, 1.08e-06, 7.89e-07, 3.53e-08, 6.35e-10, 2.20e-08, 3.51e-06, 3.28e-06, 7.34e-06, 3.88e-06, 1.76e-08, 1.27e-09, 3.52e-08, 4.52e-08, 7.65e-09, 1.28e-10, 4.86e-08, 7.98e-10]    []  
391800    [6.37e-07, 1.04e-06, 1.17e-06, 1.79e-06, 1.17e-06, 8.18e-07, 7.42e-07, 6.37e-10, 2.35e-10, 9.61e-10, 9.47e-07, 1.35e-06, 1.15e-06, 6.73e-09, 6.79e-09, 1.66e-09, 5.43e-09, 2.02e-09, 1.39e-09, 2.76e-11, 1.71e-08, 2.14e-10]    [6.37e-07, 1.04e-06, 1.17e-06, 1.79e-06, 1.17e-06, 8.18e-07, 7.42e-07, 6.37e-10, 2.35e-10, 9.61e-10, 9.47e-07, 1.35e-06, 1.15e-06, 6.73e-09, 6.79e-09, 1.66e-09, 5.43e-09, 2.02e-09, 1.39e-09, 2.76e-11, 1.71e-08, 2.14e-10]    []  
391900    [4.17e-06, 2.66e-06, 1.24e-06, 1.41e-06, 1.66e-06, 1.49e-06, 8.94e-07, 1.28e-05, 1.12e-06, 1.15e-06, 1.53e-05, 1.53e-05, 4.57e-05, 5.21e-05, 5.54e-07, 2.64e-07, 6.30e-07, 3.42e-07, 2.65e-06, 0.00e+00, 1.53e-05, 1.30e-06]    [4.17e-06, 2.66e-06, 1.24e-06, 1.41e-06, 1.66e-06, 1.49e-06, 8.94e-07, 1.28e-05, 1.12e-06, 1.15e-06, 1.53e-05, 1.53e-05, 4.57e-05, 5.21e-05, 5.54e-07, 2.64e-07, 6.30e-07, 3.42e-07, 2.65e-06, 0.00e+00, 1.53e-05, 1.30e-06]    []  
392000    [7.64e-07, 1.20e-06, 1.12e-06, 1.76e-06, 1.16e-06, 8.63e-07, 7.31e-07, 6.83e-11, 2.63e-10, 1.44e-09, 1.05e-06, 1.55e-06, 1.29e-06, 8.80e-09, 1.01e-08, 1.20e-09, 4.70e-09, 1.72e-09, 2.62e-11, 2.94e-11, 2.40e-08, 2.08e-10]    [7.64e-07, 1.20e-06, 1.12e-06, 1.76e-06, 1.16e-06, 8.63e-07, 7.31e-07, 6.83e-11, 2.63e-10, 1.44e-09, 1.05e-06, 1.55e-06, 1.29e-06, 8.80e-09, 1.01e-08, 1.20e-09, 4.70e-09, 1.72e-09, 2.62e-11, 2.94e-11, 2.40e-08, 2.08e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 40.762092 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
392000    [7.64e-07, 1.20e-06, 1.12e-06, 1.76e-06, 1.16e-06, 8.63e-07, 7.31e-07, 6.83e-11, 2.63e-10, 1.44e-09, 1.05e-06, 1.55e-06, 1.29e-06, 8.80e-09, 1.01e-08, 1.20e-09, 4.70e-09, 1.72e-09, 2.62e-11, 2.94e-11, 2.40e-08, 2.08e-10]    [7.64e-07, 1.20e-06, 1.12e-06, 1.76e-06, 1.16e-06, 8.63e-07, 7.31e-07, 6.83e-11, 2.63e-10, 1.44e-09, 1.05e-06, 1.55e-06, 1.29e-06, 8.80e-09, 1.01e-08, 1.20e-09, 4.70e-09, 1.72e-09, 2.62e-11, 2.94e-11, 2.40e-08, 2.08e-10]    []  
392100    [6.77e-07, 1.09e-06, 1.32e-06, 2.14e-06, 9.78e-07, 7.72e-07, 7.59e-07, 3.10e-07, 3.11e-08, 9.58e-07, 2.34e-06, 4.16e-06, 1.08e-05, 2.65e-05, 2.01e-11, 0.00e+00, 2.38e-09, 0.00e+00, 0.00e+00, 5.49e-07, 7.91e-08, 2.74e-06]    [6.77e-07, 1.09e-06, 1.32e-06, 2.14e-06, 9.78e-07, 7.72e-07, 7.59e-07, 3.10e-07, 3.11e-08, 9.58e-07, 2.34e-06, 4.16e-06, 1.08e-05, 2.65e-05, 2.01e-11, 0.00e+00, 2.38e-09, 0.00e+00, 0.00e+00, 5.49e-07, 7.91e-08, 2.74e-06]    []  
392200    [7.92e-07, 1.17e-06, 1.01e-06, 1.62e-06, 1.15e-06, 8.79e-07, 7.87e-07, 1.85e-09, 2.62e-10, 8.34e-09, 1.08e-06, 1.69e-06, 1.36e-06, 6.73e-08, 4.76e-11, 1.82e-10, 9.18e-10, 3.92e-09, 0.00e+00, 7.56e-12, 6.02e-08, 1.75e-10]    [7.92e-07, 1.17e-06, 1.01e-06, 1.62e-06, 1.15e-06, 8.79e-07, 7.87e-07, 1.85e-09, 2.62e-10, 8.34e-09, 1.08e-06, 1.69e-06, 1.36e-06, 6.73e-08, 4.76e-11, 1.82e-10, 9.18e-10, 3.92e-09, 0.00e+00, 7.56e-12, 6.02e-08, 1.75e-10]    []  
392300    [4.36e-05, 1.44e-05, 5.02e-06, 8.70e-06, 3.31e-06, 8.33e-06, 1.46e-06, 2.01e-04, 6.90e-08, 3.14e-05, 9.06e-05, 4.06e-04, 6.82e-04, 2.30e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.05e-04, 4.86e-07]    [4.36e-05, 1.44e-05, 5.02e-06, 8.70e-06, 3.31e-06, 8.33e-06, 1.46e-06, 2.01e-04, 6.90e-08, 3.14e-05, 9.06e-05, 4.06e-04, 6.82e-04, 2.30e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.05e-04, 4.86e-07]    []  
392400    [1.04e-06, 1.34e-06, 1.12e-06, 1.57e-06, 1.35e-06, 9.98e-07, 7.72e-07, 3.67e-08, 2.46e-09, 2.18e-09, 1.46e-06, 2.03e-06, 1.90e-06, 2.90e-07, 0.00e+00, 7.73e-10, 9.56e-12, 4.86e-09, 2.42e-09, 2.21e-10, 2.10e-08, 1.38e-09]    [1.04e-06, 1.34e-06, 1.12e-06, 1.57e-06, 1.35e-06, 9.98e-07, 7.72e-07, 3.67e-08, 2.46e-09, 2.18e-09, 1.46e-06, 2.03e-06, 1.90e-06, 2.90e-07, 0.00e+00, 7.73e-10, 9.56e-12, 4.86e-09, 2.42e-09, 2.21e-10, 2.10e-08, 1.38e-09]    []  
392500    [6.18e-07, 1.03e-06, 1.17e-06, 1.84e-06, 1.15e-06, 7.90e-07, 7.47e-07, 2.78e-09, 9.23e-12, 4.45e-10, 9.27e-07, 1.21e-06, 1.02e-06, 6.43e-09, 7.46e-09, 1.90e-09, 5.36e-09, 2.20e-09, 2.35e-10, 1.51e-12, 1.22e-08, 1.35e-10]    [6.18e-07, 1.03e-06, 1.17e-06, 1.84e-06, 1.15e-06, 7.90e-07, 7.47e-07, 2.78e-09, 9.23e-12, 4.45e-10, 9.27e-07, 1.21e-06, 1.02e-06, 6.43e-09, 7.46e-09, 1.90e-09, 5.36e-09, 2.20e-09, 2.35e-10, 1.51e-12, 1.22e-08, 1.35e-10]    []  
392600    [7.61e-06, 4.59e-06, 2.96e-06, 2.57e-06, 2.19e-06, 2.07e-06, 1.07e-06, 7.20e-07, 3.43e-07, 4.36e-07, 2.86e-05, 5.79e-05, 7.87e-05, 3.90e-04, 6.15e-06, 3.07e-06, 3.30e-06, 2.86e-06, 6.73e-07, 0.00e+00, 4.20e-06, 2.44e-07]    [7.61e-06, 4.59e-06, 2.96e-06, 2.57e-06, 2.19e-06, 2.07e-06, 1.07e-06, 7.20e-07, 3.43e-07, 4.36e-07, 2.86e-05, 5.79e-05, 7.87e-05, 3.90e-04, 6.15e-06, 3.07e-06, 3.30e-06, 2.86e-06, 6.73e-07, 0.00e+00, 4.20e-06, 2.44e-07]    []  
392700    [8.02e-07, 1.22e-06, 1.08e-06, 1.64e-06, 1.22e-06, 8.93e-07, 7.48e-07, 2.00e-08, 1.18e-10, 2.56e-09, 1.13e-06, 1.72e-06, 1.43e-06, 4.19e-08, 3.03e-09, 4.56e-10, 2.98e-09, 1.93e-09, 6.34e-12, 0.00e+00, 2.92e-08, 2.12e-10]    [8.02e-07, 1.22e-06, 1.08e-06, 1.64e-06, 1.22e-06, 8.93e-07, 7.48e-07, 2.00e-08, 1.18e-10, 2.56e-09, 1.13e-06, 1.72e-06, 1.43e-06, 4.19e-08, 3.03e-09, 4.56e-10, 2.98e-09, 1.93e-09, 6.34e-12, 0.00e+00, 2.92e-08, 2.12e-10]    []  
392800    [5.58e-07, 9.48e-07, 1.15e-06, 1.84e-06, 1.11e-06, 7.56e-07, 7.38e-07, 8.10e-11, 2.71e-10, 5.17e-10, 8.54e-07, 1.14e-06, 9.74e-07, 9.18e-09, 6.65e-09, 2.04e-09, 5.31e-09, 1.99e-09, 0.00e+00, 1.35e-11, 4.76e-08, 1.10e-10]    [5.58e-07, 9.48e-07, 1.15e-06, 1.84e-06, 1.11e-06, 7.56e-07, 7.38e-07, 8.10e-11, 2.71e-10, 5.17e-10, 8.54e-07, 1.14e-06, 9.74e-07, 9.18e-09, 6.65e-09, 2.04e-09, 5.31e-09, 1.99e-09, 0.00e+00, 1.35e-11, 4.76e-08, 1.10e-10]    []  
392900    [1.74e-06, 1.71e-06, 1.01e-06, 1.61e-06, 1.32e-06, 1.21e-06, 7.90e-07, 1.36e-06, 2.27e-07, 2.10e-06, 6.57e-06, 7.07e-06, 4.31e-06, 9.57e-06, 0.00e+00, 1.08e-09, 0.00e+00, 6.52e-09, 0.00e+00, 3.20e-08, 9.62e-07, 1.83e-07]    [1.74e-06, 1.71e-06, 1.01e-06, 1.61e-06, 1.32e-06, 1.21e-06, 7.90e-07, 1.36e-06, 2.27e-07, 2.10e-06, 6.57e-06, 7.07e-06, 4.31e-06, 9.57e-06, 0.00e+00, 1.08e-09, 0.00e+00, 6.52e-09, 0.00e+00, 3.20e-08, 9.62e-07, 1.83e-07]    []  
393000    [6.64e-07, 1.06e-06, 1.10e-06, 1.77e-06, 1.12e-06, 7.98e-07, 7.38e-07, 7.66e-09, 1.43e-10, 5.42e-10, 9.73e-07, 1.35e-06, 1.13e-06, 6.39e-09, 8.29e-09, 1.67e-09, 5.64e-09, 2.16e-09, 0.00e+00, 0.00e+00, 4.93e-08, 5.11e-10]    [6.64e-07, 1.06e-06, 1.10e-06, 1.77e-06, 1.12e-06, 7.98e-07, 7.38e-07, 7.66e-09, 1.43e-10, 5.42e-10, 9.73e-07, 1.35e-06, 1.13e-06, 6.39e-09, 8.29e-09, 1.67e-09, 5.64e-09, 2.16e-09, 0.00e+00, 0.00e+00, 4.93e-08, 5.11e-10]    []  
393100    [1.96e-06, 3.15e-06, 2.24e-06, 4.93e-06, 1.94e-06, 3.40e-06, 1.07e-06, 9.32e-05, 4.05e-04, 2.45e-06, 8.13e-06, 3.43e-05, 1.93e-05, 7.02e-05, 3.11e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-04, 8.42e-04]    [1.96e-06, 3.15e-06, 2.24e-06, 4.93e-06, 1.94e-06, 3.40e-06, 1.07e-06, 9.32e-05, 4.05e-04, 2.45e-06, 8.13e-06, 3.43e-05, 1.93e-05, 7.02e-05, 3.11e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-04, 8.42e-04]    []  
393200    [9.85e-07, 1.31e-06, 9.82e-07, 1.48e-06, 1.35e-06, 9.96e-07, 7.91e-07, 2.86e-08, 8.30e-10, 9.18e-08, 1.92e-06, 3.47e-06, 2.77e-06, 4.44e-07, 0.00e+00, 1.28e-10, 6.65e-10, 5.37e-09, 0.00e+00, 4.52e-12, 4.21e-08, 1.13e-08]    [9.85e-07, 1.31e-06, 9.82e-07, 1.48e-06, 1.35e-06, 9.96e-07, 7.91e-07, 2.86e-08, 8.30e-10, 9.18e-08, 1.92e-06, 3.47e-06, 2.77e-06, 4.44e-07, 0.00e+00, 1.28e-10, 6.65e-10, 5.37e-09, 0.00e+00, 4.52e-12, 4.21e-08, 1.13e-08]    []  
393300    [5.97e-07, 9.99e-07, 1.12e-06, 1.80e-06, 1.11e-06, 7.85e-07, 7.54e-07, 3.47e-09, 4.25e-10, 7.67e-10, 9.02e-07, 1.26e-06, 1.07e-06, 5.07e-09, 7.49e-09, 2.09e-09, 6.14e-09, 2.27e-09, 1.25e-09, 1.59e-11, 1.52e-08, 1.27e-10]    [5.97e-07, 9.99e-07, 1.12e-06, 1.80e-06, 1.11e-06, 7.85e-07, 7.54e-07, 3.47e-09, 4.25e-10, 7.67e-10, 9.02e-07, 1.26e-06, 1.07e-06, 5.07e-09, 7.49e-09, 2.09e-09, 6.14e-09, 2.27e-09, 1.25e-09, 1.59e-11, 1.52e-08, 1.27e-10]    []  
393400    [6.77e-06, 2.90e-06, 1.33e-06, 2.18e-06, 1.78e-06, 1.88e-06, 1.19e-06, 1.35e-05, 3.08e-08, 2.00e-06, 3.08e-05, 8.01e-05, 2.21e-05, 1.83e-04, 3.92e-06, 2.79e-06, 2.19e-07, 3.03e-07, 7.23e-07, 1.32e-09, 4.57e-06, 8.71e-09]    [6.77e-06, 2.90e-06, 1.33e-06, 2.18e-06, 1.78e-06, 1.88e-06, 1.19e-06, 1.35e-05, 3.08e-08, 2.00e-06, 3.08e-05, 8.01e-05, 2.21e-05, 1.83e-04, 3.92e-06, 2.79e-06, 2.19e-07, 3.03e-07, 7.23e-07, 1.32e-09, 4.57e-06, 8.71e-09]    []  
393500    [7.15e-07, 1.12e-06, 1.06e-06, 1.73e-06, 1.12e-06, 8.29e-07, 7.47e-07, 3.01e-08, 1.06e-10, 1.93e-11, 1.03e-06, 1.47e-06, 1.24e-06, 7.13e-09, 7.26e-09, 2.03e-09, 5.97e-09, 2.80e-09, 1.08e-08, 7.86e-12, 6.63e-08, 9.09e-11]    [7.15e-07, 1.12e-06, 1.06e-06, 1.73e-06, 1.12e-06, 8.29e-07, 7.47e-07, 3.01e-08, 1.06e-10, 1.93e-11, 1.03e-06, 1.47e-06, 1.24e-06, 7.13e-09, 7.26e-09, 2.03e-09, 5.97e-09, 2.80e-09, 1.08e-08, 7.86e-12, 6.63e-08, 9.09e-11]    []  
393600    [1.28e-06, 9.39e-07, 1.19e-06, 1.92e-06, 1.19e-06, 7.75e-07, 8.07e-07, 1.87e-06, 1.53e-08, 6.70e-07, 2.65e-06, 6.59e-06, 1.17e-05, 3.94e-05, 5.46e-07, 3.02e-07, 3.13e-07, 2.80e-07, 3.91e-07, 2.68e-09, 2.61e-06, 1.79e-08]    [1.28e-06, 9.39e-07, 1.19e-06, 1.92e-06, 1.19e-06, 7.75e-07, 8.07e-07, 1.87e-06, 1.53e-08, 6.70e-07, 2.65e-06, 6.59e-06, 1.17e-05, 3.94e-05, 5.46e-07, 3.02e-07, 3.13e-07, 2.80e-07, 3.91e-07, 2.68e-09, 2.61e-06, 1.79e-08]    []  
393700    [1.41e-06, 1.47e-06, 1.29e-06, 1.60e-06, 1.52e-06, 1.13e-06, 8.74e-07, 2.30e-07, 4.73e-08, 1.74e-07, 2.04e-06, 5.45e-06, 4.12e-06, 3.53e-06, 3.03e-10, 6.27e-09, 7.10e-08, 5.48e-08, 1.39e-08, 0.00e+00, 8.39e-08, 1.85e-08]    [1.41e-06, 1.47e-06, 1.29e-06, 1.60e-06, 1.52e-06, 1.13e-06, 8.74e-07, 2.30e-07, 4.73e-08, 1.74e-07, 2.04e-06, 5.45e-06, 4.12e-06, 3.53e-06, 3.03e-10, 6.27e-09, 7.10e-08, 5.48e-08, 1.39e-08, 0.00e+00, 8.39e-08, 1.85e-08]    []  
393800    [6.74e-07, 1.15e-06, 1.16e-06, 1.84e-06, 1.21e-06, 8.46e-07, 7.85e-07, 1.23e-07, 1.09e-10, 1.13e-09, 9.74e-07, 1.38e-06, 1.18e-06, 5.57e-09, 8.98e-09, 1.66e-09, 5.30e-09, 2.17e-09, 8.52e-09, 3.46e-11, 5.41e-08, 2.34e-10]    [6.74e-07, 1.15e-06, 1.16e-06, 1.84e-06, 1.21e-06, 8.46e-07, 7.85e-07, 1.23e-07, 1.09e-10, 1.13e-09, 9.74e-07, 1.38e-06, 1.18e-06, 5.57e-09, 8.98e-09, 1.66e-09, 5.30e-09, 2.17e-09, 8.52e-09, 3.46e-11, 5.41e-08, 2.34e-10]    []  
393900    [6.78e-06, 1.93e-06, 1.73e-06, 2.89e-06, 1.83e-06, 1.45e-06, 1.43e-06, 4.33e-07, 2.57e-04, 7.29e-06, 1.32e-05, 7.15e-05, 3.30e-05, 2.89e-04, 5.92e-06, 4.64e-06, 1.91e-06, 1.47e-06, 5.86e-07, 2.91e-05, 3.79e-06, 1.21e-04]    [6.78e-06, 1.93e-06, 1.73e-06, 2.89e-06, 1.83e-06, 1.45e-06, 1.43e-06, 4.33e-07, 2.57e-04, 7.29e-06, 1.32e-05, 7.15e-05, 3.30e-05, 2.89e-04, 5.92e-06, 4.64e-06, 1.91e-06, 1.47e-06, 5.86e-07, 2.91e-05, 3.79e-06, 1.21e-04]    []  
394000    [7.01e-07, 1.08e-06, 9.69e-07, 1.66e-06, 1.15e-06, 8.11e-07, 8.65e-07, 9.37e-09, 9.23e-10, 7.40e-09, 1.03e-06, 1.53e-06, 1.49e-06, 8.28e-07, 4.75e-08, 3.98e-09, 1.33e-08, 1.37e-08, 2.71e-09, 0.00e+00, 2.06e-08, 2.83e-09]    [7.01e-07, 1.08e-06, 9.69e-07, 1.66e-06, 1.15e-06, 8.11e-07, 8.65e-07, 9.37e-09, 9.23e-10, 7.40e-09, 1.03e-06, 1.53e-06, 1.49e-06, 8.28e-07, 4.75e-08, 3.98e-09, 1.33e-08, 1.37e-08, 2.71e-09, 0.00e+00, 2.06e-08, 2.83e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 44.509052 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
394000    [7.01e-07, 1.08e-06, 9.69e-07, 1.66e-06, 1.15e-06, 8.11e-07, 8.65e-07, 9.37e-09, 9.23e-10, 7.40e-09, 1.03e-06, 1.53e-06, 1.49e-06, 8.28e-07, 4.75e-08, 3.98e-09, 1.33e-08, 1.37e-08, 2.71e-09, 0.00e+00, 2.06e-08, 2.83e-09]    [7.01e-07, 1.08e-06, 9.69e-07, 1.66e-06, 1.15e-06, 8.11e-07, 8.65e-07, 9.37e-09, 9.23e-10, 7.40e-09, 1.03e-06, 1.53e-06, 1.49e-06, 8.28e-07, 4.75e-08, 3.98e-09, 1.33e-08, 1.37e-08, 2.71e-09, 0.00e+00, 2.06e-08, 2.83e-09]    []  
394100    [1.77e-05, 5.05e-06, 2.02e-06, 5.85e-06, 3.23e-06, 3.71e-06, 9.69e-07, 9.62e-07, 2.98e-09, 6.93e-06, 3.49e-05, 1.69e-04, 2.68e-04, 1.10e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.20e-08, 4.59e-10, 5.82e-08, 2.94e-09]    [1.77e-05, 5.05e-06, 2.02e-06, 5.85e-06, 3.23e-06, 3.71e-06, 9.69e-07, 9.62e-07, 2.98e-09, 6.93e-06, 3.49e-05, 1.69e-04, 2.68e-04, 1.10e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.20e-08, 4.59e-10, 5.82e-08, 2.94e-09]    []  
394200    [7.39e-07, 1.13e-06, 9.74e-07, 1.67e-06, 1.11e-06, 8.30e-07, 7.99e-07, 1.25e-09, 3.86e-11, 7.41e-11, 1.07e-06, 1.53e-06, 1.28e-06, 1.05e-08, 8.52e-09, 4.54e-10, 3.20e-09, 2.41e-09, 3.62e-10, 7.20e-12, 1.23e-08, 1.46e-10]    [7.39e-07, 1.13e-06, 9.74e-07, 1.67e-06, 1.11e-06, 8.30e-07, 7.99e-07, 1.25e-09, 3.86e-11, 7.41e-11, 1.07e-06, 1.53e-06, 1.28e-06, 1.05e-08, 8.52e-09, 4.54e-10, 3.20e-09, 2.41e-09, 3.62e-10, 7.20e-12, 1.23e-08, 1.46e-10]    []  
394300    [5.64e-06, 1.65e-06, 1.48e-06, 2.30e-06, 1.66e-06, 1.22e-06, 1.09e-06, 2.62e-05, 1.38e-08, 4.79e-06, 1.52e-05, 4.42e-05, 9.16e-05, 2.99e-04, 4.53e-06, 3.22e-06, 2.53e-06, 2.11e-06, 6.04e-06, 7.77e-09, 3.43e-05, 5.02e-08]    [5.64e-06, 1.65e-06, 1.48e-06, 2.30e-06, 1.66e-06, 1.22e-06, 1.09e-06, 2.62e-05, 1.38e-08, 4.79e-06, 1.52e-05, 4.42e-05, 9.16e-05, 2.99e-04, 4.53e-06, 3.22e-06, 2.53e-06, 2.11e-06, 6.04e-06, 7.77e-09, 3.43e-05, 5.02e-08]    []  
394400    [1.30e-06, 1.57e-06, 9.87e-07, 1.54e-06, 1.53e-06, 1.15e-06, 8.51e-07, 1.47e-07, 8.75e-12, 5.10e-10, 1.91e-06, 3.06e-06, 2.48e-06, 9.27e-07, 5.41e-11, 2.56e-09, 0.00e+00, 1.01e-08, 3.85e-08, 4.77e-14, 2.52e-07, 4.71e-10]    [1.30e-06, 1.57e-06, 9.87e-07, 1.54e-06, 1.53e-06, 1.15e-06, 8.51e-07, 1.47e-07, 8.75e-12, 5.10e-10, 1.91e-06, 3.06e-06, 2.48e-06, 9.27e-07, 5.41e-11, 2.56e-09, 0.00e+00, 1.01e-08, 3.85e-08, 4.77e-14, 2.52e-07, 4.71e-10]    []  
394500    [6.66e-07, 1.13e-06, 1.10e-06, 1.80e-06, 1.17e-06, 8.43e-07, 7.86e-07, 7.81e-08, 1.36e-10, 1.04e-09, 9.67e-07, 1.38e-06, 1.17e-06, 5.95e-09, 9.71e-09, 1.88e-09, 6.31e-09, 2.08e-09, 3.89e-09, 6.32e-12, 2.96e-08, 9.25e-11]    [6.66e-07, 1.13e-06, 1.10e-06, 1.80e-06, 1.17e-06, 8.43e-07, 7.86e-07, 7.81e-08, 1.36e-10, 1.04e-09, 9.67e-07, 1.38e-06, 1.17e-06, 5.95e-09, 9.71e-09, 1.88e-09, 6.31e-09, 2.08e-09, 3.89e-09, 6.32e-12, 2.96e-08, 9.25e-11]    []  
394600    [7.60e-07, 1.11e-06, 1.14e-06, 1.92e-06, 1.08e-06, 8.49e-07, 7.62e-07, 8.43e-08, 1.51e-09, 3.77e-07, 1.27e-06, 4.48e-06, 5.01e-06, 1.98e-05, 0.00e+00, 0.00e+00, 1.17e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.37e-07, 3.70e-09]    [7.60e-07, 1.11e-06, 1.14e-06, 1.92e-06, 1.08e-06, 8.49e-07, 7.62e-07, 8.43e-08, 1.51e-09, 3.77e-07, 1.27e-06, 4.48e-06, 5.01e-06, 1.98e-05, 0.00e+00, 0.00e+00, 1.17e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.37e-07, 3.70e-09]    []  
394700    [9.86e-07, 1.31e-06, 9.81e-07, 1.60e-06, 1.23e-06, 9.47e-07, 7.97e-07, 8.89e-08, 5.69e-11, 1.62e-08, 1.41e-06, 2.46e-06, 1.85e-06, 8.74e-07, 5.43e-08, 4.78e-09, 1.74e-09, 7.05e-09, 0.00e+00, 6.85e-11, 5.63e-07, 4.21e-10]    [9.86e-07, 1.31e-06, 9.81e-07, 1.60e-06, 1.23e-06, 9.47e-07, 7.97e-07, 8.89e-08, 5.69e-11, 1.62e-08, 1.41e-06, 2.46e-06, 1.85e-06, 8.74e-07, 5.43e-08, 4.78e-09, 1.74e-09, 7.05e-09, 0.00e+00, 6.85e-11, 5.63e-07, 4.21e-10]    []  
394800    [5.84e-07, 9.77e-07, 1.06e-06, 1.78e-06, 1.09e-06, 7.59e-07, 7.67e-07, 3.31e-09, 7.66e-10, 6.84e-10, 8.86e-07, 1.21e-06, 1.03e-06, 5.94e-09, 7.37e-09, 2.07e-09, 5.89e-09, 2.44e-09, 1.66e-09, 0.00e+00, 1.75e-08, 9.66e-10]    [5.84e-07, 9.77e-07, 1.06e-06, 1.78e-06, 1.09e-06, 7.59e-07, 7.67e-07, 3.31e-09, 7.66e-10, 6.84e-10, 8.86e-07, 1.21e-06, 1.03e-06, 5.94e-09, 7.37e-09, 2.07e-09, 5.89e-09, 2.44e-09, 1.66e-09, 0.00e+00, 1.75e-08, 9.66e-10]    []  
394900    [4.55e-06, 2.47e-06, 1.77e-06, 2.31e-06, 2.30e-06, 2.09e-06, 2.07e-06, 2.66e-06, 2.71e-05, 5.99e-07, 1.71e-05, 1.53e-04, 3.11e-05, 2.20e-04, 4.52e-06, 8.96e-06, 3.51e-07, 1.56e-07, 6.84e-07, 0.00e+00, 4.33e-06, 1.88e-05]    [4.55e-06, 2.47e-06, 1.77e-06, 2.31e-06, 2.30e-06, 2.09e-06, 2.07e-06, 2.66e-06, 2.71e-05, 5.99e-07, 1.71e-05, 1.53e-04, 3.11e-05, 2.20e-04, 4.52e-06, 8.96e-06, 3.51e-07, 1.56e-07, 6.84e-07, 0.00e+00, 4.33e-06, 1.88e-05]    []  
395000    [6.77e-07, 1.11e-06, 9.81e-07, 1.67e-06, 1.16e-06, 8.37e-07, 8.61e-07, 7.32e-09, 8.44e-12, 1.35e-09, 9.79e-07, 1.53e-06, 1.31e-06, 1.19e-08, 1.07e-08, 1.06e-09, 4.02e-09, 1.89e-09, 1.54e-09, 1.04e-12, 1.64e-08, 2.07e-10]    [6.77e-07, 1.11e-06, 9.81e-07, 1.67e-06, 1.16e-06, 8.37e-07, 8.61e-07, 7.32e-09, 8.44e-12, 1.35e-09, 9.79e-07, 1.53e-06, 1.31e-06, 1.19e-08, 1.07e-08, 1.06e-09, 4.02e-09, 1.89e-09, 1.54e-09, 1.04e-12, 1.64e-08, 2.07e-10]    []  
395100    [1.04e-04, 1.98e-05, 8.59e-06, 1.57e-05, 1.32e-05, 1.40e-05, 6.48e-06, 3.62e-04, 9.83e-08, 1.44e-04, 2.58e-04, 1.04e-03, 1.45e-03, 6.84e-03, 1.31e-04, 1.19e-04, 5.53e-05, 4.18e-05, 9.31e-05, 1.06e-07, 4.30e-04, 5.78e-07]    [1.04e-04, 1.98e-05, 8.59e-06, 1.57e-05, 1.32e-05, 1.40e-05, 6.48e-06, 3.62e-04, 9.83e-08, 1.44e-04, 2.58e-04, 1.04e-03, 1.45e-03, 6.84e-03, 1.31e-04, 1.19e-04, 5.53e-05, 4.18e-05, 9.31e-05, 1.06e-07, 4.30e-04, 5.78e-07]    []  
395200    [8.02e-07, 1.18e-06, 9.44e-07, 1.64e-06, 1.13e-06, 8.64e-07, 8.13e-07, 8.12e-09, 2.62e-10, 8.98e-09, 1.15e-06, 1.67e-06, 1.42e-06, 1.51e-07, 2.28e-08, 1.17e-09, 4.71e-09, 7.03e-09, 9.82e-10, 0.00e+00, 1.43e-08, 6.42e-10]    [8.02e-07, 1.18e-06, 9.44e-07, 1.64e-06, 1.13e-06, 8.64e-07, 8.13e-07, 8.12e-09, 2.62e-10, 8.98e-09, 1.15e-06, 1.67e-06, 1.42e-06, 1.51e-07, 2.28e-08, 1.17e-09, 4.71e-09, 7.03e-09, 9.82e-10, 0.00e+00, 1.43e-08, 6.42e-10]    []  
395300    [5.37e-07, 8.97e-07, 1.04e-06, 1.80e-06, 1.05e-06, 7.24e-07, 7.94e-07, 2.47e-07, 5.82e-10, 1.98e-09, 8.60e-07, 1.17e-06, 1.04e-06, 1.48e-07, 2.37e-09, 5.27e-10, 3.02e-09, 3.31e-10, 0.00e+00, 3.17e-12, 6.70e-07, 5.37e-10]    [5.37e-07, 8.97e-07, 1.04e-06, 1.80e-06, 1.05e-06, 7.24e-07, 7.94e-07, 2.47e-07, 5.82e-10, 1.98e-09, 8.60e-07, 1.17e-06, 1.04e-06, 1.48e-07, 2.37e-09, 5.27e-10, 3.02e-09, 3.31e-10, 0.00e+00, 3.17e-12, 6.70e-07, 5.37e-10]    []  
395400    [1.32e-06, 1.50e-06, 9.36e-07, 1.55e-06, 1.43e-06, 1.07e-06, 8.51e-07, 1.24e-06, 1.75e-10, 3.08e-08, 2.73e-06, 3.06e-06, 3.17e-06, 3.19e-07, 4.05e-09, 1.90e-09, 1.85e-09, 1.86e-08, 4.39e-07, 0.00e+00, 2.84e-06, 6.26e-09]    [1.32e-06, 1.50e-06, 9.36e-07, 1.55e-06, 1.43e-06, 1.07e-06, 8.51e-07, 1.24e-06, 1.75e-10, 3.08e-08, 2.73e-06, 3.06e-06, 3.17e-06, 3.19e-07, 4.05e-09, 1.90e-09, 1.85e-09, 1.86e-08, 4.39e-07, 0.00e+00, 2.84e-06, 6.26e-09]    []  
395500    [6.56e-07, 1.07e-06, 1.05e-06, 1.76e-06, 1.14e-06, 7.94e-07, 7.89e-07, 4.32e-09, 1.36e-10, 3.37e-10, 9.53e-07, 1.38e-06, 1.17e-06, 4.95e-09, 9.17e-09, 1.75e-09, 5.77e-09, 2.11e-09, 4.96e-13, 2.25e-11, 4.29e-08, 1.79e-10]    [6.56e-07, 1.07e-06, 1.05e-06, 1.76e-06, 1.14e-06, 7.94e-07, 7.89e-07, 4.32e-09, 1.36e-10, 3.37e-10, 9.53e-07, 1.38e-06, 1.17e-06, 4.95e-09, 9.17e-09, 1.75e-09, 5.77e-09, 2.11e-09, 4.96e-13, 2.25e-11, 4.29e-08, 1.79e-10]    []  
395600    [4.05e-05, 1.36e-05, 4.53e-06, 8.56e-06, 3.32e-06, 8.18e-06, 1.60e-06, 4.50e-05, 3.37e-07, 3.48e-05, 5.94e-05, 3.94e-04, 4.90e-04, 2.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.55e-05, 7.31e-07]    [4.05e-05, 1.36e-05, 4.53e-06, 8.56e-06, 3.32e-06, 8.18e-06, 1.60e-06, 4.50e-05, 3.37e-07, 3.48e-05, 5.94e-05, 3.94e-04, 4.90e-04, 2.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.55e-05, 7.31e-07]    []  
395700    [8.26e-07, 1.17e-06, 9.53e-07, 1.62e-06, 1.15e-06, 8.63e-07, 7.89e-07, 2.50e-09, 9.96e-09, 1.08e-10, 1.16e-06, 1.67e-06, 1.51e-06, 3.35e-07, 2.83e-08, 4.24e-09, 6.94e-09, 9.52e-09, 1.95e-09, 0.00e+00, 1.83e-08, 1.02e-08]    [8.26e-07, 1.17e-06, 9.53e-07, 1.62e-06, 1.15e-06, 8.63e-07, 7.89e-07, 2.50e-09, 9.96e-09, 1.08e-10, 1.16e-06, 1.67e-06, 1.51e-06, 3.35e-07, 2.83e-08, 4.24e-09, 6.94e-09, 9.52e-09, 1.95e-09, 0.00e+00, 1.83e-08, 1.02e-08]    []  
395800    [1.01e-06, 1.13e-06, 1.07e-06, 1.87e-06, 1.02e-06, 8.55e-07, 7.56e-07, 2.33e-06, 4.22e-07, 5.08e-07, 1.97e-06, 6.62e-06, 1.12e-05, 3.32e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.89e-06, 5.40e-07]    [1.01e-06, 1.13e-06, 1.07e-06, 1.87e-06, 1.02e-06, 8.55e-07, 7.56e-07, 2.33e-06, 4.22e-07, 5.08e-07, 1.97e-06, 6.62e-06, 1.12e-05, 3.32e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.89e-06, 5.40e-07]    []  
395900    [1.17e-06, 1.35e-06, 9.37e-07, 1.44e-06, 1.34e-06, 1.05e-06, 8.73e-07, 1.55e-08, 8.29e-07, 7.08e-08, 1.59e-06, 2.59e-06, 2.20e-06, 7.48e-07, 2.72e-09, 7.94e-09, 2.52e-08, 3.08e-08, 8.49e-10, 2.24e-07, 1.17e-08, 1.19e-06]    [1.17e-06, 1.35e-06, 9.37e-07, 1.44e-06, 1.34e-06, 1.05e-06, 8.73e-07, 1.55e-08, 8.29e-07, 7.08e-08, 1.59e-06, 2.59e-06, 2.20e-06, 7.48e-07, 2.72e-09, 7.94e-09, 2.52e-08, 3.08e-08, 8.49e-10, 2.24e-07, 1.17e-08, 1.19e-06]    []  
396000    [6.05e-07, 1.02e-06, 1.01e-06, 1.74e-06, 1.11e-06, 7.83e-07, 8.21e-07, 5.83e-08, 4.72e-10, 2.14e-10, 9.06e-07, 1.33e-06, 1.13e-06, 5.34e-09, 7.88e-09, 1.61e-09, 5.69e-09, 1.95e-09, 8.99e-15, 2.82e-11, 4.20e-08, 2.10e-10]    [6.05e-07, 1.02e-06, 1.01e-06, 1.74e-06, 1.11e-06, 7.83e-07, 8.21e-07, 5.83e-08, 4.72e-10, 2.14e-10, 9.06e-07, 1.33e-06, 1.13e-06, 5.34e-09, 7.88e-09, 1.61e-09, 5.69e-09, 1.95e-09, 8.99e-15, 2.82e-11, 4.20e-08, 2.10e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 46.954960 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
396000    [6.05e-07, 1.02e-06, 1.01e-06, 1.74e-06, 1.11e-06, 7.83e-07, 8.21e-07, 5.83e-08, 4.72e-10, 2.14e-10, 9.06e-07, 1.33e-06, 1.13e-06, 5.34e-09, 7.88e-09, 1.61e-09, 5.69e-09, 1.95e-09, 8.99e-15, 2.82e-11, 4.20e-08, 2.10e-10]    [6.05e-07, 1.02e-06, 1.01e-06, 1.74e-06, 1.11e-06, 7.83e-07, 8.21e-07, 5.83e-08, 4.72e-10, 2.14e-10, 9.06e-07, 1.33e-06, 1.13e-06, 5.34e-09, 7.88e-09, 1.61e-09, 5.69e-09, 1.95e-09, 8.99e-15, 2.82e-11, 4.20e-08, 2.10e-10]    []  
396100    [9.21e-06, 3.63e-06, 1.97e-06, 1.83e-06, 2.17e-06, 1.71e-06, 1.13e-06, 2.09e-07, 9.32e-10, 1.21e-05, 1.05e-05, 4.72e-05, 9.86e-05, 3.29e-04, 3.62e-06, 2.46e-06, 2.60e-06, 2.48e-06, 2.14e-08, 6.03e-12, 1.40e-07, 1.19e-10]    [9.21e-06, 3.63e-06, 1.97e-06, 1.83e-06, 2.17e-06, 1.71e-06, 1.13e-06, 2.09e-07, 9.32e-10, 1.21e-05, 1.05e-05, 4.72e-05, 9.86e-05, 3.29e-04, 3.62e-06, 2.46e-06, 2.60e-06, 2.48e-06, 2.14e-08, 6.03e-12, 1.40e-07, 1.19e-10]    []  
396200    [6.87e-07, 1.07e-06, 9.76e-07, 1.70e-06, 1.09e-06, 7.97e-07, 7.93e-07, 1.20e-08, 5.52e-11, 2.88e-10, 9.97e-07, 1.42e-06, 1.20e-06, 1.70e-08, 1.20e-08, 1.58e-09, 5.32e-09, 2.80e-09, 3.27e-09, 0.00e+00, 2.59e-08, 6.32e-10]    [6.87e-07, 1.07e-06, 9.76e-07, 1.70e-06, 1.09e-06, 7.97e-07, 7.93e-07, 1.20e-08, 5.52e-11, 2.88e-10, 9.97e-07, 1.42e-06, 1.20e-06, 1.70e-08, 1.20e-08, 1.58e-09, 5.32e-09, 2.80e-09, 3.27e-09, 0.00e+00, 2.59e-08, 6.32e-10]    []  
396300    [5.84e-05, 1.49e-05, 3.49e-06, 1.19e-05, 7.49e-06, 9.54e-06, 1.68e-06, 6.04e-05, 1.83e-07, 3.98e-05, 7.53e-05, 6.83e-04, 7.69e-04, 3.55e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.30e-06, 0.00e+00, 4.60e-05, 1.96e-07]    [5.84e-05, 1.49e-05, 3.49e-06, 1.19e-05, 7.49e-06, 9.54e-06, 1.68e-06, 6.04e-05, 1.83e-07, 3.98e-05, 7.53e-05, 6.83e-04, 7.69e-04, 3.55e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.30e-06, 0.00e+00, 4.60e-05, 1.96e-07]    []  
396400    [9.45e-07, 1.33e-06, 9.89e-07, 1.62e-06, 1.26e-06, 9.42e-07, 8.03e-07, 5.99e-07, 1.50e-09, 3.40e-08, 1.35e-06, 1.94e-06, 1.56e-06, 7.14e-08, 1.11e-08, 4.40e-11, 1.32e-09, 4.88e-09, 2.31e-08, 0.00e+00, 1.36e-07, 9.08e-10]    [9.45e-07, 1.33e-06, 9.89e-07, 1.62e-06, 1.26e-06, 9.42e-07, 8.03e-07, 5.99e-07, 1.50e-09, 3.40e-08, 1.35e-06, 1.94e-06, 1.56e-06, 7.14e-08, 1.11e-08, 4.40e-11, 1.32e-09, 4.88e-09, 2.31e-08, 0.00e+00, 1.36e-07, 9.08e-10]    []  
396500    [5.89e-07, 1.00e-06, 1.06e-06, 1.82e-06, 1.09e-06, 7.68e-07, 7.75e-07, 6.50e-11, 8.11e-11, 3.09e-10, 8.91e-07, 1.20e-06, 1.02e-06, 4.38e-09, 8.47e-09, 2.30e-09, 6.07e-09, 2.23e-09, 5.33e-12, 0.00e+00, 2.39e-08, 5.21e-10]    [5.89e-07, 1.00e-06, 1.06e-06, 1.82e-06, 1.09e-06, 7.68e-07, 7.75e-07, 6.50e-11, 8.11e-11, 3.09e-10, 8.91e-07, 1.20e-06, 1.02e-06, 4.38e-09, 8.47e-09, 2.30e-09, 6.07e-09, 2.23e-09, 5.33e-12, 0.00e+00, 2.39e-08, 5.21e-10]    []  
396600    [7.15e-06, 4.58e-06, 1.43e-06, 3.58e-06, 3.21e-06, 3.22e-06, 1.63e-06, 5.95e-07, 7.45e-07, 2.94e-06, 2.77e-05, 1.82e-04, 6.32e-05, 3.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.81e-07, 1.03e-08]    [7.15e-06, 4.58e-06, 1.43e-06, 3.58e-06, 3.21e-06, 3.22e-06, 1.63e-06, 5.95e-07, 7.45e-07, 2.94e-06, 2.77e-05, 1.82e-04, 6.32e-05, 3.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.81e-07, 1.03e-08]    []  
396700    [8.02e-07, 1.18e-06, 9.65e-07, 1.61e-06, 1.17e-06, 8.61e-07, 8.06e-07, 3.75e-09, 4.01e-10, 1.56e-09, 1.19e-06, 1.91e-06, 1.69e-06, 1.60e-08, 1.45e-08, 1.93e-09, 1.98e-09, 1.11e-09, 2.70e-10, 4.74e-12, 1.16e-08, 9.09e-11]    [8.02e-07, 1.18e-06, 9.65e-07, 1.61e-06, 1.17e-06, 8.61e-07, 8.06e-07, 3.75e-09, 4.01e-10, 1.56e-09, 1.19e-06, 1.91e-06, 1.69e-06, 1.60e-08, 1.45e-08, 1.93e-09, 1.98e-09, 1.11e-09, 2.70e-10, 4.74e-12, 1.16e-08, 9.09e-11]    []  
396800    [5.40e-07, 9.15e-07, 1.03e-06, 1.79e-06, 1.06e-06, 7.29e-07, 7.84e-07, 1.55e-08, 1.34e-09, 4.66e-12, 8.62e-07, 1.16e-06, 9.98e-07, 3.70e-09, 9.25e-09, 2.94e-09, 6.11e-09, 2.79e-09, 0.00e+00, 0.00e+00, 8.84e-08, 1.14e-09]    [5.40e-07, 9.15e-07, 1.03e-06, 1.79e-06, 1.06e-06, 7.29e-07, 7.84e-07, 1.55e-08, 1.34e-09, 4.66e-12, 8.62e-07, 1.16e-06, 9.98e-07, 3.70e-09, 9.25e-09, 2.94e-09, 6.11e-09, 2.79e-09, 0.00e+00, 0.00e+00, 8.84e-08, 1.14e-09]    []  
396900    [2.12e-06, 2.23e-06, 1.27e-06, 1.90e-06, 1.33e-06, 1.72e-06, 1.05e-06, 8.48e-07, 9.64e-06, 7.54e-09, 3.52e-06, 1.55e-05, 1.70e-05, 5.86e-06, 0.00e+00, 5.62e-08, 1.50e-09, 1.61e-08, 0.00e+00, 5.32e-08, 9.73e-07, 3.52e-08]    [2.12e-06, 2.23e-06, 1.27e-06, 1.90e-06, 1.33e-06, 1.72e-06, 1.05e-06, 8.48e-07, 9.64e-06, 7.54e-09, 3.52e-06, 1.55e-05, 1.70e-05, 5.86e-06, 0.00e+00, 5.62e-08, 1.50e-09, 1.61e-08, 0.00e+00, 5.32e-08, 9.73e-07, 3.52e-08]    []  
397000    [7.45e-07, 1.18e-06, 1.01e-06, 1.72e-06, 1.14e-06, 8.35e-07, 7.94e-07, 1.60e-07, 1.69e-11, 3.79e-11, 1.04e-06, 1.57e-06, 1.33e-06, 6.83e-09, 1.27e-08, 1.45e-09, 4.98e-09, 1.51e-09, 0.00e+00, 8.26e-14, 7.33e-08, 8.57e-11]    [7.45e-07, 1.18e-06, 1.01e-06, 1.72e-06, 1.14e-06, 8.35e-07, 7.94e-07, 1.60e-07, 1.69e-11, 3.79e-11, 1.04e-06, 1.57e-06, 1.33e-06, 6.83e-09, 1.27e-08, 1.45e-09, 4.98e-09, 1.51e-09, 0.00e+00, 8.26e-14, 7.33e-08, 8.57e-11]    []  
397100    [5.36e-07, 9.33e-07, 1.05e-06, 1.84e-06, 1.07e-06, 7.24e-07, 7.77e-07, 2.11e-10, 6.14e-10, 2.38e-10, 8.54e-07, 1.10e-06, 9.45e-07, 3.68e-09, 8.46e-09, 3.05e-09, 6.84e-09, 2.91e-09, 9.21e-10, 4.46e-11, 1.39e-08, 2.71e-10]    [5.36e-07, 9.33e-07, 1.05e-06, 1.84e-06, 1.07e-06, 7.24e-07, 7.77e-07, 2.11e-10, 6.14e-10, 2.38e-10, 8.54e-07, 1.10e-06, 9.45e-07, 3.68e-09, 8.46e-09, 3.05e-09, 6.84e-09, 2.91e-09, 9.21e-10, 4.46e-11, 1.39e-08, 2.71e-10]    []  
397200    [2.19e-06, 1.64e-06, 7.93e-07, 1.81e-06, 1.18e-06, 1.28e-06, 8.51e-07, 9.54e-07, 2.82e-06, 1.81e-06, 3.09e-06, 1.70e-05, 8.36e-06, 5.86e-05, 0.00e+00, 7.29e-11, 0.00e+00, 3.14e-10, 0.00e+00, 0.00e+00, 1.58e-06, 9.17e-06]    [2.19e-06, 1.64e-06, 7.93e-07, 1.81e-06, 1.18e-06, 1.28e-06, 8.51e-07, 9.54e-07, 2.82e-06, 1.81e-06, 3.09e-06, 1.70e-05, 8.36e-06, 5.86e-05, 0.00e+00, 7.29e-11, 0.00e+00, 3.14e-10, 0.00e+00, 0.00e+00, 1.58e-06, 9.17e-06]    []  
397300    [5.88e-07, 9.28e-07, 9.47e-07, 1.70e-06, 1.04e-06, 7.24e-07, 8.13e-07, 4.41e-09, 3.43e-11, 2.92e-10, 9.04e-07, 1.20e-06, 1.05e-06, 8.03e-08, 1.34e-08, 3.26e-09, 6.41e-09, 4.83e-09, 3.43e-11, 8.58e-12, 1.58e-08, 1.63e-10]    [5.88e-07, 9.28e-07, 9.47e-07, 1.70e-06, 1.04e-06, 7.24e-07, 8.13e-07, 4.41e-09, 3.43e-11, 2.92e-10, 9.04e-07, 1.20e-06, 1.05e-06, 8.03e-08, 1.34e-08, 3.26e-09, 6.41e-09, 4.83e-09, 3.43e-11, 8.58e-12, 1.58e-08, 1.63e-10]    []  
397400    [1.42e-06, 1.43e-06, 8.47e-07, 1.56e-06, 1.19e-06, 1.04e-06, 8.35e-07, 6.11e-07, 5.98e-12, 8.16e-08, 2.14e-06, 3.49e-06, 5.74e-06, 1.11e-05, 5.58e-08, 6.02e-08, 9.18e-08, 1.23e-07, 9.63e-08, 3.46e-11, 6.55e-07, 2.23e-10]    [1.42e-06, 1.43e-06, 8.47e-07, 1.56e-06, 1.19e-06, 1.04e-06, 8.35e-07, 6.11e-07, 5.98e-12, 8.16e-08, 2.14e-06, 3.49e-06, 5.74e-06, 1.11e-05, 5.58e-08, 6.02e-08, 9.18e-08, 1.23e-07, 9.63e-08, 3.46e-11, 6.55e-07, 2.23e-10]    []  
397500    [6.06e-07, 9.57e-07, 9.55e-07, 1.71e-06, 1.03e-06, 7.37e-07, 7.81e-07, 1.53e-09, 6.07e-11, 4.51e-10, 9.34e-07, 1.23e-06, 1.03e-06, 6.28e-09, 6.94e-09, 1.78e-09, 6.32e-09, 2.45e-09, 1.99e-09, 7.29e-12, 1.99e-08, 1.18e-10]    [6.06e-07, 9.57e-07, 9.55e-07, 1.71e-06, 1.03e-06, 7.37e-07, 7.81e-07, 1.53e-09, 6.07e-11, 4.51e-10, 9.34e-07, 1.23e-06, 1.03e-06, 6.28e-09, 6.94e-09, 1.78e-09, 6.32e-09, 2.45e-09, 1.99e-09, 7.29e-12, 1.99e-08, 1.18e-10]    []  
397600    [3.70e-06, 2.26e-06, 1.44e-06, 5.50e-06, 3.55e-06, 3.23e-06, 3.02e-06, 4.38e-05, 4.97e-08, 1.66e-05, 1.88e-05, 2.08e-04, 2.13e-04, 7.95e-05, 0.00e+00, 9.17e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.71e-10, 6.92e-05, 2.60e-09]    [3.70e-06, 2.26e-06, 1.44e-06, 5.50e-06, 3.55e-06, 3.23e-06, 3.02e-06, 4.38e-05, 4.97e-08, 1.66e-05, 1.88e-05, 2.08e-04, 2.13e-04, 7.95e-05, 0.00e+00, 9.17e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.71e-10, 6.92e-05, 2.60e-09]    []  
397700    [8.39e-07, 1.27e-06, 1.02e-06, 1.63e-06, 1.27e-06, 9.33e-07, 8.22e-07, 1.23e-10, 9.03e-11, 2.96e-09, 1.19e-06, 1.83e-06, 1.54e-06, 1.53e-08, 5.30e-09, 1.92e-10, 2.41e-09, 1.62e-09, 1.40e-10, 4.92e-13, 2.02e-08, 2.06e-10]    [8.39e-07, 1.27e-06, 1.02e-06, 1.63e-06, 1.27e-06, 9.33e-07, 8.22e-07, 1.23e-10, 9.03e-11, 2.96e-09, 1.19e-06, 1.83e-06, 1.54e-06, 1.53e-08, 5.30e-09, 1.92e-10, 2.41e-09, 1.62e-09, 1.40e-10, 4.92e-13, 2.02e-08, 2.06e-10]    []  
397800    [5.81e-07, 1.03e-06, 2.10e-06, 2.03e-06, 1.26e-06, 7.83e-07, 8.56e-07, 4.38e-07, 1.62e-03, 1.16e-08, 1.33e-06, 1.34e-06, 1.77e-06, 5.17e-07, 3.69e-08, 1.42e-08, 2.63e-08, 2.45e-08, 1.39e-07, 3.78e-04, 9.40e-07, 1.27e-03]    [5.81e-07, 1.03e-06, 2.10e-06, 2.03e-06, 1.26e-06, 7.83e-07, 8.56e-07, 4.38e-07, 1.62e-03, 1.16e-08, 1.33e-06, 1.34e-06, 1.77e-06, 5.17e-07, 3.69e-08, 1.42e-08, 2.63e-08, 2.45e-08, 1.39e-07, 3.78e-04, 9.40e-07, 1.27e-03]    []  
397900    [3.52e-06, 1.92e-06, 9.51e-07, 1.58e-06, 1.56e-06, 1.14e-06, 1.08e-06, 6.68e-07, 1.93e-07, 5.04e-07, 3.25e-06, 1.25e-05, 2.52e-05, 6.84e-05, 7.83e-07, 7.52e-07, 6.92e-07, 4.09e-07, 9.31e-08, 2.96e-08, 6.35e-07, 1.81e-07]    [3.52e-06, 1.92e-06, 9.51e-07, 1.58e-06, 1.56e-06, 1.14e-06, 1.08e-06, 6.68e-07, 1.93e-07, 5.04e-07, 3.25e-06, 1.25e-05, 2.52e-05, 6.84e-05, 7.83e-07, 7.52e-07, 6.92e-07, 4.09e-07, 9.31e-08, 2.96e-08, 6.35e-07, 1.81e-07]    []  
398000    [6.23e-07, 1.04e-06, 9.39e-07, 1.71e-06, 1.07e-06, 7.73e-07, 8.44e-07, 4.52e-09, 6.03e-11, 4.05e-10, 9.07e-07, 1.36e-06, 1.15e-06, 5.25e-09, 9.47e-09, 1.50e-09, 4.36e-09, 1.96e-09, 1.75e-11, 4.25e-12, 1.52e-08, 1.94e-10]    [6.23e-07, 1.04e-06, 9.39e-07, 1.71e-06, 1.07e-06, 7.73e-07, 8.44e-07, 4.52e-09, 6.03e-11, 4.05e-10, 9.07e-07, 1.36e-06, 1.15e-06, 5.25e-09, 9.47e-09, 1.50e-09, 4.36e-09, 1.96e-09, 1.75e-11, 4.25e-12, 1.52e-08, 1.94e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 43.384252 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
398000    [6.23e-07, 1.04e-06, 9.39e-07, 1.71e-06, 1.07e-06, 7.73e-07, 8.44e-07, 4.52e-09, 6.03e-11, 4.05e-10, 9.07e-07, 1.36e-06, 1.15e-06, 5.25e-09, 9.47e-09, 1.50e-09, 4.36e-09, 1.96e-09, 1.75e-11, 4.25e-12, 1.52e-08, 1.94e-10]    [6.23e-07, 1.04e-06, 9.39e-07, 1.71e-06, 1.07e-06, 7.73e-07, 8.44e-07, 4.52e-09, 6.03e-11, 4.05e-10, 9.07e-07, 1.36e-06, 1.15e-06, 5.25e-09, 9.47e-09, 1.50e-09, 4.36e-09, 1.96e-09, 1.75e-11, 4.25e-12, 1.52e-08, 1.94e-10]    []  
398100    [2.55e-06, 3.64e-06, 2.01e-06, 6.17e-06, 1.26e-06, 4.35e-06, 1.52e-06, 5.32e-07, 1.48e-09, 3.78e-06, 6.37e-06, 2.05e-05, 2.22e-05, 1.07e-05, 0.00e+00, 7.73e-08, 0.00e+00, 0.00e+00, 0.00e+00, 7.79e-11, 1.84e-06, 4.50e-10]    [2.55e-06, 3.64e-06, 2.01e-06, 6.17e-06, 1.26e-06, 4.35e-06, 1.52e-06, 5.32e-07, 1.48e-09, 3.78e-06, 6.37e-06, 2.05e-05, 2.22e-05, 1.07e-05, 0.00e+00, 7.73e-08, 0.00e+00, 0.00e+00, 0.00e+00, 7.79e-11, 1.84e-06, 4.50e-10]    []  
398200    [7.25e-07, 1.09e-06, 9.10e-07, 1.64e-06, 1.08e-06, 8.04e-07, 8.12e-07, 2.60e-08, 3.12e-11, 1.02e-13, 1.04e-06, 1.50e-06, 1.26e-06, 2.91e-08, 1.13e-08, 2.46e-09, 3.87e-09, 2.83e-09, 0.00e+00, 7.84e-12, 4.08e-08, 1.35e-10]    [7.25e-07, 1.09e-06, 9.10e-07, 1.64e-06, 1.08e-06, 8.04e-07, 8.12e-07, 2.60e-08, 3.12e-11, 1.02e-13, 1.04e-06, 1.50e-06, 1.26e-06, 2.91e-08, 1.13e-08, 2.46e-09, 3.87e-09, 2.83e-09, 0.00e+00, 7.84e-12, 4.08e-08, 1.35e-10]    []  
398300    [2.78e-05, 5.62e-06, 3.09e-06, 4.88e-06, 3.83e-06, 3.74e-06, 2.09e-06, 1.93e-04, 1.11e-07, 2.74e-05, 7.96e-05, 2.47e-04, 5.11e-04, 1.68e-03, 3.02e-05, 2.34e-05, 1.56e-05, 1.26e-05, 5.18e-05, 6.50e-08, 2.51e-04, 3.63e-07]    [2.78e-05, 5.62e-06, 3.09e-06, 4.88e-06, 3.83e-06, 3.74e-06, 2.09e-06, 1.93e-04, 1.11e-07, 2.74e-05, 7.96e-05, 2.47e-04, 5.11e-04, 1.68e-03, 3.02e-05, 2.34e-05, 1.56e-05, 1.26e-05, 5.18e-05, 6.50e-08, 2.51e-04, 3.63e-07]    []  
398400    [1.16e-06, 1.39e-06, 1.04e-06, 1.61e-06, 1.49e-06, 1.04e-06, 8.75e-07, 1.38e-05, 1.39e-10, 2.13e-08, 1.62e-06, 2.37e-06, 2.02e-06, 3.01e-07, 3.42e-10, 5.61e-10, 0.00e+00, 6.17e-09, 0.00e+00, 7.58e-13, 4.72e-06, 2.57e-09]    [1.16e-06, 1.39e-06, 1.04e-06, 1.61e-06, 1.49e-06, 1.04e-06, 8.75e-07, 1.38e-05, 1.39e-10, 2.13e-08, 1.62e-06, 2.37e-06, 2.02e-06, 3.01e-07, 3.42e-10, 5.61e-10, 0.00e+00, 6.17e-09, 0.00e+00, 7.58e-13, 4.72e-06, 2.57e-09]    []  
398500    [6.36e-07, 1.13e-06, 1.07e-06, 1.81e-06, 1.19e-06, 8.16e-07, 8.14e-07, 1.98e-08, 4.32e-10, 6.84e-10, 9.24e-07, 1.28e-06, 1.09e-06, 6.01e-09, 1.05e-08, 1.68e-09, 4.99e-09, 1.80e-09, 0.00e+00, 2.13e-11, 7.39e-08, 1.62e-10]    [6.36e-07, 1.13e-06, 1.07e-06, 1.81e-06, 1.19e-06, 8.16e-07, 8.14e-07, 1.98e-08, 4.32e-10, 6.84e-10, 9.24e-07, 1.28e-06, 1.09e-06, 6.01e-09, 1.05e-08, 1.68e-09, 4.99e-09, 1.80e-09, 0.00e+00, 2.13e-11, 7.39e-08, 1.62e-10]    []  
398600    [8.25e-05, 1.62e-05, 7.02e-06, 1.27e-05, 1.06e-05, 1.12e-05, 5.16e-06, 1.73e-04, 2.65e-06, 1.11e-04, 2.05e-04, 8.35e-04, 1.11e-03, 5.41e-03, 1.05e-04, 9.32e-05, 4.25e-05, 3.54e-05, 4.68e-05, 6.66e-07, 2.27e-04, 3.15e-06]    [8.25e-05, 1.62e-05, 7.02e-06, 1.27e-05, 1.06e-05, 1.12e-05, 5.16e-06, 1.73e-04, 2.65e-06, 1.11e-04, 2.05e-04, 8.35e-04, 1.11e-03, 5.41e-03, 1.05e-04, 9.32e-05, 4.25e-05, 3.54e-05, 4.68e-05, 6.66e-07, 2.27e-04, 3.15e-06]    []  
398700    [8.76e-07, 1.32e-06, 9.30e-07, 1.63e-06, 1.20e-06, 9.06e-07, 8.20e-07, 2.08e-09, 9.17e-09, 6.65e-09, 1.18e-06, 1.76e-06, 1.46e-06, 8.20e-09, 1.03e-08, 1.32e-09, 2.14e-09, 4.01e-09, 5.13e-10, 1.24e-09, 1.17e-08, 8.36e-09]    [8.76e-07, 1.32e-06, 9.30e-07, 1.63e-06, 1.20e-06, 9.06e-07, 8.20e-07, 2.08e-09, 9.17e-09, 6.65e-09, 1.18e-06, 1.76e-06, 1.46e-06, 8.20e-09, 1.03e-08, 1.32e-09, 2.14e-09, 4.01e-09, 5.13e-10, 1.24e-09, 1.17e-08, 8.36e-09]    []  
398800    [5.21e-07, 9.39e-07, 1.15e-06, 1.84e-06, 1.04e-06, 7.00e-07, 8.72e-07, 1.27e-06, 8.14e-05, 5.17e-10, 9.69e-07, 1.27e-06, 1.12e-06, 2.25e-07, 3.75e-08, 1.02e-08, 2.60e-08, 1.53e-08, 0.00e+00, 2.31e-05, 6.23e-07, 9.52e-05]    [5.21e-07, 9.39e-07, 1.15e-06, 1.84e-06, 1.04e-06, 7.00e-07, 8.72e-07, 1.27e-06, 8.14e-05, 5.17e-10, 9.69e-07, 1.27e-06, 1.12e-06, 2.25e-07, 3.75e-08, 1.02e-08, 2.60e-08, 1.53e-08, 0.00e+00, 2.31e-05, 6.23e-07, 9.52e-05]    []  
398900    [1.34e-06, 1.61e-06, 7.75e-07, 1.51e-06, 1.32e-06, 1.20e-06, 9.36e-07, 1.51e-06, 6.15e-08, 7.02e-07, 9.20e-06, 1.35e-05, 1.05e-05, 5.07e-06, 0.00e+00, 1.29e-08, 1.31e-08, 1.08e-08, 2.06e-09, 1.13e-08, 2.91e-08, 7.20e-08]    [1.34e-06, 1.61e-06, 7.75e-07, 1.51e-06, 1.32e-06, 1.20e-06, 9.36e-07, 1.51e-06, 6.15e-08, 7.02e-07, 9.20e-06, 1.35e-05, 1.05e-05, 5.07e-06, 0.00e+00, 1.29e-08, 1.31e-08, 1.08e-08, 2.06e-09, 1.13e-08, 2.91e-08, 7.20e-08]    []  
399000    [6.18e-07, 1.01e-06, 9.28e-07, 1.68e-06, 1.07e-06, 7.42e-07, 8.27e-07, 1.13e-09, 9.21e-13, 2.70e-10, 9.14e-07, 1.29e-06, 1.09e-06, 5.64e-09, 1.08e-08, 1.80e-09, 5.05e-09, 2.56e-09, 2.39e-11, 6.37e-12, 1.62e-08, 1.56e-10]    [6.18e-07, 1.01e-06, 9.28e-07, 1.68e-06, 1.07e-06, 7.42e-07, 8.27e-07, 1.13e-09, 9.21e-13, 2.70e-10, 9.14e-07, 1.29e-06, 1.09e-06, 5.64e-09, 1.08e-08, 1.80e-09, 5.05e-09, 2.56e-09, 2.39e-11, 6.37e-12, 1.62e-08, 1.56e-10]    []  
399100    [9.15e-06, 9.65e-06, 2.48e-06, 1.01e-05, 4.07e-06, 6.17e-06, 2.37e-06, 1.23e-05, 1.71e-07, 7.18e-07, 4.24e-04, 4.30e-04, 6.97e-04, 9.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-07, 1.17e-09, 4.36e-07, 2.91e-09]    [9.15e-06, 9.65e-06, 2.48e-06, 1.01e-05, 4.07e-06, 6.17e-06, 2.37e-06, 1.23e-05, 1.71e-07, 7.18e-07, 4.24e-04, 4.30e-04, 6.97e-04, 9.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-07, 1.17e-09, 4.36e-07, 2.91e-09]    []  
399200    [7.93e-07, 1.20e-06, 9.47e-07, 1.61e-06, 1.20e-06, 8.50e-07, 8.23e-07, 4.24e-08, 3.71e-11, 4.66e-12, 1.12e-06, 1.65e-06, 1.38e-06, 9.95e-09, 1.20e-08, 2.78e-10, 2.46e-09, 1.95e-09, 1.40e-08, 1.66e-11, 8.42e-08, 1.58e-10]    [7.93e-07, 1.20e-06, 9.47e-07, 1.61e-06, 1.20e-06, 8.50e-07, 8.23e-07, 4.24e-08, 3.71e-11, 4.66e-12, 1.12e-06, 1.65e-06, 1.38e-06, 9.95e-09, 1.20e-08, 2.78e-10, 2.46e-09, 1.95e-09, 1.40e-08, 1.66e-11, 8.42e-08, 1.58e-10]    []  
399300    [5.41e-07, 9.37e-07, 9.98e-07, 1.76e-06, 1.07e-06, 7.19e-07, 7.98e-07, 2.62e-09, 4.25e-10, 3.24e-10, 8.73e-07, 1.13e-06, 9.64e-07, 3.90e-09, 9.44e-09, 2.68e-09, 6.07e-09, 2.82e-09, 0.00e+00, 5.08e-11, 3.90e-08, 3.19e-10]    [5.41e-07, 9.37e-07, 9.98e-07, 1.76e-06, 1.07e-06, 7.19e-07, 7.98e-07, 2.62e-09, 4.25e-10, 3.24e-10, 8.73e-07, 1.13e-06, 9.64e-07, 3.90e-09, 9.44e-09, 2.68e-09, 6.07e-09, 2.82e-09, 0.00e+00, 5.08e-11, 3.90e-08, 3.19e-10]    []  
399400    [1.41e-06, 1.50e-06, 7.42e-07, 1.51e-06, 1.58e-06, 1.17e-06, 9.85e-07, 5.28e-06, 4.63e-08, 4.46e-07, 3.10e-05, 2.63e-05, 5.71e-05, 2.58e-06, 0.00e+00, 6.78e-09, 1.72e-07, 2.27e-07, 0.00e+00, 8.58e-09, 3.28e-06, 5.19e-08]    [1.41e-06, 1.50e-06, 7.42e-07, 1.51e-06, 1.58e-06, 1.17e-06, 9.85e-07, 5.28e-06, 4.63e-08, 4.46e-07, 3.10e-05, 2.63e-05, 5.71e-05, 2.58e-06, 0.00e+00, 6.78e-09, 1.72e-07, 2.27e-07, 0.00e+00, 8.58e-09, 3.28e-06, 5.19e-08]    []  
399500    [6.60e-07, 1.08e-06, 9.47e-07, 1.66e-06, 1.11e-06, 7.82e-07, 7.98e-07, 1.63e-09, 6.72e-12, 1.44e-09, 9.69e-07, 1.45e-06, 1.23e-06, 8.04e-09, 9.71e-09, 1.28e-09, 5.71e-09, 2.18e-09, 6.71e-10, 1.84e-12, 1.29e-08, 6.75e-11]    [6.60e-07, 1.08e-06, 9.47e-07, 1.66e-06, 1.11e-06, 7.82e-07, 7.98e-07, 1.63e-09, 6.72e-12, 1.44e-09, 9.69e-07, 1.45e-06, 1.23e-06, 8.04e-09, 9.71e-09, 1.28e-09, 5.71e-09, 2.18e-09, 6.71e-10, 1.84e-12, 1.29e-08, 6.75e-11]    []  
399600    [8.52e-05, 1.64e-05, 7.50e-06, 1.30e-05, 1.07e-05, 1.12e-05, 5.26e-06, 3.92e-04, 1.29e-05, 9.92e-05, 2.17e-04, 8.49e-04, 1.38e-03, 5.59e-03, 1.09e-04, 9.53e-05, 4.82e-05, 3.91e-05, 1.13e-04, 0.00e+00, 5.15e-04, 7.89e-06]    [8.52e-05, 1.64e-05, 7.50e-06, 1.30e-05, 1.07e-05, 1.12e-05, 5.26e-06, 3.92e-04, 1.29e-05, 9.92e-05, 2.17e-04, 8.49e-04, 1.38e-03, 5.59e-03, 1.09e-04, 9.53e-05, 4.82e-05, 3.91e-05, 1.13e-04, 0.00e+00, 5.15e-04, 7.89e-06]    []  
399700    [9.49e-07, 1.26e-06, 8.16e-07, 1.40e-06, 1.30e-06, 9.68e-07, 8.81e-07, 6.59e-08, 2.24e-08, 2.64e-10, 2.09e-06, 3.42e-06, 2.87e-06, 4.09e-07, 0.00e+00, 1.73e-09, 6.76e-09, 1.34e-08, 9.22e-10, 0.00e+00, 1.35e-08, 5.50e-08]    [9.49e-07, 1.26e-06, 8.16e-07, 1.40e-06, 1.30e-06, 9.68e-07, 8.81e-07, 6.59e-08, 2.24e-08, 2.64e-10, 2.09e-06, 3.42e-06, 2.87e-06, 4.09e-07, 0.00e+00, 1.73e-09, 6.76e-09, 1.34e-08, 9.22e-10, 0.00e+00, 1.35e-08, 5.50e-08]    []  
399800    [5.65e-07, 9.75e-07, 9.47e-07, 1.71e-06, 1.07e-06, 7.46e-07, 8.24e-07, 1.11e-07, 1.36e-10, 1.92e-09, 8.86e-07, 1.28e-06, 1.10e-06, 2.22e-08, 6.64e-09, 1.48e-09, 5.82e-09, 1.90e-09, 1.26e-08, 1.40e-13, 7.87e-08, 2.12e-10]    [5.65e-07, 9.75e-07, 9.47e-07, 1.71e-06, 1.07e-06, 7.46e-07, 8.24e-07, 1.11e-07, 1.36e-10, 1.92e-09, 8.86e-07, 1.28e-06, 1.10e-06, 2.22e-08, 6.64e-09, 1.48e-09, 5.82e-09, 1.90e-09, 1.26e-08, 1.40e-13, 7.87e-08, 2.12e-10]    []  
399900    [4.34e-06, 2.25e-06, 7.45e-07, 1.89e-06, 1.82e-06, 2.22e-06, 1.25e-06, 8.48e-06, 2.64e-08, 2.22e-05, 1.87e-05, 5.29e-05, 2.15e-05, 2.17e-04, 0.00e+00, 3.03e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.36e-06, 3.12e-08]    [4.34e-06, 2.25e-06, 7.45e-07, 1.89e-06, 1.82e-06, 2.22e-06, 1.25e-06, 8.48e-06, 2.64e-08, 2.22e-05, 1.87e-05, 5.29e-05, 2.15e-05, 2.17e-04, 0.00e+00, 3.03e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.36e-06, 3.12e-08]    []  
400000    [6.87e-07, 1.09e-06, 9.16e-07, 1.67e-06, 1.08e-06, 7.89e-07, 8.05e-07, 3.42e-08, 3.73e-12, 1.61e-09, 1.00e-06, 1.49e-06, 1.24e-06, 2.16e-08, 6.20e-09, 1.35e-09, 5.15e-09, 1.87e-09, 1.28e-08, 3.17e-13, 7.80e-08, 1.03e-10]    [6.87e-07, 1.09e-06, 9.16e-07, 1.67e-06, 1.08e-06, 7.89e-07, 8.05e-07, 3.42e-08, 3.73e-12, 1.61e-09, 1.00e-06, 1.49e-06, 1.24e-06, 2.16e-08, 6.20e-09, 1.35e-09, 5.15e-09, 1.87e-09, 1.28e-08, 3.17e-13, 7.80e-08, 1.03e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 41.853845 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
400000    [6.87e-07, 1.09e-06, 9.16e-07, 1.67e-06, 1.08e-06, 7.89e-07, 8.05e-07, 3.42e-08, 3.73e-12, 1.61e-09, 1.00e-06, 1.49e-06, 1.24e-06, 2.16e-08, 6.20e-09, 1.35e-09, 5.15e-09, 1.87e-09, 1.28e-08, 3.17e-13, 7.80e-08, 1.03e-10]    [6.87e-07, 1.09e-06, 9.16e-07, 1.67e-06, 1.08e-06, 7.89e-07, 8.05e-07, 3.42e-08, 3.73e-12, 1.61e-09, 1.00e-06, 1.49e-06, 1.24e-06, 2.16e-08, 6.20e-09, 1.35e-09, 5.15e-09, 1.87e-09, 1.28e-08, 3.17e-13, 7.80e-08, 1.03e-10]    []  
400100    [5.21e-06, 1.58e-06, 1.38e-06, 2.23e-06, 1.57e-06, 1.12e-06, 1.07e-06, 2.64e-05, 8.09e-08, 4.39e-06, 1.37e-05, 4.10e-05, 8.06e-05, 2.71e-04, 4.14e-06, 2.91e-06, 2.32e-06, 1.89e-06, 6.31e-06, 2.14e-08, 3.58e-05, 1.29e-07]    [5.21e-06, 1.58e-06, 1.38e-06, 2.23e-06, 1.57e-06, 1.12e-06, 1.07e-06, 2.64e-05, 8.09e-08, 4.39e-06, 1.37e-05, 4.10e-05, 8.06e-05, 2.71e-04, 4.14e-06, 2.91e-06, 2.32e-06, 1.89e-06, 6.31e-06, 2.14e-08, 3.58e-05, 1.29e-07]    []  
400200    [8.45e-07, 1.19e-06, 8.72e-07, 1.60e-06, 1.11e-06, 8.63e-07, 7.98e-07, 6.15e-09, 2.56e-12, 4.62e-11, 1.18e-06, 1.73e-06, 1.42e-06, 3.06e-08, 7.74e-09, 6.87e-11, 1.01e-09, 3.42e-09, 1.31e-10, 2.18e-11, 9.06e-09, 1.45e-10]    [8.45e-07, 1.19e-06, 8.72e-07, 1.60e-06, 1.11e-06, 8.63e-07, 7.98e-07, 6.15e-09, 2.56e-12, 4.62e-11, 1.18e-06, 1.73e-06, 1.42e-06, 3.06e-08, 7.74e-09, 6.87e-11, 1.01e-09, 3.42e-09, 1.31e-10, 2.18e-11, 9.06e-09, 1.45e-10]    []  
400300    [5.86e-07, 9.44e-07, 9.56e-07, 1.76e-06, 9.90e-07, 7.28e-07, 7.67e-07, 1.72e-07, 2.47e-07, 8.98e-08, 9.86e-07, 2.05e-06, 2.68e-06, 5.40e-06, 8.12e-11, 0.00e+00, 1.47e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.89e-07, 2.88e-07]    [5.86e-07, 9.44e-07, 9.56e-07, 1.76e-06, 9.90e-07, 7.28e-07, 7.67e-07, 1.72e-07, 2.47e-07, 8.98e-08, 9.86e-07, 2.05e-06, 2.68e-06, 5.40e-06, 8.12e-11, 0.00e+00, 1.47e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.89e-07, 2.88e-07]    []  
400400    [1.02e-06, 1.26e-06, 7.70e-07, 1.42e-06, 1.22e-06, 1.01e-06, 8.59e-07, 7.67e-08, 1.05e-08, 5.84e-08, 1.37e-06, 4.81e-06, 2.58e-06, 2.33e-06, 0.00e+00, 7.75e-10, 0.00e+00, 3.06e-09, 0.00e+00, 0.00e+00, 4.56e-07, 1.30e-09]    [1.02e-06, 1.26e-06, 7.70e-07, 1.42e-06, 1.22e-06, 1.01e-06, 8.59e-07, 7.67e-08, 1.05e-08, 5.84e-08, 1.37e-06, 4.81e-06, 2.58e-06, 2.33e-06, 0.00e+00, 7.75e-10, 0.00e+00, 3.06e-09, 0.00e+00, 0.00e+00, 4.56e-07, 1.30e-09]    []  
400500    [5.72e-07, 9.18e-07, 9.37e-07, 1.72e-06, 1.02e-06, 7.18e-07, 8.02e-07, 2.38e-07, 1.53e-10, 1.96e-09, 8.94e-07, 1.18e-06, 9.99e-07, 7.89e-08, 1.50e-08, 4.36e-09, 6.90e-09, 3.82e-09, 0.00e+00, 9.33e-13, 1.19e-07, 1.99e-10]    [5.72e-07, 9.18e-07, 9.37e-07, 1.72e-06, 1.02e-06, 7.18e-07, 8.02e-07, 2.38e-07, 1.53e-10, 1.96e-09, 8.94e-07, 1.18e-06, 9.99e-07, 7.89e-08, 1.50e-08, 4.36e-09, 6.90e-09, 3.82e-09, 0.00e+00, 9.33e-13, 1.19e-07, 1.99e-10]    []  
400600    [1.54e-06, 1.48e-06, 8.66e-07, 1.62e-06, 1.10e-06, 1.13e-06, 8.43e-07, 3.11e-06, 4.93e-09, 6.44e-09, 2.38e-06, 4.72e-06, 8.08e-06, 1.23e-05, 0.00e+00, 8.37e-09, 0.00e+00, 5.96e-09, 0.00e+00, 0.00e+00, 4.95e-06, 1.34e-08]    [1.54e-06, 1.48e-06, 8.66e-07, 1.62e-06, 1.10e-06, 1.13e-06, 8.43e-07, 3.11e-06, 4.93e-09, 6.44e-09, 2.38e-06, 4.72e-06, 8.08e-06, 1.23e-05, 0.00e+00, 8.37e-09, 0.00e+00, 5.96e-09, 0.00e+00, 0.00e+00, 4.95e-06, 1.34e-08]    []  
400700    [6.16e-07, 9.70e-07, 9.16e-07, 1.68e-06, 1.02e-06, 7.36e-07, 7.79e-07, 1.18e-09, 2.97e-10, 1.78e-10, 9.41e-07, 1.26e-06, 1.05e-06, 4.44e-09, 8.48e-09, 2.16e-09, 6.12e-09, 2.67e-09, 0.00e+00, 0.00e+00, 4.03e-08, 4.24e-10]    [6.16e-07, 9.70e-07, 9.16e-07, 1.68e-06, 1.02e-06, 7.36e-07, 7.79e-07, 1.18e-09, 2.97e-10, 1.78e-10, 9.41e-07, 1.26e-06, 1.05e-06, 4.44e-09, 8.48e-09, 2.16e-09, 6.12e-09, 2.67e-09, 0.00e+00, 0.00e+00, 4.03e-08, 4.24e-10]    []  
400800    [2.36e-06, 1.52e-06, 8.86e-07, 1.35e-06, 1.34e-06, 1.12e-06, 9.27e-07, 1.11e-06, 5.01e-07, 5.01e-07, 6.23e-06, 9.12e-06, 3.13e-05, 7.24e-05, 6.65e-08, 6.82e-07, 6.99e-07, 7.86e-07, 1.91e-07, 0.00e+00, 1.29e-06, 6.14e-07]    [2.36e-06, 1.52e-06, 8.86e-07, 1.35e-06, 1.34e-06, 1.12e-06, 9.27e-07, 1.11e-06, 5.01e-07, 5.01e-07, 6.23e-06, 9.12e-06, 3.13e-05, 7.24e-05, 6.65e-08, 6.82e-07, 6.99e-07, 7.86e-07, 1.91e-07, 0.00e+00, 1.29e-06, 6.14e-07]    []  
400900    [6.04e-07, 9.47e-07, 9.12e-07, 1.68e-06, 1.00e-06, 7.26e-07, 7.64e-07, 1.61e-09, 2.20e-10, 4.56e-10, 9.11e-07, 1.24e-06, 1.03e-06, 1.16e-08, 6.42e-09, 1.39e-09, 4.83e-09, 1.54e-09, 1.78e-09, 7.02e-12, 1.75e-08, 6.96e-11]    [6.04e-07, 9.47e-07, 9.12e-07, 1.68e-06, 1.00e-06, 7.26e-07, 7.64e-07, 1.61e-09, 2.20e-10, 4.56e-10, 9.11e-07, 1.24e-06, 1.03e-06, 1.16e-08, 6.42e-09, 1.39e-09, 4.83e-09, 1.54e-09, 1.78e-09, 7.02e-12, 1.75e-08, 6.96e-11]    []  
401000    [1.04e-06, 1.25e-06, 6.85e-07, 1.44e-06, 1.16e-06, 9.22e-07, 8.50e-07, 3.97e-07, 7.92e-06, 3.85e-08, 1.60e-06, 4.65e-06, 3.25e-06, 2.50e-06, 0.00e+00, 3.43e-09, 0.00e+00, 2.33e-09, 3.74e-08, 0.00e+00, 2.45e-07, 7.53e-06]    [1.04e-06, 1.25e-06, 6.85e-07, 1.44e-06, 1.16e-06, 9.22e-07, 8.50e-07, 3.97e-07, 7.92e-06, 3.85e-08, 1.60e-06, 4.65e-06, 3.25e-06, 2.50e-06, 0.00e+00, 3.43e-09, 0.00e+00, 2.33e-09, 3.74e-08, 0.00e+00, 2.45e-07, 7.53e-06]    []  
401100    [5.67e-07, 9.20e-07, 9.15e-07, 1.67e-06, 1.00e-06, 7.01e-07, 7.83e-07, 2.90e-08, 1.81e-11, 5.85e-11, 8.86e-07, 1.21e-06, 1.02e-06, 3.81e-09, 9.65e-09, 2.50e-09, 6.30e-09, 2.51e-09, 3.98e-09, 1.75e-13, 3.04e-08, 1.89e-10]    [5.67e-07, 9.20e-07, 9.15e-07, 1.67e-06, 1.00e-06, 7.01e-07, 7.83e-07, 2.90e-08, 1.81e-11, 5.85e-11, 8.86e-07, 1.21e-06, 1.02e-06, 3.81e-09, 9.65e-09, 2.50e-09, 6.30e-09, 2.51e-09, 3.98e-09, 1.75e-13, 3.04e-08, 1.89e-10]    []  
401200    [1.24e-06, 1.39e-06, 8.28e-07, 1.56e-06, 1.11e-06, 1.01e-06, 8.04e-07, 1.27e-06, 4.80e-13, 9.57e-08, 1.55e-06, 4.66e-06, 4.04e-06, 9.40e-06, 0.00e+00, 4.18e-09, 0.00e+00, 4.80e-09, 0.00e+00, 0.00e+00, 1.97e-06, 9.11e-09]    [1.24e-06, 1.39e-06, 8.28e-07, 1.56e-06, 1.11e-06, 1.01e-06, 8.04e-07, 1.27e-06, 4.80e-13, 9.57e-08, 1.55e-06, 4.66e-06, 4.04e-06, 9.40e-06, 0.00e+00, 4.18e-09, 0.00e+00, 4.80e-09, 0.00e+00, 0.00e+00, 1.97e-06, 9.11e-09]    []  
401300    [5.75e-07, 9.22e-07, 8.92e-07, 1.65e-06, 9.94e-07, 7.12e-07, 7.68e-07, 1.66e-07, 4.97e-10, 7.41e-10, 8.90e-07, 1.21e-06, 1.00e-06, 2.38e-08, 4.03e-09, 1.11e-09, 5.03e-09, 1.63e-09, 6.84e-11, 0.00e+00, 1.50e-08, 9.30e-10]    [5.75e-07, 9.22e-07, 8.92e-07, 1.65e-06, 9.94e-07, 7.12e-07, 7.68e-07, 1.66e-07, 4.97e-10, 7.41e-10, 8.90e-07, 1.21e-06, 1.00e-06, 2.38e-08, 4.03e-09, 1.11e-09, 5.03e-09, 1.63e-09, 6.84e-11, 0.00e+00, 1.50e-08, 9.30e-10]    []  
401400    [1.14e-06, 1.25e-06, 7.78e-07, 1.44e-06, 1.16e-06, 9.52e-07, 8.08e-07, 5.42e-07, 5.80e-10, 2.79e-07, 1.97e-06, 4.86e-06, 1.99e-06, 8.00e-06, 0.00e+00, 9.52e-10, 0.00e+00, 3.15e-09, 0.00e+00, 0.00e+00, 5.51e-07, 3.97e-10]    [1.14e-06, 1.25e-06, 7.78e-07, 1.44e-06, 1.16e-06, 9.52e-07, 8.08e-07, 5.42e-07, 5.80e-10, 2.79e-07, 1.97e-06, 4.86e-06, 1.99e-06, 8.00e-06, 0.00e+00, 9.52e-10, 0.00e+00, 3.15e-09, 0.00e+00, 0.00e+00, 5.51e-07, 3.97e-10]    []  
401500    [5.56e-07, 9.14e-07, 9.15e-07, 1.66e-06, 9.72e-07, 7.03e-07, 7.46e-07, 4.44e-08, 6.18e-10, 2.27e-08, 9.07e-07, 1.43e-06, 1.63e-06, 1.43e-06, 3.24e-10, 0.00e+00, 2.44e-09, 0.00e+00, 0.00e+00, 0.00e+00, 5.68e-08, 1.45e-09]    [5.56e-07, 9.14e-07, 9.15e-07, 1.66e-06, 9.72e-07, 7.03e-07, 7.46e-07, 4.44e-08, 6.18e-10, 2.27e-08, 9.07e-07, 1.43e-06, 1.63e-06, 1.43e-06, 3.24e-10, 0.00e+00, 2.44e-09, 0.00e+00, 0.00e+00, 0.00e+00, 5.68e-08, 1.45e-09]    []  
401600    [9.04e-07, 1.21e-06, 8.12e-07, 1.50e-06, 1.09e-06, 8.83e-07, 7.65e-07, 5.89e-08, 5.53e-08, 3.55e-09, 1.25e-06, 1.90e-06, 1.52e-06, 2.12e-08, 1.19e-09, 5.53e-10, 9.05e-10, 4.77e-09, 6.31e-09, 0.00e+00, 4.12e-08, 5.69e-08]    [9.04e-07, 1.21e-06, 8.12e-07, 1.50e-06, 1.09e-06, 8.83e-07, 7.65e-07, 5.89e-08, 5.53e-08, 3.55e-09, 1.25e-06, 1.90e-06, 1.52e-06, 2.12e-08, 1.19e-09, 5.53e-10, 9.05e-10, 4.77e-09, 6.31e-09, 0.00e+00, 4.12e-08, 5.69e-08]    []  
401700    [6.37e-07, 8.79e-07, 9.04e-07, 1.67e-06, 1.00e-06, 6.89e-07, 7.59e-07, 4.61e-07, 5.55e-09, 4.66e-08, 1.23e-06, 1.55e-06, 2.55e-06, 3.77e-06, 7.89e-08, 3.70e-08, 4.81e-08, 4.32e-08, 5.85e-08, 7.17e-10, 3.91e-07, 4.90e-09]    [6.37e-07, 8.79e-07, 9.04e-07, 1.67e-06, 1.00e-06, 6.89e-07, 7.59e-07, 4.61e-07, 5.55e-09, 4.66e-08, 1.23e-06, 1.55e-06, 2.55e-06, 3.77e-06, 7.89e-08, 3.70e-08, 4.81e-08, 4.32e-08, 5.85e-08, 7.17e-10, 3.91e-07, 4.90e-09]    []  
401800    [1.10e-06, 1.15e-06, 8.63e-07, 1.40e-06, 1.19e-06, 8.80e-07, 8.33e-07, 9.14e-07, 1.34e-07, 1.82e-07, 1.42e-06, 2.67e-06, 1.96e-06, 1.99e-06, 2.39e-08, 4.10e-08, 3.23e-08, 2.40e-08, 3.84e-08, 0.00e+00, 2.41e-07, 1.43e-07]    [1.10e-06, 1.15e-06, 8.63e-07, 1.40e-06, 1.19e-06, 8.80e-07, 8.33e-07, 9.14e-07, 1.34e-07, 1.82e-07, 1.42e-06, 2.67e-06, 1.96e-06, 1.99e-06, 2.39e-08, 4.10e-08, 3.23e-08, 2.40e-08, 3.84e-08, 0.00e+00, 2.41e-07, 1.43e-07]    []  
401900    [5.42e-07, 9.13e-07, 9.03e-07, 1.65e-06, 9.96e-07, 7.00e-07, 7.87e-07, 7.23e-12, 5.52e-11, 1.73e-10, 8.71e-07, 1.12e-06, 9.55e-07, 3.72e-09, 8.01e-09, 2.39e-09, 6.22e-09, 2.91e-09, 9.85e-10, 2.58e-11, 1.39e-08, 2.15e-10]    [5.42e-07, 9.13e-07, 9.03e-07, 1.65e-06, 9.96e-07, 7.00e-07, 7.87e-07, 7.23e-12, 5.52e-11, 1.73e-10, 8.71e-07, 1.12e-06, 9.55e-07, 3.72e-09, 8.01e-09, 2.39e-09, 6.22e-09, 2.91e-09, 9.85e-10, 2.58e-11, 1.39e-08, 2.15e-10]    []  
402000    [1.49e-06, 1.60e-06, 8.10e-07, 1.59e-06, 1.03e-06, 1.23e-06, 8.86e-07, 1.10e-06, 7.06e-10, 2.27e-07, 2.69e-06, 4.36e-06, 3.32e-06, 9.25e-07, 0.00e+00, 2.05e-08, 1.89e-13, 1.32e-08, 0.00e+00, 5.89e-12, 6.15e-07, 1.06e-10]    [1.49e-06, 1.60e-06, 8.10e-07, 1.59e-06, 1.03e-06, 1.23e-06, 8.86e-07, 1.10e-06, 7.06e-10, 2.27e-07, 2.69e-06, 4.36e-06, 3.32e-06, 9.25e-07, 0.00e+00, 2.05e-08, 1.89e-13, 1.32e-08, 0.00e+00, 5.89e-12, 6.15e-07, 1.06e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 43.736474 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
402000    [1.49e-06, 1.60e-06, 8.10e-07, 1.59e-06, 1.03e-06, 1.23e-06, 8.86e-07, 1.10e-06, 7.06e-10, 2.27e-07, 2.69e-06, 4.36e-06, 3.32e-06, 9.25e-07, 0.00e+00, 2.05e-08, 1.89e-13, 1.32e-08, 0.00e+00, 5.89e-12, 6.15e-07, 1.06e-10]    [1.49e-06, 1.60e-06, 8.10e-07, 1.59e-06, 1.03e-06, 1.23e-06, 8.86e-07, 1.10e-06, 7.06e-10, 2.27e-07, 2.69e-06, 4.36e-06, 3.32e-06, 9.25e-07, 0.00e+00, 2.05e-08, 1.89e-13, 1.32e-08, 0.00e+00, 5.89e-12, 6.15e-07, 1.06e-10]    []  
402100    [6.45e-07, 1.02e-06, 8.75e-07, 1.61e-06, 1.00e-06, 7.41e-07, 7.59e-07, 2.98e-10, 4.61e-10, 3.99e-11, 9.79e-07, 1.30e-06, 1.08e-06, 1.20e-08, 1.25e-08, 2.57e-09, 6.39e-09, 3.29e-09, 0.00e+00, 7.27e-12, 6.57e-08, 1.38e-10]    [6.45e-07, 1.02e-06, 8.75e-07, 1.61e-06, 1.00e-06, 7.41e-07, 7.59e-07, 2.98e-10, 4.61e-10, 3.99e-11, 9.79e-07, 1.30e-06, 1.08e-06, 1.20e-08, 1.25e-08, 2.57e-09, 6.39e-09, 3.29e-09, 0.00e+00, 7.27e-12, 6.57e-08, 1.38e-10]    []  
402200    [8.29e-05, 1.54e-05, 6.95e-06, 1.25e-05, 1.01e-05, 1.00e-05, 5.06e-06, 5.66e-04, 5.85e-07, 9.05e-05, 2.28e-04, 7.92e-04, 1.48e-03, 5.26e-03, 1.04e-04, 8.94e-05, 4.97e-05, 3.74e-05, 1.68e-04, 2.87e-07, 7.40e-04, 1.42e-06]    [8.29e-05, 1.54e-05, 6.95e-06, 1.25e-05, 1.01e-05, 1.00e-05, 5.06e-06, 5.66e-04, 5.85e-07, 9.05e-05, 2.28e-04, 7.92e-04, 1.48e-03, 5.26e-03, 1.04e-04, 8.94e-05, 4.97e-05, 3.74e-05, 1.68e-04, 2.87e-07, 7.40e-04, 1.42e-06]    []  
402300    [1.37e-06, 1.36e-06, 8.18e-07, 1.37e-06, 1.39e-06, 1.05e-06, 8.61e-07, 2.79e-07, 1.60e-09, 1.74e-06, 2.88e-06, 5.79e-06, 3.18e-06, 9.80e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-09, 0.00e+00, 0.00e+00, 1.24e-07, 9.63e-10]    [1.37e-06, 1.36e-06, 8.18e-07, 1.37e-06, 1.39e-06, 1.05e-06, 8.61e-07, 2.79e-07, 1.60e-09, 1.74e-06, 2.88e-06, 5.79e-06, 3.18e-06, 9.80e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-09, 0.00e+00, 0.00e+00, 1.24e-07, 9.63e-10]    []  
402400    [5.83e-07, 9.79e-07, 9.15e-07, 1.63e-06, 1.04e-06, 7.43e-07, 7.62e-07, 6.85e-10, 5.27e-10, 6.08e-10, 9.01e-07, 1.28e-06, 1.09e-06, 4.18e-09, 8.67e-09, 2.38e-09, 6.05e-09, 2.46e-09, 6.21e-12, 4.84e-11, 2.93e-08, 3.03e-10]    [5.83e-07, 9.79e-07, 9.15e-07, 1.63e-06, 1.04e-06, 7.43e-07, 7.62e-07, 6.85e-10, 5.27e-10, 6.08e-10, 9.01e-07, 1.28e-06, 1.09e-06, 4.18e-09, 8.67e-09, 2.38e-09, 6.05e-09, 2.46e-09, 6.21e-12, 4.84e-11, 2.93e-08, 3.03e-10]    []  
402500    [5.63e-06, 4.20e-06, 2.35e-06, 2.32e-06, 1.63e-06, 1.56e-06, 1.09e-06, 4.12e-11, 1.48e-06, 1.94e-05, 4.12e-05, 4.85e-05, 1.20e-05, 1.94e-04, 2.51e-06, 1.69e-06, 7.64e-07, 7.85e-07, 0.00e+00, 2.67e-07, 1.03e-07, 1.32e-06]    [5.63e-06, 4.20e-06, 2.35e-06, 2.32e-06, 1.63e-06, 1.56e-06, 1.09e-06, 4.12e-11, 1.48e-06, 1.94e-05, 4.12e-05, 4.85e-05, 1.20e-05, 1.94e-04, 2.51e-06, 1.69e-06, 7.64e-07, 7.85e-07, 0.00e+00, 2.67e-07, 1.03e-07, 1.32e-06]    []  
402600    [7.16e-07, 1.10e-06, 8.52e-07, 1.59e-06, 1.03e-06, 7.90e-07, 7.58e-07, 6.27e-08, 5.39e-07, 1.77e-09, 1.03e-06, 1.51e-06, 1.27e-06, 2.78e-08, 7.54e-09, 1.64e-09, 3.40e-09, 1.05e-09, 3.58e-12, 0.00e+00, 2.71e-08, 6.22e-07]    [7.16e-07, 1.10e-06, 8.52e-07, 1.59e-06, 1.03e-06, 7.90e-07, 7.58e-07, 6.27e-08, 5.39e-07, 1.77e-09, 1.03e-06, 1.51e-06, 1.27e-06, 2.78e-08, 7.54e-09, 1.64e-09, 3.40e-09, 1.05e-09, 3.58e-12, 0.00e+00, 2.71e-08, 6.22e-07]    []  
402700    [3.73e-06, 1.32e-06, 1.18e-06, 1.97e-06, 1.35e-06, 9.35e-07, 9.80e-07, 1.84e-05, 1.03e-08, 2.95e-06, 9.90e-06, 2.75e-05, 5.57e-05, 1.81e-04, 2.73e-06, 1.85e-06, 1.57e-06, 1.27e-06, 4.36e-06, 8.66e-09, 2.54e-05, 5.55e-08]    [3.73e-06, 1.32e-06, 1.18e-06, 1.97e-06, 1.35e-06, 9.35e-07, 9.80e-07, 1.84e-05, 1.03e-08, 2.95e-06, 9.90e-06, 2.75e-05, 5.57e-05, 1.81e-04, 2.73e-06, 1.85e-06, 1.57e-06, 1.27e-06, 4.36e-06, 8.66e-09, 2.54e-05, 5.55e-08]    []  
402800    [7.56e-07, 1.10e-06, 8.01e-07, 1.52e-06, 1.02e-06, 8.05e-07, 7.64e-07, 6.12e-08, 4.61e-10, 1.41e-09, 1.10e-06, 1.55e-06, 1.26e-06, 5.87e-08, 4.71e-09, 1.16e-11, 6.66e-10, 1.94e-09, 0.00e+00, 0.00e+00, 2.75e-08, 2.49e-10]    [7.56e-07, 1.10e-06, 8.01e-07, 1.52e-06, 1.02e-06, 8.05e-07, 7.64e-07, 6.12e-08, 4.61e-10, 1.41e-09, 1.10e-06, 1.55e-06, 1.26e-06, 5.87e-08, 4.71e-09, 1.16e-11, 6.66e-10, 1.94e-09, 0.00e+00, 0.00e+00, 2.75e-08, 2.49e-10]    []  
402900    [4.19e-05, 9.74e-06, 3.26e-06, 7.06e-06, 6.00e-06, 6.19e-06, 1.61e-06, 1.86e-05, 4.62e-07, 6.35e-05, 1.20e-04, 4.75e-04, 6.78e-04, 3.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.85e-08, 2.79e-05, 2.28e-07]    [4.19e-05, 9.74e-06, 3.26e-06, 7.06e-06, 6.00e-06, 6.19e-06, 1.61e-06, 1.86e-05, 4.62e-07, 6.35e-05, 1.20e-04, 4.75e-04, 6.78e-04, 3.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.85e-08, 2.79e-05, 2.28e-07]    []  
403000    [7.57e-07, 1.10e-06, 8.19e-07, 1.54e-06, 1.01e-06, 8.00e-07, 7.47e-07, 8.49e-09, 1.49e-09, 3.60e-11, 1.10e-06, 1.54e-06, 1.26e-06, 1.52e-08, 9.51e-09, 2.49e-09, 4.11e-09, 2.92e-09, 0.00e+00, 3.32e-11, 4.71e-08, 2.10e-10]    [7.57e-07, 1.10e-06, 8.19e-07, 1.54e-06, 1.01e-06, 8.00e-07, 7.47e-07, 8.49e-09, 1.49e-09, 3.60e-11, 1.10e-06, 1.54e-06, 1.26e-06, 1.52e-08, 9.51e-09, 2.49e-09, 4.11e-09, 2.92e-09, 0.00e+00, 3.32e-11, 4.71e-08, 2.10e-10]    []  
403100    [1.04e-05, 4.17e-06, 2.87e-06, 3.36e-06, 2.33e-06, 3.89e-06, 1.46e-06, 1.39e-05, 3.70e-05, 2.08e-05, 3.94e-05, 8.83e-05, 5.45e-05, 4.53e-04, 1.75e-05, 4.27e-06, 2.20e-06, 7.37e-07, 0.00e+00, 0.00e+00, 3.21e-05, 2.93e-04]    [1.04e-05, 4.17e-06, 2.87e-06, 3.36e-06, 2.33e-06, 3.89e-06, 1.46e-06, 1.39e-05, 3.70e-05, 2.08e-05, 3.94e-05, 8.83e-05, 5.45e-05, 4.53e-04, 1.75e-05, 4.27e-06, 2.20e-06, 7.37e-07, 0.00e+00, 0.00e+00, 3.21e-05, 2.93e-04]    []  
403200    [6.14e-07, 9.50e-07, 8.04e-07, 1.55e-06, 9.46e-07, 7.20e-07, 7.83e-07, 3.69e-07, 8.86e-08, 5.35e-09, 1.40e-06, 1.39e-06, 1.48e-06, 1.47e-07, 1.36e-08, 5.29e-09, 1.44e-08, 1.37e-08, 1.20e-09, 0.00e+00, 1.94e-08, 4.46e-07]    [6.14e-07, 9.50e-07, 8.04e-07, 1.55e-06, 9.46e-07, 7.20e-07, 7.83e-07, 3.69e-07, 8.86e-08, 5.35e-09, 1.40e-06, 1.39e-06, 1.48e-06, 1.47e-07, 1.36e-08, 5.29e-09, 1.44e-08, 1.37e-08, 1.20e-09, 0.00e+00, 1.94e-08, 4.46e-07]    []  
403300    [1.03e-06, 1.23e-06, 7.50e-07, 1.48e-06, 1.01e-06, 9.03e-07, 7.77e-07, 9.81e-08, 8.20e-10, 4.85e-08, 1.42e-06, 2.54e-06, 3.06e-06, 5.80e-07, 7.72e-11, 4.74e-09, 0.00e+00, 5.55e-09, 0.00e+00, 0.00e+00, 1.54e-07, 2.32e-09]    [1.03e-06, 1.23e-06, 7.50e-07, 1.48e-06, 1.01e-06, 9.03e-07, 7.77e-07, 9.81e-08, 8.20e-10, 4.85e-08, 1.42e-06, 2.54e-06, 3.06e-06, 5.80e-07, 7.72e-11, 4.74e-09, 0.00e+00, 5.55e-09, 0.00e+00, 0.00e+00, 1.54e-07, 2.32e-09]    []  
403400    [1.03e-05, 2.32e-06, 1.39e-06, 2.33e-06, 1.93e-06, 1.48e-06, 1.21e-06, 1.18e-04, 5.32e-08, 7.16e-06, 4.97e-05, 8.56e-05, 3.04e-04, 5.77e-04, 7.90e-06, 5.55e-06, 6.18e-06, 4.69e-06, 3.22e-05, 2.77e-08, 1.61e-04, 1.64e-07]    [1.03e-05, 2.32e-06, 1.39e-06, 2.33e-06, 1.93e-06, 1.48e-06, 1.21e-06, 1.18e-04, 5.32e-08, 7.16e-06, 4.97e-05, 8.56e-05, 3.04e-04, 5.77e-04, 7.90e-06, 5.55e-06, 6.18e-06, 4.69e-06, 3.22e-05, 2.77e-08, 1.61e-04, 1.64e-07]    []  
403500    [7.10e-07, 1.05e-06, 7.91e-07, 1.50e-06, 9.53e-07, 7.88e-07, 7.34e-07, 6.77e-09, 1.79e-11, 2.84e-08, 1.05e-06, 1.68e-06, 1.58e-06, 9.25e-07, 0.00e+00, 0.00e+00, 1.23e-09, 3.13e-10, 2.41e-13, 1.20e-12, 4.08e-08, 9.63e-11]    [7.10e-07, 1.05e-06, 7.91e-07, 1.50e-06, 9.53e-07, 7.88e-07, 7.34e-07, 6.77e-09, 1.79e-11, 2.84e-08, 1.05e-06, 1.68e-06, 1.58e-06, 9.25e-07, 0.00e+00, 0.00e+00, 1.23e-09, 3.13e-10, 2.41e-13, 1.20e-12, 4.08e-08, 9.63e-11]    []  
403600    [1.68e-06, 1.44e-06, 6.98e-07, 1.46e-06, 9.73e-07, 1.04e-06, 7.86e-07, 5.39e-07, 3.04e-11, 9.63e-08, 4.59e-06, 3.97e-06, 4.36e-06, 1.76e-05, 3.57e-09, 5.14e-08, 1.17e-07, 1.93e-07, 8.99e-09, 5.64e-12, 4.90e-08, 6.64e-11]    [1.68e-06, 1.44e-06, 6.98e-07, 1.46e-06, 9.73e-07, 1.04e-06, 7.86e-07, 5.39e-07, 3.04e-11, 9.63e-08, 4.59e-06, 3.97e-06, 4.36e-06, 1.76e-05, 3.57e-09, 5.14e-08, 1.17e-07, 1.93e-07, 8.99e-09, 5.64e-12, 4.90e-08, 6.64e-11]    []  
403700    [6.29e-07, 9.12e-07, 8.22e-07, 1.55e-06, 9.57e-07, 7.09e-07, 7.31e-07, 6.79e-08, 1.35e-09, 1.44e-08, 1.09e-06, 1.36e-06, 1.82e-06, 1.46e-06, 3.58e-08, 1.67e-08, 2.43e-08, 2.22e-08, 3.85e-09, 8.49e-11, 2.93e-08, 5.20e-10]    [6.29e-07, 9.12e-07, 8.22e-07, 1.55e-06, 9.57e-07, 7.09e-07, 7.31e-07, 6.79e-08, 1.35e-09, 1.44e-08, 1.09e-06, 1.36e-06, 1.82e-06, 1.46e-06, 3.58e-08, 1.67e-08, 2.43e-08, 2.22e-08, 3.85e-09, 8.49e-11, 2.93e-08, 5.20e-10]    []  
403800    [8.38e-07, 1.12e-06, 7.41e-07, 1.39e-06, 1.05e-06, 8.55e-07, 7.35e-07, 4.35e-09, 3.51e-08, 6.41e-12, 1.33e-06, 2.18e-06, 2.01e-06, 6.54e-08, 6.24e-10, 1.37e-09, 4.12e-09, 4.66e-09, 1.89e-11, 0.00e+00, 2.12e-08, 3.77e-08]    [8.38e-07, 1.12e-06, 7.41e-07, 1.39e-06, 1.05e-06, 8.55e-07, 7.35e-07, 4.35e-09, 3.51e-08, 6.41e-12, 1.33e-06, 2.18e-06, 2.01e-06, 6.54e-08, 6.24e-10, 1.37e-09, 4.12e-09, 4.66e-09, 1.89e-11, 0.00e+00, 2.12e-08, 3.77e-08]    []  
403900    [1.44e-05, 1.01e-05, 1.74e-06, 1.32e-05, 2.22e-06, 6.92e-06, 1.70e-06, 3.46e-05, 1.45e-04, 4.87e-06, 6.59e-05, 2.47e-04, 5.26e-04, 1.25e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.72e-07, 8.58e-05, 2.09e-06]    [1.44e-05, 1.01e-05, 1.74e-06, 1.32e-05, 2.22e-06, 6.92e-06, 1.70e-06, 3.46e-05, 1.45e-04, 4.87e-06, 6.59e-05, 2.47e-04, 5.26e-04, 1.25e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.72e-07, 8.58e-05, 2.09e-06]    []  
404000    [7.71e-07, 1.10e-06, 8.15e-07, 1.47e-06, 1.03e-06, 8.01e-07, 7.33e-07, 9.45e-10, 6.51e-09, 1.22e-09, 1.19e-06, 1.63e-06, 1.35e-06, 1.10e-07, 2.00e-08, 1.42e-09, 5.79e-09, 5.47e-09, 3.58e-09, 3.57e-10, 2.67e-08, 2.27e-09]    [7.71e-07, 1.10e-06, 8.15e-07, 1.47e-06, 1.03e-06, 8.01e-07, 7.33e-07, 9.45e-10, 6.51e-09, 1.22e-09, 1.19e-06, 1.63e-06, 1.35e-06, 1.10e-07, 2.00e-08, 1.42e-09, 5.79e-09, 5.47e-09, 3.58e-09, 3.57e-10, 2.67e-08, 2.27e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 43.376928 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Best train step: 302150
lambda_a: 2.166892767
lambda_b: 1.8063528538
kappa_a: 0.76282000542
kappa_b: 0.44990721345
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
404000    [7.71e-07, 1.10e-06, 8.15e-07, 1.47e-06, 1.03e-06, 8.01e-07, 7.33e-07, 9.45e-10, 6.51e-09, 1.22e-09, 1.19e-06, 1.63e-06, 1.35e-06, 1.10e-07, 2.00e-08, 1.42e-09, 5.79e-09, 5.47e-09, 3.58e-09, 3.57e-10, 2.67e-08, 2.27e-09]    [7.71e-07, 1.10e-06, 8.15e-07, 1.47e-06, 1.03e-06, 8.01e-07, 7.33e-07, 9.45e-10, 6.51e-09, 1.22e-09, 1.19e-06, 1.63e-06, 1.35e-06, 1.10e-07, 2.00e-08, 1.42e-09, 5.79e-09, 5.47e-09, 3.58e-09, 3.57e-10, 2.67e-08, 2.27e-09]    []  
404100    [5.28e-07, 8.92e-07, 8.69e-07, 1.62e-06, 8.98e-07, 6.98e-07, 7.06e-07, 2.53e-07, 6.70e-10, 4.12e-08, 9.05e-07, 1.51e-06, 1.81e-06, 2.51e-06, 3.40e-10, 0.00e+00, 1.92e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.15e-06, 2.92e-09]    [5.28e-07, 8.92e-07, 8.69e-07, 1.62e-06, 8.98e-07, 6.98e-07, 7.06e-07, 2.53e-07, 6.70e-10, 4.12e-08, 9.05e-07, 1.51e-06, 1.81e-06, 2.51e-06, 3.40e-10, 0.00e+00, 1.92e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.15e-06, 2.92e-09]    []  
404200    [9.31e-07, 1.29e-06, 7.53e-07, 1.43e-06, 1.06e-06, 9.06e-07, 7.24e-07, 1.08e-07, 1.52e-08, 5.70e-08, 1.28e-06, 1.93e-06, 1.73e-06, 3.72e-07, 3.44e-09, 5.83e-10, 3.93e-12, 4.31e-09, 1.29e-08, 0.00e+00, 7.90e-08, 1.77e-08]    [9.31e-07, 1.29e-06, 7.53e-07, 1.43e-06, 1.06e-06, 9.06e-07, 7.24e-07, 1.08e-07, 1.52e-08, 5.70e-08, 1.28e-06, 1.93e-06, 1.73e-06, 3.72e-07, 3.44e-09, 5.83e-10, 3.93e-12, 4.31e-09, 1.29e-08, 0.00e+00, 7.90e-08, 1.77e-08]    []  
404300    [5.52e-07, 9.14e-07, 8.50e-07, 1.59e-06, 9.11e-07, 6.90e-07, 6.94e-07, 6.40e-09, 1.07e-09, 4.62e-11, 8.76e-07, 1.13e-06, 9.51e-07, 3.49e-09, 8.09e-09, 2.93e-09, 6.71e-09, 2.68e-09, 1.98e-09, 0.00e+00, 1.97e-08, 7.17e-10]    [5.52e-07, 9.14e-07, 8.50e-07, 1.59e-06, 9.11e-07, 6.90e-07, 6.94e-07, 6.40e-09, 1.07e-09, 4.62e-11, 8.76e-07, 1.13e-06, 9.51e-07, 3.49e-09, 8.09e-09, 2.93e-09, 6.71e-09, 2.68e-09, 1.98e-09, 0.00e+00, 1.97e-08, 7.17e-10]    []  
404400    [1.14e-06, 1.34e-06, 8.49e-07, 1.59e-06, 9.53e-07, 8.98e-07, 6.97e-07, 3.48e-07, 6.46e-10, 5.21e-08, 1.89e-06, 4.78e-06, 8.86e-06, 1.08e-05, 0.00e+00, 2.18e-09, 0.00e+00, 2.72e-09, 6.30e-08, 7.50e-10, 4.26e-07, 5.02e-09]    [1.14e-06, 1.34e-06, 8.49e-07, 1.59e-06, 9.53e-07, 8.98e-07, 6.97e-07, 3.48e-07, 6.46e-10, 5.21e-08, 1.89e-06, 4.78e-06, 8.86e-06, 1.08e-05, 0.00e+00, 2.18e-09, 0.00e+00, 2.72e-09, 6.30e-08, 7.50e-10, 4.26e-07, 5.02e-09]    []  
404500    [7.27e-07, 8.90e-07, 8.25e-07, 1.52e-06, 9.65e-07, 6.85e-07, 7.17e-07, 2.15e-07, 1.45e-09, 1.10e-07, 1.50e-06, 2.15e-06, 4.57e-06, 8.10e-06, 1.15e-07, 6.16e-08, 8.70e-08, 7.30e-08, 7.70e-08, 2.74e-10, 5.18e-07, 1.81e-09]    [7.27e-07, 8.90e-07, 8.25e-07, 1.52e-06, 9.65e-07, 6.85e-07, 7.17e-07, 2.15e-07, 1.45e-09, 1.10e-07, 1.50e-06, 2.15e-06, 4.57e-06, 8.10e-06, 1.15e-07, 6.16e-08, 8.70e-08, 7.30e-08, 7.70e-08, 2.74e-10, 5.18e-07, 1.81e-09]    []  
404600    [8.06e-07, 1.14e-06, 7.58e-07, 1.44e-06, 9.69e-07, 8.29e-07, 6.93e-07, 4.11e-08, 5.81e-08, 1.67e-08, 1.16e-06, 1.99e-06, 2.43e-06, 2.19e-06, 0.00e+00, 3.97e-12, 8.23e-11, 1.34e-09, 1.34e-09, 5.43e-09, 1.56e-08, 3.49e-08]    [8.06e-07, 1.14e-06, 7.58e-07, 1.44e-06, 9.69e-07, 8.29e-07, 6.93e-07, 4.11e-08, 5.81e-08, 1.67e-08, 1.16e-06, 1.99e-06, 2.43e-06, 2.19e-06, 0.00e+00, 3.97e-12, 8.23e-11, 1.34e-09, 1.34e-09, 5.43e-09, 1.56e-08, 3.49e-08]    []  
404700    [2.67e-05, 7.19e-06, 2.19e-06, 6.31e-06, 3.73e-06, 4.62e-06, 1.19e-06, 4.14e-05, 4.67e-07, 4.55e-05, 6.95e-05, 3.20e-04, 5.61e-04, 2.16e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.13e-06, 0.00e+00, 1.86e-05, 3.50e-07]    [2.67e-05, 7.19e-06, 2.19e-06, 6.31e-06, 3.73e-06, 4.62e-06, 1.19e-06, 4.14e-05, 4.67e-07, 4.55e-05, 6.95e-05, 3.20e-04, 5.61e-04, 2.16e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.13e-06, 0.00e+00, 1.86e-05, 3.50e-07]    []  
404800    [6.82e-07, 1.00e-06, 7.95e-07, 1.44e-06, 9.65e-07, 7.38e-07, 6.92e-07, 4.29e-09, 1.49e-10, 2.18e-11, 1.03e-06, 1.42e-06, 1.20e-06, 1.33e-07, 1.41e-08, 4.48e-09, 7.01e-09, 4.91e-09, 1.06e-09, 0.00e+00, 1.51e-08, 2.85e-10]    [6.82e-07, 1.00e-06, 7.95e-07, 1.44e-06, 9.65e-07, 7.38e-07, 6.92e-07, 4.29e-09, 1.49e-10, 2.18e-11, 1.03e-06, 1.42e-06, 1.20e-06, 1.33e-07, 1.41e-08, 4.48e-09, 7.01e-09, 4.91e-09, 1.06e-09, 0.00e+00, 1.51e-08, 2.85e-10]    []  
404900    [6.50e-06, 1.64e-06, 8.57e-07, 5.26e-06, 6.41e-06, 1.00e-06, 3.94e-06, 2.10e-06, 1.03e-04, 3.76e-05, 9.87e-05, 1.62e-04, 2.85e-04, 2.87e-04, 5.26e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.15e-08, 4.28e-05, 1.27e-05, 1.72e-04]    [6.50e-06, 1.64e-06, 8.57e-07, 5.26e-06, 6.41e-06, 1.00e-06, 3.94e-06, 2.10e-06, 1.03e-04, 3.76e-05, 9.87e-05, 1.62e-04, 2.85e-04, 2.87e-04, 5.26e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.15e-08, 4.28e-05, 1.27e-05, 1.72e-04]    []  
405000    [5.85e-07, 1.09e-06, 1.04e-06, 1.88e-06, 1.05e-06, 7.33e-07, 7.18e-07, 1.12e-07, 2.01e-10, 9.98e-10, 9.06e-07, 7.86e-07, 6.00e-07, 6.42e-09, 3.97e-09, 1.13e-09, 4.17e-09, 3.54e-09, 3.65e-13, 1.90e-12, 3.79e-08, 2.37e-10]    [5.85e-07, 1.09e-06, 1.04e-06, 1.88e-06, 1.05e-06, 7.33e-07, 7.18e-07, 1.12e-07, 2.01e-10, 9.98e-10, 9.06e-07, 7.86e-07, 6.00e-07, 6.42e-09, 3.97e-09, 1.13e-09, 4.17e-09, 3.54e-09, 3.65e-13, 1.90e-12, 3.79e-08, 2.37e-10]    []  
405100    [2.57e-06, 2.26e-06, 7.04e-07, 2.09e-06, 1.13e-06, 1.61e-06, 8.02e-07, 4.27e-07, 6.77e-09, 1.94e-06, 4.12e-06, 2.13e-05, 1.31e-05, 8.20e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.30e-10, 9.86e-07, 1.34e-09]    [2.57e-06, 2.26e-06, 7.04e-07, 2.09e-06, 1.13e-06, 1.61e-06, 8.02e-07, 4.27e-07, 6.77e-09, 1.94e-06, 4.12e-06, 2.13e-05, 1.31e-05, 8.20e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.30e-10, 9.86e-07, 1.34e-09]    []  
405200    [6.22e-07, 1.06e-06, 8.09e-07, 1.55e-06, 9.81e-07, 7.17e-07, 7.01e-07, 4.74e-08, 8.36e-12, 2.42e-09, 9.83e-07, 1.11e-06, 8.83e-07, 1.38e-08, 8.34e-09, 1.12e-09, 4.74e-09, 3.13e-09, 1.59e-08, 0.00e+00, 9.76e-08, 5.17e-10]    [6.22e-07, 1.06e-06, 8.09e-07, 1.55e-06, 9.81e-07, 7.17e-07, 7.01e-07, 4.74e-08, 8.36e-12, 2.42e-09, 9.83e-07, 1.11e-06, 8.83e-07, 1.38e-08, 8.34e-09, 1.12e-09, 4.74e-09, 3.13e-09, 1.59e-08, 0.00e+00, 9.76e-08, 5.17e-10]    []  
405300    [1.48e-06, 1.56e-06, 8.44e-07, 1.61e-06, 1.08e-06, 1.02e-06, 7.63e-07, 7.16e-07, 8.72e-10, 9.73e-12, 3.65e-06, 4.16e-06, 5.07e-06, 4.47e-07, 5.22e-10, 1.51e-08, 0.00e+00, 1.04e-08, 5.25e-08, 0.00e+00, 3.54e-07, 3.43e-09]    [1.48e-06, 1.56e-06, 8.44e-07, 1.61e-06, 1.08e-06, 1.02e-06, 7.63e-07, 7.16e-07, 8.72e-10, 9.73e-12, 3.65e-06, 4.16e-06, 5.07e-06, 4.47e-07, 5.22e-10, 1.51e-08, 0.00e+00, 1.04e-08, 5.25e-08, 0.00e+00, 3.54e-07, 3.43e-09]    []  
405400    [6.03e-07, 9.96e-07, 7.92e-07, 1.49e-06, 9.58e-07, 7.10e-07, 6.88e-07, 1.55e-09, 2.29e-10, 4.49e-10, 9.32e-07, 1.14e-06, 9.35e-07, 4.87e-09, 9.16e-09, 2.22e-09, 6.34e-09, 3.24e-09, 0.00e+00, 0.00e+00, 5.97e-08, 1.91e-10]    [6.03e-07, 9.96e-07, 7.92e-07, 1.49e-06, 9.58e-07, 7.10e-07, 6.88e-07, 1.55e-09, 2.29e-10, 4.49e-10, 9.32e-07, 1.14e-06, 9.35e-07, 4.87e-09, 9.16e-09, 2.22e-09, 6.34e-09, 3.24e-09, 0.00e+00, 0.00e+00, 5.97e-08, 1.91e-10]    []  
405500    [7.21e-06, 4.37e-06, 1.11e-06, 4.49e-06, 1.18e-06, 3.40e-06, 7.59e-07, 4.92e-07, 3.55e-07, 9.44e-05, 2.84e-04, 1.17e-04, 7.86e-05, 3.70e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-05, 0.00e+00, 5.32e-05, 5.80e-08]    [7.21e-06, 4.37e-06, 1.11e-06, 4.49e-06, 1.18e-06, 3.40e-06, 7.59e-07, 4.92e-07, 3.55e-07, 9.44e-05, 2.84e-04, 1.17e-04, 7.86e-05, 3.70e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-05, 0.00e+00, 5.32e-05, 5.80e-08]    []  
405600    [7.37e-07, 1.20e-06, 9.07e-07, 1.52e-06, 1.12e-06, 7.96e-07, 7.17e-07, 1.60e-09, 5.01e-08, 1.05e-10, 1.06e-06, 1.33e-06, 1.07e-06, 1.62e-08, 1.21e-08, 2.86e-09, 4.86e-09, 3.19e-09, 2.52e-10, 5.69e-09, 1.46e-08, 3.64e-08]    [7.37e-07, 1.20e-06, 9.07e-07, 1.52e-06, 1.12e-06, 7.96e-07, 7.17e-07, 1.60e-09, 5.01e-08, 1.05e-10, 1.06e-06, 1.33e-06, 1.07e-06, 1.62e-08, 1.21e-08, 2.86e-09, 4.86e-09, 3.19e-09, 2.52e-10, 5.69e-09, 1.46e-08, 3.64e-08]    []  
405700    [5.21e-07, 9.80e-07, 8.83e-07, 1.58e-06, 1.00e-06, 6.93e-07, 6.92e-07, 1.89e-08, 3.06e-09, 2.00e-10, 8.61e-07, 9.98e-07, 8.43e-07, 1.49e-08, 9.18e-09, 2.74e-09, 5.02e-09, 2.39e-09, 4.87e-13, 2.02e-10, 2.84e-08, 1.27e-09]    [5.21e-07, 9.80e-07, 8.83e-07, 1.58e-06, 1.00e-06, 6.93e-07, 6.92e-07, 1.89e-08, 3.06e-09, 2.00e-10, 8.61e-07, 9.98e-07, 8.43e-07, 1.49e-08, 9.18e-09, 2.74e-09, 5.02e-09, 2.39e-09, 4.87e-13, 2.02e-10, 2.84e-08, 1.27e-09]    []  
405800    [1.62e-06, 1.54e-06, 7.17e-07, 1.55e-06, 1.43e-06, 1.18e-06, 9.75e-07, 2.05e-06, 2.38e-06, 4.32e-07, 2.27e-06, 1.05e-05, 3.07e-06, 1.79e-05, 0.00e+00, 7.40e-09, 0.00e+00, 8.79e-09, 0.00e+00, 1.23e-07, 2.85e-06, 6.92e-07]    [1.62e-06, 1.54e-06, 7.17e-07, 1.55e-06, 1.43e-06, 1.18e-06, 9.75e-07, 2.05e-06, 2.38e-06, 4.32e-07, 2.27e-06, 1.05e-05, 3.07e-06, 1.79e-05, 0.00e+00, 7.40e-09, 0.00e+00, 8.79e-09, 0.00e+00, 1.23e-07, 2.85e-06, 6.92e-07]    []  
405900    [6.13e-07, 1.10e-06, 7.87e-07, 1.48e-06, 1.04e-06, 7.51e-07, 8.08e-07, 3.81e-09, 5.37e-11, 7.44e-10, 9.15e-07, 1.30e-06, 1.09e-06, 9.30e-09, 1.05e-08, 1.27e-09, 4.31e-09, 2.03e-09, 3.09e-11, 1.75e-11, 1.61e-08, 2.42e-10]    [6.13e-07, 1.10e-06, 7.87e-07, 1.48e-06, 1.04e-06, 7.51e-07, 8.08e-07, 3.81e-09, 5.37e-11, 7.44e-10, 9.15e-07, 1.30e-06, 1.09e-06, 9.30e-09, 1.05e-08, 1.27e-09, 4.31e-09, 2.03e-09, 3.09e-11, 1.75e-11, 1.61e-08, 2.42e-10]    []  
406000    [1.29e-06, 1.27e-06, 9.04e-07, 1.69e-06, 9.64e-07, 9.19e-07, 7.56e-07, 1.45e-06, 3.87e-10, 9.57e-07, 2.09e-06, 1.02e-05, 1.27e-05, 5.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-06, 3.14e-09]    [1.29e-06, 1.27e-06, 9.04e-07, 1.69e-06, 9.64e-07, 9.19e-07, 7.56e-07, 1.45e-06, 3.87e-10, 9.57e-07, 2.09e-06, 1.02e-05, 1.27e-05, 5.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-06, 3.14e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 48.867981 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
406000    [1.29e-06, 1.27e-06, 9.04e-07, 1.69e-06, 9.64e-07, 9.19e-07, 7.56e-07, 1.45e-06, 3.87e-10, 9.57e-07, 2.09e-06, 1.02e-05, 1.27e-05, 5.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-06, 3.14e-09]    [1.29e-06, 1.27e-06, 9.04e-07, 1.69e-06, 9.64e-07, 9.19e-07, 7.56e-07, 1.45e-06, 3.87e-10, 9.57e-07, 2.09e-06, 1.02e-05, 1.27e-05, 5.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-06, 3.14e-09]    []  
406100    [8.31e-07, 1.15e-06, 7.37e-07, 1.43e-06, 1.04e-06, 7.90e-07, 7.65e-07, 1.37e-08, 2.24e-10, 1.37e-08, 1.17e-06, 1.68e-06, 1.50e-06, 1.27e-06, 8.29e-08, 5.18e-09, 1.31e-08, 1.63e-08, 2.46e-14, 0.00e+00, 1.85e-08, 3.29e-10]    [8.31e-07, 1.15e-06, 7.37e-07, 1.43e-06, 1.04e-06, 7.90e-07, 7.65e-07, 1.37e-08, 2.24e-10, 1.37e-08, 1.17e-06, 1.68e-06, 1.50e-06, 1.27e-06, 8.29e-08, 5.18e-09, 1.31e-08, 1.63e-08, 2.46e-14, 0.00e+00, 1.85e-08, 3.29e-10]    []  
406200    [5.31e-07, 9.20e-07, 7.99e-07, 1.51e-06, 9.15e-07, 6.85e-07, 7.22e-07, 1.52e-07, 7.46e-10, 4.73e-08, 9.01e-07, 1.53e-06, 1.59e-06, 2.58e-06, 1.33e-11, 0.00e+00, 1.24e-09, 0.00e+00, 0.00e+00, 2.43e-11, 4.28e-07, 2.63e-10]    [5.31e-07, 9.20e-07, 7.99e-07, 1.51e-06, 9.15e-07, 6.85e-07, 7.22e-07, 1.52e-07, 7.46e-10, 4.73e-08, 9.01e-07, 1.53e-06, 1.59e-06, 2.58e-06, 1.33e-11, 0.00e+00, 1.24e-09, 0.00e+00, 0.00e+00, 2.43e-11, 4.28e-07, 2.63e-10]    []  
406300    [1.36e-06, 1.38e-06, 8.34e-07, 1.45e-06, 1.23e-06, 9.26e-07, 8.18e-07, 4.27e-07, 7.55e-09, 1.08e-07, 3.52e-06, 8.73e-06, 3.15e-06, 1.28e-05, 3.07e-07, 5.39e-08, 1.12e-08, 2.02e-08, 3.96e-09, 7.99e-10, 2.25e-08, 5.44e-09]    [1.36e-06, 1.38e-06, 8.34e-07, 1.45e-06, 1.23e-06, 9.26e-07, 8.18e-07, 4.27e-07, 7.55e-09, 1.08e-07, 3.52e-06, 8.73e-06, 3.15e-06, 1.28e-05, 3.07e-07, 5.39e-08, 1.12e-08, 2.02e-08, 3.96e-09, 7.99e-10, 2.25e-08, 5.44e-09]    []  
406400    [5.84e-07, 1.00e-06, 8.00e-07, 1.50e-06, 9.65e-07, 7.12e-07, 7.15e-07, 2.64e-08, 4.09e-11, 3.30e-10, 8.94e-07, 1.21e-06, 1.01e-06, 1.28e-08, 8.77e-09, 2.13e-09, 5.83e-09, 2.02e-09, 4.10e-10, 3.27e-12, 1.26e-08, 1.14e-10]    [5.84e-07, 1.00e-06, 8.00e-07, 1.50e-06, 9.65e-07, 7.12e-07, 7.15e-07, 2.64e-08, 4.09e-11, 3.30e-10, 8.94e-07, 1.21e-06, 1.01e-06, 1.28e-08, 8.77e-09, 2.13e-09, 5.83e-09, 2.02e-09, 4.10e-10, 3.27e-12, 1.26e-08, 1.14e-10]    []  
406500    [2.36e-05, 9.31e-06, 4.72e-06, 4.61e-06, 3.30e-06, 4.36e-06, 1.65e-06, 4.74e-06, 5.77e-08, 3.44e-05, 7.14e-05, 1.38e-04, 1.72e-04, 1.08e-03, 2.21e-05, 7.42e-06, 7.10e-06, 8.18e-06, 0.00e+00, 1.31e-08, 1.90e-06, 7.95e-08]    [2.36e-05, 9.31e-06, 4.72e-06, 4.61e-06, 3.30e-06, 4.36e-06, 1.65e-06, 4.74e-06, 5.77e-08, 3.44e-05, 7.14e-05, 1.38e-04, 1.72e-04, 1.08e-03, 2.21e-05, 7.42e-06, 7.10e-06, 8.18e-06, 0.00e+00, 1.31e-08, 1.90e-06, 7.95e-08]    []  
406600    [7.13e-07, 1.10e-06, 7.66e-07, 1.46e-06, 9.85e-07, 7.58e-07, 7.11e-07, 1.64e-07, 4.06e-10, 5.51e-10, 1.07e-06, 1.41e-06, 1.18e-06, 2.13e-08, 1.51e-08, 2.20e-09, 5.85e-09, 3.87e-09, 2.60e-08, 8.33e-11, 1.61e-07, 5.11e-10]    [7.13e-07, 1.10e-06, 7.66e-07, 1.46e-06, 9.85e-07, 7.58e-07, 7.11e-07, 1.64e-07, 4.06e-10, 5.51e-10, 1.07e-06, 1.41e-06, 1.18e-06, 2.13e-08, 1.51e-08, 2.20e-09, 5.85e-09, 3.87e-09, 2.60e-08, 8.33e-11, 1.61e-07, 5.11e-10]    []  
406700    [1.44e-05, 5.17e-06, 1.94e-06, 4.04e-06, 1.60e-06, 3.11e-06, 9.72e-07, 6.03e-05, 9.05e-06, 1.08e-05, 3.68e-05, 1.34e-04, 2.62e-04, 7.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-04, 1.26e-05]    [1.44e-05, 5.17e-06, 1.94e-06, 4.04e-06, 1.60e-06, 3.11e-06, 9.72e-07, 6.03e-05, 9.05e-06, 1.08e-05, 3.68e-05, 1.34e-04, 2.62e-04, 7.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-04, 1.26e-05]    []  
406800    [7.73e-07, 1.14e-06, 7.25e-07, 1.44e-06, 9.74e-07, 8.02e-07, 7.12e-07, 5.70e-09, 3.59e-08, 1.66e-08, 1.11e-06, 1.60e-06, 1.32e-06, 4.33e-07, 2.18e-09, 0.00e+00, 6.93e-10, 1.22e-09, 1.02e-10, 4.04e-09, 9.56e-09, 2.64e-08]    [7.73e-07, 1.14e-06, 7.25e-07, 1.44e-06, 9.74e-07, 8.02e-07, 7.12e-07, 5.70e-09, 3.59e-08, 1.66e-08, 1.11e-06, 1.60e-06, 1.32e-06, 4.33e-07, 2.18e-09, 0.00e+00, 6.93e-10, 1.22e-09, 1.02e-10, 4.04e-09, 9.56e-09, 2.64e-08]    []  
406900    [1.37e-06, 1.21e-06, 9.05e-07, 1.73e-06, 8.57e-07, 8.58e-07, 6.76e-07, 5.28e-06, 9.99e-09, 7.41e-07, 4.38e-06, 1.04e-05, 2.76e-05, 5.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.66e-06, 2.79e-08]    [1.37e-06, 1.21e-06, 9.05e-07, 1.73e-06, 8.57e-07, 8.58e-07, 6.76e-07, 5.28e-06, 9.99e-09, 7.41e-07, 4.38e-06, 1.04e-05, 2.76e-05, 5.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.66e-06, 2.79e-08]    []  
407000    [9.47e-07, 1.18e-06, 7.66e-07, 1.35e-06, 1.18e-06, 8.64e-07, 7.48e-07, 2.16e-08, 2.05e-09, 8.89e-08, 1.34e-06, 1.95e-06, 1.67e-06, 1.34e-07, 1.04e-08, 2.30e-10, 5.14e-10, 5.63e-09, 0.00e+00, 0.00e+00, 7.44e-08, 7.70e-09]    [9.47e-07, 1.18e-06, 7.66e-07, 1.35e-06, 1.18e-06, 8.64e-07, 7.48e-07, 2.16e-08, 2.05e-09, 8.89e-08, 1.34e-06, 1.95e-06, 1.67e-06, 1.34e-07, 1.04e-08, 2.30e-10, 5.14e-10, 5.63e-09, 0.00e+00, 0.00e+00, 7.44e-08, 7.70e-09]    []  
407100    [5.51e-07, 9.32e-07, 8.03e-07, 1.49e-06, 9.39e-07, 6.97e-07, 6.97e-07, 4.20e-08, 5.74e-10, 4.88e-11, 8.78e-07, 1.15e-06, 9.73e-07, 8.56e-09, 1.07e-08, 3.57e-09, 6.77e-09, 3.33e-09, 5.79e-11, 0.00e+00, 1.30e-08, 6.54e-10]    [5.51e-07, 9.32e-07, 8.03e-07, 1.49e-06, 9.39e-07, 6.97e-07, 6.97e-07, 4.20e-08, 5.74e-10, 4.88e-11, 8.78e-07, 1.15e-06, 9.73e-07, 8.56e-09, 1.07e-08, 3.57e-09, 6.77e-09, 3.33e-09, 5.79e-11, 0.00e+00, 1.30e-08, 6.54e-10]    []  
407200    [2.82e-06, 1.72e-06, 7.09e-07, 2.07e-06, 1.01e-06, 1.56e-06, 9.71e-07, 1.00e-07, 5.84e-06, 5.55e-08, 2.61e-05, 5.94e-05, 6.45e-05, 3.06e-05, 1.16e-06, 1.22e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.25e-06, 3.23e-06]    [2.82e-06, 1.72e-06, 7.09e-07, 2.07e-06, 1.01e-06, 1.56e-06, 9.71e-07, 1.00e-07, 5.84e-06, 5.55e-08, 2.61e-05, 5.94e-05, 6.45e-05, 3.06e-05, 1.16e-06, 1.22e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.25e-06, 3.23e-06]    []  
407300    [6.68e-07, 1.11e-06, 7.26e-07, 1.44e-06, 1.01e-06, 7.80e-07, 8.08e-07, 2.43e-08, 1.29e-09, 2.24e-09, 9.85e-07, 1.53e-06, 1.29e-06, 1.55e-08, 9.62e-09, 5.90e-10, 3.79e-09, 1.24e-09, 4.51e-09, 1.92e-11, 3.28e-08, 2.54e-10]    [6.68e-07, 1.11e-06, 7.26e-07, 1.44e-06, 1.01e-06, 7.80e-07, 8.08e-07, 2.43e-08, 1.29e-09, 2.24e-09, 9.85e-07, 1.53e-06, 1.29e-06, 1.55e-08, 9.62e-09, 5.90e-10, 3.79e-09, 1.24e-09, 4.51e-09, 1.92e-11, 3.28e-08, 2.54e-10]    []  
407400    [4.81e-07, 9.06e-07, 7.86e-07, 1.54e-06, 9.04e-07, 6.95e-07, 7.67e-07, 4.73e-08, 3.16e-11, 1.54e-08, 8.09e-07, 1.23e-06, 1.10e-06, 7.21e-07, 7.84e-10, 5.42e-12, 2.61e-09, 4.48e-13, 0.00e+00, 1.72e-13, 9.93e-08, 1.26e-09]    [4.81e-07, 9.06e-07, 7.86e-07, 1.54e-06, 9.04e-07, 6.95e-07, 7.67e-07, 4.73e-08, 3.16e-11, 1.54e-08, 8.09e-07, 1.23e-06, 1.10e-06, 7.21e-07, 7.84e-10, 5.42e-12, 2.61e-09, 4.48e-13, 0.00e+00, 1.72e-13, 9.93e-08, 1.26e-09]    []  
407500    [1.02e-06, 1.27e-06, 6.82e-07, 1.43e-06, 1.05e-06, 8.75e-07, 7.85e-07, 9.34e-09, 3.21e-09, 9.37e-08, 1.83e-06, 2.33e-06, 2.64e-06, 4.07e-06, 1.17e-07, 2.15e-09, 1.20e-08, 3.22e-08, 5.41e-09, 4.46e-10, 3.59e-08, 2.94e-09]    [1.02e-06, 1.27e-06, 6.82e-07, 1.43e-06, 1.05e-06, 8.75e-07, 7.85e-07, 9.34e-09, 3.21e-09, 9.37e-08, 1.83e-06, 2.33e-06, 2.64e-06, 4.07e-06, 1.17e-07, 2.15e-09, 1.20e-08, 3.22e-08, 5.41e-09, 4.46e-10, 3.59e-08, 2.94e-09]    []  
407600    [5.57e-07, 9.53e-07, 7.75e-07, 1.53e-06, 9.07e-07, 6.99e-07, 7.29e-07, 5.72e-08, 3.72e-11, 1.17e-09, 8.98e-07, 1.17e-06, 9.79e-07, 8.44e-09, 7.62e-09, 2.44e-09, 6.90e-09, 3.06e-09, 7.85e-09, 0.00e+00, 5.19e-08, 3.44e-10]    [5.57e-07, 9.53e-07, 7.75e-07, 1.53e-06, 9.07e-07, 6.99e-07, 7.29e-07, 5.72e-08, 3.72e-11, 1.17e-09, 8.98e-07, 1.17e-06, 9.79e-07, 8.44e-09, 7.62e-09, 2.44e-09, 6.90e-09, 3.06e-09, 7.85e-09, 0.00e+00, 5.19e-08, 3.44e-10]    []  
407700    [2.84e-06, 2.21e-06, 8.39e-07, 1.42e-06, 1.24e-06, 1.33e-06, 9.81e-07, 2.31e-05, 1.06e-09, 7.30e-06, 1.13e-05, 1.94e-05, 3.55e-05, 9.59e-05, 1.85e-06, 5.78e-07, 2.55e-07, 1.43e-07, 3.33e-06, 6.76e-10, 1.91e-05, 4.53e-09]    [2.84e-06, 2.21e-06, 8.39e-07, 1.42e-06, 1.24e-06, 1.33e-06, 9.81e-07, 2.31e-05, 1.06e-09, 7.30e-06, 1.13e-05, 1.94e-05, 3.55e-05, 9.59e-05, 1.85e-06, 5.78e-07, 2.55e-07, 1.43e-07, 3.33e-06, 6.76e-10, 1.91e-05, 4.53e-09]    []  
407800    [6.42e-07, 1.03e-06, 7.54e-07, 1.49e-06, 9.21e-07, 7.33e-07, 7.12e-07, 3.48e-08, 9.27e-11, 3.81e-09, 9.69e-07, 1.31e-06, 1.07e-06, 2.78e-08, 6.05e-09, 1.59e-09, 5.07e-09, 1.95e-09, 4.81e-09, 0.00e+00, 3.48e-08, 7.68e-10]    [6.42e-07, 1.03e-06, 7.54e-07, 1.49e-06, 9.21e-07, 7.33e-07, 7.12e-07, 3.48e-08, 9.27e-11, 3.81e-09, 9.69e-07, 1.31e-06, 1.07e-06, 2.78e-08, 6.05e-09, 1.59e-09, 5.07e-09, 1.95e-09, 4.81e-09, 0.00e+00, 3.48e-08, 7.68e-10]    []  
407900    [4.44e-05, 1.31e-05, 2.97e-06, 1.15e-05, 4.68e-06, 7.93e-06, 1.57e-06, 1.79e-05, 9.29e-07, 3.47e-05, 6.81e-05, 4.84e-04, 8.08e-04, 2.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.44e-07, 0.00e+00, 2.73e-06, 1.25e-06]    [4.44e-05, 1.31e-05, 2.97e-06, 1.15e-05, 4.68e-06, 7.93e-06, 1.57e-06, 1.79e-05, 9.29e-07, 3.47e-05, 6.81e-05, 4.84e-04, 8.08e-04, 2.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.44e-07, 0.00e+00, 2.73e-06, 1.25e-06]    []  
408000    [7.15e-07, 1.06e-06, 7.31e-07, 1.44e-06, 9.43e-07, 7.59e-07, 7.09e-07, 2.13e-08, 2.30e-09, 5.98e-13, 1.07e-06, 1.42e-06, 1.23e-06, 1.29e-07, 1.59e-08, 4.41e-09, 7.14e-09, 5.60e-09, 1.30e-09, 2.02e-10, 1.75e-08, 1.31e-09]    [7.15e-07, 1.06e-06, 7.31e-07, 1.44e-06, 9.43e-07, 7.59e-07, 7.09e-07, 2.13e-08, 2.30e-09, 5.98e-13, 1.07e-06, 1.42e-06, 1.23e-06, 1.29e-07, 1.59e-08, 4.41e-09, 7.14e-09, 5.60e-09, 1.30e-09, 2.02e-10, 1.75e-08, 1.31e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 43.655020 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
408000    [7.15e-07, 1.06e-06, 7.31e-07, 1.44e-06, 9.43e-07, 7.59e-07, 7.09e-07, 2.13e-08, 2.30e-09, 5.98e-13, 1.07e-06, 1.42e-06, 1.23e-06, 1.29e-07, 1.59e-08, 4.41e-09, 7.14e-09, 5.60e-09, 1.30e-09, 2.02e-10, 1.75e-08, 1.31e-09]    [7.15e-07, 1.06e-06, 7.31e-07, 1.44e-06, 9.43e-07, 7.59e-07, 7.09e-07, 2.13e-08, 2.30e-09, 5.98e-13, 1.07e-06, 1.42e-06, 1.23e-06, 1.29e-07, 1.59e-08, 4.41e-09, 7.14e-09, 5.60e-09, 1.30e-09, 2.02e-10, 1.75e-08, 1.31e-09]    []  
408100    [2.72e-06, 2.50e-06, 1.14e-06, 3.70e-06, 1.16e-06, 1.97e-06, 9.29e-07, 3.83e-05, 9.71e-05, 4.23e-06, 1.72e-05, 2.03e-05, 3.21e-05, 1.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.81e-06, 0.00e+00, 2.75e-05, 1.33e-04]    [2.72e-06, 2.50e-06, 1.14e-06, 3.70e-06, 1.16e-06, 1.97e-06, 9.29e-07, 3.83e-05, 9.71e-05, 4.23e-06, 1.72e-05, 2.03e-05, 3.21e-05, 1.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.81e-06, 0.00e+00, 2.75e-05, 1.33e-04]    []  
408200    [6.24e-07, 9.75e-07, 7.36e-07, 1.46e-06, 8.88e-07, 7.25e-07, 6.92e-07, 2.43e-08, 2.32e-09, 9.30e-09, 9.45e-07, 1.31e-06, 1.11e-06, 1.97e-07, 1.53e-09, 3.67e-11, 2.81e-09, 3.68e-10, 1.32e-10, 0.00e+00, 7.99e-08, 3.11e-09]    [6.24e-07, 9.75e-07, 7.36e-07, 1.46e-06, 8.88e-07, 7.25e-07, 6.92e-07, 2.43e-08, 2.32e-09, 9.30e-09, 9.45e-07, 1.31e-06, 1.11e-06, 1.97e-07, 1.53e-09, 3.67e-11, 2.81e-09, 3.68e-10, 1.32e-10, 0.00e+00, 7.99e-08, 3.11e-09]    []  
408300    [1.06e-06, 1.23e-06, 7.09e-07, 1.48e-06, 9.11e-07, 8.94e-07, 6.89e-07, 4.68e-08, 7.02e-09, 1.81e-08, 1.46e-06, 3.03e-06, 3.21e-06, 2.97e-07, 0.00e+00, 4.83e-09, 0.00e+00, 4.23e-09, 5.01e-12, 1.02e-09, 2.03e-08, 6.92e-09]    [1.06e-06, 1.23e-06, 7.09e-07, 1.48e-06, 9.11e-07, 8.94e-07, 6.89e-07, 4.68e-08, 7.02e-09, 1.81e-08, 1.46e-06, 3.03e-06, 3.21e-06, 2.97e-07, 0.00e+00, 4.83e-09, 0.00e+00, 4.23e-09, 5.01e-12, 1.02e-09, 2.03e-08, 6.92e-09]    []  
408400    [2.49e-06, 1.48e-06, 1.05e-06, 2.16e-06, 8.45e-07, 9.72e-07, 6.92e-07, 1.28e-05, 1.04e-06, 1.28e-06, 1.39e-05, 2.73e-05, 9.50e-05, 1.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.84e-05, 1.51e-06]    [2.49e-06, 1.48e-06, 1.05e-06, 2.16e-06, 8.45e-07, 9.72e-07, 6.92e-07, 1.28e-05, 1.04e-06, 1.28e-06, 1.39e-05, 2.73e-05, 9.50e-05, 1.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.84e-05, 1.51e-06]    []  
408500    [8.58e-07, 1.12e-06, 8.08e-07, 1.46e-06, 1.15e-06, 8.48e-07, 7.55e-07, 2.05e-08, 7.65e-08, 6.59e-08, 1.23e-06, 1.55e-06, 1.33e-06, 6.06e-08, 3.39e-10, 2.86e-09, 1.30e-09, 2.72e-09, 0.00e+00, 0.00e+00, 1.02e-07, 4.07e-07]    [8.58e-07, 1.12e-06, 8.08e-07, 1.46e-06, 1.15e-06, 8.48e-07, 7.55e-07, 2.05e-08, 7.65e-08, 6.59e-08, 1.23e-06, 1.55e-06, 1.33e-06, 6.06e-08, 3.39e-10, 2.86e-09, 1.30e-09, 2.72e-09, 0.00e+00, 0.00e+00, 1.02e-07, 4.07e-07]    []  
408600    [6.14e-07, 9.24e-07, 8.30e-07, 1.56e-06, 9.30e-07, 6.96e-07, 7.13e-07, 2.57e-08, 1.96e-11, 5.45e-08, 9.99e-07, 1.33e-06, 1.48e-06, 2.92e-06, 6.95e-08, 2.99e-08, 3.35e-08, 2.93e-08, 7.63e-09, 6.15e-12, 4.99e-08, 1.32e-10]    [6.14e-07, 9.24e-07, 8.30e-07, 1.56e-06, 9.30e-07, 6.96e-07, 7.13e-07, 2.57e-08, 1.96e-11, 5.45e-08, 9.99e-07, 1.33e-06, 1.48e-06, 2.92e-06, 6.95e-08, 2.99e-08, 3.35e-08, 2.93e-08, 7.63e-09, 6.15e-12, 4.99e-08, 1.32e-10]    []  
408700    [8.76e-07, 1.24e-06, 6.84e-07, 1.40e-06, 1.00e-06, 8.55e-07, 7.10e-07, 1.05e-08, 1.06e-10, 5.63e-08, 1.24e-06, 1.88e-06, 1.36e-06, 9.03e-07, 1.37e-10, 8.12e-10, 2.05e-13, 4.25e-09, 1.02e-11, 1.54e-11, 1.89e-08, 1.12e-10]    [8.76e-07, 1.24e-06, 6.84e-07, 1.40e-06, 1.00e-06, 8.55e-07, 7.10e-07, 1.05e-08, 1.06e-10, 5.63e-08, 1.24e-06, 1.88e-06, 1.36e-06, 9.03e-07, 1.37e-10, 8.12e-10, 2.05e-13, 4.25e-09, 1.02e-11, 1.54e-11, 1.89e-08, 1.12e-10]    []  
408800    [6.27e-07, 9.07e-07, 7.68e-07, 1.48e-06, 9.11e-07, 6.83e-07, 6.96e-07, 2.35e-08, 1.67e-12, 6.09e-08, 1.05e-06, 1.46e-06, 1.98e-06, 3.69e-06, 8.38e-08, 3.57e-08, 4.11e-08, 3.85e-08, 1.49e-08, 1.09e-11, 9.18e-08, 9.71e-11]    [6.27e-07, 9.07e-07, 7.68e-07, 1.48e-06, 9.11e-07, 6.83e-07, 6.96e-07, 2.35e-08, 1.67e-12, 6.09e-08, 1.05e-06, 1.46e-06, 1.98e-06, 3.69e-06, 8.38e-08, 3.57e-08, 4.11e-08, 3.85e-08, 1.49e-08, 1.09e-11, 9.18e-08, 9.71e-11]    []  
408900    [9.56e-07, 1.21e-06, 7.04e-07, 1.38e-06, 1.02e-06, 8.42e-07, 6.99e-07, 2.33e-07, 1.06e-09, 2.00e-08, 1.36e-06, 2.02e-06, 1.50e-06, 1.69e-06, 3.60e-08, 1.26e-08, 8.34e-09, 1.47e-08, 1.74e-08, 0.00e+00, 1.06e-07, 9.33e-10]    [9.56e-07, 1.21e-06, 7.04e-07, 1.38e-06, 1.02e-06, 8.42e-07, 6.99e-07, 2.33e-07, 1.06e-09, 2.00e-08, 1.36e-06, 2.02e-06, 1.50e-06, 1.69e-06, 3.60e-08, 1.26e-08, 8.34e-09, 1.47e-08, 1.74e-08, 0.00e+00, 1.06e-07, 9.33e-10]    []  
409000    [6.55e-07, 9.88e-07, 7.87e-07, 1.53e-06, 8.34e-07, 7.25e-07, 6.55e-07, 3.71e-07, 1.24e-07, 1.60e-07, 1.40e-06, 2.91e-06, 6.53e-06, 1.11e-05, 0.00e+00, 0.00e+00, 8.48e-10, 0.00e+00, 0.00e+00, 0.00e+00, 9.12e-07, 1.56e-07]    [6.55e-07, 9.88e-07, 7.87e-07, 1.53e-06, 8.34e-07, 7.25e-07, 6.55e-07, 3.71e-07, 1.24e-07, 1.60e-07, 1.40e-06, 2.91e-06, 6.53e-06, 1.11e-05, 0.00e+00, 0.00e+00, 8.48e-10, 0.00e+00, 0.00e+00, 0.00e+00, 9.12e-07, 1.56e-07]    []  
409100    [7.85e-07, 1.08e-06, 6.72e-07, 1.35e-06, 9.61e-07, 7.81e-07, 7.24e-07, 1.57e-09, 4.61e-08, 2.13e-08, 1.12e-06, 1.69e-06, 1.38e-06, 1.12e-06, 7.73e-08, 2.82e-09, 1.59e-08, 1.80e-08, 3.88e-10, 7.56e-08, 9.97e-09, 4.18e-07]    [7.85e-07, 1.08e-06, 6.72e-07, 1.35e-06, 9.61e-07, 7.81e-07, 7.24e-07, 1.57e-09, 4.61e-08, 2.13e-08, 1.12e-06, 1.69e-06, 1.38e-06, 1.12e-06, 7.73e-08, 2.82e-09, 1.59e-08, 1.80e-08, 3.88e-10, 7.56e-08, 9.97e-09, 4.18e-07]    []  
409200    [1.66e-05, 6.24e-06, 3.59e-06, 3.61e-06, 3.35e-06, 3.34e-06, 1.61e-06, 3.15e-05, 3.15e-08, 2.44e-05, 6.00e-05, 1.27e-04, 2.62e-04, 9.33e-04, 2.00e-05, 9.05e-06, 4.09e-06, 3.36e-06, 6.48e-06, 9.60e-09, 3.55e-05, 5.96e-08]    [1.66e-05, 6.24e-06, 3.59e-06, 3.61e-06, 3.35e-06, 3.34e-06, 1.61e-06, 3.15e-05, 3.15e-08, 2.44e-05, 6.00e-05, 1.27e-04, 2.62e-04, 9.33e-04, 2.00e-05, 9.05e-06, 4.09e-06, 3.36e-06, 6.48e-06, 9.60e-09, 3.55e-05, 5.96e-08]    []  
409300    [6.21e-07, 9.90e-07, 6.99e-07, 1.41e-06, 8.70e-07, 7.26e-07, 6.81e-07, 2.21e-09, 1.40e-10, 7.57e-09, 9.48e-07, 1.35e-06, 1.22e-06, 4.02e-07, 6.03e-10, 1.48e-13, 2.45e-09, 2.04e-11, 7.15e-10, 0.00e+00, 1.33e-08, 5.34e-10]    [6.21e-07, 9.90e-07, 6.99e-07, 1.41e-06, 8.70e-07, 7.26e-07, 6.81e-07, 2.21e-09, 1.40e-10, 7.57e-09, 9.48e-07, 1.35e-06, 1.22e-06, 4.02e-07, 6.03e-10, 1.48e-13, 2.45e-09, 2.04e-11, 7.15e-10, 0.00e+00, 1.33e-08, 5.34e-10]    []  
409400    [1.36e-06, 1.18e-06, 6.28e-07, 1.31e-06, 1.01e-06, 8.67e-07, 7.30e-07, 1.69e-06, 1.00e-09, 3.46e-07, 3.18e-06, 3.80e-06, 6.21e-06, 1.74e-05, 6.64e-08, 1.04e-07, 9.80e-08, 9.23e-08, 3.28e-07, 3.65e-10, 2.18e-06, 2.47e-09]    [1.36e-06, 1.18e-06, 6.28e-07, 1.31e-06, 1.01e-06, 8.67e-07, 7.30e-07, 1.69e-06, 1.00e-09, 3.46e-07, 3.18e-06, 3.80e-06, 6.21e-06, 1.74e-05, 6.64e-08, 1.04e-07, 9.80e-08, 9.23e-08, 3.28e-07, 3.65e-10, 2.18e-06, 2.47e-09]    []  
409500    [1.64e-05, 5.13e-06, 1.34e-06, 4.02e-06, 3.67e-06, 3.48e-06, 1.21e-06, 4.99e-06, 1.31e-07, 2.86e-05, 5.06e-05, 2.37e-04, 2.38e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.54e-08, 1.06e-05, 9.40e-08]    [1.64e-05, 5.13e-06, 1.34e-06, 4.02e-06, 3.67e-06, 3.48e-06, 1.21e-06, 4.99e-06, 1.31e-07, 2.86e-05, 5.06e-05, 2.37e-04, 2.38e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.54e-08, 1.06e-05, 9.40e-08]    []  
409600    [6.67e-07, 1.00e-06, 6.93e-07, 1.38e-06, 8.87e-07, 7.38e-07, 6.72e-07, 1.64e-08, 1.82e-09, 4.19e-10, 1.02e-06, 1.34e-06, 1.15e-06, 1.10e-07, 1.16e-08, 4.18e-09, 7.39e-09, 4.94e-09, 2.78e-09, 1.47e-10, 2.38e-08, 9.44e-10]    [6.67e-07, 1.00e-06, 6.93e-07, 1.38e-06, 8.87e-07, 7.38e-07, 6.72e-07, 1.64e-08, 1.82e-09, 4.19e-10, 1.02e-06, 1.34e-06, 1.15e-06, 1.10e-07, 1.16e-08, 4.18e-09, 7.39e-09, 4.94e-09, 2.78e-09, 1.47e-10, 2.38e-08, 9.44e-10]    []  
409700    [1.13e-06, 1.61e-06, 5.55e-07, 1.41e-06, 1.05e-06, 1.20e-06, 7.60e-07, 5.49e-08, 3.06e-07, 1.16e-06, 2.26e-06, 1.10e-05, 3.51e-06, 8.41e-06, 0.00e+00, 6.83e-09, 9.21e-10, 2.07e-09, 3.43e-08, 1.67e-09, 2.23e-07, 3.28e-06]    [1.13e-06, 1.61e-06, 5.55e-07, 1.41e-06, 1.05e-06, 1.20e-06, 7.60e-07, 5.49e-08, 3.06e-07, 1.16e-06, 2.26e-06, 1.10e-05, 3.51e-06, 8.41e-06, 0.00e+00, 6.83e-09, 9.21e-10, 2.07e-09, 3.43e-08, 1.67e-09, 2.23e-07, 3.28e-06]    []  
409800    [6.34e-07, 9.06e-07, 6.92e-07, 1.40e-06, 8.72e-07, 6.83e-07, 7.03e-07, 1.70e-07, 5.53e-10, 4.94e-08, 1.16e-06, 1.58e-06, 2.48e-06, 3.78e-06, 6.61e-08, 3.33e-08, 4.56e-08, 4.00e-08, 1.81e-08, 6.10e-11, 1.12e-07, 3.43e-10]    [6.34e-07, 9.06e-07, 6.92e-07, 1.40e-06, 8.72e-07, 6.83e-07, 7.03e-07, 1.70e-07, 5.53e-10, 4.94e-08, 1.16e-06, 1.58e-06, 2.48e-06, 3.78e-06, 6.61e-08, 3.33e-08, 4.56e-08, 4.00e-08, 1.81e-08, 6.10e-11, 1.12e-07, 3.43e-10]    []  
409900    [8.48e-07, 1.16e-06, 6.54e-07, 1.34e-06, 9.15e-07, 8.35e-07, 6.74e-07, 2.95e-07, 1.52e-10, 1.13e-07, 1.22e-06, 2.11e-06, 2.36e-06, 2.53e-06, 0.00e+00, 2.57e-11, 1.16e-10, 2.66e-09, 0.00e+00, 0.00e+00, 4.19e-07, 6.64e-10]    [8.48e-07, 1.16e-06, 6.54e-07, 1.34e-06, 9.15e-07, 8.35e-07, 6.74e-07, 2.95e-07, 1.52e-10, 1.13e-07, 1.22e-06, 2.11e-06, 2.36e-06, 2.53e-06, 0.00e+00, 2.57e-11, 1.16e-10, 2.66e-09, 0.00e+00, 0.00e+00, 4.19e-07, 6.64e-10]    []  
410000    [3.07e-05, 1.10e-05, 3.17e-06, 1.05e-05, 3.16e-06, 6.17e-06, 1.52e-06, 2.91e-05, 2.36e-08, 4.20e-05, 5.09e-05, 3.13e-04, 4.34e-04, 1.85e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.58e-06, 5.02e-09, 1.55e-05, 3.28e-08]    [3.07e-05, 1.10e-05, 3.17e-06, 1.05e-05, 3.16e-06, 6.17e-06, 1.52e-06, 2.91e-05, 2.36e-08, 4.20e-05, 5.09e-05, 3.13e-04, 4.34e-04, 1.85e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.58e-06, 5.02e-09, 1.55e-05, 3.28e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 42.496247 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
410000    [3.07e-05, 1.10e-05, 3.17e-06, 1.05e-05, 3.16e-06, 6.17e-06, 1.52e-06, 2.91e-05, 2.36e-08, 4.20e-05, 5.09e-05, 3.13e-04, 4.34e-04, 1.85e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.58e-06, 5.02e-09, 1.55e-05, 3.28e-08]    [3.07e-05, 1.10e-05, 3.17e-06, 1.05e-05, 3.16e-06, 6.17e-06, 1.52e-06, 2.91e-05, 2.36e-08, 4.20e-05, 5.09e-05, 3.13e-04, 4.34e-04, 1.85e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.58e-06, 5.02e-09, 1.55e-05, 3.28e-08]    []  
410100    [6.34e-07, 9.93e-07, 6.88e-07, 1.38e-06, 8.57e-07, 7.23e-07, 6.58e-07, 3.42e-08, 2.79e-10, 2.65e-09, 9.69e-07, 1.40e-06, 1.32e-06, 2.70e-07, 1.38e-09, 3.22e-11, 2.27e-09, 7.48e-11, 2.95e-11, 2.13e-11, 2.79e-08, 1.38e-10]    [6.34e-07, 9.93e-07, 6.88e-07, 1.38e-06, 8.57e-07, 7.23e-07, 6.58e-07, 3.42e-08, 2.79e-10, 2.65e-09, 9.69e-07, 1.40e-06, 1.32e-06, 2.70e-07, 1.38e-09, 3.22e-11, 2.27e-09, 7.48e-11, 2.95e-11, 2.13e-11, 2.79e-08, 1.38e-10]    []  
410200    [1.05e-06, 1.18e-06, 5.54e-07, 1.21e-06, 1.08e-06, 8.76e-07, 7.53e-07, 2.71e-07, 1.84e-06, 7.31e-09, 2.18e-06, 4.43e-06, 5.70e-06, 1.77e-06, 5.38e-09, 4.71e-08, 1.54e-08, 1.73e-08, 3.69e-09, 0.00e+00, 2.41e-08, 1.81e-06]    [1.05e-06, 1.18e-06, 5.54e-07, 1.21e-06, 1.08e-06, 8.76e-07, 7.53e-07, 2.71e-07, 1.84e-06, 7.31e-09, 2.18e-06, 4.43e-06, 5.70e-06, 1.77e-06, 5.38e-09, 4.71e-08, 1.54e-08, 1.73e-08, 3.69e-09, 0.00e+00, 2.41e-08, 1.81e-06]    []  
410300    [4.06e-06, 1.35e-06, 8.23e-07, 1.55e-06, 1.30e-06, 9.14e-07, 8.73e-07, 3.70e-05, 1.50e-07, 2.00e-06, 2.64e-05, 3.72e-05, 1.46e-04, 1.99e-04, 2.30e-06, 1.56e-06, 2.31e-06, 1.76e-06, 1.04e-05, 3.74e-08, 5.62e-05, 2.14e-07]    [4.06e-06, 1.35e-06, 8.23e-07, 1.55e-06, 1.30e-06, 9.14e-07, 8.73e-07, 3.70e-05, 1.50e-07, 2.00e-06, 2.64e-05, 3.72e-05, 1.46e-04, 1.99e-04, 2.30e-06, 1.56e-06, 2.31e-06, 1.76e-06, 1.04e-05, 3.74e-08, 5.62e-05, 2.14e-07]    []  
410400    [6.65e-07, 1.02e-06, 6.75e-07, 1.38e-06, 8.41e-07, 7.42e-07, 6.50e-07, 3.71e-08, 2.61e-08, 1.91e-08, 1.01e-06, 1.61e-06, 1.76e-06, 7.93e-07, 0.00e+00, 0.00e+00, 1.31e-09, 1.20e-10, 0.00e+00, 0.00e+00, 7.09e-08, 3.45e-08]    [6.65e-07, 1.02e-06, 6.75e-07, 1.38e-06, 8.41e-07, 7.42e-07, 6.50e-07, 3.71e-08, 2.61e-08, 1.91e-08, 1.01e-06, 1.61e-06, 1.76e-06, 7.93e-07, 0.00e+00, 0.00e+00, 1.31e-09, 1.20e-10, 0.00e+00, 0.00e+00, 7.09e-08, 3.45e-08]    []  
410500    [1.24e-06, 1.39e-06, 6.68e-07, 1.52e-06, 8.47e-07, 9.56e-07, 6.56e-07, 3.17e-07, 8.12e-07, 8.92e-08, 1.95e-06, 4.61e-06, 1.16e-05, 1.11e-05, 0.00e+00, 4.70e-09, 0.00e+00, 1.65e-09, 1.27e-08, 1.46e-07, 7.58e-08, 7.59e-07]    [1.24e-06, 1.39e-06, 6.68e-07, 1.52e-06, 8.47e-07, 9.56e-07, 6.56e-07, 3.17e-07, 8.12e-07, 8.92e-08, 1.95e-06, 4.61e-06, 1.16e-05, 1.11e-05, 0.00e+00, 4.70e-09, 0.00e+00, 1.65e-09, 1.27e-08, 1.46e-07, 7.58e-08, 7.59e-07]    []  
410600    [5.60e-07, 9.48e-07, 7.25e-07, 1.47e-06, 7.87e-07, 6.90e-07, 6.36e-07, 3.38e-09, 6.86e-11, 2.77e-08, 9.93e-07, 1.68e-06, 2.69e-06, 2.12e-06, 1.70e-10, 0.00e+00, 2.74e-09, 0.00e+00, 1.75e-10, 0.00e+00, 1.16e-08, 2.55e-10]    [5.60e-07, 9.48e-07, 7.25e-07, 1.47e-06, 7.87e-07, 6.90e-07, 6.36e-07, 3.38e-09, 6.86e-11, 2.77e-08, 9.93e-07, 1.68e-06, 2.69e-06, 2.12e-06, 1.70e-10, 0.00e+00, 2.74e-09, 0.00e+00, 1.75e-10, 0.00e+00, 1.16e-08, 2.55e-10]    []  
410700    [8.13e-07, 1.14e-06, 6.41e-07, 1.30e-06, 9.23e-07, 8.31e-07, 6.63e-07, 1.54e-07, 2.22e-08, 9.41e-08, 1.18e-06, 2.22e-06, 1.87e-06, 2.84e-06, 0.00e+00, 0.00e+00, 2.95e-10, 1.65e-09, 0.00e+00, 0.00e+00, 1.85e-07, 2.76e-08]    [8.13e-07, 1.14e-06, 6.41e-07, 1.30e-06, 9.23e-07, 8.31e-07, 6.63e-07, 1.54e-07, 2.22e-08, 9.41e-08, 1.18e-06, 2.22e-06, 1.87e-06, 2.84e-06, 0.00e+00, 0.00e+00, 2.95e-10, 1.65e-09, 0.00e+00, 0.00e+00, 1.85e-07, 2.76e-08]    []  
410800    [1.10e-05, 1.09e-05, 2.23e-06, 1.46e-05, 2.36e-06, 7.12e-06, 1.79e-06, 8.53e-06, 3.71e-05, 1.04e-07, 9.95e-05, 2.75e-04, 5.29e-04, 1.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.71e-05, 3.64e-05]    [1.10e-05, 1.09e-05, 2.23e-06, 1.46e-05, 2.36e-06, 7.12e-06, 1.79e-06, 8.53e-06, 3.71e-05, 1.04e-07, 9.95e-05, 2.75e-04, 5.29e-04, 1.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.71e-05, 3.64e-05]    []  
410900    [6.94e-07, 1.08e-06, 7.14e-07, 1.33e-06, 9.42e-07, 7.41e-07, 6.62e-07, 4.00e-08, 1.04e-08, 1.90e-10, 1.04e-06, 1.48e-06, 1.24e-06, 3.21e-08, 5.94e-09, 4.44e-09, 6.06e-09, 3.84e-09, 8.96e-09, 7.46e-10, 5.62e-08, 5.04e-09]    [6.94e-07, 1.08e-06, 7.14e-07, 1.33e-06, 9.42e-07, 7.41e-07, 6.62e-07, 4.00e-08, 1.04e-08, 1.90e-10, 1.04e-06, 1.48e-06, 1.24e-06, 3.21e-08, 5.94e-09, 4.44e-09, 6.06e-09, 3.84e-09, 8.96e-09, 7.46e-10, 5.62e-08, 5.04e-09]    []  
411000    [4.91e-07, 8.83e-07, 7.26e-07, 1.44e-06, 8.28e-07, 6.56e-07, 6.44e-07, 1.88e-07, 5.50e-10, 4.25e-10, 8.81e-07, 1.02e-06, 9.96e-07, 1.54e-07, 1.45e-08, 7.69e-09, 1.35e-08, 9.55e-09, 2.30e-08, 8.64e-11, 1.44e-07, 4.93e-10]    [4.91e-07, 8.83e-07, 7.26e-07, 1.44e-06, 8.28e-07, 6.56e-07, 6.44e-07, 1.88e-07, 5.50e-10, 4.25e-10, 8.81e-07, 1.02e-06, 9.96e-07, 1.54e-07, 1.45e-08, 7.69e-09, 1.35e-08, 9.55e-09, 2.30e-08, 8.64e-11, 1.44e-07, 4.93e-10]    []  
411100    [1.07e-06, 1.31e-06, 7.61e-07, 1.37e-06, 9.98e-07, 8.73e-07, 6.42e-07, 3.38e-07, 4.60e-09, 8.75e-09, 1.67e-06, 3.81e-06, 2.91e-06, 1.26e-06, 3.54e-08, 7.61e-09, 2.82e-08, 3.07e-08, 0.00e+00, 0.00e+00, 5.27e-08, 1.11e-07]    [1.07e-06, 1.31e-06, 7.61e-07, 1.37e-06, 9.98e-07, 8.73e-07, 6.42e-07, 3.38e-07, 4.60e-09, 8.75e-09, 1.67e-06, 3.81e-06, 2.91e-06, 1.26e-06, 3.54e-08, 7.61e-09, 2.82e-08, 3.07e-08, 0.00e+00, 0.00e+00, 5.27e-08, 1.11e-07]    []  
411200    [6.17e-07, 9.20e-07, 7.17e-07, 1.49e-06, 8.09e-07, 6.51e-07, 6.81e-07, 3.47e-07, 1.98e-07, 7.49e-08, 1.33e-06, 2.36e-06, 1.21e-06, 3.38e-06, 9.18e-08, 4.33e-08, 3.59e-08, 2.18e-08, 0.00e+00, 6.49e-07, 3.91e-07, 3.14e-06]    [6.17e-07, 9.20e-07, 7.17e-07, 1.49e-06, 8.09e-07, 6.51e-07, 6.81e-07, 3.47e-07, 1.98e-07, 7.49e-08, 1.33e-06, 2.36e-06, 1.21e-06, 3.38e-06, 9.18e-08, 4.33e-08, 3.59e-08, 2.18e-08, 0.00e+00, 6.49e-07, 3.91e-07, 3.14e-06]    []  
411300    [1.78e-06, 1.26e-06, 6.31e-07, 1.25e-06, 1.04e-06, 8.52e-07, 7.90e-07, 8.72e-08, 4.97e-10, 6.07e-07, 4.80e-06, 7.07e-06, 2.02e-05, 5.02e-05, 1.99e-07, 2.62e-07, 2.77e-07, 3.01e-07, 2.92e-08, 5.66e-11, 1.93e-07, 3.01e-10]    [1.78e-06, 1.26e-06, 6.31e-07, 1.25e-06, 1.04e-06, 8.52e-07, 7.90e-07, 8.72e-08, 4.97e-10, 6.07e-07, 4.80e-06, 7.07e-06, 2.02e-05, 5.02e-05, 1.99e-07, 2.62e-07, 2.77e-07, 3.01e-07, 2.92e-08, 5.66e-11, 1.93e-07, 3.01e-10]    []  
411400    [2.03e-06, 1.38e-06, 8.89e-07, 1.81e-06, 7.79e-07, 9.36e-07, 6.29e-07, 6.35e-06, 4.32e-09, 1.16e-06, 7.34e-06, 1.65e-05, 5.02e-05, 9.15e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.33e-05, 4.24e-08]    [2.03e-06, 1.38e-06, 8.89e-07, 1.81e-06, 7.79e-07, 9.36e-07, 6.29e-07, 6.35e-06, 4.32e-09, 1.16e-06, 7.34e-06, 1.65e-05, 5.02e-05, 9.15e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.33e-05, 4.24e-08]    []  
411500    [7.89e-07, 1.15e-06, 6.39e-07, 1.32e-06, 8.90e-07, 8.00e-07, 6.44e-07, 9.19e-10, 7.91e-10, 2.64e-08, 1.15e-06, 1.73e-06, 1.70e-06, 7.43e-07, 4.55e-09, 7.37e-13, 5.21e-10, 1.38e-09, 2.23e-09, 4.31e-12, 2.10e-08, 7.28e-10]    [7.89e-07, 1.15e-06, 6.39e-07, 1.32e-06, 8.90e-07, 8.00e-07, 6.44e-07, 9.19e-10, 7.91e-10, 2.64e-08, 1.15e-06, 1.73e-06, 1.70e-06, 7.43e-07, 4.55e-09, 7.37e-13, 5.21e-10, 1.38e-09, 2.23e-09, 4.31e-12, 2.10e-08, 7.28e-10]    []  
411600    [1.04e-06, 1.03e-06, 8.14e-07, 1.63e-06, 7.43e-07, 7.39e-07, 6.20e-07, 6.73e-06, 8.46e-08, 2.71e-07, 6.47e-06, 9.73e-06, 3.24e-05, 3.43e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-05, 2.09e-07]    [1.04e-06, 1.03e-06, 8.14e-07, 1.63e-06, 7.43e-07, 7.39e-07, 6.20e-07, 6.73e-06, 8.46e-08, 2.71e-07, 6.47e-06, 9.73e-06, 3.24e-05, 3.43e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-05, 2.09e-07]    []  
411700    [7.33e-07, 1.05e-06, 6.38e-07, 1.30e-06, 8.78e-07, 7.57e-07, 6.48e-07, 7.64e-08, 1.36e-08, 2.01e-10, 1.12e-06, 1.49e-06, 1.21e-06, 8.42e-08, 1.23e-08, 1.65e-10, 3.37e-09, 4.94e-09, 0.00e+00, 9.68e-10, 1.08e-07, 6.56e-09]    [7.33e-07, 1.05e-06, 6.38e-07, 1.30e-06, 8.78e-07, 7.57e-07, 6.48e-07, 7.64e-08, 1.36e-08, 2.01e-10, 1.12e-06, 1.49e-06, 1.21e-06, 8.42e-08, 1.23e-08, 1.65e-10, 3.37e-09, 4.94e-09, 0.00e+00, 9.68e-10, 1.08e-07, 6.56e-09]    []  
411800    [2.38e-06, 2.06e-06, 5.85e-07, 1.67e-06, 1.22e-06, 1.52e-06, 8.97e-07, 1.62e-05, 9.82e-06, 9.38e-07, 3.72e-06, 2.34e-05, 2.47e-05, 6.88e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.54e-06, 2.05e-05, 7.00e-06]    [2.38e-06, 2.06e-06, 5.85e-07, 1.67e-06, 1.22e-06, 1.52e-06, 8.97e-07, 1.62e-05, 9.82e-06, 9.38e-07, 3.72e-06, 2.34e-05, 2.47e-05, 6.88e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.54e-06, 2.05e-05, 7.00e-06]    []  
411900    [5.79e-07, 9.48e-07, 6.57e-07, 1.38e-06, 8.03e-07, 7.02e-07, 6.35e-07, 2.28e-07, 1.36e-09, 5.17e-10, 9.07e-07, 1.22e-06, 1.03e-06, 4.48e-08, 3.13e-09, 1.25e-09, 4.43e-09, 9.49e-10, 1.90e-10, 7.40e-12, 1.49e-08, 7.29e-10]    [5.79e-07, 9.48e-07, 6.57e-07, 1.38e-06, 8.03e-07, 7.02e-07, 6.35e-07, 2.28e-07, 1.36e-09, 5.17e-10, 9.07e-07, 1.22e-06, 1.03e-06, 4.48e-08, 3.13e-09, 1.25e-09, 4.43e-09, 9.49e-10, 1.90e-10, 7.40e-12, 1.49e-08, 7.29e-10]    []  
412000    [1.04e-06, 1.20e-06, 6.00e-07, 1.29e-06, 9.11e-07, 8.58e-07, 6.55e-07, 1.69e-10, 8.77e-07, 3.29e-09, 1.51e-06, 2.20e-06, 1.86e-06, 9.73e-08, 1.78e-15, 4.92e-09, 1.47e-09, 7.76e-09, 3.12e-10, 0.00e+00, 9.70e-09, 1.38e-06]    [1.04e-06, 1.20e-06, 6.00e-07, 1.29e-06, 9.11e-07, 8.58e-07, 6.55e-07, 1.69e-10, 8.77e-07, 3.29e-09, 1.51e-06, 2.20e-06, 1.86e-06, 9.73e-08, 1.78e-15, 4.92e-09, 1.47e-09, 7.76e-09, 3.12e-10, 0.00e+00, 9.70e-09, 1.38e-06]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 43.757950 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
412000    [1.04e-06, 1.20e-06, 6.00e-07, 1.29e-06, 9.11e-07, 8.58e-07, 6.55e-07, 1.69e-10, 8.77e-07, 3.29e-09, 1.51e-06, 2.20e-06, 1.86e-06, 9.73e-08, 1.78e-15, 4.92e-09, 1.47e-09, 7.76e-09, 3.12e-10, 0.00e+00, 9.70e-09, 1.38e-06]    [1.04e-06, 1.20e-06, 6.00e-07, 1.29e-06, 9.11e-07, 8.58e-07, 6.55e-07, 1.69e-10, 8.77e-07, 3.29e-09, 1.51e-06, 2.20e-06, 1.86e-06, 9.73e-08, 1.78e-15, 4.92e-09, 1.47e-09, 7.76e-09, 3.12e-10, 0.00e+00, 9.70e-09, 1.38e-06]    []  
412100    [9.14e-07, 1.05e-06, 7.84e-07, 1.60e-06, 7.34e-07, 7.37e-07, 6.12e-07, 1.11e-06, 5.41e-09, 2.78e-07, 3.54e-06, 7.06e-06, 2.21e-05, 2.63e-05, 0.00e+00, 0.00e+00, 1.39e-11, 0.00e+00, 0.00e+00, 0.00e+00, 2.63e-06, 2.30e-08]    [9.14e-07, 1.05e-06, 7.84e-07, 1.60e-06, 7.34e-07, 7.37e-07, 6.12e-07, 1.11e-06, 5.41e-09, 2.78e-07, 3.54e-06, 7.06e-06, 2.21e-05, 2.63e-05, 0.00e+00, 0.00e+00, 1.39e-11, 0.00e+00, 0.00e+00, 0.00e+00, 2.63e-06, 2.30e-08]    []  
412200    [7.68e-07, 1.06e-06, 6.19e-07, 1.29e-06, 8.76e-07, 7.70e-07, 6.39e-07, 8.88e-08, 2.49e-09, 5.23e-09, 1.21e-06, 1.66e-06, 1.78e-06, 9.14e-07, 5.03e-08, 7.09e-09, 1.17e-08, 1.46e-08, 4.94e-09, 0.00e+00, 3.44e-08, 7.99e-10]    [7.68e-07, 1.06e-06, 6.19e-07, 1.29e-06, 8.76e-07, 7.70e-07, 6.39e-07, 8.88e-08, 2.49e-09, 5.23e-09, 1.21e-06, 1.66e-06, 1.78e-06, 9.14e-07, 5.03e-08, 7.09e-09, 1.17e-08, 1.46e-08, 4.94e-09, 0.00e+00, 3.44e-08, 7.99e-10]    []  
412300    [1.66e-06, 2.09e-06, 7.33e-07, 2.47e-06, 8.52e-07, 1.33e-06, 6.47e-07, 3.01e-05, 3.62e-05, 2.02e-06, 1.32e-05, 1.06e-05, 8.93e-06, 5.28e-05, 0.00e+00, 0.00e+00, 1.11e-10, 0.00e+00, 4.49e-06, 0.00e+00, 2.58e-05, 2.04e-05]    [1.66e-06, 2.09e-06, 7.33e-07, 2.47e-06, 8.52e-07, 1.33e-06, 6.47e-07, 3.01e-05, 3.62e-05, 2.02e-06, 1.32e-05, 1.06e-05, 8.93e-06, 5.28e-05, 0.00e+00, 0.00e+00, 1.11e-10, 0.00e+00, 4.49e-06, 0.00e+00, 2.58e-05, 2.04e-05]    []  
412400    [6.00e-07, 9.74e-07, 6.63e-07, 1.38e-06, 7.63e-07, 7.05e-07, 6.22e-07, 3.66e-08, 7.89e-08, 5.90e-08, 1.03e-06, 1.84e-06, 2.94e-06, 3.65e-06, 2.50e-12, 0.00e+00, 1.53e-09, 0.00e+00, 0.00e+00, 9.60e-10, 1.55e-07, 4.82e-09]    [6.00e-07, 9.74e-07, 6.63e-07, 1.38e-06, 7.63e-07, 7.05e-07, 6.22e-07, 3.66e-08, 7.89e-08, 5.90e-08, 1.03e-06, 1.84e-06, 2.94e-06, 3.65e-06, 2.50e-12, 0.00e+00, 1.53e-09, 0.00e+00, 0.00e+00, 9.60e-10, 1.55e-07, 4.82e-09]    []  
412500    [7.83e-07, 1.10e-06, 5.98e-07, 1.24e-06, 8.69e-07, 8.15e-07, 6.36e-07, 6.19e-07, 1.29e-11, 1.14e-08, 1.18e-06, 1.70e-06, 1.44e-06, 2.11e-07, 7.26e-11, 2.84e-10, 8.18e-10, 2.76e-09, 0.00e+00, 0.00e+00, 1.02e-06, 1.68e-09]    [7.83e-07, 1.10e-06, 5.98e-07, 1.24e-06, 8.69e-07, 8.15e-07, 6.36e-07, 6.19e-07, 1.29e-11, 1.14e-08, 1.18e-06, 1.70e-06, 1.44e-06, 2.11e-07, 7.26e-11, 2.84e-10, 8.18e-10, 2.76e-09, 0.00e+00, 0.00e+00, 1.02e-06, 1.68e-09]    []  
412600    [2.82e-06, 2.79e-06, 9.49e-07, 3.57e-06, 8.20e-07, 1.62e-06, 7.68e-07, 6.63e-05, 2.03e-07, 1.37e-07, 2.99e-05, 3.69e-05, 6.89e-05, 6.34e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.10e-04, 7.47e-07]    [2.82e-06, 2.79e-06, 9.49e-07, 3.57e-06, 8.20e-07, 1.62e-06, 7.68e-07, 6.63e-05, 2.03e-07, 1.37e-07, 2.99e-05, 3.69e-05, 6.89e-05, 6.34e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.10e-04, 7.47e-07]    []  
412700    [5.91e-07, 9.55e-07, 6.48e-07, 1.34e-06, 7.93e-07, 6.96e-07, 6.13e-07, 5.00e-11, 1.64e-09, 2.50e-10, 9.22e-07, 1.22e-06, 1.01e-06, 5.46e-09, 5.11e-09, 2.26e-09, 5.81e-09, 2.91e-09, 7.05e-10, 1.22e-10, 1.26e-08, 7.67e-10]    [5.91e-07, 9.55e-07, 6.48e-07, 1.34e-06, 7.93e-07, 6.96e-07, 6.13e-07, 5.00e-11, 1.64e-09, 2.50e-10, 9.22e-07, 1.22e-06, 1.01e-06, 5.46e-09, 5.11e-09, 2.26e-09, 5.81e-09, 2.91e-09, 7.05e-10, 1.22e-10, 1.26e-08, 7.67e-10]    []  
412800    [1.19e-06, 1.25e-06, 1.02e-06, 1.44e-06, 9.80e-07, 9.74e-07, 8.46e-07, 1.56e-06, 1.76e-06, 3.65e-07, 2.13e-06, 7.20e-06, 1.49e-05, 2.40e-05, 0.00e+00, 3.25e-08, 1.14e-07, 2.46e-07, 1.02e-07, 0.00e+00, 6.86e-07, 8.25e-08]    [1.19e-06, 1.25e-06, 1.02e-06, 1.44e-06, 9.80e-07, 9.74e-07, 8.46e-07, 1.56e-06, 1.76e-06, 3.65e-07, 2.13e-06, 7.20e-06, 1.49e-05, 2.40e-05, 0.00e+00, 3.25e-08, 1.14e-07, 2.46e-07, 1.02e-07, 0.00e+00, 6.86e-07, 8.25e-08]    []  
412900    [5.49e-07, 1.02e-06, 7.93e-07, 1.49e-06, 8.80e-07, 7.03e-07, 6.32e-07, 6.62e-09, 2.54e-11, 2.54e-09, 8.75e-07, 9.71e-07, 7.92e-07, 3.89e-08, 4.52e-09, 1.43e-09, 3.75e-09, 1.84e-09, 5.55e-11, 0.00e+00, 1.97e-08, 4.78e-10]    [5.49e-07, 1.02e-06, 7.93e-07, 1.49e-06, 8.80e-07, 7.03e-07, 6.32e-07, 6.62e-09, 2.54e-11, 2.54e-09, 8.75e-07, 9.71e-07, 7.92e-07, 3.89e-08, 4.52e-09, 1.43e-09, 3.75e-09, 1.84e-09, 5.55e-11, 0.00e+00, 1.97e-08, 4.78e-10]    []  
413000    [1.85e-06, 1.57e-06, 7.44e-07, 1.48e-06, 1.05e-06, 9.10e-07, 7.59e-07, 3.50e-06, 2.69e-08, 4.13e-07, 2.79e-06, 6.80e-06, 5.30e-06, 2.69e-05, 3.24e-07, 1.50e-07, 3.01e-07, 1.64e-07, 5.72e-07, 0.00e+00, 3.70e-06, 4.42e-09]    [1.85e-06, 1.57e-06, 7.44e-07, 1.48e-06, 1.05e-06, 9.10e-07, 7.59e-07, 3.50e-06, 2.69e-08, 4.13e-07, 2.79e-06, 6.80e-06, 5.30e-06, 2.69e-05, 3.24e-07, 1.50e-07, 3.01e-07, 1.64e-07, 5.72e-07, 0.00e+00, 3.70e-06, 4.42e-09]    []  
413100    [5.66e-07, 1.00e-06, 6.84e-07, 1.38e-06, 8.34e-07, 6.92e-07, 6.17e-07, 3.45e-08, 1.56e-09, 2.57e-13, 8.57e-07, 1.08e-06, 8.87e-07, 5.08e-09, 9.33e-09, 2.60e-09, 4.94e-09, 2.66e-09, 2.79e-11, 0.00e+00, 2.85e-08, 7.31e-10]    [5.66e-07, 1.00e-06, 6.84e-07, 1.38e-06, 8.34e-07, 6.92e-07, 6.17e-07, 3.45e-08, 1.56e-09, 2.57e-13, 8.57e-07, 1.08e-06, 8.87e-07, 5.08e-09, 9.33e-09, 2.60e-09, 4.94e-09, 2.66e-09, 2.79e-11, 0.00e+00, 2.85e-08, 7.31e-10]    []  
413200    [3.55e-06, 1.96e-06, 8.20e-07, 1.97e-06, 1.26e-06, 1.46e-06, 8.77e-07, 4.57e-06, 1.02e-07, 1.73e-06, 5.03e-06, 2.56e-05, 1.94e-05, 9.84e-05, 0.00e+00, 1.99e-09, 0.00e+00, 1.60e-09, 0.00e+00, 0.00e+00, 7.51e-06, 7.36e-08]    [3.55e-06, 1.96e-06, 8.20e-07, 1.97e-06, 1.26e-06, 1.46e-06, 8.77e-07, 4.57e-06, 1.02e-07, 1.73e-06, 5.03e-06, 2.56e-05, 1.94e-05, 9.84e-05, 0.00e+00, 1.99e-09, 0.00e+00, 1.60e-09, 0.00e+00, 0.00e+00, 7.51e-06, 7.36e-08]    []  
413300    [6.26e-07, 1.05e-06, 6.60e-07, 1.36e-06, 8.35e-07, 7.19e-07, 6.13e-07, 4.98e-08, 2.86e-10, 8.06e-10, 9.68e-07, 1.21e-06, 9.91e-07, 6.19e-09, 9.39e-09, 2.84e-09, 6.97e-09, 3.25e-09, 1.04e-08, 0.00e+00, 6.55e-08, 2.13e-10]    [6.26e-07, 1.05e-06, 6.60e-07, 1.36e-06, 8.35e-07, 7.19e-07, 6.13e-07, 4.98e-08, 2.86e-10, 8.06e-10, 9.68e-07, 1.21e-06, 9.91e-07, 6.19e-09, 9.39e-09, 2.84e-09, 6.97e-09, 3.25e-09, 1.04e-08, 0.00e+00, 6.55e-08, 2.13e-10]    []  
413400    [1.70e-06, 1.40e-06, 7.40e-07, 1.79e-06, 7.33e-07, 9.70e-07, 6.24e-07, 1.06e-06, 1.49e-05, 2.53e-06, 4.99e-06, 1.15e-05, 2.70e-05, 8.39e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.19e-06, 2.92e-05]    [1.70e-06, 1.40e-06, 7.40e-07, 1.79e-06, 7.33e-07, 9.70e-07, 6.24e-07, 1.06e-06, 1.49e-05, 2.53e-06, 4.99e-06, 1.15e-05, 2.70e-05, 8.39e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.19e-06, 2.92e-05]    []  
413500    [9.72e-07, 1.00e-06, 5.63e-07, 1.22e-06, 9.04e-07, 7.42e-07, 7.51e-07, 7.99e-07, 8.73e-10, 2.45e-07, 1.97e-06, 3.25e-06, 7.79e-06, 1.50e-05, 1.58e-07, 5.27e-08, 1.26e-07, 1.11e-07, 1.15e-07, 1.32e-10, 7.86e-07, 6.89e-10]    [9.72e-07, 1.00e-06, 5.63e-07, 1.22e-06, 9.04e-07, 7.42e-07, 7.51e-07, 7.99e-07, 8.73e-10, 2.45e-07, 1.97e-06, 3.25e-06, 7.79e-06, 1.50e-05, 1.58e-07, 5.27e-08, 1.26e-07, 1.11e-07, 1.15e-07, 1.32e-10, 7.86e-07, 6.89e-10]    []  
413600    [8.73e-07, 1.08e-06, 5.59e-07, 1.23e-06, 8.87e-07, 7.75e-07, 6.72e-07, 1.76e-07, 1.21e-12, 3.93e-08, 1.42e-06, 1.84e-06, 2.04e-06, 3.33e-06, 4.94e-08, 1.39e-08, 2.25e-08, 3.08e-08, 2.17e-08, 7.16e-12, 1.34e-07, 1.32e-10]    [8.73e-07, 1.08e-06, 5.59e-07, 1.23e-06, 8.87e-07, 7.75e-07, 6.72e-07, 1.76e-07, 1.21e-12, 3.93e-08, 1.42e-06, 1.84e-06, 2.04e-06, 3.33e-06, 4.94e-08, 1.39e-08, 2.25e-08, 3.08e-08, 2.17e-08, 7.16e-12, 1.34e-07, 1.32e-10]    []  
413700    [1.02e-05, 5.57e-06, 9.80e-07, 4.27e-06, 3.18e-06, 4.43e-06, 1.79e-06, 9.07e-06, 1.15e-08, 7.68e-06, 1.19e-05, 2.29e-04, 1.01e-04, 5.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-09, 9.84e-06, 8.00e-09]    [1.02e-05, 5.57e-06, 9.80e-07, 4.27e-06, 3.18e-06, 4.43e-06, 1.79e-06, 9.07e-06, 1.15e-08, 7.68e-06, 1.19e-05, 2.29e-04, 1.01e-04, 5.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-09, 9.84e-06, 8.00e-09]    []  
413800    [6.47e-07, 1.03e-06, 6.32e-07, 1.28e-06, 8.61e-07, 7.15e-07, 6.35e-07, 3.24e-08, 6.45e-11, 1.34e-09, 9.97e-07, 1.36e-06, 1.16e-06, 2.98e-08, 9.43e-09, 1.88e-09, 4.97e-09, 2.67e-09, 4.14e-10, 0.00e+00, 1.48e-08, 6.25e-09]    [6.47e-07, 1.03e-06, 6.32e-07, 1.28e-06, 8.61e-07, 7.15e-07, 6.35e-07, 3.24e-08, 6.45e-11, 1.34e-09, 9.97e-07, 1.36e-06, 1.16e-06, 2.98e-08, 9.43e-09, 1.88e-09, 4.97e-09, 2.67e-09, 4.14e-10, 0.00e+00, 1.48e-08, 6.25e-09]    []  
413900    [2.55e-05, 6.12e-06, 4.90e-06, 4.78e-06, 4.43e-06, 4.23e-06, 2.94e-06, 2.56e-06, 8.41e-08, 4.24e-05, 1.21e-04, 2.20e-04, 4.32e-04, 1.79e-03, 1.79e-05, 2.48e-05, 9.70e-06, 1.12e-05, 1.28e-07, 0.00e+00, 9.46e-07, 1.68e-08]    [2.55e-05, 6.12e-06, 4.90e-06, 4.78e-06, 4.43e-06, 4.23e-06, 2.94e-06, 2.56e-06, 8.41e-08, 4.24e-05, 1.21e-04, 2.20e-04, 4.32e-04, 1.79e-03, 1.79e-05, 2.48e-05, 9.70e-06, 1.12e-05, 1.28e-07, 0.00e+00, 9.46e-07, 1.68e-08]    []  
414000    [6.48e-07, 1.03e-06, 6.20e-07, 1.31e-06, 8.15e-07, 7.19e-07, 6.14e-07, 8.18e-10, 3.46e-12, 1.50e-09, 9.92e-07, 1.30e-06, 1.06e-06, 5.49e-09, 4.47e-09, 1.45e-09, 5.16e-09, 3.55e-09, 2.11e-09, 4.13e-14, 2.04e-08, 1.14e-10]    [6.48e-07, 1.03e-06, 6.20e-07, 1.31e-06, 8.15e-07, 7.19e-07, 6.14e-07, 8.18e-10, 3.46e-12, 1.50e-09, 9.92e-07, 1.30e-06, 1.06e-06, 5.49e-09, 4.47e-09, 1.45e-09, 5.16e-09, 3.55e-09, 2.11e-09, 4.13e-14, 2.04e-08, 1.14e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 45.810253 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
414000    [6.48e-07, 1.03e-06, 6.20e-07, 1.31e-06, 8.15e-07, 7.19e-07, 6.14e-07, 8.18e-10, 3.46e-12, 1.50e-09, 9.92e-07, 1.30e-06, 1.06e-06, 5.49e-09, 4.47e-09, 1.45e-09, 5.16e-09, 3.55e-09, 2.11e-09, 4.13e-14, 2.04e-08, 1.14e-10]    [6.48e-07, 1.03e-06, 6.20e-07, 1.31e-06, 8.15e-07, 7.19e-07, 6.14e-07, 8.18e-10, 3.46e-12, 1.50e-09, 9.92e-07, 1.30e-06, 1.06e-06, 5.49e-09, 4.47e-09, 1.45e-09, 5.16e-09, 3.55e-09, 2.11e-09, 4.13e-14, 2.04e-08, 1.14e-10]    []  
414100    [4.70e-06, 2.20e-06, 8.19e-07, 1.49e-06, 1.46e-06, 1.22e-06, 8.57e-07, 1.79e-05, 3.01e-09, 3.70e-06, 7.05e-06, 2.19e-05, 4.07e-05, 9.73e-05, 2.35e-06, 1.25e-06, 3.62e-07, 2.78e-07, 3.01e-06, 4.42e-09, 1.74e-05, 2.72e-08]    [4.70e-06, 2.20e-06, 8.19e-07, 1.49e-06, 1.46e-06, 1.22e-06, 8.57e-07, 1.79e-05, 3.01e-09, 3.70e-06, 7.05e-06, 2.19e-05, 4.07e-05, 9.73e-05, 2.35e-06, 1.25e-06, 3.62e-07, 2.78e-07, 3.01e-06, 4.42e-09, 1.74e-05, 2.72e-08]    []  
414200    [5.84e-07, 9.67e-07, 6.27e-07, 1.32e-06, 7.89e-07, 6.98e-07, 6.05e-07, 6.58e-08, 9.68e-10, 2.45e-10, 9.09e-07, 1.18e-06, 9.67e-07, 5.36e-09, 4.77e-09, 2.36e-09, 5.92e-09, 2.57e-09, 1.26e-10, 7.49e-11, 1.63e-08, 4.57e-10]    [5.84e-07, 9.67e-07, 6.27e-07, 1.32e-06, 7.89e-07, 6.98e-07, 6.05e-07, 6.58e-08, 9.68e-10, 2.45e-10, 9.09e-07, 1.18e-06, 9.67e-07, 5.36e-09, 4.77e-09, 2.36e-09, 5.92e-09, 2.57e-09, 1.26e-10, 7.49e-11, 1.63e-08, 4.57e-10]    []  
414300    [1.58e-06, 1.71e-06, 6.41e-07, 1.68e-06, 8.36e-07, 1.13e-06, 6.92e-07, 1.69e-11, 2.34e-05, 1.63e-06, 4.64e-06, 1.08e-05, 8.08e-06, 5.15e-05, 0.00e+00, 5.83e-09, 0.00e+00, 1.33e-09, 8.03e-08, 3.38e-06, 5.24e-07, 1.55e-05]    [1.58e-06, 1.71e-06, 6.41e-07, 1.68e-06, 8.36e-07, 1.13e-06, 6.92e-07, 1.69e-11, 2.34e-05, 1.63e-06, 4.64e-06, 1.08e-05, 8.08e-06, 5.15e-05, 0.00e+00, 5.83e-09, 0.00e+00, 1.33e-09, 8.03e-08, 3.38e-06, 5.24e-07, 1.55e-05]    []  
414400    [5.49e-07, 9.72e-07, 5.95e-07, 1.33e-06, 7.68e-07, 6.88e-07, 6.69e-07, 4.29e-08, 1.81e-10, 7.12e-10, 8.96e-07, 1.13e-06, 9.49e-07, 4.03e-09, 6.48e-09, 2.55e-09, 7.37e-09, 3.94e-09, 6.54e-09, 1.59e-11, 4.43e-08, 2.63e-10]    [5.49e-07, 9.72e-07, 5.95e-07, 1.33e-06, 7.68e-07, 6.88e-07, 6.69e-07, 4.29e-08, 1.81e-10, 7.12e-10, 8.96e-07, 1.13e-06, 9.49e-07, 4.03e-09, 6.48e-09, 2.55e-09, 7.37e-09, 3.94e-09, 6.54e-09, 1.59e-11, 4.43e-08, 2.63e-10]    []  
414500    [1.32e-06, 1.14e-06, 5.58e-07, 1.21e-06, 9.62e-07, 7.98e-07, 7.37e-07, 6.37e-08, 1.93e-10, 4.83e-07, 2.84e-06, 3.92e-06, 6.76e-06, 1.83e-05, 6.23e-08, 1.87e-07, 1.06e-07, 1.04e-07, 5.28e-12, 2.98e-11, 1.53e-08, 2.24e-10]    [1.32e-06, 1.14e-06, 5.58e-07, 1.21e-06, 9.62e-07, 7.98e-07, 7.37e-07, 6.37e-08, 1.93e-10, 4.83e-07, 2.84e-06, 3.92e-06, 6.76e-06, 1.83e-05, 6.23e-08, 1.87e-07, 1.06e-07, 1.04e-07, 5.28e-12, 2.98e-11, 1.53e-08, 2.24e-10]    []  
414600    [4.83e-05, 1.06e-05, 5.08e-06, 7.89e-06, 5.91e-06, 6.79e-06, 4.56e-06, 2.49e-05, 1.31e-08, 8.38e-05, 1.61e-04, 4.81e-04, 8.64e-04, 3.73e-03, 5.43e-05, 4.13e-05, 2.06e-05, 9.98e-06, 6.66e-06, 1.50e-08, 3.67e-05, 9.16e-08]    [4.83e-05, 1.06e-05, 5.08e-06, 7.89e-06, 5.91e-06, 6.79e-06, 4.56e-06, 2.49e-05, 1.31e-08, 8.38e-05, 1.61e-04, 4.81e-04, 8.64e-04, 3.73e-03, 5.43e-05, 4.13e-05, 2.06e-05, 9.98e-06, 6.66e-06, 1.50e-08, 3.67e-05, 9.16e-08]    []  
414700    [6.89e-07, 1.04e-06, 5.94e-07, 1.27e-06, 8.09e-07, 7.38e-07, 6.20e-07, 5.46e-08, 1.06e-10, 1.10e-09, 1.04e-06, 1.38e-06, 1.14e-06, 6.70e-08, 1.18e-08, 3.87e-09, 6.20e-09, 4.61e-09, 2.12e-08, 7.12e-13, 1.28e-07, 1.31e-10]    [6.89e-07, 1.04e-06, 5.94e-07, 1.27e-06, 8.09e-07, 7.38e-07, 6.20e-07, 5.46e-08, 1.06e-10, 1.10e-09, 1.04e-06, 1.38e-06, 1.14e-06, 6.70e-08, 1.18e-08, 3.87e-09, 6.20e-09, 4.61e-09, 2.12e-08, 7.12e-13, 1.28e-07, 1.31e-10]    []  
414800    [5.34e-06, 3.62e-06, 1.73e-06, 2.28e-06, 1.36e-06, 1.69e-06, 1.21e-06, 4.46e-05, 7.93e-10, 1.44e-06, 1.48e-05, 6.65e-05, 1.45e-04, 3.38e-04, 6.14e-06, 3.78e-06, 4.26e-06, 3.84e-06, 1.16e-05, 1.44e-09, 6.06e-05, 9.41e-09]    [5.34e-06, 3.62e-06, 1.73e-06, 2.28e-06, 1.36e-06, 1.69e-06, 1.21e-06, 4.46e-05, 7.93e-10, 1.44e-06, 1.48e-05, 6.65e-05, 1.45e-04, 3.38e-04, 6.14e-06, 3.78e-06, 4.26e-06, 3.84e-06, 1.16e-05, 1.44e-09, 6.06e-05, 9.41e-09]    []  
414900    [6.07e-07, 9.91e-07, 6.22e-07, 1.31e-06, 7.80e-07, 7.04e-07, 6.00e-07, 3.04e-10, 5.24e-10, 8.18e-09, 9.33e-07, 1.27e-06, 1.09e-06, 1.44e-07, 1.68e-09, 3.86e-10, 3.25e-09, 6.01e-10, 1.66e-12, 0.00e+00, 1.27e-07, 8.98e-10]    [6.07e-07, 9.91e-07, 6.22e-07, 1.31e-06, 7.80e-07, 7.04e-07, 6.00e-07, 3.04e-10, 5.24e-10, 8.18e-09, 9.33e-07, 1.27e-06, 1.09e-06, 1.44e-07, 1.68e-09, 3.86e-10, 3.25e-09, 6.01e-10, 1.66e-12, 0.00e+00, 1.27e-07, 8.98e-10]    []  
415000    [1.42e-06, 1.35e-06, 6.46e-07, 1.28e-06, 9.05e-07, 9.21e-07, 6.92e-07, 4.53e-06, 2.54e-08, 2.46e-07, 2.30e-06, 3.65e-06, 3.23e-06, 7.92e-06, 1.14e-09, 2.21e-07, 7.10e-08, 4.76e-08, 3.59e-07, 3.19e-09, 2.37e-06, 2.06e-08]    [1.42e-06, 1.35e-06, 6.46e-07, 1.28e-06, 9.05e-07, 9.21e-07, 6.92e-07, 4.53e-06, 2.54e-08, 2.46e-07, 2.30e-06, 3.65e-06, 3.23e-06, 7.92e-06, 1.14e-09, 2.21e-07, 7.10e-08, 4.76e-08, 3.59e-07, 3.19e-09, 2.37e-06, 2.06e-08]    []  
415100    [8.19e-07, 9.26e-07, 6.12e-07, 1.27e-06, 8.45e-07, 6.93e-07, 6.30e-07, 8.14e-07, 6.75e-09, 1.52e-07, 2.55e-06, 3.61e-06, 1.10e-05, 1.37e-05, 1.57e-07, 1.03e-07, 1.60e-07, 1.30e-07, 1.83e-07, 9.35e-10, 1.24e-06, 6.36e-09]    [8.19e-07, 9.26e-07, 6.12e-07, 1.27e-06, 8.45e-07, 6.93e-07, 6.30e-07, 8.14e-07, 6.75e-09, 1.52e-07, 2.55e-06, 3.61e-06, 1.10e-05, 1.37e-05, 1.57e-07, 1.03e-07, 1.60e-07, 1.30e-07, 1.83e-07, 9.35e-10, 1.24e-06, 6.36e-09]    []  
415200    [7.04e-07, 1.05e-06, 5.79e-07, 1.24e-06, 8.19e-07, 7.55e-07, 5.98e-07, 1.02e-08, 4.65e-08, 5.96e-09, 1.11e-06, 1.53e-06, 1.25e-06, 1.57e-08, 1.20e-09, 1.99e-11, 3.88e-09, 3.81e-09, 1.42e-09, 0.00e+00, 1.64e-08, 3.85e-08]    [7.04e-07, 1.05e-06, 5.79e-07, 1.24e-06, 8.19e-07, 7.55e-07, 5.98e-07, 1.02e-08, 4.65e-08, 5.96e-09, 1.11e-06, 1.53e-06, 1.25e-06, 1.57e-08, 1.20e-09, 1.99e-11, 3.88e-09, 3.81e-09, 1.42e-09, 0.00e+00, 1.64e-08, 3.85e-08]    []  
415300    [8.18e-07, 1.12e-06, 5.91e-07, 1.26e-06, 8.48e-07, 7.84e-07, 6.34e-07, 1.70e-07, 9.57e-08, 2.12e-07, 1.43e-06, 2.38e-06, 2.16e-06, 4.94e-06, 0.00e+00, 5.35e-10, 0.00e+00, 7.06e-10, 2.58e-08, 0.00e+00, 1.65e-07, 3.04e-08]    [8.18e-07, 1.12e-06, 5.91e-07, 1.26e-06, 8.48e-07, 7.84e-07, 6.34e-07, 1.70e-07, 9.57e-08, 2.12e-07, 1.43e-06, 2.38e-06, 2.16e-06, 4.94e-06, 0.00e+00, 5.35e-10, 0.00e+00, 7.06e-10, 2.58e-08, 0.00e+00, 1.65e-07, 3.04e-08]    []  
415400    [2.43e-06, 1.53e-06, 6.51e-07, 1.43e-06, 1.10e-06, 9.58e-07, 7.10e-07, 2.42e-05, 3.54e-08, 1.01e-06, 9.08e-06, 1.14e-05, 1.85e-05, 6.12e-05, 1.06e-06, 4.40e-07, 4.13e-07, 3.74e-07, 4.00e-06, 5.54e-09, 2.30e-05, 3.54e-08]    [2.43e-06, 1.53e-06, 6.51e-07, 1.43e-06, 1.10e-06, 9.58e-07, 7.10e-07, 2.42e-05, 3.54e-08, 1.01e-06, 9.08e-06, 1.14e-05, 1.85e-05, 6.12e-05, 1.06e-06, 4.40e-07, 4.13e-07, 3.74e-07, 4.00e-06, 5.54e-09, 2.30e-05, 3.54e-08]    []  
415500    [8.94e-05, 3.17e-05, 9.67e-06, 1.85e-05, 8.81e-06, 1.77e-05, 5.32e-06, 1.01e-04, 2.01e-06, 8.38e-05, 1.47e-04, 1.15e-03, 8.35e-04, 5.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-04, 3.29e-06]    [8.94e-05, 3.17e-05, 9.67e-06, 1.85e-05, 8.81e-06, 1.77e-05, 5.32e-06, 1.01e-04, 2.01e-06, 8.38e-05, 1.47e-04, 1.15e-03, 8.35e-04, 5.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-04, 3.29e-06]    []  
415600    [6.53e-07, 1.04e-06, 6.04e-07, 1.27e-06, 7.81e-07, 7.28e-07, 5.83e-07, 8.72e-08, 1.28e-11, 1.42e-08, 1.00e-06, 1.45e-06, 1.28e-06, 5.36e-07, 1.26e-09, 3.95e-13, 2.75e-09, 2.33e-11, 6.45e-09, 0.00e+00, 4.29e-08, 1.37e-10]    [6.53e-07, 1.04e-06, 6.04e-07, 1.27e-06, 7.81e-07, 7.28e-07, 5.83e-07, 8.72e-08, 1.28e-11, 1.42e-08, 1.00e-06, 1.45e-06, 1.28e-06, 5.36e-07, 1.26e-09, 3.95e-13, 2.75e-09, 2.33e-11, 6.45e-09, 0.00e+00, 4.29e-08, 1.37e-10]    []  
415700    [2.61e-06, 2.01e-06, 7.54e-07, 2.09e-06, 7.41e-07, 1.49e-06, 6.46e-07, 9.66e-07, 7.23e-06, 6.06e-06, 2.61e-06, 1.84e-05, 4.50e-05, 1.17e-04, 0.00e+00, 2.96e-10, 0.00e+00, 0.00e+00, 1.57e-07, 1.79e-05, 1.06e-06, 7.01e-05]    [2.61e-06, 2.01e-06, 7.54e-07, 2.09e-06, 7.41e-07, 1.49e-06, 6.46e-07, 9.66e-07, 7.23e-06, 6.06e-06, 2.61e-06, 1.84e-05, 4.50e-05, 1.17e-04, 0.00e+00, 2.96e-10, 0.00e+00, 0.00e+00, 1.57e-07, 1.79e-05, 1.06e-06, 7.01e-05]    []  
415800    [5.46e-07, 9.49e-07, 6.05e-07, 1.31e-06, 7.30e-07, 6.84e-07, 6.03e-07, 3.55e-07, 2.04e-09, 2.51e-08, 9.24e-07, 1.46e-06, 1.75e-06, 1.69e-06, 8.75e-11, 0.00e+00, 2.19e-09, 0.00e+00, 0.00e+00, 6.41e-15, 1.86e-07, 3.05e-10]    [5.46e-07, 9.49e-07, 6.05e-07, 1.31e-06, 7.30e-07, 6.84e-07, 6.03e-07, 3.55e-07, 2.04e-09, 2.51e-08, 9.24e-07, 1.46e-06, 1.75e-06, 1.69e-06, 8.75e-11, 0.00e+00, 2.19e-09, 0.00e+00, 0.00e+00, 6.41e-15, 1.86e-07, 3.05e-10]    []  
415900    [8.20e-07, 1.08e-06, 5.47e-07, 1.16e-06, 8.61e-07, 7.91e-07, 6.19e-07, 6.83e-08, 2.39e-11, 6.05e-09, 1.34e-06, 1.98e-06, 3.31e-06, 2.04e-06, 8.42e-09, 1.02e-08, 2.28e-08, 2.79e-08, 8.78e-11, 2.40e-11, 1.55e-08, 1.51e-10]    [8.20e-07, 1.08e-06, 5.47e-07, 1.16e-06, 8.61e-07, 7.91e-07, 6.19e-07, 6.83e-08, 2.39e-11, 6.05e-09, 1.34e-06, 1.98e-06, 3.31e-06, 2.04e-06, 8.42e-09, 1.02e-08, 2.28e-08, 2.79e-08, 8.78e-11, 2.40e-11, 1.55e-08, 1.51e-10]    []  
416000    [1.75e-06, 2.12e-06, 8.29e-07, 2.14e-06, 8.48e-07, 1.12e-06, 6.70e-07, 6.84e-05, 3.00e-07, 2.43e-07, 6.07e-06, 4.56e-06, 1.19e-05, 3.11e-06, 0.00e+00, 2.53e-10, 6.61e-08, 1.19e-09, 0.00e+00, 0.00e+00, 7.91e-05, 3.87e-07]    [1.75e-06, 2.12e-06, 8.29e-07, 2.14e-06, 8.48e-07, 1.12e-06, 6.70e-07, 6.84e-05, 3.00e-07, 2.43e-07, 6.07e-06, 4.56e-06, 1.19e-05, 3.11e-06, 0.00e+00, 2.53e-10, 6.61e-08, 1.19e-09, 0.00e+00, 0.00e+00, 7.91e-05, 3.87e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 51.674552 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
416000    [1.75e-06, 2.12e-06, 8.29e-07, 2.14e-06, 8.48e-07, 1.12e-06, 6.70e-07, 6.84e-05, 3.00e-07, 2.43e-07, 6.07e-06, 4.56e-06, 1.19e-05, 3.11e-06, 0.00e+00, 2.53e-10, 6.61e-08, 1.19e-09, 0.00e+00, 0.00e+00, 7.91e-05, 3.87e-07]    [1.75e-06, 2.12e-06, 8.29e-07, 2.14e-06, 8.48e-07, 1.12e-06, 6.70e-07, 6.84e-05, 3.00e-07, 2.43e-07, 6.07e-06, 4.56e-06, 1.19e-05, 3.11e-06, 0.00e+00, 2.53e-10, 6.61e-08, 1.19e-09, 0.00e+00, 0.00e+00, 7.91e-05, 3.87e-07]    []  
416100    [5.66e-07, 9.50e-07, 6.04e-07, 1.29e-06, 7.36e-07, 6.87e-07, 5.77e-07, 1.44e-07, 1.63e-10, 1.69e-08, 9.05e-07, 1.35e-06, 1.31e-06, 9.20e-07, 6.96e-11, 0.00e+00, 2.57e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-07, 6.42e-10]    [5.66e-07, 9.50e-07, 6.04e-07, 1.29e-06, 7.36e-07, 6.87e-07, 5.77e-07, 1.44e-07, 1.63e-10, 1.69e-08, 9.05e-07, 1.35e-06, 1.31e-06, 9.20e-07, 6.96e-11, 0.00e+00, 2.57e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-07, 6.42e-10]    []  
416200    [8.01e-07, 1.14e-06, 5.91e-07, 1.21e-06, 8.52e-07, 7.83e-07, 5.78e-07, 8.80e-07, 8.54e-08, 3.31e-09, 1.25e-06, 1.80e-06, 1.45e-06, 1.68e-07, 1.05e-08, 5.90e-09, 4.61e-09, 6.25e-09, 6.33e-08, 0.00e+00, 4.18e-07, 8.41e-08]    [8.01e-07, 1.14e-06, 5.91e-07, 1.21e-06, 8.52e-07, 7.83e-07, 5.78e-07, 8.80e-07, 8.54e-08, 3.31e-09, 1.25e-06, 1.80e-06, 1.45e-06, 1.68e-07, 1.05e-08, 5.90e-09, 4.61e-09, 6.25e-09, 6.33e-08, 0.00e+00, 4.18e-07, 8.41e-08]    []  
416300    [6.80e-06, 2.42e-06, 1.85e-06, 1.93e-06, 1.61e-06, 2.05e-06, 9.69e-07, 1.48e-05, 2.60e-04, 6.29e-06, 2.25e-05, 4.83e-05, 2.04e-04, 4.36e-04, 5.38e-06, 1.46e-06, 3.21e-06, 7.30e-07, 3.10e-06, 0.00e+00, 1.81e-05, 4.45e-05]    [6.80e-06, 2.42e-06, 1.85e-06, 1.93e-06, 1.61e-06, 2.05e-06, 9.69e-07, 1.48e-05, 2.60e-04, 6.29e-06, 2.25e-05, 4.83e-05, 2.04e-04, 4.36e-04, 5.38e-06, 1.46e-06, 3.21e-06, 7.30e-07, 3.10e-06, 0.00e+00, 1.81e-05, 4.45e-05]    []  
416400    [9.12e-07, 9.53e-07, 5.94e-07, 1.25e-06, 8.11e-07, 6.85e-07, 6.65e-07, 8.57e-08, 9.46e-09, 3.36e-07, 1.66e-06, 3.33e-06, 5.53e-06, 1.62e-05, 2.05e-07, 1.10e-07, 1.17e-07, 1.16e-07, 1.74e-08, 0.00e+00, 1.06e-07, 2.87e-09]    [9.12e-07, 9.53e-07, 5.94e-07, 1.25e-06, 8.11e-07, 6.85e-07, 6.65e-07, 8.57e-08, 9.46e-09, 3.36e-07, 1.66e-06, 3.33e-06, 5.53e-06, 1.62e-05, 2.05e-07, 1.10e-07, 1.17e-07, 1.16e-07, 1.74e-08, 0.00e+00, 1.06e-07, 2.87e-09]    []  
416500    [7.52e-07, 1.11e-06, 5.42e-07, 1.24e-06, 7.75e-07, 7.73e-07, 5.88e-07, 5.80e-09, 1.54e-10, 2.14e-08, 1.12e-06, 1.67e-06, 1.40e-06, 2.89e-07, 4.73e-10, 1.42e-10, 1.01e-09, 2.03e-09, 4.60e-10, 0.00e+00, 1.34e-08, 9.24e-10]    [7.52e-07, 1.11e-06, 5.42e-07, 1.24e-06, 7.75e-07, 7.73e-07, 5.88e-07, 5.80e-09, 1.54e-10, 2.14e-08, 1.12e-06, 1.67e-06, 1.40e-06, 2.89e-07, 4.73e-10, 1.42e-10, 1.01e-09, 2.03e-09, 4.60e-10, 0.00e+00, 1.34e-08, 9.24e-10]    []  
416600    [9.83e-06, 3.41e-06, 1.26e-06, 4.75e-06, 1.56e-06, 2.23e-06, 1.17e-06, 6.42e-06, 1.00e-07, 5.03e-06, 2.10e-05, 1.02e-04, 4.79e-04, 8.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-05, 1.24e-07]    [9.83e-06, 3.41e-06, 1.26e-06, 4.75e-06, 1.56e-06, 2.23e-06, 1.17e-06, 6.42e-06, 1.00e-07, 5.03e-06, 2.10e-05, 1.02e-04, 4.79e-04, 8.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-05, 1.24e-07]    []  
416700    [5.88e-07, 9.61e-07, 5.94e-07, 1.27e-06, 7.47e-07, 6.87e-07, 5.76e-07, 1.36e-08, 6.45e-10, 9.16e-11, 9.55e-07, 1.20e-06, 1.03e-06, 5.59e-08, 5.62e-09, 4.25e-09, 8.08e-09, 5.73e-09, 9.08e-11, 3.64e-11, 4.44e-08, 2.09e-10]    [5.88e-07, 9.61e-07, 5.94e-07, 1.27e-06, 7.47e-07, 6.87e-07, 5.76e-07, 1.36e-08, 6.45e-10, 9.16e-11, 9.55e-07, 1.20e-06, 1.03e-06, 5.59e-08, 5.62e-09, 4.25e-09, 8.08e-09, 5.73e-09, 9.08e-11, 3.64e-11, 4.44e-08, 2.09e-10]    []  
416800    [9.73e-07, 1.25e-06, 5.47e-07, 1.14e-06, 9.24e-07, 9.13e-07, 6.21e-07, 1.81e-06, 1.04e-08, 2.26e-07, 1.97e-06, 4.17e-06, 2.17e-06, 6.96e-06, 0.00e+00, 1.18e-09, 0.00e+00, 2.88e-09, 0.00e+00, 0.00e+00, 1.83e-06, 1.47e-08]    [9.73e-07, 1.25e-06, 5.47e-07, 1.14e-06, 9.24e-07, 9.13e-07, 6.21e-07, 1.81e-06, 1.04e-08, 2.26e-07, 1.97e-06, 4.17e-06, 2.17e-06, 6.96e-06, 0.00e+00, 1.18e-09, 0.00e+00, 2.88e-09, 0.00e+00, 0.00e+00, 1.83e-06, 1.47e-08]    []  
416900    [6.73e-06, 2.23e-06, 8.93e-07, 3.00e-06, 9.14e-07, 1.31e-06, 7.69e-07, 1.00e-04, 1.85e-04, 1.74e-06, 6.87e-05, 7.89e-05, 2.72e-04, 2.82e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.24e-04, 2.82e-04]    [6.73e-06, 2.23e-06, 8.93e-07, 3.00e-06, 9.14e-07, 1.31e-06, 7.69e-07, 1.00e-04, 1.85e-04, 1.74e-06, 6.87e-05, 7.89e-05, 2.72e-04, 2.82e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.24e-04, 2.82e-04]    []  
417000    [6.48e-07, 1.04e-06, 5.62e-07, 1.24e-06, 7.59e-07, 7.24e-07, 6.03e-07, 7.78e-12, 2.81e-08, 5.10e-10, 9.89e-07, 1.43e-06, 1.33e-06, 1.12e-07, 8.29e-10, 8.72e-11, 2.11e-09, 1.18e-09, 4.34e-10, 1.53e-10, 1.12e-08, 1.80e-09]    [6.48e-07, 1.04e-06, 5.62e-07, 1.24e-06, 7.59e-07, 7.24e-07, 6.03e-07, 7.78e-12, 2.81e-08, 5.10e-10, 9.89e-07, 1.43e-06, 1.33e-06, 1.12e-07, 8.29e-10, 8.72e-11, 2.11e-09, 1.18e-09, 4.34e-10, 1.53e-10, 1.12e-08, 1.80e-09]    []  
417100    [3.35e-06, 1.90e-06, 8.45e-07, 1.55e-06, 1.25e-06, 1.12e-06, 8.32e-07, 4.12e-06, 1.60e-09, 3.83e-06, 4.62e-06, 2.53e-05, 2.26e-05, 9.53e-05, 2.38e-06, 1.53e-06, 5.66e-07, 4.98e-07, 1.06e-06, 1.17e-11, 6.60e-06, 1.37e-10]    [3.35e-06, 1.90e-06, 8.45e-07, 1.55e-06, 1.25e-06, 1.12e-06, 8.32e-07, 4.12e-06, 1.60e-09, 3.83e-06, 4.62e-06, 2.53e-05, 2.26e-05, 9.53e-05, 2.38e-06, 1.53e-06, 5.66e-07, 4.98e-07, 1.06e-06, 1.17e-11, 6.60e-06, 1.37e-10]    []  
417200    [5.71e-07, 9.37e-07, 6.00e-07, 1.29e-06, 7.30e-07, 6.76e-07, 5.78e-07, 5.28e-08, 2.54e-11, 3.94e-09, 9.34e-07, 1.17e-06, 1.06e-06, 4.32e-07, 2.02e-08, 1.10e-08, 1.50e-08, 1.17e-08, 7.51e-10, 1.67e-11, 1.38e-08, 1.40e-10]    [5.71e-07, 9.37e-07, 6.00e-07, 1.29e-06, 7.30e-07, 6.76e-07, 5.78e-07, 5.28e-08, 2.54e-11, 3.94e-09, 9.34e-07, 1.17e-06, 1.06e-06, 4.32e-07, 2.02e-08, 1.10e-08, 1.50e-08, 1.17e-08, 7.51e-10, 1.67e-11, 1.38e-08, 1.40e-10]    []  
417300    [8.40e-07, 1.14e-06, 5.94e-07, 1.28e-06, 7.90e-07, 7.77e-07, 5.53e-07, 7.32e-08, 3.32e-10, 2.32e-08, 1.47e-06, 2.72e-06, 5.24e-06, 2.09e-06, 1.60e-10, 3.52e-11, 0.00e+00, 1.70e-09, 1.49e-09, 1.25e-11, 1.65e-08, 9.63e-11]    [8.40e-07, 1.14e-06, 5.94e-07, 1.28e-06, 7.90e-07, 7.77e-07, 5.53e-07, 7.32e-08, 3.32e-10, 2.32e-08, 1.47e-06, 2.72e-06, 5.24e-06, 2.09e-06, 1.60e-10, 3.52e-11, 0.00e+00, 1.70e-09, 1.49e-09, 1.25e-11, 1.65e-08, 9.63e-11]    []  
417400    [2.09e-05, 4.48e-06, 1.87e-06, 4.43e-06, 3.07e-06, 2.96e-06, 9.20e-07, 3.06e-08, 2.06e-06, 2.63e-05, 5.20e-05, 1.95e-04, 4.10e-04, 1.30e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.89e-07, 9.73e-07, 2.38e-06]    [2.09e-05, 4.48e-06, 1.87e-06, 4.43e-06, 3.07e-06, 2.96e-06, 9.20e-07, 3.06e-08, 2.06e-06, 2.63e-05, 5.20e-05, 1.95e-04, 4.10e-04, 1.30e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.89e-07, 9.73e-07, 2.38e-06]    []  
417500    [6.12e-07, 1.01e-06, 6.26e-07, 1.27e-06, 7.48e-07, 7.02e-07, 5.57e-07, 7.30e-08, 5.80e-06, 3.82e-09, 9.43e-07, 1.31e-06, 1.14e-06, 7.75e-08, 2.32e-09, 8.77e-10, 4.25e-09, 1.29e-09, 1.19e-09, 1.01e-06, 1.72e-08, 4.67e-06]    [6.12e-07, 1.01e-06, 6.26e-07, 1.27e-06, 7.48e-07, 7.02e-07, 5.57e-07, 7.30e-08, 5.80e-06, 3.82e-09, 9.43e-07, 1.31e-06, 1.14e-06, 7.75e-08, 2.32e-09, 8.77e-10, 4.25e-09, 1.29e-09, 1.19e-09, 1.01e-06, 1.72e-08, 4.67e-06]    []  
417600    [8.76e-07, 1.06e-06, 5.76e-07, 1.19e-06, 7.80e-07, 7.40e-07, 6.22e-07, 2.41e-07, 6.16e-08, 3.27e-08, 1.33e-06, 2.32e-06, 1.48e-06, 2.81e-06, 8.79e-09, 1.98e-08, 1.41e-08, 7.55e-09, 5.58e-09, 0.00e+00, 3.49e-08, 2.63e-08]    [8.76e-07, 1.06e-06, 5.76e-07, 1.19e-06, 7.80e-07, 7.40e-07, 6.22e-07, 2.41e-07, 6.16e-08, 3.27e-08, 1.33e-06, 2.32e-06, 1.48e-06, 2.81e-06, 8.79e-09, 1.98e-08, 1.41e-08, 7.55e-09, 5.58e-09, 0.00e+00, 3.49e-08, 2.63e-08]    []  
417700    [2.79e-06, 1.81e-06, 9.54e-07, 1.53e-06, 1.20e-06, 1.10e-06, 9.26e-07, 1.10e-05, 4.31e-08, 3.64e-06, 3.49e-06, 3.62e-05, 9.05e-06, 6.72e-05, 1.71e-06, 1.96e-06, 3.16e-07, 3.06e-07, 9.04e-07, 6.60e-09, 5.70e-06, 4.18e-08]    [2.79e-06, 1.81e-06, 9.54e-07, 1.53e-06, 1.20e-06, 1.10e-06, 9.26e-07, 1.10e-05, 4.31e-08, 3.64e-06, 3.49e-06, 3.62e-05, 9.05e-06, 6.72e-05, 1.71e-06, 1.96e-06, 3.16e-07, 3.06e-07, 9.04e-07, 6.60e-09, 5.70e-06, 4.18e-08]    []  
417800    [6.00e-07, 9.35e-07, 6.03e-07, 1.28e-06, 7.33e-07, 6.68e-07, 5.65e-07, 3.80e-08, 3.24e-10, 3.58e-08, 9.65e-07, 1.33e-06, 1.22e-06, 1.41e-06, 4.17e-08, 2.20e-08, 2.47e-08, 2.11e-08, 1.60e-08, 0.00e+00, 9.66e-08, 2.88e-10]    [6.00e-07, 9.35e-07, 6.03e-07, 1.28e-06, 7.33e-07, 6.68e-07, 5.65e-07, 3.80e-08, 3.24e-10, 3.58e-08, 9.65e-07, 1.33e-06, 1.22e-06, 1.41e-06, 4.17e-08, 2.20e-08, 2.47e-08, 2.11e-08, 1.60e-08, 0.00e+00, 9.66e-08, 2.88e-10]    []  
417900    [8.12e-07, 1.17e-06, 5.65e-07, 1.18e-06, 8.32e-07, 8.03e-07, 5.69e-07, 3.19e-07, 2.24e-08, 3.11e-09, 1.25e-06, 1.66e-06, 1.42e-06, 1.59e-07, 2.45e-09, 8.97e-10, 8.06e-09, 9.84e-09, 5.82e-08, 0.00e+00, 3.87e-07, 2.46e-08]    [8.12e-07, 1.17e-06, 5.65e-07, 1.18e-06, 8.32e-07, 8.03e-07, 5.69e-07, 3.19e-07, 2.24e-08, 3.11e-09, 1.25e-06, 1.66e-06, 1.42e-06, 1.59e-07, 2.45e-09, 8.97e-10, 8.06e-09, 9.84e-09, 5.82e-08, 0.00e+00, 3.87e-07, 2.46e-08]    []  
418000    [1.41e-05, 6.51e-06, 3.21e-06, 4.12e-06, 3.45e-06, 3.27e-06, 1.57e-06, 7.06e-07, 5.14e-06, 2.35e-05, 2.94e-05, 1.15e-04, 2.47e-04, 8.32e-04, 2.41e-05, 8.59e-06, 3.69e-06, 2.96e-06, 2.49e-07, 5.88e-06, 1.65e-06, 2.48e-05]    [1.41e-05, 6.51e-06, 3.21e-06, 4.12e-06, 3.45e-06, 3.27e-06, 1.57e-06, 7.06e-07, 5.14e-06, 2.35e-05, 2.94e-05, 1.15e-04, 2.47e-04, 8.32e-04, 2.41e-05, 8.59e-06, 3.69e-06, 2.96e-06, 2.49e-07, 5.88e-06, 1.65e-06, 2.48e-05]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 46.688220 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
418000    [1.41e-05, 6.51e-06, 3.21e-06, 4.12e-06, 3.45e-06, 3.27e-06, 1.57e-06, 7.06e-07, 5.14e-06, 2.35e-05, 2.94e-05, 1.15e-04, 2.47e-04, 8.32e-04, 2.41e-05, 8.59e-06, 3.69e-06, 2.96e-06, 2.49e-07, 5.88e-06, 1.65e-06, 2.48e-05]    [1.41e-05, 6.51e-06, 3.21e-06, 4.12e-06, 3.45e-06, 3.27e-06, 1.57e-06, 7.06e-07, 5.14e-06, 2.35e-05, 2.94e-05, 1.15e-04, 2.47e-04, 8.32e-04, 2.41e-05, 8.59e-06, 3.69e-06, 2.96e-06, 2.49e-07, 5.88e-06, 1.65e-06, 2.48e-05]    []  
418100    [5.87e-07, 9.64e-07, 5.62e-07, 1.25e-06, 7.25e-07, 6.89e-07, 5.88e-07, 4.78e-08, 9.44e-10, 1.82e-09, 9.12e-07, 1.20e-06, 1.04e-06, 1.45e-07, 9.47e-09, 6.10e-09, 8.94e-09, 5.99e-09, 1.01e-09, 1.08e-11, 1.56e-08, 1.76e-10]    [5.87e-07, 9.64e-07, 5.62e-07, 1.25e-06, 7.25e-07, 6.89e-07, 5.88e-07, 4.78e-08, 9.44e-10, 1.82e-09, 9.12e-07, 1.20e-06, 1.04e-06, 1.45e-07, 9.47e-09, 6.10e-09, 8.94e-09, 5.99e-09, 1.01e-09, 1.08e-11, 1.56e-08, 1.76e-10]    []  
418200    [1.06e-06, 1.13e-06, 5.30e-07, 1.12e-06, 9.55e-07, 8.14e-07, 6.70e-07, 2.05e-06, 7.10e-11, 1.09e-07, 1.59e-06, 3.11e-06, 6.90e-06, 6.88e-06, 3.12e-08, 2.23e-08, 6.54e-08, 8.66e-08, 0.00e+00, 0.00e+00, 1.04e-06, 4.64e-10]    [1.06e-06, 1.13e-06, 5.30e-07, 1.12e-06, 9.55e-07, 8.14e-07, 6.70e-07, 2.05e-06, 7.10e-11, 1.09e-07, 1.59e-06, 3.11e-06, 6.90e-06, 6.88e-06, 3.12e-08, 2.23e-08, 6.54e-08, 8.66e-08, 0.00e+00, 0.00e+00, 1.04e-06, 4.64e-10]    []  
418300    [3.45e-05, 1.07e-05, 3.93e-06, 7.24e-06, 2.80e-06, 5.89e-06, 1.56e-06, 7.01e-05, 2.31e-07, 2.81e-05, 7.43e-05, 3.15e-04, 5.39e-04, 1.78e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-04, 5.24e-07]    [3.45e-05, 1.07e-05, 3.93e-06, 7.24e-06, 2.80e-06, 5.89e-06, 1.56e-06, 7.01e-05, 2.31e-07, 2.81e-05, 7.43e-05, 3.15e-04, 5.39e-04, 1.78e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-04, 5.24e-07]    []  
418400    [6.59e-07, 9.96e-07, 5.73e-07, 1.21e-06, 7.61e-07, 7.07e-07, 5.55e-07, 5.48e-09, 6.32e-10, 2.62e-09, 1.08e-06, 1.36e-06, 1.30e-06, 4.71e-07, 1.88e-08, 7.94e-09, 9.60e-09, 8.81e-09, 1.07e-12, 7.24e-11, 5.76e-08, 4.38e-10]    [6.59e-07, 9.96e-07, 5.73e-07, 1.21e-06, 7.61e-07, 7.07e-07, 5.55e-07, 5.48e-09, 6.32e-10, 2.62e-09, 1.08e-06, 1.36e-06, 1.30e-06, 4.71e-07, 1.88e-08, 7.94e-09, 9.60e-09, 8.81e-09, 1.07e-12, 7.24e-11, 5.76e-08, 4.38e-10]    []  
418500    [5.01e-06, 3.23e-06, 1.20e-06, 1.59e-06, 1.82e-06, 1.38e-06, 1.03e-06, 4.57e-06, 2.97e-07, 3.55e-06, 8.27e-05, 2.39e-05, 6.64e-05, 7.67e-05, 5.45e-07, 5.02e-07, 5.52e-08, 1.52e-07, 2.49e-08, 0.00e+00, 2.21e-06, 1.16e-06]    [5.01e-06, 3.23e-06, 1.20e-06, 1.59e-06, 1.82e-06, 1.38e-06, 1.03e-06, 4.57e-06, 2.97e-07, 3.55e-06, 8.27e-05, 2.39e-05, 6.64e-05, 7.67e-05, 5.45e-07, 5.02e-07, 5.52e-08, 1.52e-07, 2.49e-08, 0.00e+00, 2.21e-06, 1.16e-06]    []  
418600    [6.28e-07, 1.03e-06, 6.54e-07, 1.29e-06, 7.91e-07, 7.00e-07, 5.54e-07, 4.89e-10, 1.84e-09, 1.58e-10, 9.84e-07, 1.24e-06, 1.04e-06, 2.07e-08, 6.66e-09, 3.50e-09, 7.33e-09, 5.59e-09, 1.95e-09, 1.52e-10, 2.10e-08, 9.46e-10]    [6.28e-07, 1.03e-06, 6.54e-07, 1.29e-06, 7.91e-07, 7.00e-07, 5.54e-07, 4.89e-10, 1.84e-09, 1.58e-10, 9.84e-07, 1.24e-06, 1.04e-06, 2.07e-08, 6.66e-09, 3.50e-09, 7.33e-09, 5.59e-09, 1.95e-09, 1.52e-10, 2.10e-08, 9.46e-10]    []  
418700    [1.43e-05, 3.06e-06, 2.13e-06, 2.74e-06, 1.98e-06, 1.83e-06, 1.22e-06, 1.51e-04, 1.09e-04, 1.39e-05, 4.02e-05, 1.15e-04, 2.47e-04, 7.69e-04, 1.31e-05, 1.02e-05, 7.33e-06, 5.90e-06, 3.67e-05, 0.00e+00, 1.83e-04, 1.22e-04]    [1.43e-05, 3.06e-06, 2.13e-06, 2.74e-06, 1.98e-06, 1.83e-06, 1.22e-06, 1.51e-04, 1.09e-04, 1.39e-05, 4.02e-05, 1.15e-04, 2.47e-04, 7.69e-04, 1.31e-05, 1.02e-05, 7.33e-06, 5.90e-06, 3.67e-05, 0.00e+00, 1.83e-04, 1.22e-04]    []  
418800    [6.70e-07, 1.02e-06, 5.54e-07, 1.23e-06, 7.46e-07, 7.09e-07, 5.93e-07, 2.69e-10, 2.81e-09, 1.34e-08, 1.00e-06, 1.36e-06, 1.20e-06, 5.78e-07, 2.22e-08, 6.38e-09, 1.06e-08, 1.39e-08, 1.39e-10, 2.51e-09, 9.53e-09, 1.67e-08]    [6.70e-07, 1.02e-06, 5.54e-07, 1.23e-06, 7.46e-07, 7.09e-07, 5.93e-07, 2.69e-10, 2.81e-09, 1.34e-08, 1.00e-06, 1.36e-06, 1.20e-06, 5.78e-07, 2.22e-08, 6.38e-09, 1.06e-08, 1.39e-08, 1.39e-10, 2.51e-09, 9.53e-09, 1.67e-08]    []  
418900    [4.00e-06, 2.35e-06, 9.57e-07, 1.98e-06, 1.44e-06, 1.57e-06, 6.59e-07, 3.13e-05, 1.56e-08, 3.20e-06, 4.16e-06, 3.68e-05, 9.59e-05, 2.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.01e-05, 1.94e-08]    [4.00e-06, 2.35e-06, 9.57e-07, 1.98e-06, 1.44e-06, 1.57e-06, 6.59e-07, 3.13e-05, 1.56e-08, 3.20e-06, 4.16e-06, 3.68e-05, 9.59e-05, 2.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.01e-05, 1.94e-08]    []  
419000    [5.96e-07, 9.85e-07, 5.72e-07, 1.26e-06, 7.21e-07, 6.91e-07, 5.60e-07, 1.51e-08, 1.23e-10, 2.33e-09, 9.36e-07, 1.19e-06, 9.84e-07, 4.23e-08, 3.26e-09, 1.30e-09, 4.63e-09, 1.74e-09, 5.34e-09, 0.00e+00, 3.80e-08, 4.19e-10]    [5.96e-07, 9.85e-07, 5.72e-07, 1.26e-06, 7.21e-07, 6.91e-07, 5.60e-07, 1.51e-08, 1.23e-10, 2.33e-09, 9.36e-07, 1.19e-06, 9.84e-07, 4.23e-08, 3.26e-09, 1.30e-09, 4.63e-09, 1.74e-09, 5.34e-09, 0.00e+00, 3.80e-08, 4.19e-10]    []  
419100    [1.04e-06, 1.21e-06, 5.61e-07, 1.25e-06, 8.23e-07, 8.43e-07, 5.83e-07, 1.70e-08, 4.28e-08, 2.05e-07, 1.63e-06, 2.71e-06, 3.73e-06, 7.21e-06, 0.00e+00, 4.74e-09, 0.00e+00, 2.24e-09, 9.25e-11, 4.44e-09, 6.09e-07, 2.87e-08]    [1.04e-06, 1.21e-06, 5.61e-07, 1.25e-06, 8.23e-07, 8.43e-07, 5.83e-07, 1.70e-08, 4.28e-08, 2.05e-07, 1.63e-06, 2.71e-06, 3.73e-06, 7.21e-06, 0.00e+00, 4.74e-09, 0.00e+00, 2.24e-09, 9.25e-11, 4.44e-09, 6.09e-07, 2.87e-08]    []  
419200    [3.49e-05, 8.07e-06, 4.00e-06, 5.95e-06, 4.14e-06, 5.22e-06, 3.38e-06, 1.95e-05, 4.37e-06, 5.79e-05, 1.11e-04, 3.35e-04, 6.39e-04, 2.62e-03, 3.75e-05, 2.84e-05, 1.53e-05, 6.55e-06, 5.26e-06, 8.80e-07, 2.94e-05, 4.08e-06]    [3.49e-05, 8.07e-06, 4.00e-06, 5.95e-06, 4.14e-06, 5.22e-06, 3.38e-06, 1.95e-05, 4.37e-06, 5.79e-05, 1.11e-04, 3.35e-04, 6.39e-04, 2.62e-03, 3.75e-05, 2.84e-05, 1.53e-05, 6.55e-06, 5.26e-06, 8.80e-07, 2.94e-05, 4.08e-06]    []  
419300    [6.53e-07, 1.02e-06, 5.78e-07, 1.23e-06, 7.54e-07, 7.14e-07, 5.47e-07, 1.24e-07, 7.59e-10, 1.31e-12, 1.01e-06, 1.30e-06, 1.07e-06, 5.49e-08, 8.69e-09, 3.60e-09, 6.78e-09, 4.28e-09, 2.75e-08, 4.91e-11, 1.69e-07, 3.00e-10]    [6.53e-07, 1.02e-06, 5.78e-07, 1.23e-06, 7.54e-07, 7.14e-07, 5.47e-07, 1.24e-07, 7.59e-10, 1.31e-12, 1.01e-06, 1.30e-06, 1.07e-06, 5.49e-08, 8.69e-09, 3.60e-09, 6.78e-09, 4.28e-09, 2.75e-08, 4.91e-11, 1.69e-07, 3.00e-10]    []  
419400    [1.24e-06, 1.54e-06, 5.61e-07, 1.65e-06, 6.63e-07, 1.01e-06, 6.19e-07, 1.35e-06, 1.31e-06, 5.25e-07, 2.58e-06, 7.68e-06, 1.31e-05, 2.53e-05, 0.00e+00, 3.20e-10, 0.00e+00, 0.00e+00, 3.58e-07, 0.00e+00, 2.37e-06, 9.98e-07]    [1.24e-06, 1.54e-06, 5.61e-07, 1.65e-06, 6.63e-07, 1.01e-06, 6.19e-07, 1.35e-06, 1.31e-06, 5.25e-07, 2.58e-06, 7.68e-06, 1.31e-05, 2.53e-05, 0.00e+00, 3.20e-10, 0.00e+00, 0.00e+00, 3.58e-07, 0.00e+00, 2.37e-06, 9.98e-07]    []  
419500    [1.26e-05, 3.29e-06, 1.43e-06, 3.05e-06, 2.58e-06, 2.20e-06, 7.67e-07, 1.52e-06, 4.03e-08, 2.34e-05, 3.18e-05, 1.19e-04, 2.42e-04, 8.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-07, 0.00e+00, 7.99e-07, 2.71e-08]    [1.26e-05, 3.29e-06, 1.43e-06, 3.05e-06, 2.58e-06, 2.20e-06, 7.67e-07, 1.52e-06, 4.03e-08, 2.34e-05, 3.18e-05, 1.19e-04, 2.42e-04, 8.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-07, 0.00e+00, 7.99e-07, 2.71e-08]    []  
419600    [5.88e-07, 9.74e-07, 5.64e-07, 1.23e-06, 7.19e-07, 6.91e-07, 5.54e-07, 1.03e-08, 1.64e-11, 4.34e-09, 9.24e-07, 1.23e-06, 1.01e-06, 7.24e-08, 1.86e-09, 1.37e-09, 4.52e-09, 1.34e-09, 5.60e-11, 0.00e+00, 7.69e-08, 2.63e-10]    [5.88e-07, 9.74e-07, 5.64e-07, 1.23e-06, 7.19e-07, 6.91e-07, 5.54e-07, 1.03e-08, 1.64e-11, 4.34e-09, 9.24e-07, 1.23e-06, 1.01e-06, 7.24e-08, 1.86e-09, 1.37e-09, 4.52e-09, 1.34e-09, 5.60e-11, 0.00e+00, 7.69e-08, 2.63e-10]    []  
419700    [1.52e-06, 2.17e-06, 1.65e-06, 3.63e-06, 1.55e-06, 1.21e-06, 1.60e-06, 2.15e-05, 5.00e-07, 6.25e-06, 1.17e-05, 1.39e-04, 2.61e-04, 2.00e-05, 6.67e-06, 4.55e-06, 4.38e-08, 3.08e-10, 1.37e-07, 2.72e-09, 2.51e-07, 8.94e-08]    [1.52e-06, 2.17e-06, 1.65e-06, 3.63e-06, 1.55e-06, 1.21e-06, 1.60e-06, 2.15e-05, 5.00e-07, 6.25e-06, 1.17e-05, 1.39e-04, 2.61e-04, 2.00e-05, 6.67e-06, 4.55e-06, 4.38e-08, 3.08e-10, 1.37e-07, 2.72e-09, 2.51e-07, 8.94e-08]    []  
419800    [4.90e-07, 1.06e-06, 8.72e-07, 1.45e-06, 9.61e-07, 6.40e-07, 5.76e-07, 3.59e-11, 9.25e-10, 1.97e-10, 8.90e-07, 8.89e-07, 7.63e-07, 5.39e-09, 6.00e-09, 2.36e-09, 5.82e-09, 5.37e-09, 4.37e-11, 6.94e-12, 2.41e-08, 1.33e-10]    [4.90e-07, 1.06e-06, 8.72e-07, 1.45e-06, 9.61e-07, 6.40e-07, 5.76e-07, 3.59e-11, 9.25e-10, 1.97e-10, 8.90e-07, 8.89e-07, 7.63e-07, 5.39e-09, 6.00e-09, 2.36e-09, 5.82e-09, 5.37e-09, 4.37e-11, 6.94e-12, 2.41e-08, 1.33e-10]    []  
419900    [1.41e-05, 6.45e-06, 1.59e-06, 7.09e-06, 2.33e-06, 4.18e-06, 1.01e-06, 1.00e-06, 3.45e-04, 1.46e-05, 3.83e-05, 2.05e-04, 2.57e-04, 1.03e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.45e-09, 0.00e+00, 5.48e-08, 1.17e-04]    [1.41e-05, 6.45e-06, 1.59e-06, 7.09e-06, 2.33e-06, 4.18e-06, 1.01e-06, 1.00e-06, 3.45e-04, 1.46e-05, 3.83e-05, 2.05e-04, 2.57e-04, 1.03e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.45e-09, 0.00e+00, 5.48e-08, 1.17e-04]    []  
420000    [6.09e-07, 1.06e-06, 6.24e-07, 1.26e-06, 8.33e-07, 6.49e-07, 5.99e-07, 3.95e-08, 2.07e-09, 2.38e-11, 9.45e-07, 1.11e-06, 8.95e-07, 2.87e-08, 1.33e-08, 1.70e-09, 5.58e-09, 7.60e-09, 7.76e-09, 1.13e-11, 5.09e-08, 9.36e-10]    [6.09e-07, 1.06e-06, 6.24e-07, 1.26e-06, 8.33e-07, 6.49e-07, 5.99e-07, 3.95e-08, 2.07e-09, 2.38e-11, 9.45e-07, 1.11e-06, 8.95e-07, 2.87e-08, 1.33e-08, 1.70e-09, 5.58e-09, 7.60e-09, 7.76e-09, 1.13e-11, 5.09e-08, 9.36e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 46.289548 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
420000    [6.09e-07, 1.06e-06, 6.24e-07, 1.26e-06, 8.33e-07, 6.49e-07, 5.99e-07, 3.95e-08, 2.07e-09, 2.38e-11, 9.45e-07, 1.11e-06, 8.95e-07, 2.87e-08, 1.33e-08, 1.70e-09, 5.58e-09, 7.60e-09, 7.76e-09, 1.13e-11, 5.09e-08, 9.36e-10]    [6.09e-07, 1.06e-06, 6.24e-07, 1.26e-06, 8.33e-07, 6.49e-07, 5.99e-07, 3.95e-08, 2.07e-09, 2.38e-11, 9.45e-07, 1.11e-06, 8.95e-07, 2.87e-08, 1.33e-08, 1.70e-09, 5.58e-09, 7.60e-09, 7.76e-09, 1.13e-11, 5.09e-08, 9.36e-10]    []  
420100    [5.65e-06, 3.30e-06, 1.45e-06, 1.55e-06, 1.21e-06, 1.34e-06, 8.80e-07, 2.12e-06, 1.84e-08, 1.76e-05, 1.64e-05, 3.73e-05, 7.16e-05, 3.00e-04, 2.36e-06, 1.57e-06, 1.50e-06, 1.79e-06, 5.23e-07, 2.84e-09, 3.34e-06, 1.88e-08]    [5.65e-06, 3.30e-06, 1.45e-06, 1.55e-06, 1.21e-06, 1.34e-06, 8.80e-07, 2.12e-06, 1.84e-08, 1.76e-05, 1.64e-05, 3.73e-05, 7.16e-05, 3.00e-04, 2.36e-06, 1.57e-06, 1.50e-06, 1.79e-06, 5.23e-07, 2.84e-09, 3.34e-06, 1.88e-08]    []  
420200    [6.35e-07, 1.07e-06, 6.09e-07, 1.28e-06, 7.97e-07, 6.81e-07, 5.70e-07, 2.58e-08, 3.90e-10, 1.28e-10, 9.83e-07, 1.17e-06, 9.39e-07, 8.58e-09, 1.02e-08, 2.84e-09, 6.11e-09, 4.24e-09, 2.68e-09, 0.00e+00, 2.50e-08, 8.83e-10]    [6.35e-07, 1.07e-06, 6.09e-07, 1.28e-06, 7.97e-07, 6.81e-07, 5.70e-07, 2.58e-08, 3.90e-10, 1.28e-10, 9.83e-07, 1.17e-06, 9.39e-07, 8.58e-09, 1.02e-08, 2.84e-09, 6.11e-09, 4.24e-09, 2.68e-09, 0.00e+00, 2.50e-08, 8.83e-10]    []  
420300    [1.96e-05, 8.11e-06, 5.17e-06, 5.57e-06, 4.25e-06, 4.55e-06, 3.38e-06, 1.62e-05, 1.53e-06, 3.99e-05, 4.56e-05, 2.39e-04, 3.52e-04, 1.60e-03, 2.07e-05, 2.47e-05, 9.95e-06, 1.40e-05, 0.00e+00, 0.00e+00, 2.55e-05, 1.71e-06]    [1.96e-05, 8.11e-06, 5.17e-06, 5.57e-06, 4.25e-06, 4.55e-06, 3.38e-06, 1.62e-05, 1.53e-06, 3.99e-05, 4.56e-05, 2.39e-04, 3.52e-04, 1.60e-03, 2.07e-05, 2.47e-05, 9.95e-06, 1.40e-05, 0.00e+00, 0.00e+00, 2.55e-05, 1.71e-06]    []  
420400    [6.78e-07, 1.10e-06, 5.93e-07, 1.28e-06, 7.92e-07, 7.21e-07, 5.64e-07, 1.58e-09, 2.05e-12, 6.20e-09, 1.02e-06, 1.29e-06, 1.01e-06, 1.33e-07, 3.41e-09, 2.36e-10, 2.57e-09, 8.77e-10, 2.43e-09, 1.13e-14, 2.20e-08, 1.17e-10]    [6.78e-07, 1.10e-06, 5.93e-07, 1.28e-06, 7.92e-07, 7.21e-07, 5.64e-07, 1.58e-09, 2.05e-12, 6.20e-09, 1.02e-06, 1.29e-06, 1.01e-06, 1.33e-07, 3.41e-09, 2.36e-10, 2.57e-09, 8.77e-10, 2.43e-09, 1.13e-14, 2.20e-08, 1.17e-10]    []  
420500    [2.46e-06, 2.30e-06, 2.12e-06, 3.56e-06, 1.09e-06, 1.80e-06, 1.16e-06, 1.48e-06, 2.69e-04, 5.54e-07, 6.45e-06, 8.73e-06, 1.86e-05, 4.81e-05, 7.36e-08, 2.49e-07, 7.76e-08, 1.40e-07, 1.15e-07, 0.00e+00, 7.82e-07, 1.54e-04]    [2.46e-06, 2.30e-06, 2.12e-06, 3.56e-06, 1.09e-06, 1.80e-06, 1.16e-06, 1.48e-06, 2.69e-04, 5.54e-07, 6.45e-06, 8.73e-06, 1.86e-05, 4.81e-05, 7.36e-08, 2.49e-07, 7.76e-08, 1.40e-07, 1.15e-07, 0.00e+00, 7.82e-07, 1.54e-04]    []  
420600    [5.57e-07, 9.74e-07, 5.87e-07, 1.29e-06, 7.14e-07, 6.64e-07, 5.92e-07, 1.62e-07, 1.88e-06, 3.54e-08, 1.33e-06, 1.55e-06, 1.90e-06, 4.36e-07, 2.49e-09, 7.03e-10, 6.26e-09, 2.81e-09, 1.84e-13, 0.00e+00, 5.59e-08, 3.19e-06]    [5.57e-07, 9.74e-07, 5.87e-07, 1.29e-06, 7.14e-07, 6.64e-07, 5.92e-07, 1.62e-07, 1.88e-06, 3.54e-08, 1.33e-06, 1.55e-06, 1.90e-06, 4.36e-07, 2.49e-09, 7.03e-10, 6.26e-09, 2.81e-09, 1.84e-13, 0.00e+00, 5.59e-08, 3.19e-06]    []  
420700    [1.21e-06, 1.36e-06, 5.90e-07, 1.40e-06, 7.68e-07, 8.78e-07, 5.95e-07, 8.68e-09, 4.58e-10, 2.62e-07, 1.87e-06, 3.90e-06, 7.54e-06, 1.49e-05, 0.00e+00, 2.03e-09, 0.00e+00, 2.77e-09, 1.37e-09, 2.50e-12, 1.50e-08, 1.26e-09]    [1.21e-06, 1.36e-06, 5.90e-07, 1.40e-06, 7.68e-07, 8.78e-07, 5.95e-07, 8.68e-09, 4.58e-10, 2.62e-07, 1.87e-06, 3.90e-06, 7.54e-06, 1.49e-05, 0.00e+00, 2.03e-09, 0.00e+00, 2.77e-09, 1.37e-09, 2.50e-12, 1.50e-08, 1.26e-09]    []  
420800    [6.05e-07, 9.77e-07, 6.09e-07, 1.31e-06, 7.01e-07, 6.94e-07, 5.67e-07, 3.75e-07, 1.29e-09, 1.08e-07, 1.36e-06, 2.41e-06, 5.25e-06, 7.84e-06, 0.00e+00, 0.00e+00, 8.23e-10, 0.00e+00, 0.00e+00, 0.00e+00, 6.06e-07, 9.04e-10]    [6.05e-07, 9.77e-07, 6.09e-07, 1.31e-06, 7.01e-07, 6.94e-07, 5.67e-07, 3.75e-07, 1.29e-09, 1.08e-07, 1.36e-06, 2.41e-06, 5.25e-06, 7.84e-06, 0.00e+00, 0.00e+00, 8.23e-10, 0.00e+00, 0.00e+00, 0.00e+00, 6.06e-07, 9.04e-10]    []  
420900    [7.91e-07, 1.15e-06, 5.46e-07, 1.23e-06, 8.00e-07, 7.93e-07, 5.75e-07, 8.13e-08, 3.13e-11, 8.09e-09, 1.15e-06, 1.59e-06, 1.35e-06, 2.81e-07, 0.00e+00, 0.00e+00, 1.51e-09, 2.79e-09, 6.72e-09, 4.20e-12, 4.40e-08, 9.42e-11]    [7.91e-07, 1.15e-06, 5.46e-07, 1.23e-06, 8.00e-07, 7.93e-07, 5.75e-07, 8.13e-08, 3.13e-11, 8.09e-09, 1.15e-06, 1.59e-06, 1.35e-06, 2.81e-07, 0.00e+00, 0.00e+00, 1.51e-09, 2.79e-09, 6.72e-09, 4.20e-12, 4.40e-08, 9.42e-11]    []  
421000    [8.91e-06, 2.04e-06, 1.08e-06, 1.85e-06, 1.52e-06, 1.21e-06, 9.27e-07, 8.15e-05, 1.00e-07, 5.52e-06, 5.95e-05, 8.15e-05, 3.17e-04, 4.91e-04, 6.36e-06, 4.56e-06, 5.83e-06, 4.43e-06, 2.28e-05, 3.67e-08, 1.16e-04, 2.09e-07]    [8.91e-06, 2.04e-06, 1.08e-06, 1.85e-06, 1.52e-06, 1.21e-06, 9.27e-07, 8.15e-05, 1.00e-07, 5.52e-06, 5.95e-05, 8.15e-05, 3.17e-04, 4.91e-04, 6.36e-06, 4.56e-06, 5.83e-06, 4.43e-06, 2.28e-05, 3.67e-08, 1.16e-04, 2.09e-07]    []  
421100    [6.60e-07, 1.05e-06, 5.66e-07, 1.22e-06, 7.60e-07, 7.35e-07, 5.56e-07, 8.24e-08, 2.36e-11, 1.40e-08, 1.01e-06, 1.46e-06, 1.45e-06, 6.85e-07, 0.00e+00, 0.00e+00, 9.17e-10, 3.41e-10, 0.00e+00, 0.00e+00, 1.62e-07, 2.52e-10]    [6.60e-07, 1.05e-06, 5.66e-07, 1.22e-06, 7.60e-07, 7.35e-07, 5.56e-07, 8.24e-08, 2.36e-11, 1.40e-08, 1.01e-06, 1.46e-06, 1.45e-06, 6.85e-07, 0.00e+00, 0.00e+00, 9.17e-10, 3.41e-10, 0.00e+00, 0.00e+00, 1.62e-07, 2.52e-10]    []  
421200    [1.38e-06, 1.38e-06, 5.63e-07, 1.33e-06, 8.30e-07, 9.58e-07, 6.07e-07, 3.05e-08, 3.83e-10, 3.60e-07, 2.89e-06, 3.31e-06, 4.95e-06, 2.49e-06, 0.00e+00, 2.76e-09, 0.00e+00, 2.16e-09, 1.66e-10, 2.09e-12, 2.52e-07, 1.18e-08]    [1.38e-06, 1.38e-06, 5.63e-07, 1.33e-06, 8.30e-07, 9.58e-07, 6.07e-07, 3.05e-08, 3.83e-10, 3.60e-07, 2.89e-06, 3.31e-06, 4.95e-06, 2.49e-06, 0.00e+00, 2.76e-09, 0.00e+00, 2.16e-09, 1.66e-10, 2.09e-12, 2.52e-07, 1.18e-08]    []  
421300    [9.99e-07, 9.42e-07, 9.69e-07, 1.30e-06, 1.04e-06, 6.84e-07, 6.10e-07, 1.05e-06, 5.15e-04, 4.01e-07, 2.59e-06, 4.72e-06, 1.44e-05, 2.72e-05, 2.62e-07, 1.80e-07, 2.14e-07, 1.96e-07, 1.60e-07, 0.00e+00, 1.09e-06, 7.09e-04]    [9.99e-07, 9.42e-07, 9.69e-07, 1.30e-06, 1.04e-06, 6.84e-07, 6.10e-07, 1.05e-06, 5.15e-04, 4.01e-07, 2.59e-06, 4.72e-06, 1.44e-05, 2.72e-05, 2.62e-07, 1.80e-07, 2.14e-07, 1.96e-07, 1.60e-07, 0.00e+00, 1.09e-06, 7.09e-04]    []  
421400    [7.43e-07, 1.11e-06, 5.03e-07, 1.18e-06, 7.81e-07, 7.78e-07, 5.96e-07, 1.72e-07, 6.36e-08, 1.14e-08, 1.09e-06, 1.56e-06, 1.24e-06, 8.09e-08, 3.10e-10, 5.69e-11, 2.20e-09, 2.24e-09, 0.00e+00, 6.86e-10, 1.65e-07, 3.06e-09]    [7.43e-07, 1.11e-06, 5.03e-07, 1.18e-06, 7.81e-07, 7.78e-07, 5.96e-07, 1.72e-07, 6.36e-08, 1.14e-08, 1.09e-06, 1.56e-06, 1.24e-06, 8.09e-08, 3.10e-10, 5.69e-11, 2.20e-09, 2.24e-09, 0.00e+00, 6.86e-10, 1.65e-07, 3.06e-09]    []  
421500    [7.47e-05, 1.58e-05, 7.07e-06, 1.22e-05, 1.04e-05, 9.69e-06, 7.45e-06, 4.08e-05, 8.62e-08, 1.28e-04, 2.44e-04, 8.37e-04, 1.11e-03, 5.58e-03, 9.34e-05, 8.31e-05, 3.35e-05, 1.91e-05, 1.21e-05, 4.30e-08, 6.37e-05, 2.46e-07]    [7.47e-05, 1.58e-05, 7.07e-06, 1.22e-05, 1.04e-05, 9.69e-06, 7.45e-06, 4.08e-05, 8.62e-08, 1.28e-04, 2.44e-04, 8.37e-04, 1.11e-03, 5.58e-03, 9.34e-05, 8.31e-05, 3.35e-05, 1.91e-05, 1.21e-05, 4.30e-08, 6.37e-05, 2.46e-07]    []  
421600    [6.74e-07, 1.04e-06, 5.59e-07, 1.21e-06, 7.67e-07, 7.23e-07, 5.65e-07, 1.19e-07, 1.46e-10, 2.17e-09, 1.03e-06, 1.34e-06, 1.12e-06, 1.39e-07, 1.64e-08, 5.88e-09, 6.89e-09, 5.56e-09, 1.56e-08, 7.94e-13, 9.49e-08, 3.95e-10]    [6.74e-07, 1.04e-06, 5.59e-07, 1.21e-06, 7.67e-07, 7.23e-07, 5.65e-07, 1.19e-07, 1.46e-10, 2.17e-09, 1.03e-06, 1.34e-06, 1.12e-06, 1.39e-07, 1.64e-08, 5.88e-09, 6.89e-09, 5.56e-09, 1.56e-08, 7.94e-13, 9.49e-08, 3.95e-10]    []  
421700    [8.27e-06, 3.62e-06, 1.26e-06, 5.21e-06, 1.55e-06, 2.41e-06, 1.43e-06, 5.08e-05, 2.46e-08, 3.90e-06, 2.24e-05, 9.68e-05, 5.50e-04, 8.30e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.35e-05, 1.84e-08]    [8.27e-06, 3.62e-06, 1.26e-06, 5.21e-06, 1.55e-06, 2.41e-06, 1.43e-06, 5.08e-05, 2.46e-08, 3.90e-06, 2.24e-05, 9.68e-05, 5.50e-04, 8.30e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.35e-05, 1.84e-08]    []  
421800    [5.95e-07, 9.76e-07, 5.61e-07, 1.21e-06, 7.53e-07, 6.94e-07, 5.55e-07, 3.51e-07, 1.75e-09, 2.93e-11, 9.38e-07, 1.25e-06, 1.06e-06, 1.89e-08, 3.92e-09, 2.81e-09, 5.80e-09, 4.11e-09, 0.00e+00, 1.31e-10, 2.25e-07, 8.06e-10]    [5.95e-07, 9.76e-07, 5.61e-07, 1.21e-06, 7.53e-07, 6.94e-07, 5.55e-07, 3.51e-07, 1.75e-09, 2.93e-11, 9.38e-07, 1.25e-06, 1.06e-06, 1.89e-08, 3.92e-09, 2.81e-09, 5.80e-09, 4.11e-09, 0.00e+00, 1.31e-10, 2.25e-07, 8.06e-10]    []  
421900    [1.35e-06, 1.39e-06, 6.28e-07, 1.50e-06, 8.11e-07, 8.78e-07, 7.83e-07, 3.18e-06, 4.71e-08, 4.12e-09, 2.94e-06, 1.13e-05, 8.45e-06, 4.61e-06, 1.79e-09, 4.70e-08, 3.83e-08, 4.43e-08, 4.61e-07, 3.28e-08, 3.02e-06, 1.84e-07]    [1.35e-06, 1.39e-06, 6.28e-07, 1.50e-06, 8.11e-07, 8.78e-07, 7.83e-07, 3.18e-06, 4.71e-08, 4.12e-09, 2.94e-06, 1.13e-05, 8.45e-06, 4.61e-06, 1.79e-09, 4.70e-08, 3.83e-08, 4.43e-08, 4.61e-07, 3.28e-08, 3.02e-06, 1.84e-07]    []  
422000    [5.34e-07, 9.48e-07, 5.88e-07, 1.26e-06, 7.05e-07, 6.76e-07, 5.41e-07, 7.81e-08, 2.31e-09, 2.22e-08, 9.43e-07, 1.42e-06, 1.97e-06, 1.65e-06, 1.02e-10, 0.00e+00, 2.16e-09, 0.00e+00, 2.20e-10, 0.00e+00, 1.38e-08, 2.58e-09]    [5.34e-07, 9.48e-07, 5.88e-07, 1.26e-06, 7.05e-07, 6.76e-07, 5.41e-07, 7.81e-08, 2.31e-09, 2.22e-08, 9.43e-07, 1.42e-06, 1.97e-06, 1.65e-06, 1.02e-10, 0.00e+00, 2.16e-09, 0.00e+00, 2.20e-10, 0.00e+00, 1.38e-08, 2.58e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 48.650371 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
422000    [5.34e-07, 9.48e-07, 5.88e-07, 1.26e-06, 7.05e-07, 6.76e-07, 5.41e-07, 7.81e-08, 2.31e-09, 2.22e-08, 9.43e-07, 1.42e-06, 1.97e-06, 1.65e-06, 1.02e-10, 0.00e+00, 2.16e-09, 0.00e+00, 2.20e-10, 0.00e+00, 1.38e-08, 2.58e-09]    [5.34e-07, 9.48e-07, 5.88e-07, 1.26e-06, 7.05e-07, 6.76e-07, 5.41e-07, 7.81e-08, 2.31e-09, 2.22e-08, 9.43e-07, 1.42e-06, 1.97e-06, 1.65e-06, 1.02e-10, 0.00e+00, 2.16e-09, 0.00e+00, 2.20e-10, 0.00e+00, 1.38e-08, 2.58e-09]    []  
422100    [8.22e-07, 1.06e-06, 5.84e-07, 1.19e-06, 8.19e-07, 7.42e-07, 5.57e-07, 6.80e-08, 4.31e-08, 3.95e-08, 1.31e-06, 2.38e-06, 1.38e-06, 2.10e-06, 4.25e-08, 1.69e-08, 1.12e-08, 2.29e-08, 2.98e-09, 0.00e+00, 2.43e-08, 5.14e-08]    [8.22e-07, 1.06e-06, 5.84e-07, 1.19e-06, 8.19e-07, 7.42e-07, 5.57e-07, 6.80e-08, 4.31e-08, 3.95e-08, 1.31e-06, 2.38e-06, 1.38e-06, 2.10e-06, 4.25e-08, 1.69e-08, 1.12e-08, 2.29e-08, 2.98e-09, 0.00e+00, 2.43e-08, 5.14e-08]    []  
422200    [2.70e-06, 1.58e-06, 7.24e-07, 1.67e-06, 7.25e-07, 1.13e-06, 5.72e-07, 1.21e-05, 1.74e-06, 2.19e-06, 6.00e-06, 1.91e-05, 4.86e-05, 1.13e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-06, 1.85e-05, 5.89e-06]    [2.70e-06, 1.58e-06, 7.24e-07, 1.67e-06, 7.25e-07, 1.13e-06, 5.72e-07, 1.21e-05, 1.74e-06, 2.19e-06, 6.00e-06, 1.91e-05, 4.86e-05, 1.13e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-06, 1.85e-05, 5.89e-06]    []  
422300    [1.02e-05, 3.19e-06, 1.27e-06, 3.04e-06, 2.03e-06, 2.12e-06, 8.00e-07, 6.75e-07, 2.75e-08, 1.29e-05, 2.02e-05, 1.02e-04, 2.97e-04, 8.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-08, 0.00e+00, 1.22e-07, 4.77e-08]    [1.02e-05, 3.19e-06, 1.27e-06, 3.04e-06, 2.03e-06, 2.12e-06, 8.00e-07, 6.75e-07, 2.75e-08, 1.29e-05, 2.02e-05, 1.02e-04, 2.97e-04, 8.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-08, 0.00e+00, 1.22e-07, 4.77e-08]    []  
422400    [5.80e-07, 9.48e-07, 5.57e-07, 1.22e-06, 7.20e-07, 6.72e-07, 5.57e-07, 1.15e-07, 3.95e-10, 1.00e-09, 9.24e-07, 1.21e-06, 1.00e-06, 1.79e-07, 1.63e-08, 6.82e-09, 1.02e-08, 7.63e-09, 1.83e-09, 4.68e-12, 1.90e-08, 1.30e-10]    [5.80e-07, 9.48e-07, 5.57e-07, 1.22e-06, 7.20e-07, 6.72e-07, 5.57e-07, 1.15e-07, 3.95e-10, 1.00e-09, 9.24e-07, 1.21e-06, 1.00e-06, 1.79e-07, 1.63e-08, 6.82e-09, 1.02e-08, 7.63e-09, 1.83e-09, 4.68e-12, 1.90e-08, 1.30e-10]    []  
422500    [9.86e-07, 1.14e-06, 5.62e-07, 1.17e-06, 8.57e-07, 7.79e-07, 5.63e-07, 7.94e-08, 4.01e-08, 2.99e-07, 2.01e-06, 2.52e-06, 1.69e-06, 2.14e-06, 8.48e-08, 2.67e-09, 1.28e-08, 1.28e-08, 3.41e-09, 4.48e-09, 2.65e-08, 2.90e-08]    [9.86e-07, 1.14e-06, 5.62e-07, 1.17e-06, 8.57e-07, 7.79e-07, 5.63e-07, 7.94e-08, 4.01e-08, 2.99e-07, 2.01e-06, 2.52e-06, 1.69e-06, 2.14e-06, 8.48e-08, 2.67e-09, 1.28e-08, 1.28e-08, 3.41e-09, 4.48e-09, 2.65e-08, 2.90e-08]    []  
422600    [1.75e-06, 1.03e-06, 6.55e-07, 1.25e-06, 8.88e-07, 7.12e-07, 6.22e-07, 5.56e-06, 8.39e-08, 8.92e-07, 6.98e-06, 1.09e-05, 3.50e-05, 6.49e-05, 7.75e-07, 5.39e-07, 6.89e-07, 5.44e-07, 1.37e-06, 1.52e-08, 8.58e-06, 9.21e-08]    [1.75e-06, 1.03e-06, 6.55e-07, 1.25e-06, 8.88e-07, 7.12e-07, 6.22e-07, 5.56e-06, 8.39e-08, 8.92e-07, 6.98e-06, 1.09e-05, 3.50e-05, 6.49e-05, 7.75e-07, 5.39e-07, 6.89e-07, 5.44e-07, 1.37e-06, 1.52e-08, 8.58e-06, 9.21e-08]    []  
422700    [7.32e-07, 1.07e-06, 5.51e-07, 1.19e-06, 7.84e-07, 7.30e-07, 5.58e-07, 1.11e-07, 4.24e-08, 1.05e-08, 1.14e-06, 1.50e-06, 1.26e-06, 8.15e-07, 1.73e-08, 1.42e-08, 1.05e-08, 1.52e-08, 1.43e-08, 0.00e+00, 8.68e-08, 4.66e-08]    [7.32e-07, 1.07e-06, 5.51e-07, 1.19e-06, 7.84e-07, 7.30e-07, 5.58e-07, 1.11e-07, 4.24e-08, 1.05e-08, 1.14e-06, 1.50e-06, 1.26e-06, 8.15e-07, 1.73e-08, 1.42e-08, 1.05e-08, 1.52e-08, 1.43e-08, 0.00e+00, 8.68e-08, 4.66e-08]    []  
422800    [4.78e-06, 3.77e-06, 1.22e-06, 6.37e-06, 8.42e-07, 2.77e-06, 1.51e-06, 9.19e-06, 3.61e-06, 1.04e-05, 1.16e-05, 6.08e-05, 1.08e-04, 2.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.09e-07, 1.79e-05, 2.93e-06]    [4.78e-06, 3.77e-06, 1.22e-06, 6.37e-06, 8.42e-07, 2.77e-06, 1.51e-06, 9.19e-06, 3.61e-06, 1.04e-05, 1.16e-05, 6.08e-05, 1.08e-04, 2.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.09e-07, 1.79e-05, 2.93e-06]    []  
422900    [5.98e-07, 9.90e-07, 5.67e-07, 1.22e-06, 7.29e-07, 6.88e-07, 5.40e-07, 3.55e-09, 1.66e-09, 4.69e-09, 9.20e-07, 1.27e-06, 1.12e-06, 1.58e-07, 1.65e-09, 5.23e-10, 2.62e-09, 3.05e-10, 0.00e+00, 9.56e-11, 6.91e-08, 5.77e-10]    [5.98e-07, 9.90e-07, 5.67e-07, 1.22e-06, 7.29e-07, 6.88e-07, 5.40e-07, 3.55e-09, 1.66e-09, 4.69e-09, 9.20e-07, 1.27e-06, 1.12e-06, 1.58e-07, 1.65e-09, 5.23e-10, 2.62e-09, 3.05e-10, 0.00e+00, 9.56e-11, 6.91e-08, 5.77e-10]    []  
423000    [1.23e-06, 1.24e-06, 5.72e-07, 1.31e-06, 8.24e-07, 8.01e-07, 6.12e-07, 7.55e-07, 1.35e-06, 6.65e-07, 1.85e-06, 5.94e-06, 1.00e-05, 3.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.66e-12, 4.24e-08, 6.34e-10, 2.75e-07, 1.18e-08]    [1.23e-06, 1.24e-06, 5.72e-07, 1.31e-06, 8.24e-07, 8.01e-07, 6.12e-07, 7.55e-07, 1.35e-06, 6.65e-07, 1.85e-06, 5.94e-06, 1.00e-05, 3.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.66e-12, 4.24e-08, 6.34e-10, 2.75e-07, 1.18e-08]    []  
423100    [1.99e-06, 2.72e-06, 1.10e-06, 2.88e-06, 6.71e-07, 1.37e-06, 7.15e-07, 2.34e-05, 6.02e-10, 1.67e-06, 9.70e-06, 9.99e-06, 1.80e-05, 1.96e-06, 1.05e-07, 0.00e+00, 6.61e-07, 9.45e-08, 4.77e-06, 2.78e-09, 2.68e-05, 1.80e-08]    [1.99e-06, 2.72e-06, 1.10e-06, 2.88e-06, 6.71e-07, 1.37e-06, 7.15e-07, 2.34e-05, 6.02e-10, 1.67e-06, 9.70e-06, 9.99e-06, 1.80e-05, 1.96e-06, 1.05e-07, 0.00e+00, 6.61e-07, 9.45e-08, 4.77e-06, 2.78e-09, 2.68e-05, 1.80e-08]    []  
423200    [5.73e-07, 9.76e-07, 5.50e-07, 1.22e-06, 7.11e-07, 6.79e-07, 5.54e-07, 3.13e-08, 5.97e-10, 3.62e-09, 9.01e-07, 1.21e-06, 1.05e-06, 8.83e-08, 2.26e-09, 5.60e-10, 3.68e-09, 1.14e-09, 2.20e-08, 0.00e+00, 1.33e-07, 5.46e-10]    [5.73e-07, 9.76e-07, 5.50e-07, 1.22e-06, 7.11e-07, 6.79e-07, 5.54e-07, 3.13e-08, 5.97e-10, 3.62e-09, 9.01e-07, 1.21e-06, 1.05e-06, 8.83e-08, 2.26e-09, 5.60e-10, 3.68e-09, 1.14e-09, 2.20e-08, 0.00e+00, 1.33e-07, 5.46e-10]    []  
423300    [1.05e-06, 1.24e-06, 5.19e-07, 1.16e-06, 9.11e-07, 8.99e-07, 6.08e-07, 2.35e-06, 2.92e-09, 2.05e-07, 1.34e-06, 6.41e-06, 5.09e-06, 1.68e-05, 0.00e+00, 2.75e-10, 0.00e+00, 6.34e-10, 0.00e+00, 0.00e+00, 3.04e-06, 5.96e-09]    [1.05e-06, 1.24e-06, 5.19e-07, 1.16e-06, 9.11e-07, 8.99e-07, 6.08e-07, 2.35e-06, 2.92e-09, 2.05e-07, 1.34e-06, 6.41e-06, 5.09e-06, 1.68e-05, 0.00e+00, 2.75e-10, 0.00e+00, 6.34e-10, 0.00e+00, 0.00e+00, 3.04e-06, 5.96e-09]    []  
423400    [7.52e-05, 1.52e-05, 6.95e-06, 1.16e-05, 1.04e-05, 9.13e-06, 6.65e-06, 1.23e-04, 3.91e-06, 1.11e-04, 2.02e-04, 8.19e-04, 1.00e-03, 4.96e-03, 9.67e-05, 9.11e-05, 3.53e-05, 2.50e-05, 3.54e-05, 8.69e-07, 1.74e-04, 4.00e-06]    [7.52e-05, 1.52e-05, 6.95e-06, 1.16e-05, 1.04e-05, 9.13e-06, 6.65e-06, 1.23e-04, 3.91e-06, 1.11e-04, 2.02e-04, 8.19e-04, 1.00e-03, 4.96e-03, 9.67e-05, 9.11e-05, 3.53e-05, 2.50e-05, 3.54e-05, 8.69e-07, 1.74e-04, 4.00e-06]    []  
423500    [6.68e-07, 1.02e-06, 5.57e-07, 1.20e-06, 7.53e-07, 7.03e-07, 5.44e-07, 1.30e-09, 1.55e-12, 4.73e-09, 1.03e-06, 1.35e-06, 1.25e-06, 3.78e-07, 2.87e-08, 9.54e-09, 1.22e-08, 1.04e-08, 9.75e-09, 1.54e-12, 5.87e-08, 5.99e-11]    [6.68e-07, 1.02e-06, 5.57e-07, 1.20e-06, 7.53e-07, 7.03e-07, 5.44e-07, 1.30e-09, 1.55e-12, 4.73e-09, 1.03e-06, 1.35e-06, 1.25e-06, 3.78e-07, 2.87e-08, 9.54e-09, 1.22e-08, 1.04e-08, 9.75e-09, 1.54e-12, 5.87e-08, 5.99e-11]    []  
423600    [1.06e-06, 1.20e-06, 6.09e-07, 1.33e-06, 6.91e-07, 7.84e-07, 5.95e-07, 3.18e-07, 5.95e-07, 3.19e-07, 2.10e-06, 5.65e-06, 1.62e-05, 1.88e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-09, 0.00e+00, 1.31e-07, 5.56e-09]    [1.06e-06, 1.20e-06, 6.09e-07, 1.33e-06, 6.91e-07, 7.84e-07, 5.95e-07, 3.18e-07, 5.95e-07, 3.19e-07, 2.10e-06, 5.65e-06, 1.62e-05, 1.88e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-09, 0.00e+00, 1.31e-07, 5.56e-09]    []  
423700    [4.82e-06, 2.59e-06, 6.98e-07, 2.11e-06, 1.59e-06, 1.99e-06, 1.07e-06, 1.38e-05, 1.33e-08, 6.09e-06, 2.15e-05, 5.45e-05, 3.23e-05, 2.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.30e-06, 2.28e-08]    [4.82e-06, 2.59e-06, 6.98e-07, 2.11e-06, 1.59e-06, 1.99e-06, 1.07e-06, 1.38e-05, 1.33e-08, 6.09e-06, 2.15e-05, 5.45e-05, 3.23e-05, 2.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.30e-06, 2.28e-08]    []  
423800    [5.54e-07, 9.45e-07, 5.51e-07, 1.22e-06, 7.04e-07, 6.66e-07, 5.55e-07, 4.35e-10, 2.32e-10, 4.27e-10, 8.85e-07, 1.13e-06, 9.53e-07, 3.97e-08, 7.97e-09, 4.38e-09, 8.15e-09, 4.06e-09, 5.37e-09, 0.00e+00, 3.62e-08, 5.62e-10]    [5.54e-07, 9.45e-07, 5.51e-07, 1.22e-06, 7.04e-07, 6.66e-07, 5.55e-07, 4.35e-10, 2.32e-10, 4.27e-10, 8.85e-07, 1.13e-06, 9.53e-07, 3.97e-08, 7.97e-09, 4.38e-09, 8.15e-09, 4.06e-09, 5.37e-09, 0.00e+00, 3.62e-08, 5.62e-10]    []  
423900    [1.12e-06, 1.14e-06, 5.36e-07, 1.10e-06, 9.56e-07, 7.94e-07, 5.93e-07, 1.04e-06, 4.76e-10, 5.09e-07, 2.00e-06, 3.65e-06, 5.79e-06, 8.58e-06, 2.00e-07, 4.78e-08, 2.46e-08, 2.24e-08, 0.00e+00, 3.11e-10, 4.27e-07, 2.06e-09]    [1.12e-06, 1.14e-06, 5.36e-07, 1.10e-06, 9.56e-07, 7.94e-07, 5.93e-07, 1.04e-06, 4.76e-10, 5.09e-07, 2.00e-06, 3.65e-06, 5.79e-06, 8.58e-06, 2.00e-07, 4.78e-08, 2.46e-08, 2.24e-08, 0.00e+00, 3.11e-10, 4.27e-07, 2.06e-09]    []  
424000    [5.16e-07, 9.16e-07, 5.82e-07, 1.23e-06, 7.10e-07, 6.47e-07, 5.38e-07, 1.48e-07, 6.49e-11, 2.00e-09, 8.98e-07, 1.08e-06, 1.05e-06, 3.10e-07, 1.55e-08, 1.10e-08, 1.62e-08, 1.26e-08, 6.71e-09, 0.00e+00, 4.42e-08, 2.26e-10]    [5.16e-07, 9.16e-07, 5.82e-07, 1.23e-06, 7.10e-07, 6.47e-07, 5.38e-07, 1.48e-07, 6.49e-11, 2.00e-09, 8.98e-07, 1.08e-06, 1.05e-06, 3.10e-07, 1.55e-08, 1.10e-08, 1.62e-08, 1.26e-08, 6.71e-09, 0.00e+00, 4.42e-08, 2.26e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 44.325649 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
424000    [5.16e-07, 9.16e-07, 5.82e-07, 1.23e-06, 7.10e-07, 6.47e-07, 5.38e-07, 1.48e-07, 6.49e-11, 2.00e-09, 8.98e-07, 1.08e-06, 1.05e-06, 3.10e-07, 1.55e-08, 1.10e-08, 1.62e-08, 1.26e-08, 6.71e-09, 0.00e+00, 4.42e-08, 2.26e-10]    [5.16e-07, 9.16e-07, 5.82e-07, 1.23e-06, 7.10e-07, 6.47e-07, 5.38e-07, 1.48e-07, 6.49e-11, 2.00e-09, 8.98e-07, 1.08e-06, 1.05e-06, 3.10e-07, 1.55e-08, 1.10e-08, 1.62e-08, 1.26e-08, 6.71e-09, 0.00e+00, 4.42e-08, 2.26e-10]    []  
424100    [9.16e-07, 1.12e-06, 5.86e-07, 1.17e-06, 8.30e-07, 7.58e-07, 5.47e-07, 6.37e-07, 7.64e-09, 1.13e-07, 1.38e-06, 2.58e-06, 2.11e-06, 4.36e-06, 6.23e-08, 2.29e-08, 3.28e-08, 4.55e-08, 7.65e-08, 9.95e-10, 5.15e-07, 6.74e-09]    [9.16e-07, 1.12e-06, 5.86e-07, 1.17e-06, 8.30e-07, 7.58e-07, 5.47e-07, 6.37e-07, 7.64e-09, 1.13e-07, 1.38e-06, 2.58e-06, 2.11e-06, 4.36e-06, 6.23e-08, 2.29e-08, 3.28e-08, 4.55e-08, 7.65e-08, 9.95e-10, 5.15e-07, 6.74e-09]    []  
424200    [7.07e-06, 2.36e-06, 1.48e-06, 1.78e-06, 1.49e-06, 1.24e-06, 1.10e-06, 2.81e-06, 1.33e-05, 7.44e-06, 2.04e-05, 5.20e-05, 1.11e-04, 3.76e-04, 4.50e-06, 3.81e-06, 1.68e-06, 2.93e-06, 9.61e-07, 9.59e-07, 6.01e-06, 4.68e-06]    [7.07e-06, 2.36e-06, 1.48e-06, 1.78e-06, 1.49e-06, 1.24e-06, 1.10e-06, 2.81e-06, 1.33e-05, 7.44e-06, 2.04e-05, 5.20e-05, 1.11e-04, 3.76e-04, 4.50e-06, 3.81e-06, 1.68e-06, 2.93e-06, 9.61e-07, 9.59e-07, 6.01e-06, 4.68e-06]    []  
424300    [2.07e-06, 1.89e-06, 6.77e-07, 1.21e-06, 1.04e-06, 1.12e-06, 8.02e-07, 1.15e-05, 7.73e-10, 3.67e-08, 5.36e-06, 1.06e-05, 4.85e-05, 3.30e-05, 5.74e-08, 3.61e-08, 1.75e-07, 3.85e-07, 0.00e+00, 5.77e-10, 8.67e-06, 3.83e-09]    [2.07e-06, 1.89e-06, 6.77e-07, 1.21e-06, 1.04e-06, 1.12e-06, 8.02e-07, 1.15e-05, 7.73e-10, 3.67e-08, 5.36e-06, 1.06e-05, 4.85e-05, 3.30e-05, 5.74e-08, 3.61e-08, 1.75e-07, 3.85e-07, 0.00e+00, 5.77e-10, 8.67e-06, 3.83e-09]    []  
424400    [5.93e-07, 9.46e-07, 5.43e-07, 1.20e-06, 7.12e-07, 6.67e-07, 5.61e-07, 1.63e-08, 1.80e-11, 1.76e-08, 9.73e-07, 1.25e-06, 1.33e-06, 9.40e-07, 2.65e-08, 1.58e-08, 2.37e-08, 1.81e-08, 3.14e-08, 5.80e-11, 1.91e-07, 3.11e-10]    [5.93e-07, 9.46e-07, 5.43e-07, 1.20e-06, 7.12e-07, 6.67e-07, 5.61e-07, 1.63e-08, 1.80e-11, 1.76e-08, 9.73e-07, 1.25e-06, 1.33e-06, 9.40e-07, 2.65e-08, 1.58e-08, 2.37e-08, 1.81e-08, 3.14e-08, 5.80e-11, 1.91e-07, 3.11e-10]    []  
424500    [8.92e-07, 1.19e-06, 5.15e-07, 1.14e-06, 8.41e-07, 8.34e-07, 5.82e-07, 1.54e-07, 1.27e-08, 1.27e-07, 1.45e-06, 3.79e-06, 1.91e-06, 6.60e-06, 0.00e+00, 0.00e+00, 2.57e-14, 9.87e-10, 0.00e+00, 1.83e-09, 1.18e-07, 1.23e-08]    [8.92e-07, 1.19e-06, 5.15e-07, 1.14e-06, 8.41e-07, 8.34e-07, 5.82e-07, 1.54e-07, 1.27e-08, 1.27e-07, 1.45e-06, 3.79e-06, 1.91e-06, 6.60e-06, 0.00e+00, 0.00e+00, 2.57e-14, 9.87e-10, 0.00e+00, 1.83e-09, 1.18e-07, 1.23e-08]    []  
424600    [9.73e-06, 4.83e-06, 3.05e-06, 2.89e-06, 2.51e-06, 2.58e-06, 1.55e-06, 7.73e-07, 7.15e-06, 8.66e-06, 1.07e-05, 9.48e-05, 1.23e-04, 5.07e-04, 1.25e-05, 1.00e-05, 2.84e-06, 2.75e-06, 0.00e+00, 0.00e+00, 1.17e-07, 8.18e-06]    [9.73e-06, 4.83e-06, 3.05e-06, 2.89e-06, 2.51e-06, 2.58e-06, 1.55e-06, 7.73e-07, 7.15e-06, 8.66e-06, 1.07e-05, 9.48e-05, 1.23e-04, 5.07e-04, 1.25e-05, 1.00e-05, 2.84e-06, 2.75e-06, 0.00e+00, 0.00e+00, 1.17e-07, 8.18e-06]    []  
424700    [5.90e-07, 9.81e-07, 5.60e-07, 1.22e-06, 7.14e-07, 6.83e-07, 5.35e-07, 1.19e-08, 1.07e-07, 1.05e-10, 9.12e-07, 1.20e-06, 9.88e-07, 5.36e-09, 6.50e-09, 3.69e-09, 6.79e-09, 3.23e-09, 4.59e-09, 1.37e-08, 3.30e-08, 8.37e-08]    [5.90e-07, 9.81e-07, 5.60e-07, 1.22e-06, 7.14e-07, 6.83e-07, 5.35e-07, 1.19e-08, 1.07e-07, 1.05e-10, 9.12e-07, 1.20e-06, 9.88e-07, 5.36e-09, 6.50e-09, 3.69e-09, 6.79e-09, 3.23e-09, 4.59e-09, 1.37e-08, 3.30e-08, 8.37e-08]    []  
424800    [7.13e-07, 1.06e-06, 4.53e-07, 1.10e-06, 8.05e-07, 7.62e-07, 6.22e-07, 1.35e-07, 1.23e-07, 7.15e-08, 1.35e-06, 2.85e-06, 2.03e-06, 4.36e-07, 0.00e+00, 3.89e-10, 5.55e-10, 1.52e-09, 9.29e-09, 6.68e-10, 6.20e-08, 1.49e-08]    [7.13e-07, 1.06e-06, 4.53e-07, 1.10e-06, 8.05e-07, 7.62e-07, 6.22e-07, 1.35e-07, 1.23e-07, 7.15e-08, 1.35e-06, 2.85e-06, 2.03e-06, 4.36e-07, 0.00e+00, 3.89e-10, 5.55e-10, 1.52e-09, 9.29e-09, 6.68e-10, 6.20e-08, 1.49e-08]    []  
424900    [1.93e-06, 1.50e-06, 5.53e-07, 1.47e-06, 1.06e-06, 1.10e-06, 6.82e-07, 1.66e-05, 6.86e-10, 1.17e-06, 1.68e-06, 1.68e-05, 1.67e-05, 5.45e-05, 0.00e+00, 3.54e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.56e-05, 1.10e-08]    [1.93e-06, 1.50e-06, 5.53e-07, 1.47e-06, 1.06e-06, 1.10e-06, 6.82e-07, 1.66e-05, 6.86e-10, 1.17e-06, 1.68e-06, 1.68e-05, 1.67e-05, 5.45e-05, 0.00e+00, 3.54e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.56e-05, 1.10e-08]    []  
425000    [1.16e-05, 3.74e-06, 1.65e-06, 3.35e-06, 1.26e-06, 2.15e-06, 7.80e-07, 7.43e-05, 8.69e-08, 7.27e-06, 4.50e-05, 9.98e-05, 2.81e-04, 5.61e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.55e-04, 2.31e-07]    [1.16e-05, 3.74e-06, 1.65e-06, 3.35e-06, 1.26e-06, 2.15e-06, 7.80e-07, 7.43e-05, 8.69e-08, 7.27e-06, 4.50e-05, 9.98e-05, 2.81e-04, 5.61e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.55e-04, 2.31e-07]    []  
425100    [6.62e-07, 1.03e-06, 5.40e-07, 1.18e-06, 7.57e-07, 7.00e-07, 5.52e-07, 5.99e-08, 6.41e-14, 2.69e-09, 1.03e-06, 1.41e-06, 1.40e-06, 4.78e-07, 3.66e-08, 4.29e-09, 1.29e-08, 1.36e-08, 2.88e-08, 1.35e-12, 1.75e-07, 8.36e-11]    [6.62e-07, 1.03e-06, 5.40e-07, 1.18e-06, 7.57e-07, 7.00e-07, 5.52e-07, 5.99e-08, 6.41e-14, 2.69e-09, 1.03e-06, 1.41e-06, 1.40e-06, 4.78e-07, 3.66e-08, 4.29e-09, 1.29e-08, 1.36e-08, 2.88e-08, 1.35e-12, 1.75e-07, 8.36e-11]    []  
425200    [3.51e-06, 2.02e-06, 9.67e-07, 1.56e-06, 1.16e-06, 1.11e-06, 8.51e-07, 2.05e-05, 5.20e-07, 1.71e-06, 4.93e-06, 5.03e-05, 1.54e-05, 1.03e-04, 3.40e-06, 2.11e-06, 4.43e-07, 2.65e-07, 2.88e-06, 6.27e-08, 1.70e-05, 3.39e-07]    [3.51e-06, 2.02e-06, 9.67e-07, 1.56e-06, 1.16e-06, 1.11e-06, 8.51e-07, 2.05e-05, 5.20e-07, 1.71e-06, 4.93e-06, 5.03e-05, 1.54e-05, 1.03e-04, 3.40e-06, 2.11e-06, 4.43e-07, 2.65e-07, 2.88e-06, 6.27e-08, 1.70e-05, 3.39e-07]    []  
425300    [6.10e-07, 9.23e-07, 5.63e-07, 1.21e-06, 7.23e-07, 6.57e-07, 5.41e-07, 1.60e-08, 4.44e-07, 4.70e-08, 1.07e-06, 1.44e-06, 2.03e-06, 2.84e-06, 4.81e-08, 3.01e-08, 3.83e-08, 3.61e-08, 6.18e-09, 0.00e+00, 4.13e-08, 5.05e-07]    [6.10e-07, 9.23e-07, 5.63e-07, 1.21e-06, 7.23e-07, 6.57e-07, 5.41e-07, 1.60e-08, 4.44e-07, 4.70e-08, 1.07e-06, 1.44e-06, 2.03e-06, 2.84e-06, 4.81e-08, 3.01e-08, 3.83e-08, 3.61e-08, 6.18e-09, 0.00e+00, 4.13e-08, 5.05e-07]    []  
425400    [9.00e-07, 1.20e-06, 4.57e-07, 1.09e-06, 8.86e-07, 8.59e-07, 6.24e-07, 4.52e-08, 1.74e-10, 1.16e-08, 1.48e-06, 3.17e-06, 2.01e-06, 9.02e-07, 0.00e+00, 3.21e-11, 1.06e-10, 3.79e-09, 2.58e-10, 9.49e-13, 3.82e-08, 8.28e-08]    [9.00e-07, 1.20e-06, 4.57e-07, 1.09e-06, 8.86e-07, 8.59e-07, 6.24e-07, 4.52e-08, 1.74e-10, 1.16e-08, 1.48e-06, 3.17e-06, 2.01e-06, 9.02e-07, 0.00e+00, 3.21e-11, 1.06e-10, 3.79e-09, 2.58e-10, 9.49e-13, 3.82e-08, 8.28e-08]    []  
425500    [1.66e-06, 1.03e-06, 6.41e-07, 1.28e-06, 8.32e-07, 6.98e-07, 6.57e-07, 3.46e-07, 2.26e-09, 1.16e-06, 4.05e-06, 9.23e-06, 2.15e-05, 6.11e-05, 7.69e-07, 5.39e-07, 5.17e-07, 4.21e-07, 1.05e-07, 3.59e-10, 7.08e-07, 2.24e-09]    [1.66e-06, 1.03e-06, 6.41e-07, 1.28e-06, 8.32e-07, 6.98e-07, 6.57e-07, 3.46e-07, 2.26e-09, 1.16e-06, 4.05e-06, 9.23e-06, 2.15e-05, 6.11e-05, 7.69e-07, 5.39e-07, 5.17e-07, 4.21e-07, 1.05e-07, 3.59e-10, 7.08e-07, 2.24e-09]    []  
425600    [7.10e-07, 1.08e-06, 5.21e-07, 1.17e-06, 7.51e-07, 7.46e-07, 5.54e-07, 2.74e-09, 2.61e-10, 2.87e-11, 1.07e-06, 1.45e-06, 1.24e-06, 1.57e-07, 8.31e-09, 3.36e-09, 7.21e-09, 1.04e-08, 9.85e-10, 4.56e-12, 1.45e-08, 1.19e-10]    [7.10e-07, 1.08e-06, 5.21e-07, 1.17e-06, 7.51e-07, 7.46e-07, 5.54e-07, 2.74e-09, 2.61e-10, 2.87e-11, 1.07e-06, 1.45e-06, 1.24e-06, 1.57e-07, 8.31e-09, 3.36e-09, 7.21e-09, 1.04e-08, 9.85e-10, 4.56e-12, 1.45e-08, 1.19e-10]    []  
425700    [5.89e-05, 1.33e-05, 5.82e-06, 1.02e-05, 8.94e-06, 8.25e-06, 6.72e-06, 2.24e-05, 1.37e-07, 1.16e-04, 2.21e-04, 7.00e-04, 7.39e-04, 4.49e-03, 7.32e-05, 6.52e-05, 2.03e-05, 1.25e-05, 0.00e+00, 3.16e-08, 1.32e-05, 1.85e-07]    [5.89e-05, 1.33e-05, 5.82e-06, 1.02e-05, 8.94e-06, 8.25e-06, 6.72e-06, 2.24e-05, 1.37e-07, 1.16e-04, 2.21e-04, 7.00e-04, 7.39e-04, 4.49e-03, 7.32e-05, 6.52e-05, 2.03e-05, 1.25e-05, 0.00e+00, 3.16e-08, 1.32e-05, 1.85e-07]    []  
425800    [6.28e-07, 1.04e-06, 5.50e-07, 1.19e-06, 7.36e-07, 7.09e-07, 5.35e-07, 5.35e-08, 8.48e-11, 1.79e-08, 1.01e-06, 1.38e-06, 1.07e-06, 2.45e-07, 1.71e-10, 2.72e-10, 2.70e-09, 5.51e-10, 5.50e-09, 5.59e-13, 3.86e-08, 9.99e-11]    [6.28e-07, 1.04e-06, 5.50e-07, 1.19e-06, 7.36e-07, 7.09e-07, 5.35e-07, 5.35e-08, 8.48e-11, 1.79e-08, 1.01e-06, 1.38e-06, 1.07e-06, 2.45e-07, 1.71e-10, 2.72e-10, 2.70e-09, 5.51e-10, 5.50e-09, 5.59e-13, 3.86e-08, 9.99e-11]    []  
425900    [5.90e-06, 2.59e-06, 1.17e-06, 1.65e-06, 1.11e-06, 1.33e-06, 7.74e-07, 3.66e-05, 4.61e-05, 1.69e-06, 1.66e-05, 5.46e-05, 3.21e-05, 1.76e-04, 3.55e-06, 2.40e-06, 7.82e-07, 6.64e-07, 6.76e-06, 8.57e-06, 3.71e-05, 3.50e-05]    [5.90e-06, 2.59e-06, 1.17e-06, 1.65e-06, 1.11e-06, 1.33e-06, 7.74e-07, 3.66e-05, 4.61e-05, 1.69e-06, 1.66e-05, 5.46e-05, 3.21e-05, 1.76e-04, 3.55e-06, 2.40e-06, 7.82e-07, 6.64e-07, 6.76e-06, 8.57e-06, 3.71e-05, 3.50e-05]    []  
426000    [5.39e-07, 9.51e-07, 5.62e-07, 1.23e-06, 6.85e-07, 6.73e-07, 5.29e-07, 6.72e-08, 2.83e-09, 1.95e-08, 8.77e-07, 1.29e-06, 1.44e-06, 9.96e-07, 2.63e-11, 0.00e+00, 2.19e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-07, 3.98e-09]    [5.39e-07, 9.51e-07, 5.62e-07, 1.23e-06, 6.85e-07, 6.73e-07, 5.29e-07, 6.72e-08, 2.83e-09, 1.95e-08, 8.77e-07, 1.29e-06, 1.44e-06, 9.96e-07, 2.63e-11, 0.00e+00, 2.19e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-07, 3.98e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 43.486954 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
426000    [5.39e-07, 9.51e-07, 5.62e-07, 1.23e-06, 6.85e-07, 6.73e-07, 5.29e-07, 6.72e-08, 2.83e-09, 1.95e-08, 8.77e-07, 1.29e-06, 1.44e-06, 9.96e-07, 2.63e-11, 0.00e+00, 2.19e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-07, 3.98e-09]    [5.39e-07, 9.51e-07, 5.62e-07, 1.23e-06, 6.85e-07, 6.73e-07, 5.29e-07, 6.72e-08, 2.83e-09, 1.95e-08, 8.77e-07, 1.29e-06, 1.44e-06, 9.96e-07, 2.63e-11, 0.00e+00, 2.19e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-07, 3.98e-09]    []  
426100    [8.16e-07, 1.09e-06, 5.16e-07, 1.13e-06, 8.14e-07, 7.58e-07, 5.42e-07, 3.10e-07, 1.30e-10, 5.29e-09, 1.39e-06, 1.73e-06, 1.50e-06, 4.77e-07, 8.39e-09, 1.45e-09, 1.37e-08, 1.29e-08, 4.51e-08, 9.20e-13, 2.94e-07, 6.63e-11]    [8.16e-07, 1.09e-06, 5.16e-07, 1.13e-06, 8.14e-07, 7.58e-07, 5.42e-07, 3.10e-07, 1.30e-10, 5.29e-09, 1.39e-06, 1.73e-06, 1.50e-06, 4.77e-07, 8.39e-09, 1.45e-09, 1.37e-08, 1.29e-08, 4.51e-08, 9.20e-13, 2.94e-07, 6.63e-11]    []  
426200    [1.81e-06, 2.24e-06, 7.20e-07, 2.07e-06, 1.13e-06, 1.46e-06, 5.72e-07, 2.25e-05, 7.72e-06, 2.44e-06, 1.84e-05, 2.05e-05, 5.63e-06, 1.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.90e-06, 0.00e+00, 1.71e-05, 4.03e-06]    [1.81e-06, 2.24e-06, 7.20e-07, 2.07e-06, 1.13e-06, 1.46e-06, 5.72e-07, 2.25e-05, 7.72e-06, 2.44e-06, 1.84e-05, 2.05e-05, 5.63e-06, 1.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.90e-06, 0.00e+00, 1.71e-05, 4.03e-06]    []  
426300    [5.46e-07, 9.52e-07, 5.40e-07, 1.22e-06, 6.82e-07, 6.74e-07, 5.41e-07, 2.99e-10, 2.07e-10, 8.46e-09, 8.63e-07, 1.19e-06, 1.09e-06, 3.12e-07, 1.59e-10, 2.62e-11, 2.84e-09, 6.44e-11, 1.15e-10, 0.00e+00, 2.51e-08, 3.79e-10]    [5.46e-07, 9.52e-07, 5.40e-07, 1.22e-06, 6.82e-07, 6.74e-07, 5.41e-07, 2.99e-10, 2.07e-10, 8.46e-09, 8.63e-07, 1.19e-06, 1.09e-06, 3.12e-07, 1.59e-10, 2.62e-11, 2.84e-09, 6.44e-11, 1.15e-10, 0.00e+00, 2.51e-08, 3.79e-10]    []  
426400    [7.79e-07, 1.13e-06, 5.30e-07, 1.09e-06, 8.44e-07, 7.80e-07, 5.55e-07, 4.39e-09, 1.51e-09, 2.97e-08, 1.61e-06, 1.90e-06, 1.64e-06, 1.64e-07, 9.60e-10, 2.33e-10, 4.92e-09, 4.88e-09, 3.60e-09, 1.56e-10, 2.70e-08, 9.84e-10]    [7.79e-07, 1.13e-06, 5.30e-07, 1.09e-06, 8.44e-07, 7.80e-07, 5.55e-07, 4.39e-09, 1.51e-09, 2.97e-08, 1.61e-06, 1.90e-06, 1.64e-06, 1.64e-07, 9.60e-10, 2.33e-10, 4.92e-09, 4.88e-09, 3.60e-09, 1.56e-10, 2.70e-08, 9.84e-10]    []  
426500    [9.67e-05, 3.34e-05, 1.00e-05, 2.03e-05, 9.61e-06, 1.81e-05, 5.45e-06, 1.21e-04, 2.21e-05, 8.93e-05, 1.62e-04, 1.20e-03, 9.71e-04, 5.71e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.43e-04, 3.20e-05]    [9.67e-05, 3.34e-05, 1.00e-05, 2.03e-05, 9.61e-06, 1.81e-05, 5.45e-06, 1.21e-04, 2.21e-05, 8.93e-05, 1.62e-04, 1.20e-03, 9.71e-04, 5.71e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.43e-04, 3.20e-05]    []  
426600    [6.38e-07, 1.02e-06, 5.49e-07, 1.18e-06, 7.33e-07, 7.02e-07, 5.33e-07, 2.19e-08, 9.16e-09, 4.44e-13, 9.85e-07, 1.29e-06, 1.07e-06, 7.93e-09, 4.11e-09, 2.72e-09, 5.41e-09, 3.14e-09, 4.08e-10, 8.30e-10, 1.46e-08, 5.64e-09]    [6.38e-07, 1.02e-06, 5.49e-07, 1.18e-06, 7.33e-07, 7.02e-07, 5.33e-07, 2.19e-08, 9.16e-09, 4.44e-13, 9.85e-07, 1.29e-06, 1.07e-06, 7.93e-09, 4.11e-09, 2.72e-09, 5.41e-09, 3.14e-09, 4.08e-10, 8.30e-10, 1.46e-08, 5.64e-09]    []  
426700    [1.14e-06, 1.50e-06, 5.31e-07, 1.36e-06, 7.33e-07, 1.02e-06, 5.39e-07, 2.37e-05, 1.96e-08, 8.53e-07, 4.46e-06, 4.25e-06, 3.05e-06, 5.99e-06, 0.00e+00, 2.62e-09, 2.72e-10, 6.98e-10, 2.47e-06, 0.00e+00, 1.47e-05, 9.56e-07]    [1.14e-06, 1.50e-06, 5.31e-07, 1.36e-06, 7.33e-07, 1.02e-06, 5.39e-07, 2.37e-05, 1.96e-08, 8.53e-07, 4.46e-06, 4.25e-06, 3.05e-06, 5.99e-06, 0.00e+00, 2.62e-09, 2.72e-10, 6.98e-10, 2.47e-06, 0.00e+00, 1.47e-05, 9.56e-07]    []  
426800    [1.72e-05, 5.44e-06, 2.27e-06, 4.32e-06, 1.61e-06, 3.04e-06, 9.04e-07, 2.30e-05, 2.14e-08, 1.37e-05, 4.27e-05, 1.44e-04, 3.20e-04, 8.65e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.65e-05, 9.18e-08]    [1.72e-05, 5.44e-06, 2.27e-06, 4.32e-06, 1.61e-06, 3.04e-06, 9.04e-07, 2.30e-05, 2.14e-08, 1.37e-05, 4.27e-05, 1.44e-04, 3.20e-04, 8.65e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.65e-05, 9.18e-08]    []  
426900    [6.49e-07, 1.04e-06, 5.37e-07, 1.19e-06, 7.21e-07, 7.10e-07, 5.37e-07, 2.86e-08, 3.95e-10, 2.67e-09, 9.95e-07, 1.41e-06, 1.39e-06, 4.26e-07, 9.45e-10, 1.52e-13, 1.83e-09, 4.08e-10, 8.22e-10, 3.11e-12, 1.62e-08, 1.42e-10]    [6.49e-07, 1.04e-06, 5.37e-07, 1.19e-06, 7.21e-07, 7.10e-07, 5.37e-07, 2.86e-08, 3.95e-10, 2.67e-09, 9.95e-07, 1.41e-06, 1.39e-06, 4.26e-07, 9.45e-10, 1.52e-13, 1.83e-09, 4.08e-10, 8.22e-10, 3.11e-12, 1.62e-08, 1.42e-10]    []  
427000    [1.11e-05, 6.69e-06, 2.60e-06, 3.94e-06, 1.67e-06, 3.25e-06, 1.61e-06, 4.09e-05, 3.00e-08, 1.75e-05, 1.98e-05, 1.71e-04, 1.86e-04, 7.01e-04, 2.71e-05, 7.96e-06, 5.46e-06, 4.03e-06, 1.15e-05, 0.00e+00, 6.00e-05, 5.11e-09]    [1.11e-05, 6.69e-06, 2.60e-06, 3.94e-06, 1.67e-06, 3.25e-06, 1.61e-06, 4.09e-05, 3.00e-08, 1.75e-05, 1.98e-05, 1.71e-04, 1.86e-04, 7.01e-04, 2.71e-05, 7.96e-06, 5.46e-06, 4.03e-06, 1.15e-05, 0.00e+00, 6.00e-05, 5.11e-09]    []  
427100    [5.98e-07, 1.02e-06, 5.54e-07, 1.23e-06, 7.13e-07, 6.89e-07, 5.34e-07, 3.36e-08, 1.59e-10, 4.03e-09, 9.26e-07, 1.23e-06, 1.00e-06, 3.90e-08, 2.52e-09, 1.33e-09, 5.01e-09, 2.16e-09, 2.98e-09, 3.66e-11, 2.70e-08, 2.18e-10]    [5.98e-07, 1.02e-06, 5.54e-07, 1.23e-06, 7.13e-07, 6.89e-07, 5.34e-07, 3.36e-08, 1.59e-10, 4.03e-09, 9.26e-07, 1.23e-06, 1.00e-06, 3.90e-08, 2.52e-09, 1.33e-09, 5.01e-09, 2.16e-09, 2.98e-09, 3.66e-11, 2.70e-08, 2.18e-10]    []  
427200    [3.83e-06, 1.93e-06, 8.22e-07, 1.51e-06, 1.25e-06, 1.05e-06, 8.00e-07, 2.56e-05, 1.18e-05, 2.13e-06, 1.59e-05, 2.23e-05, 3.88e-05, 1.15e-04, 3.26e-06, 1.12e-06, 7.31e-07, 5.61e-07, 4.06e-06, 0.00e+00, 2.32e-05, 1.59e-05]    [3.83e-06, 1.93e-06, 8.22e-07, 1.51e-06, 1.25e-06, 1.05e-06, 8.00e-07, 2.56e-05, 1.18e-05, 2.13e-06, 1.59e-05, 2.23e-05, 3.88e-05, 1.15e-04, 3.26e-06, 1.12e-06, 7.31e-07, 5.61e-07, 4.06e-06, 0.00e+00, 2.32e-05, 1.59e-05]    []  
427300    [1.71e-05, 3.37e-06, 1.76e-06, 2.72e-06, 2.20e-06, 1.90e-06, 1.25e-06, 6.54e-05, 2.18e-06, 1.61e-05, 5.87e-05, 1.32e-04, 3.76e-04, 9.42e-04, 1.43e-05, 1.13e-05, 9.23e-06, 7.21e-06, 1.94e-05, 4.83e-07, 9.99e-05, 2.31e-06]    [1.71e-05, 3.37e-06, 1.76e-06, 2.72e-06, 2.20e-06, 1.90e-06, 1.25e-06, 6.54e-05, 2.18e-06, 1.61e-05, 5.87e-05, 1.32e-04, 3.76e-04, 9.42e-04, 1.43e-05, 1.13e-05, 9.23e-06, 7.21e-06, 1.94e-05, 4.83e-07, 9.99e-05, 2.31e-06]    []  
427400    [6.36e-07, 1.01e-06, 5.40e-07, 1.18e-06, 7.37e-07, 6.95e-07, 5.33e-07, 2.54e-08, 1.37e-08, 2.84e-15, 9.79e-07, 1.30e-06, 1.09e-06, 9.31e-09, 1.09e-08, 4.45e-10, 2.64e-09, 7.81e-10, 3.65e-10, 0.00e+00, 1.82e-08, 2.20e-08]    [6.36e-07, 1.01e-06, 5.40e-07, 1.18e-06, 7.37e-07, 6.95e-07, 5.33e-07, 2.54e-08, 1.37e-08, 2.84e-15, 9.79e-07, 1.30e-06, 1.09e-06, 9.31e-09, 1.09e-08, 4.45e-10, 2.64e-09, 7.81e-10, 3.65e-10, 0.00e+00, 1.82e-08, 2.20e-08]    []  
427500    [4.47e-06, 2.48e-06, 8.38e-07, 1.75e-06, 1.02e-06, 1.31e-06, 7.61e-07, 4.17e-05, 5.41e-06, 1.11e-06, 3.15e-06, 4.86e-05, 1.01e-05, 9.76e-05, 5.76e-06, 1.73e-06, 3.63e-07, 2.30e-07, 5.17e-06, 2.21e-07, 2.92e-05, 1.11e-06]    [4.47e-06, 2.48e-06, 8.38e-07, 1.75e-06, 1.02e-06, 1.31e-06, 7.61e-07, 4.17e-05, 5.41e-06, 1.11e-06, 3.15e-06, 4.86e-05, 1.01e-05, 9.76e-05, 5.76e-06, 1.73e-06, 3.63e-07, 2.30e-07, 5.17e-06, 2.21e-07, 2.92e-05, 1.11e-06]    []  
427600    [5.37e-07, 9.74e-07, 5.62e-07, 1.25e-06, 6.81e-07, 6.67e-07, 5.28e-07, 1.04e-07, 4.62e-08, 1.56e-08, 8.87e-07, 1.28e-06, 1.51e-06, 8.74e-07, 1.26e-10, 0.00e+00, 2.70e-09, 0.00e+00, 2.01e-08, 1.22e-09, 1.22e-07, 9.53e-09]    [5.37e-07, 9.74e-07, 5.62e-07, 1.25e-06, 6.81e-07, 6.67e-07, 5.28e-07, 1.04e-07, 4.62e-08, 1.56e-08, 8.87e-07, 1.28e-06, 1.51e-06, 8.74e-07, 1.26e-10, 0.00e+00, 2.70e-09, 0.00e+00, 2.01e-08, 1.22e-09, 1.22e-07, 9.53e-09]    []  
427700    [8.62e-07, 1.13e-06, 4.94e-07, 1.12e-06, 7.81e-07, 8.11e-07, 5.56e-07, 1.45e-06, 1.09e-07, 2.55e-07, 1.62e-06, 2.88e-06, 1.96e-06, 6.61e-06, 0.00e+00, 1.96e-10, 0.00e+00, 2.47e-09, 0.00e+00, 0.00e+00, 1.18e-06, 1.02e-07]    [8.62e-07, 1.13e-06, 4.94e-07, 1.12e-06, 7.81e-07, 8.11e-07, 5.56e-07, 1.45e-06, 1.09e-07, 2.55e-07, 1.62e-06, 2.88e-06, 1.96e-06, 6.61e-06, 0.00e+00, 1.96e-10, 0.00e+00, 2.47e-09, 0.00e+00, 0.00e+00, 1.18e-06, 1.02e-07]    []  
427800    [1.38e-05, 5.51e-06, 2.60e-06, 3.28e-06, 3.10e-06, 2.36e-06, 1.25e-06, 9.51e-07, 8.13e-05, 1.83e-05, 6.01e-05, 1.00e-04, 3.27e-04, 8.26e-04, 1.43e-05, 5.19e-06, 3.48e-06, 1.94e-06, 0.00e+00, 1.58e-05, 2.69e-07, 6.19e-05]    [1.38e-05, 5.51e-06, 2.60e-06, 3.28e-06, 3.10e-06, 2.36e-06, 1.25e-06, 9.51e-07, 8.13e-05, 1.83e-05, 6.01e-05, 1.00e-04, 3.27e-04, 8.26e-04, 1.43e-05, 5.19e-06, 3.48e-06, 1.94e-06, 0.00e+00, 1.58e-05, 2.69e-07, 6.19e-05]    []  
427900    [5.61e-07, 9.67e-07, 5.53e-07, 1.23e-06, 6.86e-07, 6.69e-07, 5.28e-07, 2.83e-08, 2.37e-10, 7.29e-10, 9.05e-07, 1.24e-06, 1.25e-06, 1.35e-07, 1.11e-09, 6.41e-10, 2.80e-09, 4.39e-10, 4.82e-09, 0.00e+00, 3.45e-08, 7.23e-10]    [5.61e-07, 9.67e-07, 5.53e-07, 1.23e-06, 6.86e-07, 6.69e-07, 5.28e-07, 2.83e-08, 2.37e-10, 7.29e-10, 9.05e-07, 1.24e-06, 1.25e-06, 1.35e-07, 1.11e-09, 6.41e-10, 2.80e-09, 4.39e-10, 4.82e-09, 0.00e+00, 3.45e-08, 7.23e-10]    []  
428000    [8.96e-07, 1.11e-06, 5.37e-07, 1.13e-06, 8.38e-07, 7.61e-07, 5.31e-07, 2.78e-07, 8.12e-09, 2.37e-08, 1.44e-06, 1.83e-06, 2.31e-06, 1.04e-06, 9.26e-08, 9.25e-09, 2.86e-08, 2.63e-08, 2.22e-08, 1.18e-09, 1.35e-07, 7.92e-09]    [8.96e-07, 1.11e-06, 5.37e-07, 1.13e-06, 8.38e-07, 7.61e-07, 5.31e-07, 2.78e-07, 8.12e-09, 2.37e-08, 1.44e-06, 1.83e-06, 2.31e-06, 1.04e-06, 9.26e-08, 9.25e-09, 2.86e-08, 2.63e-08, 2.22e-08, 1.18e-09, 1.35e-07, 7.92e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 50.013647 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
428000    [8.96e-07, 1.11e-06, 5.37e-07, 1.13e-06, 8.38e-07, 7.61e-07, 5.31e-07, 2.78e-07, 8.12e-09, 2.37e-08, 1.44e-06, 1.83e-06, 2.31e-06, 1.04e-06, 9.26e-08, 9.25e-09, 2.86e-08, 2.63e-08, 2.22e-08, 1.18e-09, 1.35e-07, 7.92e-09]    [8.96e-07, 1.11e-06, 5.37e-07, 1.13e-06, 8.38e-07, 7.61e-07, 5.31e-07, 2.78e-07, 8.12e-09, 2.37e-08, 1.44e-06, 1.83e-06, 2.31e-06, 1.04e-06, 9.26e-08, 9.25e-09, 2.86e-08, 2.63e-08, 2.22e-08, 1.18e-09, 1.35e-07, 7.92e-09]    []  
428100    [2.97e-06, 1.84e-06, 1.16e-06, 1.63e-06, 3.34e-06, 1.75e-06, 8.53e-07, 6.13e-05, 1.22e-04, 1.54e-05, 6.25e-05, 8.90e-05, 3.12e-05, 2.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-05, 0.00e+00, 5.96e-05, 1.85e-04]    [2.97e-06, 1.84e-06, 1.16e-06, 1.63e-06, 3.34e-06, 1.75e-06, 8.53e-07, 6.13e-05, 1.22e-04, 1.54e-05, 6.25e-05, 8.90e-05, 3.12e-05, 2.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-05, 0.00e+00, 5.96e-05, 1.85e-04]    []  
428200    [6.04e-07, 1.00e-06, 5.30e-07, 1.20e-06, 7.06e-07, 6.85e-07, 5.52e-07, 2.49e-08, 7.02e-08, 2.59e-10, 9.23e-07, 1.23e-06, 1.02e-06, 1.13e-08, 5.07e-09, 2.99e-09, 4.50e-09, 2.84e-09, 1.36e-10, 6.29e-08, 1.14e-07, 3.56e-07]    [6.04e-07, 1.00e-06, 5.30e-07, 1.20e-06, 7.06e-07, 6.85e-07, 5.52e-07, 2.49e-08, 7.02e-08, 2.59e-10, 9.23e-07, 1.23e-06, 1.02e-06, 1.13e-08, 5.07e-09, 2.99e-09, 4.50e-09, 2.84e-09, 1.36e-10, 6.29e-08, 1.14e-07, 3.56e-07]    []  
428300    [1.27e-06, 1.34e-06, 6.44e-07, 1.40e-06, 7.46e-07, 8.59e-07, 5.98e-07, 6.23e-07, 9.79e-10, 5.03e-07, 3.92e-06, 7.58e-06, 2.53e-05, 2.44e-05, 0.00e+00, 4.28e-09, 0.00e+00, 1.55e-09, 1.94e-08, 2.91e-10, 1.14e-07, 1.93e-09]    [1.27e-06, 1.34e-06, 6.44e-07, 1.40e-06, 7.46e-07, 8.59e-07, 5.98e-07, 6.23e-07, 9.79e-10, 5.03e-07, 3.92e-06, 7.58e-06, 2.53e-05, 2.44e-05, 0.00e+00, 4.28e-09, 0.00e+00, 1.55e-09, 1.94e-08, 2.91e-10, 1.14e-07, 1.93e-09]    []  
428400    [5.17e-07, 9.29e-07, 5.57e-07, 1.24e-06, 6.79e-07, 6.58e-07, 5.30e-07, 1.33e-07, 4.13e-11, 4.33e-10, 8.34e-07, 1.05e-06, 8.84e-07, 5.21e-08, 9.28e-09, 5.60e-09, 9.65e-09, 5.89e-09, 4.84e-08, 1.37e-11, 3.14e-07, 1.21e-10]    [5.17e-07, 9.29e-07, 5.57e-07, 1.24e-06, 6.79e-07, 6.58e-07, 5.30e-07, 1.33e-07, 4.13e-11, 4.33e-10, 8.34e-07, 1.05e-06, 8.84e-07, 5.21e-08, 9.28e-09, 5.60e-09, 9.65e-09, 5.89e-09, 4.84e-08, 1.37e-11, 3.14e-07, 1.21e-10]    []  
428500    [8.08e-07, 1.18e-06, 5.62e-07, 1.18e-06, 7.93e-07, 7.83e-07, 5.28e-07, 5.87e-07, 2.66e-07, 3.30e-08, 1.34e-06, 2.00e-06, 2.44e-06, 6.13e-07, 0.00e+00, 3.18e-10, 1.22e-10, 3.10e-09, 4.02e-08, 2.87e-08, 2.54e-07, 1.64e-07]    [8.08e-07, 1.18e-06, 5.62e-07, 1.18e-06, 7.93e-07, 7.83e-07, 5.28e-07, 5.87e-07, 2.66e-07, 3.30e-08, 1.34e-06, 2.00e-06, 2.44e-06, 6.13e-07, 0.00e+00, 3.18e-10, 1.22e-10, 3.10e-09, 4.02e-08, 2.87e-08, 2.54e-07, 1.64e-07]    []  
428600    [1.35e-05, 2.77e-06, 1.53e-06, 2.33e-06, 1.86e-06, 1.55e-06, 1.15e-06, 2.14e-05, 2.96e-12, 1.25e-05, 4.74e-05, 1.03e-04, 3.00e-04, 7.34e-04, 1.07e-05, 8.58e-06, 7.15e-06, 5.63e-06, 7.66e-06, 9.47e-09, 4.22e-05, 5.73e-08]    [1.35e-05, 2.77e-06, 1.53e-06, 2.33e-06, 1.86e-06, 1.55e-06, 1.15e-06, 2.14e-05, 2.96e-12, 1.25e-05, 4.74e-05, 1.03e-04, 3.00e-04, 7.34e-04, 1.07e-05, 8.58e-06, 7.15e-06, 5.63e-06, 7.66e-06, 9.47e-09, 4.22e-05, 5.73e-08]    []  
428700    [6.39e-07, 9.80e-07, 5.20e-07, 1.17e-06, 7.24e-07, 6.90e-07, 5.48e-07, 7.88e-08, 9.06e-10, 4.95e-09, 1.04e-06, 1.35e-06, 1.55e-06, 8.92e-07, 3.36e-08, 9.14e-09, 1.54e-08, 1.61e-08, 1.96e-09, 5.73e-12, 2.15e-08, 1.36e-10]    [6.39e-07, 9.80e-07, 5.20e-07, 1.17e-06, 7.24e-07, 6.90e-07, 5.48e-07, 7.88e-08, 9.06e-10, 4.95e-09, 1.04e-06, 1.35e-06, 1.55e-06, 8.92e-07, 3.36e-08, 9.14e-09, 1.54e-08, 1.61e-08, 1.96e-09, 5.73e-12, 2.15e-08, 1.36e-10]    []  
428800    [2.13e-06, 1.46e-06, 3.64e-07, 1.26e-06, 1.23e-06, 9.89e-07, 8.41e-07, 6.26e-07, 6.69e-07, 7.14e-08, 1.26e-05, 3.47e-05, 7.49e-05, 3.06e-05, 2.24e-07, 2.17e-07, 7.65e-07, 6.10e-07, 5.15e-07, 0.00e+00, 3.28e-06, 2.98e-07]    [2.13e-06, 1.46e-06, 3.64e-07, 1.26e-06, 1.23e-06, 9.89e-07, 8.41e-07, 6.26e-07, 6.69e-07, 7.14e-08, 1.26e-05, 3.47e-05, 7.49e-05, 3.06e-05, 2.24e-07, 2.17e-07, 7.65e-07, 6.10e-07, 5.15e-07, 0.00e+00, 3.28e-06, 2.98e-07]    []  
428900    [5.32e-07, 9.60e-07, 1.14e-06, 1.28e-06, 8.18e-07, 6.66e-07, 5.36e-07, 4.95e-07, 6.13e-04, 1.89e-08, 1.49e-06, 1.35e-06, 1.67e-06, 6.45e-08, 7.55e-09, 6.69e-09, 2.34e-08, 1.87e-08, 9.01e-08, 1.79e-04, 6.05e-07, 6.19e-04]    [5.32e-07, 9.60e-07, 1.14e-06, 1.28e-06, 8.18e-07, 6.66e-07, 5.36e-07, 4.95e-07, 6.13e-04, 1.89e-08, 1.49e-06, 1.35e-06, 1.67e-06, 6.45e-08, 7.55e-09, 6.69e-09, 2.34e-08, 1.87e-08, 9.01e-08, 1.79e-04, 6.05e-07, 6.19e-04]    []  
429000    [9.34e-07, 1.13e-06, 4.85e-07, 1.17e-06, 7.24e-07, 7.53e-07, 6.23e-07, 1.98e-06, 8.55e-08, 7.08e-09, 1.43e-06, 2.24e-06, 2.64e-06, 4.76e-06, 3.37e-09, 2.05e-08, 4.06e-08, 2.17e-08, 8.85e-08, 1.94e-08, 5.88e-07, 1.20e-07]    [9.34e-07, 1.13e-06, 4.85e-07, 1.17e-06, 7.24e-07, 7.53e-07, 6.23e-07, 1.98e-06, 8.55e-08, 7.08e-09, 1.43e-06, 2.24e-06, 2.64e-06, 4.76e-06, 3.37e-09, 2.05e-08, 4.06e-08, 2.17e-08, 8.85e-08, 1.94e-08, 5.88e-07, 1.20e-07]    []  
429100    [4.51e-06, 3.70e-06, 1.38e-06, 6.65e-06, 8.13e-07, 2.97e-06, 1.57e-06, 7.79e-07, 3.96e-08, 8.99e-06, 8.68e-06, 5.39e-05, 9.84e-05, 2.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.46e-07, 4.42e-08]    [4.51e-06, 3.70e-06, 1.38e-06, 6.65e-06, 8.13e-07, 2.97e-06, 1.57e-06, 7.79e-07, 3.96e-08, 8.99e-06, 8.68e-06, 5.39e-05, 9.84e-05, 2.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.46e-07, 4.42e-08]    []  
429200    [6.14e-07, 9.94e-07, 5.32e-07, 1.20e-06, 7.05e-07, 6.85e-07, 5.43e-07, 8.87e-09, 1.46e-10, 4.01e-10, 9.42e-07, 1.22e-06, 1.00e-06, 4.60e-08, 1.23e-08, 3.80e-09, 6.15e-09, 3.60e-09, 2.49e-11, 1.24e-12, 4.34e-08, 1.65e-10]    [6.14e-07, 9.94e-07, 5.32e-07, 1.20e-06, 7.05e-07, 6.85e-07, 5.43e-07, 8.87e-09, 1.46e-10, 4.01e-10, 9.42e-07, 1.22e-06, 1.00e-06, 4.60e-08, 1.23e-08, 3.80e-09, 6.15e-09, 3.60e-09, 2.49e-11, 1.24e-12, 4.34e-08, 1.65e-10]    []  
429300    [3.50e-06, 2.37e-06, 5.45e-07, 1.98e-06, 1.08e-06, 1.91e-06, 6.85e-07, 1.68e-05, 2.90e-07, 3.08e-06, 4.43e-06, 3.67e-05, 1.09e-05, 9.64e-05, 0.00e+00, 1.89e-11, 0.00e+00, 0.00e+00, 1.46e-06, 0.00e+00, 8.95e-06, 3.26e-07]    [3.50e-06, 2.37e-06, 5.45e-07, 1.98e-06, 1.08e-06, 1.91e-06, 6.85e-07, 1.68e-05, 2.90e-07, 3.08e-06, 4.43e-06, 3.67e-05, 1.09e-05, 9.64e-05, 0.00e+00, 1.89e-11, 0.00e+00, 0.00e+00, 1.46e-06, 0.00e+00, 8.95e-06, 3.26e-07]    []  
429400    [5.65e-07, 9.54e-07, 5.51e-07, 1.22e-06, 7.02e-07, 6.60e-07, 5.30e-07, 8.65e-08, 3.22e-11, 6.73e-09, 9.19e-07, 1.16e-06, 1.09e-06, 5.86e-07, 2.20e-08, 1.22e-08, 1.63e-08, 1.42e-08, 2.37e-09, 0.00e+00, 2.17e-08, 6.60e-10]    [5.65e-07, 9.54e-07, 5.51e-07, 1.22e-06, 7.02e-07, 6.60e-07, 5.30e-07, 8.65e-08, 3.22e-11, 6.73e-09, 9.19e-07, 1.16e-06, 1.09e-06, 5.86e-07, 2.20e-08, 1.22e-08, 1.63e-08, 1.42e-08, 2.37e-09, 0.00e+00, 2.17e-08, 6.60e-10]    []  
429500    [9.68e-07, 1.14e-06, 5.21e-07, 1.15e-06, 8.03e-07, 8.10e-07, 5.60e-07, 1.92e-06, 1.10e-06, 2.54e-07, 1.15e-06, 3.61e-06, 3.28e-06, 8.83e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-09, 0.00e+00, 2.20e-07, 2.27e-06, 1.13e-06]    [9.68e-07, 1.14e-06, 5.21e-07, 1.15e-06, 8.03e-07, 8.10e-07, 5.60e-07, 1.92e-06, 1.10e-06, 2.54e-07, 1.15e-06, 3.61e-06, 3.28e-06, 8.83e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-09, 0.00e+00, 2.20e-07, 2.27e-06, 1.13e-06]    []  
429600    [2.44e-05, 7.71e-06, 4.24e-06, 5.33e-06, 3.82e-06, 4.70e-06, 2.80e-06, 1.81e-06, 5.02e-07, 3.83e-05, 8.50e-05, 2.68e-04, 3.15e-04, 1.68e-03, 3.61e-05, 2.50e-05, 9.78e-06, 1.10e-05, 0.00e+00, 1.18e-07, 3.57e-07, 6.20e-07]    [2.44e-05, 7.71e-06, 4.24e-06, 5.33e-06, 3.82e-06, 4.70e-06, 2.80e-06, 1.81e-06, 5.02e-07, 3.83e-05, 8.50e-05, 2.68e-04, 3.15e-04, 1.68e-03, 3.61e-05, 2.50e-05, 9.78e-06, 1.10e-05, 0.00e+00, 1.18e-07, 3.57e-07, 6.20e-07]    []  
429700    [5.73e-07, 9.61e-07, 5.34e-07, 1.19e-06, 7.01e-07, 6.76e-07, 5.29e-07, 9.33e-09, 1.49e-09, 1.55e-09, 9.09e-07, 1.18e-06, 9.68e-07, 5.99e-09, 4.47e-09, 1.83e-09, 5.17e-09, 3.45e-09, 0.00e+00, 0.00e+00, 1.08e-07, 9.95e-10]    [5.73e-07, 9.61e-07, 5.34e-07, 1.19e-06, 7.01e-07, 6.76e-07, 5.29e-07, 9.33e-09, 1.49e-09, 1.55e-09, 9.09e-07, 1.18e-06, 9.68e-07, 5.99e-09, 4.47e-09, 1.83e-09, 5.17e-09, 3.45e-09, 0.00e+00, 0.00e+00, 1.08e-07, 9.95e-10]    []  
429800    [1.03e-06, 1.26e-06, 4.54e-07, 1.10e-06, 9.34e-07, 9.24e-07, 6.04e-07, 3.12e-06, 9.88e-07, 1.75e-07, 1.88e-06, 6.46e-06, 2.51e-06, 7.61e-06, 0.00e+00, 2.58e-09, 0.00e+00, 3.36e-09, 0.00e+00, 0.00e+00, 4.40e-06, 1.76e-06]    [1.03e-06, 1.26e-06, 4.54e-07, 1.10e-06, 9.34e-07, 9.24e-07, 6.04e-07, 3.12e-06, 9.88e-07, 1.75e-07, 1.88e-06, 6.46e-06, 2.51e-06, 7.61e-06, 0.00e+00, 2.58e-09, 0.00e+00, 3.36e-09, 0.00e+00, 0.00e+00, 4.40e-06, 1.76e-06]    []  
429900    [5.29e-07, 9.17e-07, 5.55e-07, 1.21e-06, 6.95e-07, 6.51e-07, 5.34e-07, 1.27e-08, 1.40e-09, 9.13e-09, 9.04e-07, 1.11e-06, 1.17e-06, 6.91e-07, 2.27e-08, 1.51e-08, 1.88e-08, 1.65e-08, 3.25e-09, 8.53e-11, 2.67e-08, 4.61e-10]    [5.29e-07, 9.17e-07, 5.55e-07, 1.21e-06, 6.95e-07, 6.51e-07, 5.34e-07, 1.27e-08, 1.40e-09, 9.13e-09, 9.04e-07, 1.11e-06, 1.17e-06, 6.91e-07, 2.27e-08, 1.51e-08, 1.88e-08, 1.65e-08, 3.25e-09, 8.53e-11, 2.67e-08, 4.61e-10]    []  
430000    [8.00e-07, 1.11e-06, 4.96e-07, 1.12e-06, 8.05e-07, 7.78e-07, 5.52e-07, 2.37e-09, 1.08e-08, 1.17e-08, 1.17e-06, 1.92e-06, 1.27e-06, 2.71e-07, 1.49e-10, 4.12e-11, 4.61e-10, 3.40e-09, 0.00e+00, 0.00e+00, 1.97e-07, 1.46e-08]    [8.00e-07, 1.11e-06, 4.96e-07, 1.12e-06, 8.05e-07, 7.78e-07, 5.52e-07, 2.37e-09, 1.08e-08, 1.17e-08, 1.17e-06, 1.92e-06, 1.27e-06, 2.71e-07, 1.49e-10, 4.12e-11, 4.61e-10, 3.40e-09, 0.00e+00, 0.00e+00, 1.97e-07, 1.46e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 52.923965 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
430000    [8.00e-07, 1.11e-06, 4.96e-07, 1.12e-06, 8.05e-07, 7.78e-07, 5.52e-07, 2.37e-09, 1.08e-08, 1.17e-08, 1.17e-06, 1.92e-06, 1.27e-06, 2.71e-07, 1.49e-10, 4.12e-11, 4.61e-10, 3.40e-09, 0.00e+00, 0.00e+00, 1.97e-07, 1.46e-08]    [8.00e-07, 1.11e-06, 4.96e-07, 1.12e-06, 8.05e-07, 7.78e-07, 5.52e-07, 2.37e-09, 1.08e-08, 1.17e-08, 1.17e-06, 1.92e-06, 1.27e-06, 2.71e-07, 1.49e-10, 4.12e-11, 4.61e-10, 3.40e-09, 0.00e+00, 0.00e+00, 1.97e-07, 1.46e-08]    []  
430100    [5.82e-06, 3.61e-06, 1.13e-06, 5.86e-06, 1.40e-06, 2.26e-06, 1.75e-06, 2.19e-05, 5.99e-05, 2.45e-06, 2.78e-05, 9.04e-05, 3.80e-04, 4.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-05, 4.32e-05, 5.59e-05]    [5.82e-06, 3.61e-06, 1.13e-06, 5.86e-06, 1.40e-06, 2.26e-06, 1.75e-06, 2.19e-05, 5.99e-05, 2.45e-06, 2.78e-05, 9.04e-05, 3.80e-04, 4.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-05, 4.32e-05, 5.59e-05]    []  
430200    [5.84e-07, 9.73e-07, 5.36e-07, 1.21e-06, 7.01e-07, 6.77e-07, 5.32e-07, 1.90e-10, 5.28e-10, 2.14e-09, 9.07e-07, 1.17e-06, 9.75e-07, 1.55e-07, 1.14e-08, 6.51e-09, 7.92e-09, 5.98e-09, 4.95e-09, 4.28e-12, 3.38e-08, 1.10e-10]    [5.84e-07, 9.73e-07, 5.36e-07, 1.21e-06, 7.01e-07, 6.77e-07, 5.32e-07, 1.90e-10, 5.28e-10, 2.14e-09, 9.07e-07, 1.17e-06, 9.75e-07, 1.55e-07, 1.14e-08, 6.51e-09, 7.92e-09, 5.98e-09, 4.95e-09, 4.28e-12, 3.38e-08, 1.10e-10]    []  
430300    [1.86e-06, 1.34e-06, 4.81e-07, 1.33e-06, 1.06e-06, 8.74e-07, 6.38e-07, 1.31e-06, 6.90e-06, 6.54e-07, 3.13e-06, 6.09e-06, 1.64e-05, 3.27e-05, 8.21e-07, 3.27e-07, 8.33e-08, 7.16e-08, 0.00e+00, 0.00e+00, 5.25e-07, 9.39e-06]    [1.86e-06, 1.34e-06, 4.81e-07, 1.33e-06, 1.06e-06, 8.74e-07, 6.38e-07, 1.31e-06, 6.90e-06, 6.54e-07, 3.13e-06, 6.09e-06, 1.64e-05, 3.27e-05, 8.21e-07, 3.27e-07, 8.33e-08, 7.16e-08, 0.00e+00, 0.00e+00, 5.25e-07, 9.39e-06]    []  
430400    [5.16e-07, 9.43e-07, 5.39e-07, 1.22e-06, 6.82e-07, 6.58e-07, 5.38e-07, 1.47e-09, 1.22e-09, 1.71e-11, 8.42e-07, 1.06e-06, 8.89e-07, 3.54e-09, 4.81e-09, 2.93e-09, 6.33e-09, 3.48e-09, 3.40e-09, 6.78e-11, 2.72e-08, 3.61e-10]    [5.16e-07, 9.43e-07, 5.39e-07, 1.22e-06, 6.82e-07, 6.58e-07, 5.38e-07, 1.47e-09, 1.22e-09, 1.71e-11, 8.42e-07, 1.06e-06, 8.89e-07, 3.54e-09, 4.81e-09, 2.93e-09, 6.33e-09, 3.48e-09, 3.40e-09, 6.78e-11, 2.72e-08, 3.61e-10]    []  
430500    [2.09e-06, 1.62e-06, 1.03e-06, 1.82e-06, 9.95e-07, 9.58e-07, 6.77e-07, 8.75e-07, 1.51e-08, 1.75e-05, 3.70e-05, 3.68e-05, 2.50e-05, 4.49e-05, 2.12e-06, 0.00e+00, 0.00e+00, 0.00e+00, 3.88e-11, 8.31e-09, 1.81e-08, 5.05e-08]    [2.09e-06, 1.62e-06, 1.03e-06, 1.82e-06, 9.95e-07, 9.58e-07, 6.77e-07, 8.75e-07, 1.51e-08, 1.75e-05, 3.70e-05, 3.68e-05, 2.50e-05, 4.49e-05, 2.12e-06, 0.00e+00, 0.00e+00, 0.00e+00, 3.88e-11, 8.31e-09, 1.81e-08, 5.05e-08]    []  
430600    [5.23e-07, 9.56e-07, 5.87e-07, 1.23e-06, 7.19e-07, 6.64e-07, 5.28e-07, 3.93e-08, 6.65e-10, 1.46e-10, 8.53e-07, 1.08e-06, 9.00e-07, 9.51e-09, 3.71e-09, 3.17e-09, 6.76e-09, 3.43e-09, 7.67e-09, 0.00e+00, 5.06e-08, 3.69e-10]    [5.23e-07, 9.56e-07, 5.87e-07, 1.23e-06, 7.19e-07, 6.64e-07, 5.28e-07, 3.93e-08, 6.65e-10, 1.46e-10, 8.53e-07, 1.08e-06, 9.00e-07, 9.51e-09, 3.71e-09, 3.17e-09, 6.76e-09, 3.43e-09, 7.67e-09, 0.00e+00, 5.06e-08, 3.69e-10]    []  
430700    [6.95e-06, 3.99e-06, 2.30e-06, 2.77e-06, 4.75e-06, 2.39e-06, 1.63e-06, 2.37e-04, 1.13e-06, 2.03e-06, 2.18e-05, 9.51e-05, 5.68e-05, 1.74e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.72e-05, 3.92e-05]    [6.95e-06, 3.99e-06, 2.30e-06, 2.77e-06, 4.75e-06, 2.39e-06, 1.63e-06, 2.37e-04, 1.13e-06, 2.03e-06, 2.18e-05, 9.51e-05, 5.68e-05, 1.74e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.72e-05, 3.92e-05]    []  
430800    [6.39e-07, 1.10e-06, 5.64e-07, 1.26e-06, 7.11e-07, 7.17e-07, 5.79e-07, 4.55e-08, 4.63e-06, 3.28e-09, 1.03e-06, 1.30e-06, 1.13e-06, 3.35e-08, 7.14e-09, 2.35e-09, 5.86e-09, 5.06e-09, 1.77e-10, 8.46e-07, 2.47e-08, 4.22e-06]    [6.39e-07, 1.10e-06, 5.64e-07, 1.26e-06, 7.11e-07, 7.17e-07, 5.79e-07, 4.55e-08, 4.63e-06, 3.28e-09, 1.03e-06, 1.30e-06, 1.13e-06, 3.35e-08, 7.14e-09, 2.35e-09, 5.86e-09, 5.06e-09, 1.77e-10, 8.46e-07, 2.47e-08, 4.22e-06]    []  
430900    [4.61e-07, 9.07e-07, 5.69e-07, 1.27e-06, 6.71e-07, 6.47e-07, 5.64e-07, 1.92e-08, 1.22e-09, 2.90e-10, 8.43e-07, 9.44e-07, 8.17e-07, 1.20e-08, 6.37e-09, 3.48e-09, 5.20e-09, 3.23e-09, 2.69e-09, 0.00e+00, 2.74e-08, 1.33e-09]    [4.61e-07, 9.07e-07, 5.69e-07, 1.27e-06, 6.71e-07, 6.47e-07, 5.64e-07, 1.92e-08, 1.22e-09, 2.90e-10, 8.43e-07, 9.44e-07, 8.17e-07, 1.20e-08, 6.37e-09, 3.48e-09, 5.20e-09, 3.23e-09, 2.69e-09, 0.00e+00, 2.74e-08, 1.33e-09]    []  
431000    [9.59e-07, 1.10e-06, 5.28e-07, 1.18e-06, 7.41e-07, 7.61e-07, 6.09e-07, 4.54e-07, 5.24e-09, 9.58e-09, 1.98e-06, 2.42e-06, 2.56e-06, 2.48e-07, 0.00e+00, 5.21e-09, 0.00e+00, 1.02e-09, 0.00e+00, 3.56e-11, 5.29e-07, 3.16e-10]    [9.59e-07, 1.10e-06, 5.28e-07, 1.18e-06, 7.41e-07, 7.61e-07, 6.09e-07, 4.54e-07, 5.24e-09, 9.58e-09, 1.98e-06, 2.42e-06, 2.56e-06, 2.48e-07, 0.00e+00, 5.21e-09, 0.00e+00, 1.02e-09, 0.00e+00, 3.56e-11, 5.29e-07, 3.16e-10]    []  
431100    [4.44e-05, 1.38e-05, 5.11e-06, 9.11e-06, 3.54e-06, 7.64e-06, 2.00e-06, 8.71e-05, 6.65e-08, 3.61e-05, 8.72e-05, 4.20e-04, 6.48e-04, 2.36e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.58e-04, 2.71e-07]    [4.44e-05, 1.38e-05, 5.11e-06, 9.11e-06, 3.54e-06, 7.64e-06, 2.00e-06, 8.71e-05, 6.65e-08, 3.61e-05, 8.72e-05, 4.20e-04, 6.48e-04, 2.36e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.58e-04, 2.71e-07]    []  
431200    [6.27e-07, 9.61e-07, 5.16e-07, 1.15e-06, 7.20e-07, 6.89e-07, 5.44e-07, 3.43e-09, 1.00e-10, 2.83e-10, 1.04e-06, 1.28e-06, 1.24e-06, 3.04e-07, 2.53e-08, 7.17e-09, 1.02e-08, 1.06e-08, 1.23e-09, 4.69e-11, 1.60e-08, 2.57e-10]    [6.27e-07, 9.61e-07, 5.16e-07, 1.15e-06, 7.20e-07, 6.89e-07, 5.44e-07, 3.43e-09, 1.00e-10, 2.83e-10, 1.04e-06, 1.28e-06, 1.24e-06, 3.04e-07, 2.53e-08, 7.17e-09, 1.02e-08, 1.06e-08, 1.23e-09, 4.69e-11, 1.60e-08, 2.57e-10]    []  
431300    [1.28e-06, 1.20e-06, 4.50e-07, 1.08e-06, 9.33e-07, 8.69e-07, 6.12e-07, 5.39e-06, 3.49e-08, 2.24e-08, 4.43e-06, 5.22e-06, 1.85e-05, 2.04e-05, 5.58e-09, 6.03e-08, 1.44e-07, 8.31e-08, 0.00e+00, 5.06e-09, 5.67e-06, 3.21e-08]    [1.28e-06, 1.20e-06, 4.50e-07, 1.08e-06, 9.33e-07, 8.69e-07, 6.12e-07, 5.39e-06, 3.49e-08, 2.24e-08, 4.43e-06, 5.22e-06, 1.85e-05, 2.04e-05, 5.58e-09, 6.03e-08, 1.44e-07, 8.31e-08, 0.00e+00, 5.06e-09, 5.67e-06, 3.21e-08]    []  
431400    [1.09e-06, 1.11e-06, 6.61e-07, 1.44e-06, 6.63e-07, 7.50e-07, 5.28e-07, 1.76e-06, 4.19e-08, 4.30e-07, 4.62e-06, 8.53e-06, 2.84e-05, 3.75e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.05e-06, 6.66e-08]    [1.09e-06, 1.11e-06, 6.61e-07, 1.44e-06, 6.63e-07, 7.50e-07, 5.28e-07, 1.76e-06, 4.19e-08, 4.30e-07, 4.62e-06, 8.53e-06, 2.84e-05, 3.75e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.05e-06, 6.66e-08]    []  
431500    [6.47e-07, 1.00e-06, 5.20e-07, 1.16e-06, 7.28e-07, 7.06e-07, 5.31e-07, 8.63e-09, 2.49e-10, 3.80e-09, 9.86e-07, 1.32e-06, 1.11e-06, 1.10e-07, 1.46e-09, 1.41e-10, 1.69e-09, 7.77e-10, 1.84e-10, 2.52e-11, 1.86e-08, 1.53e-10]    [6.47e-07, 1.00e-06, 5.20e-07, 1.16e-06, 7.28e-07, 7.06e-07, 5.31e-07, 8.63e-09, 2.49e-10, 3.80e-09, 9.86e-07, 1.32e-06, 1.11e-06, 1.10e-07, 1.46e-09, 1.41e-10, 1.69e-09, 7.77e-10, 1.84e-10, 2.52e-11, 1.86e-08, 1.53e-10]    []  
431600    [1.35e-06, 1.14e-06, 5.30e-07, 1.05e-06, 7.87e-07, 7.95e-07, 6.44e-07, 1.07e-06, 1.45e-05, 1.97e-07, 3.21e-06, 5.00e-06, 1.89e-05, 2.44e-05, 6.96e-08, 2.32e-07, 1.99e-07, 1.94e-07, 1.74e-12, 1.24e-05, 4.50e-08, 4.99e-05]    [1.35e-06, 1.14e-06, 5.30e-07, 1.05e-06, 7.87e-07, 7.95e-07, 6.44e-07, 1.07e-06, 1.45e-05, 1.97e-07, 3.21e-06, 5.00e-06, 1.89e-05, 2.44e-05, 6.96e-08, 2.32e-07, 1.99e-07, 1.94e-07, 1.74e-12, 1.24e-05, 4.50e-08, 4.99e-05]    []  
431700    [2.48e-05, 5.68e-06, 1.89e-06, 7.36e-06, 2.62e-06, 3.75e-06, 1.38e-06, 2.38e-05, 3.65e-09, 4.36e-05, 1.06e-04, 2.34e-04, 5.35e-04, 1.56e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.88e-06, 1.28e-10, 1.15e-05, 8.49e-10]    [2.48e-05, 5.68e-06, 1.89e-06, 7.36e-06, 2.62e-06, 3.75e-06, 1.38e-06, 2.38e-05, 3.65e-09, 4.36e-05, 1.06e-04, 2.34e-04, 5.35e-04, 1.56e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.88e-06, 1.28e-10, 1.15e-05, 8.49e-10]    []  
431800    [6.02e-07, 1.01e-06, 5.37e-07, 1.17e-06, 7.32e-07, 6.83e-07, 5.43e-07, 2.00e-08, 1.53e-09, 1.59e-09, 9.29e-07, 1.27e-06, 1.07e-06, 5.60e-08, 2.33e-09, 1.58e-09, 3.73e-09, 7.93e-10, 1.76e-09, 6.10e-11, 2.07e-08, 3.55e-10]    [6.02e-07, 1.01e-06, 5.37e-07, 1.17e-06, 7.32e-07, 6.83e-07, 5.43e-07, 2.00e-08, 1.53e-09, 1.59e-09, 9.29e-07, 1.27e-06, 1.07e-06, 5.60e-08, 2.33e-09, 1.58e-09, 3.73e-09, 7.93e-10, 1.76e-09, 6.10e-11, 2.07e-08, 3.55e-10]    []  
431900    [4.64e-05, 1.47e-05, 3.19e-06, 1.30e-05, 5.03e-06, 8.07e-06, 1.71e-06, 7.47e-05, 1.63e-06, 4.35e-05, 7.13e-05, 5.68e-04, 8.54e-04, 3.29e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.99e-06, 0.00e+00, 3.41e-05, 1.99e-06]    [4.64e-05, 1.47e-05, 3.19e-06, 1.30e-05, 5.03e-06, 8.07e-06, 1.71e-06, 7.47e-05, 1.63e-06, 4.35e-05, 7.13e-05, 5.68e-04, 8.54e-04, 3.29e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.99e-06, 0.00e+00, 3.41e-05, 1.99e-06]    []  
432000    [6.54e-07, 1.04e-06, 5.37e-07, 1.19e-06, 7.37e-07, 6.96e-07, 5.39e-07, 2.47e-09, 4.93e-09, 6.95e-10, 1.01e-06, 1.31e-06, 1.12e-06, 6.17e-08, 9.74e-09, 4.35e-09, 7.97e-09, 5.82e-09, 2.29e-09, 0.00e+00, 2.26e-08, 6.59e-09]    [6.54e-07, 1.04e-06, 5.37e-07, 1.19e-06, 7.37e-07, 6.96e-07, 5.39e-07, 2.47e-09, 4.93e-09, 6.95e-10, 1.01e-06, 1.31e-06, 1.12e-06, 6.17e-08, 9.74e-09, 4.35e-09, 7.97e-09, 5.82e-09, 2.29e-09, 0.00e+00, 2.26e-08, 6.59e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 46.008910 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
432000    [6.54e-07, 1.04e-06, 5.37e-07, 1.19e-06, 7.37e-07, 6.96e-07, 5.39e-07, 2.47e-09, 4.93e-09, 6.95e-10, 1.01e-06, 1.31e-06, 1.12e-06, 6.17e-08, 9.74e-09, 4.35e-09, 7.97e-09, 5.82e-09, 2.29e-09, 0.00e+00, 2.26e-08, 6.59e-09]    [6.54e-07, 1.04e-06, 5.37e-07, 1.19e-06, 7.37e-07, 6.96e-07, 5.39e-07, 2.47e-09, 4.93e-09, 6.95e-10, 1.01e-06, 1.31e-06, 1.12e-06, 6.17e-08, 9.74e-09, 4.35e-09, 7.97e-09, 5.82e-09, 2.29e-09, 0.00e+00, 2.26e-08, 6.59e-09]    []  
432100    [2.02e-05, 5.51e-06, 1.73e-06, 3.86e-06, 4.50e-06, 3.52e-06, 1.36e-06, 1.06e-05, 6.74e-04, 4.12e-05, 7.93e-05, 2.99e-04, 2.20e-04, 1.64e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.72e-05, 1.21e-05, 1.48e-04]    [2.02e-05, 5.51e-06, 1.73e-06, 3.86e-06, 4.50e-06, 3.52e-06, 1.36e-06, 1.06e-05, 6.74e-04, 4.12e-05, 7.93e-05, 2.99e-04, 2.20e-04, 1.64e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.72e-05, 1.21e-05, 1.48e-04]    []  
432200    [5.71e-07, 9.69e-07, 4.74e-07, 1.15e-06, 7.13e-07, 6.83e-07, 5.92e-07, 1.60e-09, 3.64e-06, 3.34e-08, 9.28e-07, 1.30e-06, 1.03e-06, 1.50e-07, 3.39e-09, 5.04e-09, 5.78e-09, 8.55e-09, 9.08e-11, 0.00e+00, 2.07e-08, 5.19e-06]    [5.71e-07, 9.69e-07, 4.74e-07, 1.15e-06, 7.13e-07, 6.83e-07, 5.92e-07, 1.60e-09, 3.64e-06, 3.34e-08, 9.28e-07, 1.30e-06, 1.03e-06, 1.50e-07, 3.39e-09, 5.04e-09, 5.78e-09, 8.55e-09, 9.08e-11, 0.00e+00, 2.07e-08, 5.19e-06]    []  
432300    [2.27e-06, 1.60e-06, 4.31e-07, 1.34e-06, 1.47e-06, 1.34e-06, 1.16e-06, 1.63e-05, 2.30e-08, 3.57e-06, 7.11e-06, 2.74e-05, 5.98e-06, 4.03e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.10e-06, 0.00e+00, 1.80e-05, 1.18e-08]    [2.27e-06, 1.60e-06, 4.31e-07, 1.34e-06, 1.47e-06, 1.34e-06, 1.16e-06, 1.63e-05, 2.30e-08, 3.57e-06, 7.11e-06, 2.74e-05, 5.98e-06, 4.03e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.10e-06, 0.00e+00, 1.80e-05, 1.18e-08]    []  
432400    [5.69e-07, 9.34e-07, 5.16e-07, 1.19e-06, 6.95e-07, 6.57e-07, 5.62e-07, 2.42e-08, 7.54e-10, 1.31e-08, 9.43e-07, 1.17e-06, 1.29e-06, 7.78e-07, 2.12e-08, 1.37e-08, 1.96e-08, 1.61e-08, 4.56e-09, 0.00e+00, 3.47e-08, 8.18e-10]    [5.69e-07, 9.34e-07, 5.16e-07, 1.19e-06, 6.95e-07, 6.57e-07, 5.62e-07, 2.42e-08, 7.54e-10, 1.31e-08, 9.43e-07, 1.17e-06, 1.29e-06, 7.78e-07, 2.12e-08, 1.37e-08, 1.96e-08, 1.61e-08, 4.56e-09, 0.00e+00, 3.47e-08, 8.18e-10]    []  
432500    [8.76e-07, 1.11e-06, 4.91e-07, 1.14e-06, 7.59e-07, 7.96e-07, 5.54e-07, 1.02e-06, 1.42e-10, 1.32e-07, 1.38e-06, 2.57e-06, 3.82e-06, 5.62e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.00e-09, 0.00e+00, 0.00e+00, 1.66e-06, 7.87e-10]    [8.76e-07, 1.11e-06, 4.91e-07, 1.14e-06, 7.59e-07, 7.96e-07, 5.54e-07, 1.02e-06, 1.42e-10, 1.32e-07, 1.38e-06, 2.57e-06, 3.82e-06, 5.62e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.00e-09, 0.00e+00, 0.00e+00, 1.66e-06, 7.87e-10]    []  
432600    [1.98e-06, 2.14e-06, 1.26e-06, 3.44e-06, 7.93e-07, 1.63e-06, 1.50e-06, 1.16e-05, 4.39e-08, 5.27e-07, 1.01e-05, 2.44e-05, 3.38e-05, 1.61e-05, 0.00e+00, 6.98e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-05, 4.20e-08]    [1.98e-06, 2.14e-06, 1.26e-06, 3.44e-06, 7.93e-07, 1.63e-06, 1.50e-06, 1.16e-05, 4.39e-08, 5.27e-07, 1.01e-05, 2.44e-05, 3.38e-05, 1.61e-05, 0.00e+00, 6.98e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-05, 4.20e-08]    []  
432700    [5.65e-07, 9.67e-07, 5.31e-07, 1.20e-06, 6.88e-07, 6.79e-07, 5.32e-07, 9.75e-08, 6.30e-10, 1.98e-08, 8.87e-07, 1.30e-06, 1.15e-06, 7.89e-07, 1.31e-11, 0.00e+00, 1.97e-09, 0.00e+00, 7.89e-11, 0.00e+00, 3.56e-08, 6.75e-10]    [5.65e-07, 9.67e-07, 5.31e-07, 1.20e-06, 6.88e-07, 6.79e-07, 5.32e-07, 9.75e-08, 6.30e-10, 1.98e-08, 8.87e-07, 1.30e-06, 1.15e-06, 7.89e-07, 1.31e-11, 0.00e+00, 1.97e-09, 0.00e+00, 7.89e-11, 0.00e+00, 3.56e-08, 6.75e-10]    []  
432800    [8.48e-07, 1.10e-06, 5.01e-07, 1.11e-06, 7.87e-07, 7.96e-07, 5.55e-07, 3.14e-06, 5.00e-09, 2.01e-07, 1.59e-06, 2.37e-06, 1.60e-06, 4.32e-06, 0.00e+00, 2.09e-12, 8.59e-11, 1.46e-09, 0.00e+00, 3.57e-10, 1.77e-06, 2.41e-09]    [8.48e-07, 1.10e-06, 5.01e-07, 1.11e-06, 7.87e-07, 7.96e-07, 5.55e-07, 3.14e-06, 5.00e-09, 2.01e-07, 1.59e-06, 2.37e-06, 1.60e-06, 4.32e-06, 0.00e+00, 2.09e-12, 8.59e-11, 1.46e-09, 0.00e+00, 3.57e-10, 1.77e-06, 2.41e-09]    []  
432900    [1.50e-05, 7.18e-06, 3.71e-06, 4.63e-06, 3.89e-06, 3.17e-06, 1.65e-06, 3.03e-05, 6.03e-05, 1.58e-05, 3.14e-05, 1.32e-04, 3.48e-04, 9.57e-04, 2.56e-05, 1.08e-05, 5.24e-06, 4.80e-06, 0.00e+00, 8.08e-07, 2.48e-05, 3.18e-06]    [1.50e-05, 7.18e-06, 3.71e-06, 4.63e-06, 3.89e-06, 3.17e-06, 1.65e-06, 3.03e-05, 6.03e-05, 1.58e-05, 3.14e-05, 1.32e-04, 3.48e-04, 9.57e-04, 2.56e-05, 1.08e-05, 5.24e-06, 4.80e-06, 0.00e+00, 8.08e-07, 2.48e-05, 3.18e-06]    []  
433000    [5.45e-07, 9.75e-07, 5.22e-07, 1.19e-06, 6.94e-07, 6.71e-07, 5.51e-07, 8.86e-09, 5.78e-09, 1.05e-08, 8.62e-07, 1.20e-06, 1.04e-06, 2.68e-07, 1.55e-10, 1.02e-10, 1.88e-09, 2.72e-10, 1.41e-09, 0.00e+00, 1.72e-08, 1.62e-08]    [5.45e-07, 9.75e-07, 5.22e-07, 1.19e-06, 6.94e-07, 6.71e-07, 5.51e-07, 8.86e-09, 5.78e-09, 1.05e-08, 8.62e-07, 1.20e-06, 1.04e-06, 2.68e-07, 1.55e-10, 1.02e-10, 1.88e-09, 2.72e-10, 1.41e-09, 0.00e+00, 1.72e-08, 1.62e-08]    []  
433100    [1.49e-06, 1.26e-06, 5.19e-07, 1.37e-06, 1.06e-06, 8.40e-07, 6.40e-07, 1.60e-06, 2.28e-09, 3.85e-07, 1.75e-06, 3.62e-06, 9.73e-06, 1.61e-05, 6.95e-07, 2.93e-07, 1.02e-07, 6.88e-08, 1.03e-07, 5.88e-10, 6.92e-07, 3.97e-09]    [1.49e-06, 1.26e-06, 5.19e-07, 1.37e-06, 1.06e-06, 8.40e-07, 6.40e-07, 1.60e-06, 2.28e-09, 3.85e-07, 1.75e-06, 3.62e-06, 9.73e-06, 1.61e-05, 6.95e-07, 2.93e-07, 1.02e-07, 6.88e-08, 1.03e-07, 5.88e-10, 6.92e-07, 3.97e-09]    []  
433200    [9.77e-07, 9.42e-07, 5.48e-07, 1.18e-06, 7.74e-07, 6.63e-07, 5.80e-07, 2.56e-06, 5.26e-09, 2.84e-07, 3.64e-06, 4.86e-06, 1.59e-05, 2.24e-05, 2.53e-07, 1.75e-07, 2.72e-07, 2.24e-07, 6.63e-07, 1.05e-09, 4.31e-06, 7.11e-09]    [9.77e-07, 9.42e-07, 5.48e-07, 1.18e-06, 7.74e-07, 6.63e-07, 5.80e-07, 2.56e-06, 5.26e-09, 2.84e-07, 3.64e-06, 4.86e-06, 1.59e-05, 2.24e-05, 2.53e-07, 1.75e-07, 2.72e-07, 2.24e-07, 6.63e-07, 1.05e-09, 4.31e-06, 7.11e-09]    []  
433300    [6.80e-07, 1.04e-06, 5.30e-07, 1.17e-06, 7.59e-07, 7.05e-07, 5.34e-07, 1.68e-07, 2.62e-11, 6.52e-09, 1.27e-06, 1.41e-06, 1.31e-06, 5.64e-08, 2.47e-08, 3.39e-09, 1.02e-08, 6.51e-09, 2.94e-09, 5.55e-12, 2.35e-08, 7.13e-11]    [6.80e-07, 1.04e-06, 5.30e-07, 1.17e-06, 7.59e-07, 7.05e-07, 5.34e-07, 1.68e-07, 2.62e-11, 6.52e-09, 1.27e-06, 1.41e-06, 1.31e-06, 5.64e-08, 2.47e-08, 3.39e-09, 1.02e-08, 6.51e-09, 2.94e-09, 5.55e-12, 2.35e-08, 7.13e-11]    []  
433400    [6.22e-06, 2.66e-06, 1.30e-06, 1.52e-06, 1.17e-06, 1.32e-06, 8.14e-07, 1.90e-05, 1.93e-05, 9.83e-06, 5.99e-06, 4.41e-05, 5.78e-05, 2.37e-04, 3.23e-06, 2.60e-06, 1.05e-06, 1.43e-06, 3.44e-06, 0.00e+00, 1.98e-05, 2.01e-05]    [6.22e-06, 2.66e-06, 1.30e-06, 1.52e-06, 1.17e-06, 1.32e-06, 8.14e-07, 1.90e-05, 1.93e-05, 9.83e-06, 5.99e-06, 4.41e-05, 5.78e-05, 2.37e-04, 3.23e-06, 2.60e-06, 1.05e-06, 1.43e-06, 3.44e-06, 0.00e+00, 1.98e-05, 2.01e-05]    []  
433500    [5.23e-07, 9.55e-07, 5.38e-07, 1.21e-06, 6.83e-07, 6.67e-07, 5.30e-07, 1.59e-09, 4.34e-10, 2.17e-08, 8.43e-07, 1.23e-06, 1.12e-06, 8.31e-07, 2.40e-12, 0.00e+00, 7.33e-10, 9.17e-13, 4.98e-09, 3.50e-12, 3.43e-08, 1.37e-10]    [5.23e-07, 9.55e-07, 5.38e-07, 1.21e-06, 6.83e-07, 6.67e-07, 5.30e-07, 1.59e-09, 4.34e-10, 2.17e-08, 8.43e-07, 1.23e-06, 1.12e-06, 8.31e-07, 2.40e-12, 0.00e+00, 7.33e-10, 9.17e-13, 4.98e-09, 3.50e-12, 3.43e-08, 1.37e-10]    []  
433600    [8.63e-07, 1.07e-06, 4.62e-07, 1.10e-06, 8.61e-07, 7.60e-07, 5.92e-07, 4.75e-08, 1.89e-07, 3.91e-08, 2.10e-06, 3.35e-06, 4.46e-06, 2.00e-06, 2.18e-08, 5.92e-09, 2.62e-08, 2.73e-08, 2.46e-09, 4.40e-08, 2.29e-08, 2.46e-07]    [8.63e-07, 1.07e-06, 4.62e-07, 1.10e-06, 8.61e-07, 7.60e-07, 5.92e-07, 4.75e-08, 1.89e-07, 3.91e-08, 2.10e-06, 3.35e-06, 4.46e-06, 2.00e-06, 2.18e-08, 5.92e-09, 2.62e-08, 2.73e-08, 2.46e-09, 4.40e-08, 2.29e-08, 2.46e-07]    []  
433700    [9.37e-06, 2.78e-06, 1.24e-06, 2.52e-06, 2.70e-06, 1.91e-06, 7.53e-07, 2.66e-06, 1.82e-07, 2.11e-05, 3.12e-05, 9.27e-05, 1.18e-04, 5.91e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-07, 0.00e+00, 1.09e-06, 1.30e-07]    [9.37e-06, 2.78e-06, 1.24e-06, 2.52e-06, 2.70e-06, 1.91e-06, 7.53e-07, 2.66e-06, 1.82e-07, 2.11e-05, 3.12e-05, 9.27e-05, 1.18e-04, 5.91e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-07, 0.00e+00, 1.09e-06, 1.30e-07]    []  
433800    [5.61e-07, 9.73e-07, 5.33e-07, 1.21e-06, 6.87e-07, 6.74e-07, 5.29e-07, 2.88e-08, 2.82e-08, 1.39e-08, 8.81e-07, 1.25e-06, 1.16e-06, 4.94e-07, 4.17e-11, 3.74e-11, 2.32e-09, 5.75e-12, 1.29e-09, 0.00e+00, 1.70e-08, 3.09e-08]    [5.61e-07, 9.73e-07, 5.33e-07, 1.21e-06, 6.87e-07, 6.74e-07, 5.29e-07, 2.88e-08, 2.82e-08, 1.39e-08, 8.81e-07, 1.25e-06, 1.16e-06, 4.94e-07, 4.17e-11, 3.74e-11, 2.32e-09, 5.75e-12, 1.29e-09, 0.00e+00, 1.70e-08, 3.09e-08]    []  
433900    [8.05e-07, 1.10e-06, 4.40e-07, 1.09e-06, 7.96e-07, 7.79e-07, 5.86e-07, 2.25e-07, 2.13e-07, 5.30e-08, 1.73e-06, 2.54e-06, 3.07e-06, 2.26e-07, 3.39e-11, 4.43e-09, 4.23e-09, 2.54e-09, 4.38e-08, 2.51e-08, 2.88e-07, 1.51e-07]    [8.05e-07, 1.10e-06, 4.40e-07, 1.09e-06, 7.96e-07, 7.79e-07, 5.86e-07, 2.25e-07, 2.13e-07, 5.30e-08, 1.73e-06, 2.54e-06, 3.07e-06, 2.26e-07, 3.39e-11, 4.43e-09, 4.23e-09, 2.54e-09, 4.38e-08, 2.51e-08, 2.88e-07, 1.51e-07]    []  
434000    [1.27e-05, 3.51e-06, 1.35e-06, 5.45e-06, 1.85e-06, 2.36e-06, 1.61e-06, 7.00e-06, 2.79e-07, 9.26e-06, 3.38e-05, 1.25e-04, 6.54e-04, 1.08e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-05, 3.04e-07]    [1.27e-05, 3.51e-06, 1.35e-06, 5.45e-06, 1.85e-06, 2.36e-06, 1.61e-06, 7.00e-06, 2.79e-07, 9.26e-06, 3.38e-05, 1.25e-04, 6.54e-04, 1.08e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-05, 3.04e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 49.772452 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
434000    [1.27e-05, 3.51e-06, 1.35e-06, 5.45e-06, 1.85e-06, 2.36e-06, 1.61e-06, 7.00e-06, 2.79e-07, 9.26e-06, 3.38e-05, 1.25e-04, 6.54e-04, 1.08e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-05, 3.04e-07]    [1.27e-05, 3.51e-06, 1.35e-06, 5.45e-06, 1.85e-06, 2.36e-06, 1.61e-06, 7.00e-06, 2.79e-07, 9.26e-06, 3.38e-05, 1.25e-04, 6.54e-04, 1.08e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-05, 3.04e-07]    []  
434100    [5.81e-07, 9.58e-07, 5.34e-07, 1.19e-06, 7.01e-07, 6.66e-07, 5.37e-07, 1.60e-10, 2.28e-10, 1.18e-09, 9.17e-07, 1.18e-06, 9.88e-07, 2.23e-07, 1.17e-08, 6.01e-09, 7.70e-09, 5.91e-09, 5.08e-12, 0.00e+00, 5.38e-08, 7.06e-10]    [5.81e-07, 9.58e-07, 5.34e-07, 1.19e-06, 7.01e-07, 6.66e-07, 5.37e-07, 1.60e-10, 2.28e-10, 1.18e-09, 9.17e-07, 1.18e-06, 9.88e-07, 2.23e-07, 1.17e-08, 6.01e-09, 7.70e-09, 5.91e-09, 5.08e-12, 0.00e+00, 5.38e-08, 7.06e-10]    []  
434200    [1.29e-06, 1.31e-06, 5.71e-07, 1.38e-06, 8.01e-07, 8.50e-07, 5.76e-07, 6.59e-07, 7.46e-07, 7.95e-07, 3.97e-06, 4.75e-06, 1.41e-05, 3.96e-05, 0.00e+00, 5.12e-09, 0.00e+00, 1.62e-09, 0.00e+00, 0.00e+00, 5.67e-07, 6.81e-07]    [1.29e-06, 1.31e-06, 5.71e-07, 1.38e-06, 8.01e-07, 8.50e-07, 5.76e-07, 6.59e-07, 7.46e-07, 7.95e-07, 3.97e-06, 4.75e-06, 1.41e-05, 3.96e-05, 0.00e+00, 5.12e-09, 0.00e+00, 1.62e-09, 0.00e+00, 0.00e+00, 5.67e-07, 6.81e-07]    []  
434300    [5.37e-07, 9.31e-07, 5.51e-07, 1.23e-06, 6.89e-07, 6.42e-07, 5.31e-07, 4.05e-08, 7.74e-09, 1.14e-08, 8.69e-07, 1.12e-06, 1.02e-06, 6.68e-07, 2.69e-08, 1.42e-08, 1.72e-08, 1.54e-08, 1.98e-08, 7.17e-10, 1.20e-07, 4.81e-09]    [5.37e-07, 9.31e-07, 5.51e-07, 1.23e-06, 6.89e-07, 6.42e-07, 5.31e-07, 4.05e-08, 7.74e-09, 1.14e-08, 8.69e-07, 1.12e-06, 1.02e-06, 6.68e-07, 2.69e-08, 1.42e-08, 1.72e-08, 1.54e-08, 1.98e-08, 7.17e-10, 1.20e-07, 4.81e-09]    []  
434400    [8.16e-07, 1.08e-06, 5.07e-07, 1.13e-06, 7.93e-07, 7.44e-07, 6.01e-07, 4.65e-07, 9.44e-06, 2.47e-07, 1.59e-06, 2.28e-06, 1.49e-06, 2.36e-06, 8.68e-09, 1.77e-08, 8.74e-09, 2.07e-08, 1.25e-07, 8.26e-07, 8.49e-07, 4.04e-06]    [8.16e-07, 1.08e-06, 5.07e-07, 1.13e-06, 7.93e-07, 7.44e-07, 6.01e-07, 4.65e-07, 9.44e-06, 2.47e-07, 1.59e-06, 2.28e-06, 1.49e-06, 2.36e-06, 8.68e-09, 1.77e-08, 8.74e-09, 2.07e-08, 1.25e-07, 8.26e-07, 8.49e-07, 4.04e-06]    []  
434500    [5.86e-05, 1.79e-05, 6.49e-06, 1.10e-05, 4.61e-06, 9.58e-06, 2.48e-06, 2.39e-04, 1.83e-07, 4.31e-05, 1.22e-04, 5.51e-04, 8.43e-04, 3.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.82e-04, 6.18e-07]    [5.86e-05, 1.79e-05, 6.49e-06, 1.10e-05, 4.61e-06, 9.58e-06, 2.48e-06, 2.39e-04, 1.83e-07, 4.31e-05, 1.22e-04, 5.51e-04, 8.43e-04, 3.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.82e-04, 6.18e-07]    []  
434600    [6.42e-07, 1.04e-06, 5.20e-07, 1.21e-06, 6.95e-07, 7.04e-07, 5.38e-07, 7.29e-09, 2.01e-11, 2.06e-08, 9.77e-07, 1.42e-06, 1.31e-06, 7.82e-07, 2.49e-10, 0.00e+00, 4.40e-09, 0.00e+00, 1.71e-10, 5.56e-12, 1.97e-08, 1.68e-10]    [6.42e-07, 1.04e-06, 5.20e-07, 1.21e-06, 6.95e-07, 7.04e-07, 5.38e-07, 7.29e-09, 2.01e-11, 2.06e-08, 9.77e-07, 1.42e-06, 1.31e-06, 7.82e-07, 2.49e-10, 0.00e+00, 4.40e-09, 0.00e+00, 1.71e-10, 5.56e-12, 1.97e-08, 1.68e-10]    []  
434700    [7.40e-06, 3.31e-06, 1.65e-06, 2.34e-06, 1.41e-06, 1.87e-06, 1.21e-06, 3.38e-05, 5.29e-08, 3.31e-06, 1.56e-05, 1.30e-04, 3.68e-05, 2.28e-04, 7.68e-06, 4.29e-06, 7.78e-07, 6.67e-07, 6.16e-06, 3.11e-08, 3.41e-05, 1.73e-07]    [7.40e-06, 3.31e-06, 1.65e-06, 2.34e-06, 1.41e-06, 1.87e-06, 1.21e-06, 3.38e-05, 5.29e-08, 3.31e-06, 1.56e-05, 1.30e-04, 3.68e-05, 2.28e-04, 7.68e-06, 4.29e-06, 7.78e-07, 6.67e-07, 6.16e-06, 3.11e-08, 3.41e-05, 1.73e-07]    []  
434800    [5.29e-07, 9.42e-07, 5.40e-07, 1.20e-06, 6.93e-07, 6.60e-07, 5.33e-07, 2.64e-08, 5.05e-11, 1.94e-09, 8.43e-07, 1.12e-06, 9.50e-07, 1.05e-07, 7.66e-10, 7.92e-10, 3.34e-09, 8.28e-10, 4.49e-10, 2.75e-13, 1.32e-08, 7.45e-10]    [5.29e-07, 9.42e-07, 5.40e-07, 1.20e-06, 6.93e-07, 6.60e-07, 5.33e-07, 2.64e-08, 5.05e-11, 1.94e-09, 8.43e-07, 1.12e-06, 9.50e-07, 1.05e-07, 7.66e-10, 7.92e-10, 3.34e-09, 8.28e-10, 4.49e-10, 2.75e-13, 1.32e-08, 7.45e-10]    []  
434900    [9.21e-07, 1.15e-06, 4.92e-07, 1.18e-06, 8.15e-07, 7.67e-07, 5.44e-07, 1.28e-07, 1.30e-08, 1.28e-08, 1.84e-06, 2.31e-06, 5.02e-06, 4.07e-06, 2.94e-07, 4.25e-08, 6.05e-08, 5.43e-08, 9.05e-08, 0.00e+00, 6.04e-07, 7.69e-09]    [9.21e-07, 1.15e-06, 4.92e-07, 1.18e-06, 8.15e-07, 7.67e-07, 5.44e-07, 1.28e-07, 1.30e-08, 1.28e-08, 1.84e-06, 2.31e-06, 5.02e-06, 4.07e-06, 2.94e-07, 4.25e-08, 6.05e-08, 5.43e-08, 9.05e-08, 0.00e+00, 6.04e-07, 7.69e-09]    []  
435000    [1.28e-05, 4.36e-06, 1.77e-06, 3.57e-06, 1.37e-06, 2.48e-06, 8.30e-07, 1.36e-05, 1.18e-07, 1.03e-05, 3.35e-05, 1.09e-04, 2.45e-04, 6.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.64e-05, 2.89e-07]    [1.28e-05, 4.36e-06, 1.77e-06, 3.57e-06, 1.37e-06, 2.48e-06, 8.30e-07, 1.36e-05, 1.18e-07, 1.03e-05, 3.35e-05, 1.09e-04, 2.45e-04, 6.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.64e-05, 2.89e-07]    []  
435100    [6.36e-07, 1.04e-06, 5.43e-07, 1.19e-06, 7.30e-07, 7.02e-07, 5.24e-07, 8.01e-09, 1.07e-08, 1.93e-08, 9.80e-07, 1.35e-06, 1.24e-06, 5.16e-07, 1.19e-09, 1.79e-11, 3.29e-10, 2.22e-09, 4.39e-09, 8.78e-10, 3.18e-08, 5.70e-09]    [6.36e-07, 1.04e-06, 5.43e-07, 1.19e-06, 7.30e-07, 7.02e-07, 5.24e-07, 8.01e-09, 1.07e-08, 1.93e-08, 9.80e-07, 1.35e-06, 1.24e-06, 5.16e-07, 1.19e-09, 1.79e-11, 3.29e-10, 2.22e-09, 4.39e-09, 8.78e-10, 3.18e-08, 5.70e-09]    []  
435200    [4.86e-06, 3.92e-06, 1.00e-06, 2.59e-06, 3.93e-06, 3.16e-06, 2.80e-06, 1.57e-05, 6.44e-05, 1.98e-05, 6.43e-05, 2.26e-04, 4.33e-05, 2.61e-04, 0.00e+00, 1.16e-09, 0.00e+00, 1.14e-14, 2.22e-06, 1.44e-06, 1.30e-05, 6.19e-06]    [4.86e-06, 3.92e-06, 1.00e-06, 2.59e-06, 3.93e-06, 3.16e-06, 2.80e-06, 1.57e-05, 6.44e-05, 1.98e-05, 6.43e-05, 2.26e-04, 4.33e-05, 2.61e-04, 0.00e+00, 1.16e-09, 0.00e+00, 1.14e-14, 2.22e-06, 1.44e-06, 1.30e-05, 6.19e-06]    []  
435300    [5.64e-07, 1.00e-06, 5.21e-07, 1.21e-06, 7.16e-07, 6.75e-07, 5.64e-07, 4.56e-09, 5.70e-09, 3.06e-09, 8.93e-07, 1.15e-06, 1.03e-06, 1.68e-07, 7.98e-09, 6.88e-09, 7.85e-09, 1.39e-08, 9.89e-10, 2.19e-09, 1.54e-08, 1.46e-08]    [5.64e-07, 1.00e-06, 5.21e-07, 1.21e-06, 7.16e-07, 6.75e-07, 5.64e-07, 4.56e-09, 5.70e-09, 3.06e-09, 8.93e-07, 1.15e-06, 1.03e-06, 1.68e-07, 7.98e-09, 6.88e-09, 7.85e-09, 1.39e-08, 9.89e-10, 2.19e-09, 1.54e-08, 1.46e-08]    []  
435400    [1.17e-06, 1.27e-06, 5.76e-07, 1.21e-06, 8.40e-07, 8.08e-07, 5.90e-07, 2.96e-06, 1.25e-07, 7.65e-08, 1.48e-06, 3.70e-06, 3.19e-06, 8.73e-06, 3.21e-08, 1.16e-07, 9.33e-08, 1.47e-07, 3.07e-07, 3.72e-08, 2.05e-06, 2.05e-07]    [1.17e-06, 1.27e-06, 5.76e-07, 1.21e-06, 8.40e-07, 8.08e-07, 5.90e-07, 2.96e-06, 1.25e-07, 7.65e-08, 1.48e-06, 3.70e-06, 3.19e-06, 8.73e-06, 3.21e-08, 1.16e-07, 9.33e-08, 1.47e-07, 3.07e-07, 3.72e-08, 2.05e-06, 2.05e-07]    []  
435500    [5.12e-07, 9.12e-07, 5.42e-07, 1.19e-06, 7.04e-07, 6.48e-07, 5.13e-07, 9.77e-08, 6.36e-10, 9.88e-09, 9.49e-07, 1.13e-06, 1.48e-06, 1.08e-06, 2.07e-08, 1.97e-08, 2.60e-08, 2.51e-08, 1.45e-09, 6.04e-14, 1.45e-08, 1.47e-09]    [5.12e-07, 9.12e-07, 5.42e-07, 1.19e-06, 7.04e-07, 6.48e-07, 5.13e-07, 9.77e-08, 6.36e-10, 9.88e-09, 9.49e-07, 1.13e-06, 1.48e-06, 1.08e-06, 2.07e-08, 1.97e-08, 2.60e-08, 2.51e-08, 1.45e-09, 6.04e-14, 1.45e-08, 1.47e-09]    []  
435600    [7.03e-07, 1.07e-06, 6.49e-07, 1.18e-06, 8.84e-07, 7.36e-07, 5.66e-07, 1.53e-09, 9.90e-08, 9.94e-09, 1.19e-06, 2.07e-06, 1.19e-06, 1.28e-06, 7.94e-13, 1.29e-07, 5.07e-09, 2.64e-07, 4.24e-10, 7.44e-09, 1.47e-08, 4.78e-08]    [7.03e-07, 1.07e-06, 6.49e-07, 1.18e-06, 8.84e-07, 7.36e-07, 5.66e-07, 1.53e-09, 9.90e-08, 9.94e-09, 1.19e-06, 2.07e-06, 1.19e-06, 1.28e-06, 7.94e-13, 1.29e-07, 5.07e-09, 2.64e-07, 4.24e-10, 7.44e-09, 1.47e-08, 4.78e-08]    []  
435700    [1.07e-04, 3.46e-05, 1.10e-05, 2.23e-05, 9.07e-06, 1.82e-05, 4.68e-06, 1.41e-04, 1.79e-07, 8.64e-05, 1.73e-04, 1.18e-03, 1.26e-03, 6.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.02e-04, 5.01e-07]    [1.07e-04, 3.46e-05, 1.10e-05, 2.23e-05, 9.07e-06, 1.82e-05, 4.68e-06, 1.41e-04, 1.79e-07, 8.64e-05, 1.73e-04, 1.18e-03, 1.26e-03, 6.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.02e-04, 5.01e-07]    []  
435800    [6.49e-07, 1.08e-06, 5.32e-07, 1.21e-06, 7.33e-07, 6.95e-07, 5.23e-07, 3.03e-08, 2.15e-11, 1.06e-09, 9.71e-07, 1.25e-06, 1.04e-06, 2.42e-07, 1.38e-08, 6.80e-09, 1.05e-08, 3.08e-08, 2.53e-10, 0.00e+00, 1.94e-08, 7.02e-10]    [6.49e-07, 1.08e-06, 5.32e-07, 1.21e-06, 7.33e-07, 6.95e-07, 5.23e-07, 3.03e-08, 2.15e-11, 1.06e-09, 9.71e-07, 1.25e-06, 1.04e-06, 2.42e-07, 1.38e-08, 6.80e-09, 1.05e-08, 3.08e-08, 2.53e-10, 0.00e+00, 1.94e-08, 7.02e-10]    []  
435900    [2.26e-06, 2.60e-06, 4.08e-07, 1.91e-06, 1.24e-06, 2.00e-06, 9.78e-07, 1.84e-05, 4.55e-10, 3.00e-06, 1.17e-05, 5.32e-05, 8.77e-06, 9.01e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.95e-06, 5.86e-09, 1.71e-05, 3.22e-08]    [2.26e-06, 2.60e-06, 4.08e-07, 1.91e-06, 1.24e-06, 2.00e-06, 9.78e-07, 1.84e-05, 4.55e-10, 3.00e-06, 1.17e-05, 5.32e-05, 8.77e-06, 9.01e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.95e-06, 5.86e-09, 1.71e-05, 3.22e-08]    []  
436000    [6.23e-07, 1.08e-06, 6.20e-07, 1.25e-06, 6.92e-07, 7.04e-07, 4.86e-07, 4.46e-09, 2.49e-05, 1.77e-07, 1.05e-06, 2.27e-06, 3.84e-06, 8.46e-06, 0.00e+00, 0.00e+00, 0.00e+00, 8.03e-10, 1.05e-14, 4.99e-06, 7.25e-08, 2.10e-05]    [6.23e-07, 1.08e-06, 6.20e-07, 1.25e-06, 6.92e-07, 7.04e-07, 4.86e-07, 4.46e-09, 2.49e-05, 1.77e-07, 1.05e-06, 2.27e-06, 3.84e-06, 8.46e-06, 0.00e+00, 0.00e+00, 0.00e+00, 8.03e-10, 1.05e-14, 4.99e-06, 7.25e-08, 2.10e-05]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 50.660458 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
436000    [6.23e-07, 1.08e-06, 6.20e-07, 1.25e-06, 6.92e-07, 7.04e-07, 4.86e-07, 4.46e-09, 2.49e-05, 1.77e-07, 1.05e-06, 2.27e-06, 3.84e-06, 8.46e-06, 0.00e+00, 0.00e+00, 0.00e+00, 8.03e-10, 1.05e-14, 4.99e-06, 7.25e-08, 2.10e-05]    [6.23e-07, 1.08e-06, 6.20e-07, 1.25e-06, 6.92e-07, 7.04e-07, 4.86e-07, 4.46e-09, 2.49e-05, 1.77e-07, 1.05e-06, 2.27e-06, 3.84e-06, 8.46e-06, 0.00e+00, 0.00e+00, 0.00e+00, 8.03e-10, 1.05e-14, 4.99e-06, 7.25e-08, 2.10e-05]    []  
436100    [7.38e-07, 1.16e-06, 4.33e-07, 1.13e-06, 7.88e-07, 7.63e-07, 4.74e-07, 3.63e-08, 1.81e-07, 1.06e-08, 1.09e-06, 1.49e-06, 1.16e-06, 3.64e-07, 2.54e-08, 3.68e-09, 9.41e-09, 6.51e-09, 4.57e-09, 3.17e-08, 3.26e-08, 1.68e-07]    [7.38e-07, 1.16e-06, 4.33e-07, 1.13e-06, 7.88e-07, 7.63e-07, 4.74e-07, 3.63e-08, 1.81e-07, 1.06e-08, 1.09e-06, 1.49e-06, 1.16e-06, 3.64e-07, 2.54e-08, 3.68e-09, 9.41e-09, 6.51e-09, 4.57e-09, 3.17e-08, 3.26e-08, 1.68e-07]    []  
436200    [5.87e-05, 1.92e-05, 6.44e-06, 1.18e-05, 5.41e-06, 1.05e-05, 2.98e-06, 1.40e-04, 3.45e-07, 4.96e-05, 9.37e-05, 6.18e-04, 6.42e-04, 3.02e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.69e-04, 6.81e-07]    [5.87e-05, 1.92e-05, 6.44e-06, 1.18e-05, 5.41e-06, 1.05e-05, 2.98e-06, 1.40e-04, 3.45e-07, 4.96e-05, 9.37e-05, 6.18e-04, 6.42e-04, 3.02e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.69e-04, 6.81e-07]    []  
436300    [5.57e-07, 1.00e-06, 4.71e-07, 1.00e-06, 8.19e-07, 6.59e-07, 4.34e-07, 1.58e-08, 1.84e-06, 1.59e-08, 9.67e-07, 1.48e-06, 1.24e-06, 1.54e-06, 0.00e+00, 9.62e-09, 3.22e-09, 3.68e-08, 3.40e-10, 5.92e-08, 1.63e-08, 3.15e-07]    [5.57e-07, 1.00e-06, 4.71e-07, 1.00e-06, 8.19e-07, 6.59e-07, 4.34e-07, 1.58e-08, 1.84e-06, 1.59e-08, 9.67e-07, 1.48e-06, 1.24e-06, 1.54e-06, 0.00e+00, 9.62e-09, 3.22e-09, 3.68e-08, 3.40e-10, 5.92e-08, 1.63e-08, 3.15e-07]    []  
436400    [6.98e-07, 9.55e-07, 4.37e-07, 9.92e-07, 8.40e-07, 7.01e-07, 4.49e-07, 2.35e-07, 2.90e-08, 1.00e-07, 1.08e-06, 1.90e-06, 2.21e-06, 4.13e-06, 0.00e+00, 1.08e-09, 1.18e-09, 2.86e-08, 0.00e+00, 0.00e+00, 3.53e-07, 5.45e-08]    [6.98e-07, 9.55e-07, 4.37e-07, 9.92e-07, 8.40e-07, 7.01e-07, 4.49e-07, 2.35e-07, 2.90e-08, 1.00e-07, 1.08e-06, 1.90e-06, 2.21e-06, 4.13e-06, 0.00e+00, 1.08e-09, 1.18e-09, 2.86e-08, 0.00e+00, 0.00e+00, 3.53e-07, 5.45e-08]    []  
436500    [1.19e-06, 1.27e-06, 5.51e-07, 1.30e-06, 9.14e-07, 8.58e-07, 5.34e-07, 3.04e-06, 6.91e-11, 3.72e-10, 3.42e-06, 9.82e-06, 1.88e-05, 2.92e-06, 7.10e-08, 1.21e-07, 5.75e-10, 4.54e-08, 1.52e-07, 1.48e-08, 1.01e-06, 7.52e-08]    [1.19e-06, 1.27e-06, 5.51e-07, 1.30e-06, 9.14e-07, 8.58e-07, 5.34e-07, 3.04e-06, 6.91e-11, 3.72e-10, 3.42e-06, 9.82e-06, 1.88e-05, 2.92e-06, 7.10e-08, 1.21e-07, 5.75e-10, 4.54e-08, 1.52e-07, 1.48e-08, 1.01e-06, 7.52e-08]    []  
436600    [5.16e-07, 8.61e-07, 5.09e-07, 1.03e-06, 7.75e-07, 6.22e-07, 4.11e-07, 2.24e-09, 7.91e-09, 3.45e-10, 9.18e-07, 9.45e-07, 8.30e-07, 1.05e-07, 1.36e-08, 9.87e-09, 1.58e-08, 2.12e-08, 2.00e-09, 0.00e+00, 2.18e-08, 1.08e-08]    [5.16e-07, 8.61e-07, 5.09e-07, 1.03e-06, 7.75e-07, 6.22e-07, 4.11e-07, 2.24e-09, 7.91e-09, 3.45e-10, 9.18e-07, 9.45e-07, 8.30e-07, 1.05e-07, 1.36e-08, 9.87e-09, 1.58e-08, 2.12e-08, 2.00e-09, 0.00e+00, 2.18e-08, 1.08e-08]    []  
436700    [8.77e-07, 1.26e-06, 6.23e-07, 1.21e-06, 9.06e-07, 7.40e-07, 5.33e-07, 1.69e-06, 1.31e-06, 1.45e-06, 2.50e-06, 6.97e-06, 3.20e-06, 7.59e-06, 1.49e-07, 6.58e-08, 4.86e-11, 6.57e-08, 1.73e-07, 0.00e+00, 1.17e-06, 1.43e-06]    [8.77e-07, 1.26e-06, 6.23e-07, 1.21e-06, 9.06e-07, 7.40e-07, 5.33e-07, 1.69e-06, 1.31e-06, 1.45e-06, 2.50e-06, 6.97e-06, 3.20e-06, 7.59e-06, 1.49e-07, 6.58e-08, 4.86e-11, 6.57e-08, 1.73e-07, 0.00e+00, 1.17e-06, 1.43e-06]    []  
436800    [4.97e-07, 9.04e-07, 5.33e-07, 1.08e-06, 7.71e-07, 6.38e-07, 4.39e-07, 8.09e-08, 5.64e-09, 1.11e-10, 8.84e-07, 8.82e-07, 7.91e-07, 7.96e-09, 5.21e-09, 6.82e-09, 9.56e-09, 1.92e-08, 1.20e-09, 1.38e-10, 2.08e-08, 2.75e-09]    [4.97e-07, 9.04e-07, 5.33e-07, 1.08e-06, 7.71e-07, 6.38e-07, 4.39e-07, 8.09e-08, 5.64e-09, 1.11e-10, 8.84e-07, 8.82e-07, 7.91e-07, 7.96e-09, 5.21e-09, 6.82e-09, 9.56e-09, 1.92e-08, 1.20e-09, 1.38e-10, 2.08e-08, 2.75e-09]    []  
436900    [3.49e-06, 2.00e-06, 6.67e-07, 1.36e-06, 1.06e-06, 1.17e-06, 7.21e-07, 7.45e-06, 1.05e-07, 1.44e-06, 4.86e-06, 1.75e-05, 3.22e-05, 1.07e-04, 1.02e-06, 9.97e-07, 7.06e-07, 9.99e-07, 6.73e-07, 6.10e-10, 4.28e-06, 1.23e-09]    [3.49e-06, 2.00e-06, 6.67e-07, 1.36e-06, 1.06e-06, 1.17e-06, 7.21e-07, 7.45e-06, 1.05e-07, 1.44e-06, 4.86e-06, 1.75e-05, 3.22e-05, 1.07e-04, 1.02e-06, 9.97e-07, 7.06e-07, 9.99e-07, 6.73e-07, 6.10e-10, 4.28e-06, 1.23e-09]    []  
437000    [5.73e-07, 9.62e-07, 5.27e-07, 1.08e-06, 7.54e-07, 6.82e-07, 4.30e-07, 4.12e-08, 3.65e-09, 4.31e-09, 1.02e-06, 1.02e-06, 8.64e-07, 2.15e-08, 3.24e-09, 4.89e-09, 9.33e-09, 1.54e-08, 2.24e-10, 7.79e-10, 3.29e-08, 5.19e-09]    [5.73e-07, 9.62e-07, 5.27e-07, 1.08e-06, 7.54e-07, 6.82e-07, 4.30e-07, 4.12e-08, 3.65e-09, 4.31e-09, 1.02e-06, 1.02e-06, 8.64e-07, 2.15e-08, 3.24e-09, 4.89e-09, 9.33e-09, 1.54e-08, 2.24e-10, 7.79e-10, 3.29e-08, 5.19e-09]    []  
437100    [1.69e-06, 1.57e-06, 1.06e-06, 1.72e-06, 8.97e-07, 8.69e-07, 9.21e-07, 6.48e-05, 9.12e-09, 3.61e-09, 1.23e-05, 1.79e-05, 2.36e-05, 4.19e-06, 6.41e-12, 3.18e-07, 0.00e+00, 1.39e-07, 0.00e+00, 0.00e+00, 6.05e-05, 1.67e-05]    [1.69e-06, 1.57e-06, 1.06e-06, 1.72e-06, 8.97e-07, 8.69e-07, 9.21e-07, 6.48e-05, 9.12e-09, 3.61e-09, 1.23e-05, 1.79e-05, 2.36e-05, 4.19e-06, 6.41e-12, 3.18e-07, 0.00e+00, 1.39e-07, 0.00e+00, 0.00e+00, 6.05e-05, 1.67e-05]    []  
437200    [5.94e-07, 9.12e-07, 5.19e-07, 1.03e-06, 7.05e-07, 6.71e-07, 5.05e-07, 9.11e-09, 1.32e-09, 1.42e-07, 1.21e-06, 2.09e-06, 4.12e-06, 8.29e-06, 0.00e+00, 3.64e-10, 0.00e+00, 7.66e-09, 0.00e+00, 7.20e-12, 9.93e-08, 1.49e-09]    [5.94e-07, 9.12e-07, 5.19e-07, 1.03e-06, 7.05e-07, 6.71e-07, 5.05e-07, 9.11e-09, 1.32e-09, 1.42e-07, 1.21e-06, 2.09e-06, 4.12e-06, 8.29e-06, 0.00e+00, 3.64e-10, 0.00e+00, 7.66e-09, 0.00e+00, 7.20e-12, 9.93e-08, 1.49e-09]    []  
437300    [7.25e-07, 1.05e-06, 4.85e-07, 1.05e-06, 7.76e-07, 7.53e-07, 5.15e-07, 4.52e-07, 1.52e-10, 2.22e-08, 1.14e-06, 1.60e-06, 1.04e-06, 5.98e-07, 5.34e-12, 5.72e-09, 2.70e-09, 2.46e-08, 0.00e+00, 1.64e-11, 2.51e-07, 1.99e-10]    [7.25e-07, 1.05e-06, 4.85e-07, 1.05e-06, 7.76e-07, 7.53e-07, 5.15e-07, 4.52e-07, 1.52e-10, 2.22e-08, 1.14e-06, 1.60e-06, 1.04e-06, 5.98e-07, 5.34e-12, 5.72e-09, 2.70e-09, 2.46e-08, 0.00e+00, 1.64e-11, 2.51e-07, 1.99e-10]    []  
437400    [8.12e-06, 1.86e-06, 1.04e-06, 1.75e-06, 1.36e-06, 1.15e-06, 7.09e-07, 1.61e-04, 6.65e-08, 5.20e-06, 5.15e-05, 6.88e-05, 2.58e-04, 4.33e-04, 5.92e-06, 4.45e-06, 5.38e-06, 4.08e-06, 3.17e-05, 1.80e-08, 1.59e-04, 1.03e-07]    [8.12e-06, 1.86e-06, 1.04e-06, 1.75e-06, 1.36e-06, 1.15e-06, 7.09e-07, 1.61e-04, 6.65e-08, 5.20e-06, 5.15e-05, 6.88e-05, 2.58e-04, 4.33e-04, 5.92e-06, 4.45e-06, 5.38e-06, 4.08e-06, 3.17e-05, 1.80e-08, 1.59e-04, 1.03e-07]    []  
437500    [6.72e-07, 1.23e-06, 1.24e-06, 2.41e-06, 1.56e-06, 7.98e-07, 7.50e-07, 1.42e-06, 2.97e-09, 1.29e-07, 1.90e-06, 2.15e-06, 2.02e-06, 2.03e-07, 4.61e-09, 1.16e-08, 1.47e-08, 9.87e-08, 0.00e+00, 0.00e+00, 7.56e-08, 4.73e-08]    [6.72e-07, 1.23e-06, 1.24e-06, 2.41e-06, 1.56e-06, 7.98e-07, 7.50e-07, 1.42e-06, 2.97e-09, 1.29e-07, 1.90e-06, 2.15e-06, 2.02e-06, 2.03e-07, 4.61e-09, 1.16e-08, 1.47e-08, 9.87e-08, 0.00e+00, 0.00e+00, 7.56e-08, 4.73e-08]    []  
437600    [1.07e-05, 4.18e-06, 2.38e-06, 3.72e-06, 1.27e-06, 3.52e-06, 1.50e-06, 4.57e-06, 4.59e-07, 6.28e-06, 1.20e-05, 8.12e-05, 8.75e-05, 4.44e-04, 1.08e-05, 3.57e-06, 4.34e-06, 3.63e-07, 0.00e+00, 0.00e+00, 4.54e-06, 2.33e-07]    [1.07e-05, 4.18e-06, 2.38e-06, 3.72e-06, 1.27e-06, 3.52e-06, 1.50e-06, 4.57e-06, 4.59e-07, 6.28e-06, 1.20e-05, 8.12e-05, 8.75e-05, 4.44e-04, 1.08e-05, 3.57e-06, 4.34e-06, 3.63e-07, 0.00e+00, 0.00e+00, 4.54e-06, 2.33e-07]    []  
437700    [6.54e-07, 1.26e-06, 6.94e-07, 1.49e-06, 8.24e-07, 7.05e-07, 5.15e-07, 4.40e-08, 2.72e-07, 3.99e-10, 9.49e-07, 8.16e-07, 6.33e-07, 4.46e-09, 3.64e-09, 2.61e-09, 7.94e-09, 4.40e-09, 1.88e-08, 0.00e+00, 1.15e-07, 2.47e-07]    [6.54e-07, 1.26e-06, 6.94e-07, 1.49e-06, 8.24e-07, 7.05e-07, 5.15e-07, 4.40e-08, 2.72e-07, 3.99e-10, 9.49e-07, 8.16e-07, 6.33e-07, 4.46e-09, 3.64e-09, 2.61e-09, 7.94e-09, 4.40e-09, 1.88e-08, 0.00e+00, 1.15e-07, 2.47e-07]    []  
437800    [4.57e-07, 9.65e-07, 6.56e-07, 1.34e-06, 7.65e-07, 6.47e-07, 4.58e-07, 4.10e-07, 4.84e-08, 4.53e-08, 8.30e-07, 1.12e-06, 1.38e-06, 2.71e-06, 0.00e+00, 0.00e+00, 6.48e-12, 0.00e+00, 0.00e+00, 0.00e+00, 6.39e-07, 4.33e-08]    [4.57e-07, 9.65e-07, 6.56e-07, 1.34e-06, 7.65e-07, 6.47e-07, 4.58e-07, 4.10e-07, 4.84e-08, 4.53e-08, 8.30e-07, 1.12e-06, 1.38e-06, 2.71e-06, 0.00e+00, 0.00e+00, 6.48e-12, 0.00e+00, 0.00e+00, 0.00e+00, 6.39e-07, 4.33e-08]    []  
437900    [8.93e-07, 1.33e-06, 5.93e-07, 1.35e-06, 8.76e-07, 7.86e-07, 5.55e-07, 1.11e-08, 9.94e-08, 3.38e-12, 1.20e-06, 1.20e-06, 9.61e-07, 4.64e-07, 2.05e-08, 7.34e-09, 1.20e-08, 8.75e-09, 9.93e-09, 0.00e+00, 6.09e-08, 3.91e-09]    [8.93e-07, 1.33e-06, 5.93e-07, 1.35e-06, 8.76e-07, 7.86e-07, 5.55e-07, 1.11e-08, 9.94e-08, 3.38e-12, 1.20e-06, 1.20e-06, 9.61e-07, 4.64e-07, 2.05e-08, 7.34e-09, 1.20e-08, 8.75e-09, 9.93e-09, 0.00e+00, 6.09e-08, 3.91e-09]    []  
438000    [5.01e-07, 9.36e-07, 5.91e-07, 1.24e-06, 7.68e-07, 6.28e-07, 4.89e-07, 7.56e-10, 1.69e-10, 5.22e-11, 9.21e-07, 7.80e-07, 6.60e-07, 3.00e-09, 6.50e-09, 5.56e-09, 7.80e-09, 4.70e-09, 3.51e-10, 1.13e-11, 1.75e-08, 1.94e-10]    [5.01e-07, 9.36e-07, 5.91e-07, 1.24e-06, 7.68e-07, 6.28e-07, 4.89e-07, 7.56e-10, 1.69e-10, 5.22e-11, 9.21e-07, 7.80e-07, 6.60e-07, 3.00e-09, 6.50e-09, 5.56e-09, 7.80e-09, 4.70e-09, 3.51e-10, 1.13e-11, 1.75e-08, 1.94e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 48.031340 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
438000    [5.01e-07, 9.36e-07, 5.91e-07, 1.24e-06, 7.68e-07, 6.28e-07, 4.89e-07, 7.56e-10, 1.69e-10, 5.22e-11, 9.21e-07, 7.80e-07, 6.60e-07, 3.00e-09, 6.50e-09, 5.56e-09, 7.80e-09, 4.70e-09, 3.51e-10, 1.13e-11, 1.75e-08, 1.94e-10]    [5.01e-07, 9.36e-07, 5.91e-07, 1.24e-06, 7.68e-07, 6.28e-07, 4.89e-07, 7.56e-10, 1.69e-10, 5.22e-11, 9.21e-07, 7.80e-07, 6.60e-07, 3.00e-09, 6.50e-09, 5.56e-09, 7.80e-09, 4.70e-09, 3.51e-10, 1.13e-11, 1.75e-08, 1.94e-10]    []  
438100    [8.32e-06, 3.22e-06, 1.68e-06, 3.85e-06, 1.10e-06, 2.66e-06, 6.49e-07, 7.28e-06, 2.17e-07, 8.39e-06, 9.38e-05, 5.92e-05, 1.92e-04, 4.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-08, 0.00e+00, 2.62e-08, 9.59e-07, 1.50e-07]    [8.32e-06, 3.22e-06, 1.68e-06, 3.85e-06, 1.10e-06, 2.66e-06, 6.49e-07, 7.28e-06, 2.17e-07, 8.39e-06, 9.38e-05, 5.92e-05, 1.92e-04, 4.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-08, 0.00e+00, 2.62e-08, 9.59e-07, 1.50e-07]    []  
438200    [6.31e-07, 1.05e-06, 5.80e-07, 1.28e-06, 7.63e-07, 7.05e-07, 4.93e-07, 5.98e-08, 1.11e-09, 4.44e-13, 9.98e-07, 9.59e-07, 7.92e-07, 7.18e-09, 5.74e-09, 3.48e-09, 6.54e-09, 3.64e-09, 8.72e-09, 1.08e-10, 5.72e-08, 5.80e-10]    [6.31e-07, 1.05e-06, 5.80e-07, 1.28e-06, 7.63e-07, 7.05e-07, 4.93e-07, 5.98e-08, 1.11e-09, 4.44e-13, 9.98e-07, 9.59e-07, 7.92e-07, 7.18e-09, 5.74e-09, 3.48e-09, 6.54e-09, 3.64e-09, 8.72e-09, 1.08e-10, 5.72e-08, 5.80e-10]    []  
438300    [4.43e-07, 8.00e-07, 5.71e-07, 1.18e-06, 7.22e-07, 6.05e-07, 4.40e-07, 8.29e-10, 1.12e-10, 1.38e-10, 8.81e-07, 7.42e-07, 6.59e-07, 5.58e-09, 5.93e-09, 5.16e-09, 8.35e-09, 4.59e-09, 4.98e-09, 1.15e-11, 3.56e-08, 6.06e-10]    [4.43e-07, 8.00e-07, 5.71e-07, 1.18e-06, 7.22e-07, 6.05e-07, 4.40e-07, 8.29e-10, 1.12e-10, 1.38e-10, 8.81e-07, 7.42e-07, 6.59e-07, 5.58e-09, 5.93e-09, 5.16e-09, 8.35e-09, 4.59e-09, 4.98e-09, 1.15e-11, 3.56e-08, 6.06e-10]    []  
438400    [1.67e-06, 2.17e-06, 6.87e-07, 1.64e-06, 1.13e-06, 1.60e-06, 6.50e-07, 1.33e-09, 1.81e-06, 1.90e-06, 8.30e-06, 2.58e-05, 2.97e-06, 3.51e-05, 1.88e-11, 1.25e-08, 1.56e-08, 8.40e-09, 1.03e-07, 2.01e-07, 6.72e-07, 9.87e-07]    [1.67e-06, 2.17e-06, 6.87e-07, 1.64e-06, 1.13e-06, 1.60e-06, 6.50e-07, 1.33e-09, 1.81e-06, 1.90e-06, 8.30e-06, 2.58e-05, 2.97e-06, 3.51e-05, 1.88e-11, 1.25e-08, 1.56e-08, 8.40e-09, 1.03e-07, 2.01e-07, 6.72e-07, 9.87e-07]    []  
438500    [5.60e-07, 1.04e-06, 6.20e-07, 1.30e-06, 7.72e-07, 7.03e-07, 4.92e-07, 1.08e-07, 9.91e-11, 6.75e-10, 9.27e-07, 9.41e-07, 8.45e-07, 4.12e-09, 3.46e-09, 4.08e-09, 6.27e-09, 3.74e-09, 4.13e-09, 4.91e-12, 3.34e-08, 1.97e-10]    [5.60e-07, 1.04e-06, 6.20e-07, 1.30e-06, 7.72e-07, 7.03e-07, 4.92e-07, 1.08e-07, 9.91e-11, 6.75e-10, 9.27e-07, 9.41e-07, 8.45e-07, 4.12e-09, 3.46e-09, 4.08e-09, 6.27e-09, 3.74e-09, 4.13e-09, 4.91e-12, 3.34e-08, 1.97e-10]    []  
438600    [1.01e-06, 8.62e-07, 6.98e-07, 1.28e-06, 7.22e-07, 6.69e-07, 5.83e-07, 1.17e-08, 3.13e-05, 4.30e-07, 1.84e-06, 5.33e-06, 5.46e-06, 2.45e-05, 3.49e-07, 3.69e-07, 2.50e-07, 2.25e-07, 1.59e-09, 1.64e-05, 1.99e-08, 6.70e-05]    [1.01e-06, 8.62e-07, 6.98e-07, 1.28e-06, 7.22e-07, 6.69e-07, 5.83e-07, 1.17e-08, 3.13e-05, 4.30e-07, 1.84e-06, 5.33e-06, 5.46e-06, 2.45e-05, 3.49e-07, 3.69e-07, 2.50e-07, 2.25e-07, 1.59e-09, 1.64e-05, 1.99e-08, 6.70e-05]    []  
438700    [6.03e-07, 9.18e-07, 5.35e-07, 1.16e-06, 7.51e-07, 6.61e-07, 5.68e-07, 4.63e-09, 1.63e-09, 3.26e-08, 9.38e-07, 1.18e-06, 1.20e-06, 1.43e-06, 4.13e-08, 1.32e-08, 1.84e-08, 2.84e-08, 2.52e-11, 3.96e-10, 1.75e-08, 2.40e-09]    [6.03e-07, 9.18e-07, 5.35e-07, 1.16e-06, 7.51e-07, 6.61e-07, 5.68e-07, 4.63e-09, 1.63e-09, 3.26e-08, 9.38e-07, 1.18e-06, 1.20e-06, 1.43e-06, 4.13e-08, 1.32e-08, 1.84e-08, 2.84e-08, 2.52e-11, 3.96e-10, 1.75e-08, 2.40e-09]    []  
438800    [5.67e-06, 2.91e-06, 1.69e-06, 2.07e-06, 2.31e-06, 1.52e-06, 1.18e-06, 3.14e-07, 1.03e-08, 1.94e-06, 1.81e-05, 4.03e-05, 1.05e-04, 2.72e-04, 2.75e-06, 1.18e-06, 4.64e-07, 1.46e-06, 8.68e-08, 0.00e+00, 5.88e-07, 4.33e-08]    [5.67e-06, 2.91e-06, 1.69e-06, 2.07e-06, 2.31e-06, 1.52e-06, 1.18e-06, 3.14e-07, 1.03e-08, 1.94e-06, 1.81e-05, 4.03e-05, 1.05e-04, 2.72e-04, 2.75e-06, 1.18e-06, 4.64e-07, 1.46e-06, 8.68e-08, 0.00e+00, 5.88e-07, 4.33e-08]    []  
438900    [5.52e-07, 9.04e-07, 5.31e-07, 1.19e-06, 7.07e-07, 6.59e-07, 5.08e-07, 1.32e-09, 1.63e-10, 1.99e-10, 9.31e-07, 9.33e-07, 8.36e-07, 1.50e-08, 3.18e-09, 2.80e-09, 3.61e-09, 2.43e-09, 7.17e-12, 1.10e-12, 1.30e-07, 2.42e-10]    [5.52e-07, 9.04e-07, 5.31e-07, 1.19e-06, 7.07e-07, 6.59e-07, 5.08e-07, 1.32e-09, 1.63e-10, 1.99e-10, 9.31e-07, 9.33e-07, 8.36e-07, 1.50e-08, 3.18e-09, 2.80e-09, 3.61e-09, 2.43e-09, 7.17e-12, 1.10e-12, 1.30e-07, 2.42e-10]    []  
439000    [6.17e-05, 1.35e-05, 4.55e-06, 1.56e-05, 1.37e-05, 6.94e-06, 1.06e-05, 3.79e-05, 1.32e-05, 3.18e-05, 1.01e-04, 6.87e-04, 3.99e-04, 1.88e-03, 5.29e-05, 5.31e-05, 1.15e-05, 3.95e-06, 2.91e-05, 0.00e+00, 1.37e-04, 2.60e-06]    [6.17e-05, 1.35e-05, 4.55e-06, 1.56e-05, 1.37e-05, 6.94e-06, 1.06e-05, 3.79e-05, 1.32e-05, 3.18e-05, 1.01e-04, 6.87e-04, 3.99e-04, 1.88e-03, 5.29e-05, 5.31e-05, 1.15e-05, 3.95e-06, 2.91e-05, 0.00e+00, 1.37e-04, 2.60e-06]    []  
439100    [5.26e-07, 1.08e-06, 8.56e-07, 1.30e-06, 9.71e-07, 6.38e-07, 6.78e-07, 3.55e-08, 2.35e-09, 6.04e-09, 9.24e-07, 9.03e-07, 8.40e-07, 1.36e-08, 3.40e-09, 8.67e-09, 1.97e-08, 9.46e-09, 3.52e-10, 1.28e-11, 1.62e-08, 2.74e-09]    [5.26e-07, 1.08e-06, 8.56e-07, 1.30e-06, 9.71e-07, 6.38e-07, 6.78e-07, 3.55e-08, 2.35e-09, 6.04e-09, 9.24e-07, 9.03e-07, 8.40e-07, 1.36e-08, 3.40e-09, 8.67e-09, 1.97e-08, 9.46e-09, 3.52e-10, 1.28e-11, 1.62e-08, 2.74e-09]    []  
439200    [4.25e-07, 9.45e-07, 6.64e-07, 1.16e-06, 8.05e-07, 5.68e-07, 5.42e-07, 2.90e-08, 2.37e-10, 2.53e-10, 8.13e-07, 7.32e-07, 6.96e-07, 1.12e-08, 5.85e-09, 4.36e-09, 8.54e-09, 4.87e-09, 1.58e-10, 9.18e-11, 2.22e-08, 7.23e-10]    [4.25e-07, 9.45e-07, 6.64e-07, 1.16e-06, 8.05e-07, 5.68e-07, 5.42e-07, 2.90e-08, 2.37e-10, 2.53e-10, 8.13e-07, 7.32e-07, 6.96e-07, 1.12e-08, 5.85e-09, 4.36e-09, 8.54e-09, 4.87e-09, 1.58e-10, 9.18e-11, 2.22e-08, 7.23e-10]    []  
439300    [3.11e-06, 1.63e-06, 6.28e-07, 1.42e-06, 1.45e-06, 1.22e-06, 8.19e-07, 1.08e-08, 1.93e-04, 3.49e-06, 7.28e-06, 2.37e-05, 2.88e-05, 1.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-08, 5.88e-11, 0.00e+00, 3.92e-08, 5.52e-05]    [3.11e-06, 1.63e-06, 6.28e-07, 1.42e-06, 1.45e-06, 1.22e-06, 8.19e-07, 1.08e-08, 1.93e-04, 3.49e-06, 7.28e-06, 2.37e-05, 2.88e-05, 1.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-08, 5.88e-11, 0.00e+00, 3.92e-08, 5.52e-05]    []  
439400    [4.84e-07, 8.74e-07, 5.35e-07, 1.09e-06, 7.47e-07, 5.65e-07, 5.49e-07, 2.99e-09, 4.25e-10, 1.11e-10, 8.63e-07, 8.22e-07, 7.12e-07, 6.35e-09, 8.26e-09, 4.52e-09, 8.03e-09, 5.37e-09, 0.00e+00, 5.39e-10, 3.33e-08, 3.10e-09]    [4.84e-07, 8.74e-07, 5.35e-07, 1.09e-06, 7.47e-07, 5.65e-07, 5.49e-07, 2.99e-09, 4.25e-10, 1.11e-10, 8.63e-07, 8.22e-07, 7.12e-07, 6.35e-09, 8.26e-09, 4.52e-09, 8.03e-09, 5.37e-09, 0.00e+00, 5.39e-10, 3.33e-08, 3.10e-09]    []  
439500    [1.51e-06, 1.46e-06, 5.87e-07, 1.34e-06, 9.91e-07, 8.98e-07, 6.83e-07, 3.40e-06, 1.90e-08, 1.17e-06, 4.30e-06, 4.99e-06, 6.71e-06, 1.78e-05, 3.24e-07, 6.50e-08, 1.79e-07, 1.42e-07, 4.83e-07, 0.00e+00, 3.15e-06, 4.85e-09]    [1.51e-06, 1.46e-06, 5.87e-07, 1.34e-06, 9.91e-07, 8.98e-07, 6.83e-07, 3.40e-06, 1.90e-08, 1.17e-06, 4.30e-06, 4.99e-06, 6.71e-06, 1.78e-05, 3.24e-07, 6.50e-08, 1.79e-07, 1.42e-07, 4.83e-07, 0.00e+00, 3.15e-06, 4.85e-09]    []  
439600    [5.17e-07, 9.26e-07, 5.31e-07, 1.16e-06, 7.23e-07, 6.17e-07, 5.07e-07, 2.75e-08, 1.31e-09, 2.40e-10, 9.17e-07, 8.77e-07, 7.55e-07, 6.84e-09, 8.28e-09, 5.68e-09, 9.41e-09, 4.45e-09, 3.44e-09, 1.17e-11, 2.99e-08, 1.94e-10]    [5.17e-07, 9.26e-07, 5.31e-07, 1.16e-06, 7.23e-07, 6.17e-07, 5.07e-07, 2.75e-08, 1.31e-09, 2.40e-10, 9.17e-07, 8.77e-07, 7.55e-07, 6.84e-09, 8.28e-09, 5.68e-09, 9.41e-09, 4.45e-09, 3.44e-09, 1.17e-11, 2.99e-08, 1.94e-10]    []  
439700    [1.29e-05, 4.28e-06, 3.02e-06, 5.45e-06, 2.24e-06, 5.90e-06, 3.42e-06, 3.78e-05, 1.17e-05, 1.65e-05, 6.04e-05, 1.07e-04, 7.54e-05, 5.50e-04, 3.61e-06, 1.77e-06, 3.70e-06, 1.09e-07, 1.96e-05, 1.84e-06, 9.77e-05, 8.24e-06]    [1.29e-05, 4.28e-06, 3.02e-06, 5.45e-06, 2.24e-06, 5.90e-06, 3.42e-06, 3.78e-05, 1.17e-05, 1.65e-05, 6.04e-05, 1.07e-04, 7.54e-05, 5.50e-04, 3.61e-06, 1.77e-06, 3.70e-06, 1.09e-07, 1.96e-05, 1.84e-06, 9.77e-05, 8.24e-06]    []  
439800    [6.22e-07, 1.05e-06, 5.64e-07, 1.20e-06, 7.57e-07, 6.68e-07, 5.47e-07, 9.60e-09, 5.47e-06, 7.63e-10, 9.78e-07, 1.06e-06, 9.67e-07, 2.93e-08, 4.03e-09, 1.64e-09, 6.33e-09, 1.02e-09, 5.23e-11, 0.00e+00, 1.19e-07, 4.37e-06]    [6.22e-07, 1.05e-06, 5.64e-07, 1.20e-06, 7.57e-07, 6.68e-07, 5.47e-07, 9.60e-09, 5.47e-06, 7.63e-10, 9.78e-07, 1.06e-06, 9.67e-07, 2.93e-08, 4.03e-09, 1.64e-09, 6.33e-09, 1.02e-09, 5.23e-11, 0.00e+00, 1.19e-07, 4.37e-06]    []  
439900    [4.12e-07, 8.34e-07, 5.18e-07, 1.09e-06, 7.00e-07, 5.84e-07, 4.79e-07, 2.42e-10, 3.96e-08, 7.66e-09, 8.20e-07, 8.10e-07, 6.95e-07, 2.37e-07, 6.91e-09, 1.61e-09, 5.18e-09, 1.65e-09, 0.00e+00, 0.00e+00, 6.77e-08, 3.50e-08]    [4.12e-07, 8.34e-07, 5.18e-07, 1.09e-06, 7.00e-07, 5.84e-07, 4.79e-07, 2.42e-10, 3.96e-08, 7.66e-09, 8.20e-07, 8.10e-07, 6.95e-07, 2.37e-07, 6.91e-09, 1.61e-09, 5.18e-09, 1.65e-09, 0.00e+00, 0.00e+00, 6.77e-08, 3.50e-08]    []  
440000    [8.56e-07, 1.06e-06, 5.26e-07, 1.14e-06, 8.37e-07, 7.13e-07, 5.50e-07, 3.13e-08, 1.48e-07, 8.92e-08, 1.52e-06, 1.80e-06, 2.10e-06, 3.61e-06, 8.46e-08, 2.60e-08, 5.15e-08, 2.84e-08, 2.49e-08, 0.00e+00, 1.53e-07, 1.14e-07]    [8.56e-07, 1.06e-06, 5.26e-07, 1.14e-06, 8.37e-07, 7.13e-07, 5.50e-07, 3.13e-08, 1.48e-07, 8.92e-08, 1.52e-06, 1.80e-06, 2.10e-06, 3.61e-06, 8.46e-08, 2.60e-08, 5.15e-08, 2.84e-08, 2.49e-08, 0.00e+00, 1.53e-07, 1.14e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 49.954619 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
440000    [8.56e-07, 1.06e-06, 5.26e-07, 1.14e-06, 8.37e-07, 7.13e-07, 5.50e-07, 3.13e-08, 1.48e-07, 8.92e-08, 1.52e-06, 1.80e-06, 2.10e-06, 3.61e-06, 8.46e-08, 2.60e-08, 5.15e-08, 2.84e-08, 2.49e-08, 0.00e+00, 1.53e-07, 1.14e-07]    [8.56e-07, 1.06e-06, 5.26e-07, 1.14e-06, 8.37e-07, 7.13e-07, 5.50e-07, 3.13e-08, 1.48e-07, 8.92e-08, 1.52e-06, 1.80e-06, 2.10e-06, 3.61e-06, 8.46e-08, 2.60e-08, 5.15e-08, 2.84e-08, 2.49e-08, 0.00e+00, 1.53e-07, 1.14e-07]    []  
440100    [1.02e-05, 3.54e-06, 1.42e-06, 2.53e-06, 1.27e-06, 2.11e-06, 7.28e-07, 4.02e-05, 1.66e-07, 6.71e-06, 3.43e-05, 9.13e-05, 1.91e-04, 4.94e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.04e-09, 7.22e-05, 3.17e-08]    [1.02e-05, 3.54e-06, 1.42e-06, 2.53e-06, 1.27e-06, 2.11e-06, 7.28e-07, 4.02e-05, 1.66e-07, 6.71e-06, 3.43e-05, 9.13e-05, 1.91e-04, 4.94e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.04e-09, 7.22e-05, 3.17e-08]    []  
440200    [5.72e-07, 9.18e-07, 4.83e-07, 1.12e-06, 7.17e-07, 6.56e-07, 5.10e-07, 1.56e-07, 7.78e-11, 4.40e-09, 9.31e-07, 1.03e-06, 9.28e-07, 3.06e-07, 7.04e-10, 1.55e-11, 1.70e-09, 4.56e-11, 0.00e+00, 5.70e-12, 3.32e-08, 2.12e-10]    [5.72e-07, 9.18e-07, 4.83e-07, 1.12e-06, 7.17e-07, 6.56e-07, 5.10e-07, 1.56e-07, 7.78e-11, 4.40e-09, 9.31e-07, 1.03e-06, 9.28e-07, 3.06e-07, 7.04e-10, 1.55e-11, 1.70e-09, 4.56e-11, 0.00e+00, 5.70e-12, 3.32e-08, 2.12e-10]    []  
440300    [2.87e-06, 1.42e-06, 4.74e-07, 1.80e-06, 2.36e-06, 1.23e-06, 1.96e-06, 1.81e-06, 2.63e-09, 5.98e-07, 1.87e-05, 8.30e-05, 7.09e-05, 2.36e-05, 0.00e+00, 0.00e+00, 0.00e+00, 7.92e-10, 9.88e-09, 0.00e+00, 2.29e-05, 3.59e-08]    [2.87e-06, 1.42e-06, 4.74e-07, 1.80e-06, 2.36e-06, 1.23e-06, 1.96e-06, 1.81e-06, 2.63e-09, 5.98e-07, 1.87e-05, 8.30e-05, 7.09e-05, 2.36e-05, 0.00e+00, 0.00e+00, 0.00e+00, 7.92e-10, 9.88e-09, 0.00e+00, 2.29e-05, 3.59e-08]    []  
440400    [4.89e-07, 8.40e-07, 5.23e-07, 1.18e-06, 6.91e-07, 6.27e-07, 4.66e-07, 1.88e-08, 2.54e-07, 1.78e-14, 8.83e-07, 8.30e-07, 7.48e-07, 2.48e-08, 5.65e-09, 6.53e-09, 8.71e-09, 5.93e-09, 8.86e-10, 2.80e-08, 1.49e-08, 1.63e-07]    [4.89e-07, 8.40e-07, 5.23e-07, 1.18e-06, 6.91e-07, 6.27e-07, 4.66e-07, 1.88e-08, 2.54e-07, 1.78e-14, 8.83e-07, 8.30e-07, 7.48e-07, 2.48e-08, 5.65e-09, 6.53e-09, 8.71e-09, 5.93e-09, 8.86e-10, 2.80e-08, 1.49e-08, 1.63e-07]    []  
440500    [8.17e-07, 1.08e-06, 5.63e-07, 1.24e-06, 7.55e-07, 7.59e-07, 6.41e-07, 2.23e-08, 3.37e-06, 4.88e-08, 1.72e-06, 2.66e-06, 1.87e-06, 1.84e-06, 1.30e-08, 3.22e-08, 2.44e-08, 3.38e-08, 4.60e-08, 5.89e-07, 2.91e-07, 3.01e-06]    [8.17e-07, 1.08e-06, 5.63e-07, 1.24e-06, 7.55e-07, 7.59e-07, 6.41e-07, 2.23e-08, 3.37e-06, 4.88e-08, 1.72e-06, 2.66e-06, 1.87e-06, 1.84e-06, 1.30e-08, 3.22e-08, 2.44e-08, 3.38e-08, 4.60e-08, 5.89e-07, 2.91e-07, 3.01e-06]    []  
440600    [4.78e-07, 8.04e-07, 5.10e-07, 1.14e-06, 6.88e-07, 6.10e-07, 5.53e-07, 1.51e-08, 3.97e-12, 2.20e-08, 8.70e-07, 9.22e-07, 9.45e-07, 1.17e-06, 2.50e-08, 2.25e-08, 2.36e-08, 2.15e-08, 8.24e-11, 9.50e-12, 5.44e-08, 4.02e-10]    [4.78e-07, 8.04e-07, 5.10e-07, 1.14e-06, 6.88e-07, 6.10e-07, 5.53e-07, 1.51e-08, 3.97e-12, 2.20e-08, 8.70e-07, 9.22e-07, 9.45e-07, 1.17e-06, 2.50e-08, 2.25e-08, 2.36e-08, 2.15e-08, 8.24e-11, 9.50e-12, 5.44e-08, 4.02e-10]    []  
440700    [9.22e-07, 1.26e-06, 6.03e-07, 1.36e-06, 8.26e-07, 9.11e-07, 6.68e-07, 4.60e-08, 8.95e-11, 6.78e-08, 1.40e-06, 2.07e-06, 1.43e-06, 6.74e-07, 0.00e+00, 8.85e-09, 4.92e-10, 4.76e-09, 3.08e-10, 1.32e-11, 1.80e-08, 2.17e-10]    [9.22e-07, 1.26e-06, 6.03e-07, 1.36e-06, 8.26e-07, 9.11e-07, 6.68e-07, 4.60e-08, 8.95e-11, 6.78e-08, 1.40e-06, 2.07e-06, 1.43e-06, 6.74e-07, 0.00e+00, 8.85e-09, 4.92e-10, 4.76e-09, 3.08e-10, 1.32e-11, 1.80e-08, 2.17e-10]    []  
440800    [4.77e-07, 8.72e-07, 6.04e-07, 1.31e-06, 7.08e-07, 6.42e-07, 5.37e-07, 1.03e-08, 1.22e-11, 1.66e-11, 8.55e-07, 7.56e-07, 6.61e-07, 2.30e-08, 7.16e-09, 5.03e-09, 7.14e-09, 3.95e-09, 2.83e-09, 6.39e-12, 2.69e-08, 2.06e-10]    [4.77e-07, 8.72e-07, 6.04e-07, 1.31e-06, 7.08e-07, 6.42e-07, 5.37e-07, 1.03e-08, 1.22e-11, 1.66e-11, 8.55e-07, 7.56e-07, 6.61e-07, 2.30e-08, 7.16e-09, 5.03e-09, 7.14e-09, 3.95e-09, 2.83e-09, 6.39e-12, 2.69e-08, 2.06e-10]    []  
440900    [3.87e-06, 1.99e-06, 3.88e-07, 2.97e-06, 2.69e-06, 1.99e-06, 1.57e-06, 1.82e-05, 2.74e-08, 1.80e-07, 2.47e-05, 4.80e-05, 1.92e-04, 1.17e-04, 5.55e-07, 9.40e-08, 4.81e-07, 3.43e-06, 6.68e-08, 7.21e-09, 6.80e-07, 4.52e-08]    [3.87e-06, 1.99e-06, 3.88e-07, 2.97e-06, 2.69e-06, 1.99e-06, 1.57e-06, 1.82e-05, 2.74e-08, 1.80e-07, 2.47e-05, 4.80e-05, 1.92e-04, 1.17e-04, 5.55e-07, 9.40e-08, 4.81e-07, 3.43e-06, 6.68e-08, 7.21e-09, 6.80e-07, 4.52e-08]    []  
441000    [5.69e-07, 1.05e-06, 5.54e-07, 1.24e-06, 7.58e-07, 7.15e-07, 5.70e-07, 8.03e-09, 6.74e-11, 1.48e-09, 9.11e-07, 1.07e-06, 9.60e-07, 3.97e-09, 3.79e-09, 4.23e-09, 6.02e-09, 3.05e-09, 0.00e+00, 1.71e-11, 2.03e-08, 1.43e-10]    [5.69e-07, 1.05e-06, 5.54e-07, 1.24e-06, 7.58e-07, 7.15e-07, 5.70e-07, 8.03e-09, 6.74e-11, 1.48e-09, 9.11e-07, 1.07e-06, 9.60e-07, 3.97e-09, 3.79e-09, 4.23e-09, 6.02e-09, 3.05e-09, 0.00e+00, 1.71e-11, 2.03e-08, 1.43e-10]    []  
441100    [9.70e-06, 3.88e-06, 1.89e-06, 3.36e-06, 1.09e-06, 3.58e-06, 1.50e-06, 3.20e-06, 6.10e-06, 5.28e-06, 1.01e-05, 6.71e-05, 5.17e-05, 3.12e-04, 9.72e-06, 3.02e-06, 2.52e-06, 3.11e-07, 0.00e+00, 0.00e+00, 1.41e-06, 5.69e-06]    [9.70e-06, 3.88e-06, 1.89e-06, 3.36e-06, 1.09e-06, 3.58e-06, 1.50e-06, 3.20e-06, 6.10e-06, 5.28e-06, 1.01e-05, 6.71e-05, 5.17e-05, 3.12e-04, 9.72e-06, 3.02e-06, 2.52e-06, 3.11e-07, 0.00e+00, 0.00e+00, 1.41e-06, 5.69e-06]    []  
441200    [6.03e-07, 1.03e-06, 8.08e-07, 1.29e-06, 7.68e-07, 6.95e-07, 5.46e-07, 1.80e-07, 3.77e-04, 5.90e-09, 9.82e-07, 1.04e-06, 9.42e-07, 2.95e-08, 3.90e-09, 8.50e-09, 2.19e-09, 8.07e-09, 3.43e-08, 7.07e-05, 2.17e-07, 2.56e-04]    [6.03e-07, 1.03e-06, 8.08e-07, 1.29e-06, 7.68e-07, 6.95e-07, 5.46e-07, 1.80e-07, 3.77e-04, 5.90e-09, 9.82e-07, 1.04e-06, 9.42e-07, 2.95e-08, 3.90e-09, 8.50e-09, 2.19e-09, 8.07e-09, 3.43e-08, 7.07e-05, 2.17e-07, 2.56e-04]    []  
441300    [4.89e-05, 9.96e-06, 4.59e-06, 7.53e-06, 5.51e-06, 6.18e-06, 3.40e-06, 1.27e-04, 1.78e-09, 6.33e-05, 1.26e-04, 4.62e-04, 7.32e-04, 3.12e-03, 6.00e-05, 4.65e-05, 2.66e-05, 1.51e-05, 2.81e-05, 7.35e-08, 1.42e-04, 3.80e-07]    [4.89e-05, 9.96e-06, 4.59e-06, 7.53e-06, 5.51e-06, 6.18e-06, 3.40e-06, 1.27e-04, 1.78e-09, 6.33e-05, 1.26e-04, 4.62e-04, 7.32e-04, 3.12e-03, 6.00e-05, 4.65e-05, 2.66e-05, 1.51e-05, 2.81e-05, 7.35e-08, 1.42e-04, 3.80e-07]    []  
441400    [6.11e-07, 9.78e-07, 5.01e-07, 1.24e-06, 7.13e-07, 6.74e-07, 5.23e-07, 1.91e-09, 4.12e-10, 9.78e-11, 9.74e-07, 1.02e-06, 8.56e-07, 8.96e-09, 3.17e-09, 4.71e-09, 3.78e-09, 3.40e-09, 1.71e-08, 2.30e-12, 1.02e-07, 3.17e-10]    [6.11e-07, 9.78e-07, 5.01e-07, 1.24e-06, 7.13e-07, 6.74e-07, 5.23e-07, 1.91e-09, 4.12e-10, 9.78e-11, 9.74e-07, 1.02e-06, 8.56e-07, 8.96e-09, 3.17e-09, 4.71e-09, 3.78e-09, 3.40e-09, 1.71e-08, 2.30e-12, 1.02e-07, 3.17e-10]    []  
441500    [3.77e-06, 3.01e-06, 1.78e-06, 5.02e-06, 1.06e-06, 3.15e-06, 1.73e-06, 1.60e-05, 2.52e-05, 8.83e-10, 1.27e-05, 2.00e-05, 4.00e-05, 8.03e-05, 4.32e-08, 2.94e-07, 1.76e-08, 1.96e-08, 0.00e+00, 7.56e-06, 1.57e-05, 3.12e-05]    [3.77e-06, 3.01e-06, 1.78e-06, 5.02e-06, 1.06e-06, 3.15e-06, 1.73e-06, 1.60e-05, 2.52e-05, 8.83e-10, 1.27e-05, 2.00e-05, 4.00e-05, 8.03e-05, 4.32e-08, 2.94e-07, 1.76e-08, 1.96e-08, 0.00e+00, 7.56e-06, 1.57e-05, 3.12e-05]    []  
441600    [6.00e-07, 9.46e-07, 5.37e-07, 1.29e-06, 6.87e-07, 6.85e-07, 5.03e-07, 7.43e-08, 4.76e-09, 5.48e-09, 9.41e-07, 9.43e-07, 8.25e-07, 1.89e-08, 1.00e-09, 2.80e-09, 3.05e-09, 2.75e-09, 3.98e-09, 0.00e+00, 3.43e-08, 2.24e-09]    [6.00e-07, 9.46e-07, 5.37e-07, 1.29e-06, 6.87e-07, 6.85e-07, 5.03e-07, 7.43e-08, 4.76e-09, 5.48e-09, 9.41e-07, 9.43e-07, 8.25e-07, 1.89e-08, 1.00e-09, 2.80e-09, 3.05e-09, 2.75e-09, 3.98e-09, 0.00e+00, 3.43e-08, 2.24e-09]    []  
441700    [1.55e-05, 6.85e-06, 2.30e-06, 8.94e-06, 4.44e-06, 4.71e-06, 2.44e-06, 1.85e-04, 1.60e-04, 3.94e-05, 1.48e-04, 2.99e-04, 2.69e-04, 1.50e-03, 0.00e+00, 0.00e+00, 4.06e-07, 0.00e+00, 0.00e+00, 1.81e-05, 2.06e-04, 7.19e-05]    [1.55e-05, 6.85e-06, 2.30e-06, 8.94e-06, 4.44e-06, 4.71e-06, 2.44e-06, 1.85e-04, 1.60e-04, 3.94e-05, 1.48e-04, 2.99e-04, 2.69e-04, 1.50e-03, 0.00e+00, 0.00e+00, 4.06e-07, 0.00e+00, 0.00e+00, 1.81e-05, 2.06e-04, 7.19e-05]    []  
441800    [6.50e-07, 1.23e-06, 6.92e-07, 1.27e-06, 8.65e-07, 7.83e-07, 5.75e-07, 4.25e-08, 3.15e-08, 4.70e-08, 1.00e-06, 1.19e-06, 1.19e-06, 2.90e-07, 1.39e-09, 5.52e-09, 3.99e-09, 2.93e-09, 5.18e-10, 0.00e+00, 1.65e-08, 1.23e-07]    [6.50e-07, 1.23e-06, 6.92e-07, 1.27e-06, 8.65e-07, 7.83e-07, 5.75e-07, 4.25e-08, 3.15e-08, 4.70e-08, 1.00e-06, 1.19e-06, 1.19e-06, 2.90e-07, 1.39e-09, 5.52e-09, 3.99e-09, 2.93e-09, 5.18e-10, 0.00e+00, 1.65e-08, 1.23e-07]    []  
441900    [4.62e-07, 1.00e-06, 5.61e-07, 1.10e-06, 7.67e-07, 6.48e-07, 4.80e-07, 7.99e-08, 2.42e-10, 8.85e-11, 8.37e-07, 8.21e-07, 7.29e-07, 4.30e-09, 1.59e-08, 8.12e-09, 8.50e-09, 4.21e-09, 3.76e-10, 7.13e-11, 1.50e-08, 4.22e-10]    [4.62e-07, 1.00e-06, 5.61e-07, 1.10e-06, 7.67e-07, 6.48e-07, 4.80e-07, 7.99e-08, 2.42e-10, 8.85e-11, 8.37e-07, 8.21e-07, 7.29e-07, 4.30e-09, 1.59e-08, 8.12e-09, 8.50e-09, 4.21e-09, 3.76e-10, 7.13e-11, 1.50e-08, 4.22e-10]    []  
442000    [1.63e-06, 1.64e-06, 5.94e-07, 1.41e-06, 9.67e-07, 9.29e-07, 6.47e-07, 6.30e-07, 1.44e-05, 9.65e-07, 3.51e-06, 1.14e-05, 1.17e-05, 6.08e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-09, 5.64e-08, 9.05e-07, 3.75e-07, 4.38e-06]    [1.63e-06, 1.64e-06, 5.94e-07, 1.41e-06, 9.67e-07, 9.29e-07, 6.47e-07, 6.30e-07, 1.44e-05, 9.65e-07, 3.51e-06, 1.14e-05, 1.17e-05, 6.08e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-09, 5.64e-08, 9.05e-07, 3.75e-07, 4.38e-06]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 46.712426 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
442000    [1.63e-06, 1.64e-06, 5.94e-07, 1.41e-06, 9.67e-07, 9.29e-07, 6.47e-07, 6.30e-07, 1.44e-05, 9.65e-07, 3.51e-06, 1.14e-05, 1.17e-05, 6.08e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-09, 5.64e-08, 9.05e-07, 3.75e-07, 4.38e-06]    [1.63e-06, 1.64e-06, 5.94e-07, 1.41e-06, 9.67e-07, 9.29e-07, 6.47e-07, 6.30e-07, 1.44e-05, 9.65e-07, 3.51e-06, 1.14e-05, 1.17e-05, 6.08e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-09, 5.64e-08, 9.05e-07, 3.75e-07, 4.38e-06]    []  
442100    [5.41e-07, 8.96e-07, 4.95e-07, 1.04e-06, 7.73e-07, 5.82e-07, 5.13e-07, 4.90e-09, 8.95e-07, 3.70e-08, 1.03e-06, 1.13e-06, 1.24e-06, 2.26e-06, 6.57e-08, 3.81e-08, 3.54e-08, 3.55e-08, 2.67e-11, 4.88e-09, 2.74e-08, 1.13e-08]    [5.41e-07, 8.96e-07, 4.95e-07, 1.04e-06, 7.73e-07, 5.82e-07, 5.13e-07, 4.90e-09, 8.95e-07, 3.70e-08, 1.03e-06, 1.13e-06, 1.24e-06, 2.26e-06, 6.57e-08, 3.81e-08, 3.54e-08, 3.55e-08, 2.67e-11, 4.88e-09, 2.74e-08, 1.13e-08]    []  
442200    [7.92e-07, 1.14e-06, 4.77e-07, 1.15e-06, 8.34e-07, 7.26e-07, 5.61e-07, 1.18e-07, 2.90e-10, 3.95e-08, 1.20e-06, 1.27e-06, 1.85e-06, 1.70e-06, 2.00e-08, 9.18e-09, 2.58e-08, 1.71e-08, 7.92e-09, 5.70e-10, 5.16e-08, 3.77e-09]    [7.92e-07, 1.14e-06, 4.77e-07, 1.15e-06, 8.34e-07, 7.26e-07, 5.61e-07, 1.18e-07, 2.90e-10, 3.95e-08, 1.20e-06, 1.27e-06, 1.85e-06, 1.70e-06, 2.00e-08, 9.18e-09, 2.58e-08, 1.71e-08, 7.92e-09, 5.70e-10, 5.16e-08, 3.77e-09]    []  
442300    [6.58e-07, 9.26e-07, 4.90e-07, 1.09e-06, 7.01e-07, 6.50e-07, 4.60e-07, 2.35e-06, 2.10e-10, 1.87e-07, 1.75e-06, 3.21e-06, 6.78e-06, 1.40e-05, 2.33e-09, 0.00e+00, 9.03e-11, 0.00e+00, 0.00e+00, 1.15e-12, 3.28e-06, 1.53e-09]    [6.58e-07, 9.26e-07, 4.90e-07, 1.09e-06, 7.01e-07, 6.50e-07, 4.60e-07, 2.35e-06, 2.10e-10, 1.87e-07, 1.75e-06, 3.21e-06, 6.78e-06, 1.40e-05, 2.33e-09, 0.00e+00, 9.03e-11, 0.00e+00, 0.00e+00, 1.15e-12, 3.28e-06, 1.53e-09]    []  
442400    [8.47e-07, 1.13e-06, 5.73e-07, 1.28e-06, 8.27e-07, 7.84e-07, 5.56e-07, 1.54e-07, 5.40e-09, 1.01e-08, 1.22e-06, 1.36e-06, 1.51e-06, 4.95e-07, 3.21e-09, 1.31e-08, 8.64e-09, 1.25e-08, 8.37e-10, 1.81e-13, 1.47e-07, 9.59e-10]    [8.47e-07, 1.13e-06, 5.73e-07, 1.28e-06, 8.27e-07, 7.84e-07, 5.56e-07, 1.54e-07, 5.40e-09, 1.01e-08, 1.22e-06, 1.36e-06, 1.51e-06, 4.95e-07, 3.21e-09, 1.31e-08, 8.64e-09, 1.25e-08, 8.37e-10, 1.81e-13, 1.47e-07, 9.59e-10]    []  
442500    [4.76e-07, 8.95e-07, 5.38e-07, 1.21e-06, 7.09e-07, 6.52e-07, 4.62e-07, 1.03e-08, 2.85e-07, 8.54e-08, 8.62e-07, 1.39e-06, 1.33e-06, 3.73e-06, 2.21e-09, 0.00e+00, 5.11e-10, 0.00e+00, 7.48e-11, 0.00e+00, 1.23e-08, 2.27e-07]    [4.76e-07, 8.95e-07, 5.38e-07, 1.21e-06, 7.09e-07, 6.52e-07, 4.62e-07, 1.03e-08, 2.85e-07, 8.54e-08, 8.62e-07, 1.39e-06, 1.33e-06, 3.73e-06, 2.21e-09, 0.00e+00, 5.11e-10, 0.00e+00, 7.48e-11, 0.00e+00, 1.23e-08, 2.27e-07]    []  
442600    [8.39e-07, 1.18e-06, 5.58e-07, 1.24e-06, 8.38e-07, 8.32e-07, 6.09e-07, 9.85e-11, 2.48e-08, 1.62e-10, 1.38e-06, 1.41e-06, 1.38e-06, 2.28e-07, 9.24e-09, 4.43e-09, 7.59e-09, 9.36e-09, 5.37e-13, 1.67e-09, 1.90e-07, 1.08e-08]    [8.39e-07, 1.18e-06, 5.58e-07, 1.24e-06, 8.38e-07, 8.32e-07, 6.09e-07, 9.85e-11, 2.48e-08, 1.62e-10, 1.38e-06, 1.41e-06, 1.38e-06, 2.28e-07, 9.24e-09, 4.43e-09, 7.59e-09, 9.36e-09, 5.37e-13, 1.67e-09, 1.90e-07, 1.08e-08]    []  
442700    [4.49e-07, 8.65e-07, 5.26e-07, 1.19e-06, 7.16e-07, 6.30e-07, 4.90e-07, 1.06e-07, 6.82e-12, 4.35e-09, 8.49e-07, 7.53e-07, 6.32e-07, 1.14e-07, 6.56e-09, 2.74e-09, 5.19e-09, 1.83e-09, 8.44e-09, 1.05e-10, 5.59e-08, 5.85e-10]    [4.49e-07, 8.65e-07, 5.26e-07, 1.19e-06, 7.16e-07, 6.30e-07, 4.90e-07, 1.06e-07, 6.82e-12, 4.35e-09, 8.49e-07, 7.53e-07, 6.32e-07, 1.14e-07, 6.56e-09, 2.74e-09, 5.19e-09, 1.83e-09, 8.44e-09, 1.05e-10, 5.59e-08, 5.85e-10]    []  
442800    [1.10e-06, 1.21e-06, 5.34e-07, 1.28e-06, 8.26e-07, 8.13e-07, 5.73e-07, 2.58e-07, 2.38e-10, 1.17e-07, 1.65e-06, 2.38e-06, 3.54e-06, 6.65e-06, 8.31e-08, 5.76e-08, 7.02e-08, 9.19e-08, 4.35e-08, 9.94e-12, 2.84e-07, 7.35e-11]    [1.10e-06, 1.21e-06, 5.34e-07, 1.28e-06, 8.26e-07, 8.13e-07, 5.73e-07, 2.58e-07, 2.38e-10, 1.17e-07, 1.65e-06, 2.38e-06, 3.54e-06, 6.65e-06, 8.31e-08, 5.76e-08, 7.02e-08, 9.19e-08, 4.35e-08, 9.94e-12, 2.84e-07, 7.35e-11]    []  
442900    [4.63e-07, 8.28e-07, 4.87e-07, 1.14e-06, 6.96e-07, 6.16e-07, 4.55e-07, 7.57e-09, 5.85e-09, 2.78e-10, 8.32e-07, 7.46e-07, 6.60e-07, 8.89e-09, 7.70e-09, 5.15e-09, 6.53e-09, 3.70e-09, 3.47e-10, 2.10e-10, 1.22e-08, 1.14e-09]    [4.63e-07, 8.28e-07, 4.87e-07, 1.14e-06, 6.96e-07, 6.16e-07, 4.55e-07, 7.57e-09, 5.85e-09, 2.78e-10, 8.32e-07, 7.46e-07, 6.60e-07, 8.89e-09, 7.70e-09, 5.15e-09, 6.53e-09, 3.70e-09, 3.47e-10, 2.10e-10, 1.22e-08, 1.14e-09]    []  
443000    [1.33e-06, 1.31e-06, 3.56e-06, 4.46e-06, 3.13e-06, 1.58e-06, 2.06e-06, 7.12e-06, 2.10e-06, 2.01e-06, 5.12e-06, 2.03e-05, 2.50e-05, 7.04e-06, 3.55e-08, 4.07e-07, 1.90e-06, 0.00e+00, 3.76e-07, 0.00e+00, 2.46e-06, 3.11e-05]    [1.33e-06, 1.31e-06, 3.56e-06, 4.46e-06, 3.13e-06, 1.58e-06, 2.06e-06, 7.12e-06, 2.10e-06, 2.01e-06, 5.12e-06, 2.03e-05, 2.50e-05, 7.04e-06, 3.55e-08, 4.07e-07, 1.90e-06, 0.00e+00, 3.76e-07, 0.00e+00, 2.46e-06, 3.11e-05]    []  
443100    [5.32e-07, 1.59e-06, 1.63e-06, 2.00e-06, 1.48e-06, 7.69e-07, 9.43e-07, 8.36e-08, 1.76e-05, 1.88e-08, 9.45e-07, 6.67e-07, 4.41e-07, 5.45e-07, 6.68e-09, 9.51e-12, 8.84e-09, 1.88e-09, 1.43e-10, 1.04e-07, 1.62e-08, 1.50e-07]    [5.32e-07, 1.59e-06, 1.63e-06, 2.00e-06, 1.48e-06, 7.69e-07, 9.43e-07, 8.36e-08, 1.76e-05, 1.88e-08, 9.45e-07, 6.67e-07, 4.41e-07, 5.45e-07, 6.68e-09, 9.51e-12, 8.84e-09, 1.88e-09, 1.43e-10, 1.04e-07, 1.62e-08, 1.50e-07]    []  
443200    [8.02e-07, 1.43e-06, 8.51e-07, 1.49e-06, 1.04e-06, 6.58e-07, 7.07e-07, 1.32e-08, 1.62e-06, 5.37e-08, 1.24e-06, 1.06e-06, 1.15e-06, 2.73e-06, 1.14e-07, 2.67e-08, 3.48e-08, 4.43e-08, 3.10e-09, 4.96e-08, 2.42e-08, 2.77e-07]    [8.02e-07, 1.43e-06, 8.51e-07, 1.49e-06, 1.04e-06, 6.58e-07, 7.07e-07, 1.32e-08, 1.62e-06, 5.37e-08, 1.24e-06, 1.06e-06, 1.15e-06, 2.73e-06, 1.14e-07, 2.67e-08, 3.48e-08, 4.43e-08, 3.10e-09, 4.96e-08, 2.42e-08, 2.77e-07]    []  
443300    [8.73e-06, 3.63e-06, 1.16e-06, 3.03e-06, 2.43e-06, 2.26e-06, 9.10e-07, 5.00e-06, 3.88e-07, 1.04e-05, 2.49e-05, 1.17e-04, 2.46e-04, 7.85e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.25e-07, 0.00e+00, 7.86e-07, 5.10e-07]    [8.73e-06, 3.63e-06, 1.16e-06, 3.03e-06, 2.43e-06, 2.26e-06, 9.10e-07, 5.00e-06, 3.88e-07, 1.04e-05, 2.49e-05, 1.17e-04, 2.46e-04, 7.85e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.25e-07, 0.00e+00, 7.86e-07, 5.10e-07]    []  
443400    [5.48e-07, 1.06e-06, 6.33e-07, 1.22e-06, 8.48e-07, 5.98e-07, 6.10e-07, 4.69e-08, 5.43e-11, 8.77e-10, 8.95e-07, 7.66e-07, 5.92e-07, 8.08e-09, 1.71e-08, 3.70e-09, 8.99e-09, 4.55e-09, 3.28e-09, 2.75e-12, 2.72e-08, 1.58e-10]    [5.48e-07, 1.06e-06, 6.33e-07, 1.22e-06, 8.48e-07, 5.98e-07, 6.10e-07, 4.69e-08, 5.43e-11, 8.77e-10, 8.95e-07, 7.66e-07, 5.92e-07, 8.08e-09, 1.71e-08, 3.70e-09, 8.99e-09, 4.55e-09, 3.28e-09, 2.75e-12, 2.72e-08, 1.58e-10]    []  
443500    [1.51e-06, 1.36e-06, 6.17e-07, 1.22e-06, 1.16e-06, 7.75e-07, 7.43e-07, 7.85e-07, 1.47e-07, 8.64e-07, 2.36e-06, 4.99e-06, 9.78e-06, 2.50e-05, 3.93e-07, 1.64e-07, 1.65e-07, 2.61e-07, 9.52e-08, 1.02e-08, 6.46e-07, 6.37e-08]    [1.51e-06, 1.36e-06, 6.17e-07, 1.22e-06, 1.16e-06, 7.75e-07, 7.43e-07, 7.85e-07, 1.47e-07, 8.64e-07, 2.36e-06, 4.99e-06, 9.78e-06, 2.50e-05, 3.93e-07, 1.64e-07, 1.65e-07, 2.61e-07, 9.52e-08, 1.02e-08, 6.46e-07, 6.37e-08]    []  
443600    [5.57e-05, 2.06e-05, 5.33e-06, 1.48e-05, 5.82e-06, 1.20e-05, 2.85e-06, 1.39e-04, 1.08e-04, 5.82e-05, 1.11e-04, 6.74e-04, 7.39e-04, 3.53e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.32e-04, 1.35e-04]    [5.57e-05, 2.06e-05, 5.33e-06, 1.48e-05, 5.82e-06, 1.20e-05, 2.85e-06, 1.39e-04, 1.08e-04, 5.82e-05, 1.11e-04, 6.74e-04, 7.39e-04, 3.53e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.32e-04, 1.35e-04]    []  
443700    [5.91e-07, 9.06e-07, 5.30e-07, 1.08e-06, 8.33e-07, 5.95e-07, 6.06e-07, 2.92e-08, 3.37e-09, 4.56e-08, 1.04e-06, 1.09e-06, 1.30e-06, 2.20e-06, 7.53e-08, 3.42e-08, 3.94e-08, 2.53e-08, 1.75e-08, 2.54e-10, 1.08e-07, 1.56e-09]    [5.91e-07, 9.06e-07, 5.30e-07, 1.08e-06, 8.33e-07, 5.95e-07, 6.06e-07, 2.92e-08, 3.37e-09, 4.56e-08, 1.04e-06, 1.09e-06, 1.30e-06, 2.20e-06, 7.53e-08, 3.42e-08, 3.94e-08, 2.53e-08, 1.75e-08, 2.54e-10, 1.08e-07, 1.56e-09]    []  
443800    [6.76e-07, 1.05e-06, 5.10e-07, 1.08e-06, 8.91e-07, 7.07e-07, 6.33e-07, 2.10e-08, 5.88e-08, 1.43e-08, 1.08e-06, 1.38e-06, 9.09e-07, 1.73e-07, 1.63e-09, 2.34e-10, 4.92e-09, 2.26e-10, 0.00e+00, 7.07e-09, 7.96e-08, 4.45e-08]    [6.76e-07, 1.05e-06, 5.10e-07, 1.08e-06, 8.91e-07, 7.07e-07, 6.33e-07, 2.10e-08, 5.88e-08, 1.43e-08, 1.08e-06, 1.38e-06, 9.09e-07, 1.73e-07, 1.63e-09, 2.34e-10, 4.92e-09, 2.26e-10, 0.00e+00, 7.07e-09, 7.96e-08, 4.45e-08]    []  
443900    [5.31e-06, 2.24e-06, 9.03e-07, 1.38e-06, 1.52e-06, 1.18e-06, 8.86e-07, 1.80e-05, 7.27e-06, 6.13e-06, 8.48e-06, 2.34e-05, 4.85e-05, 1.59e-04, 1.82e-06, 1.61e-06, 1.13e-06, 1.24e-06, 3.11e-06, 0.00e+00, 1.81e-05, 5.87e-06]    [5.31e-06, 2.24e-06, 9.03e-07, 1.38e-06, 1.52e-06, 1.18e-06, 8.86e-07, 1.80e-05, 7.27e-06, 6.13e-06, 8.48e-06, 2.34e-05, 4.85e-05, 1.59e-04, 1.82e-06, 1.61e-06, 1.13e-06, 1.24e-06, 3.11e-06, 0.00e+00, 1.81e-05, 5.87e-06]    []  
444000    [1.46e-06, 1.14e-06, 6.12e-07, 1.26e-06, 7.17e-07, 7.53e-07, 5.64e-07, 3.22e-06, 4.32e-12, 7.91e-07, 4.37e-06, 1.02e-05, 2.80e-05, 5.26e-05, 6.98e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.36e-14, 5.56e-06, 4.06e-09]    [1.46e-06, 1.14e-06, 6.12e-07, 1.26e-06, 7.17e-07, 7.53e-07, 5.64e-07, 3.22e-06, 4.32e-12, 7.91e-07, 4.37e-06, 1.02e-05, 2.80e-05, 5.26e-05, 6.98e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.36e-14, 5.56e-06, 4.06e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 49.328672 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
444000    [1.46e-06, 1.14e-06, 6.12e-07, 1.26e-06, 7.17e-07, 7.53e-07, 5.64e-07, 3.22e-06, 4.32e-12, 7.91e-07, 4.37e-06, 1.02e-05, 2.80e-05, 5.26e-05, 6.98e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.36e-14, 5.56e-06, 4.06e-09]    [1.46e-06, 1.14e-06, 6.12e-07, 1.26e-06, 7.17e-07, 7.53e-07, 5.64e-07, 3.22e-06, 4.32e-12, 7.91e-07, 4.37e-06, 1.02e-05, 2.80e-05, 5.26e-05, 6.98e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.36e-14, 5.56e-06, 4.06e-09]    []  
444100    [5.67e-07, 9.03e-07, 4.80e-07, 1.03e-06, 8.11e-07, 6.31e-07, 6.09e-07, 4.31e-08, 3.22e-10, 1.43e-09, 9.88e-07, 1.02e-06, 9.93e-07, 2.95e-07, 2.85e-08, 1.31e-08, 1.22e-08, 1.31e-08, 4.12e-09, 4.77e-12, 3.21e-08, 1.36e-10]    [5.67e-07, 9.03e-07, 4.80e-07, 1.03e-06, 8.11e-07, 6.31e-07, 6.09e-07, 4.31e-08, 3.22e-10, 1.43e-09, 9.88e-07, 1.02e-06, 9.93e-07, 2.95e-07, 2.85e-08, 1.31e-08, 1.22e-08, 1.31e-08, 4.12e-09, 4.77e-12, 3.21e-08, 1.36e-10]    []  
444200    [8.79e-07, 1.08e-06, 5.15e-07, 1.08e-06, 8.61e-07, 7.28e-07, 6.41e-07, 6.91e-08, 6.00e-10, 1.14e-07, 1.56e-06, 2.52e-06, 4.81e-06, 7.24e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-10, 5.50e-07, 7.69e-10]    [8.79e-07, 1.08e-06, 5.15e-07, 1.08e-06, 8.61e-07, 7.28e-07, 6.41e-07, 6.91e-08, 6.00e-10, 1.14e-07, 1.56e-06, 2.52e-06, 4.81e-06, 7.24e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-10, 5.50e-07, 7.69e-10]    []  
444300    [1.56e-06, 1.71e-06, 5.02e-07, 1.51e-06, 1.04e-06, 1.22e-06, 7.93e-07, 5.54e-07, 2.33e-06, 2.79e-08, 9.19e-06, 6.73e-06, 1.31e-05, 1.83e-05, 0.00e+00, 3.08e-09, 0.00e+00, 7.18e-13, 3.02e-09, 0.00e+00, 2.04e-06, 8.16e-07]    [1.56e-06, 1.71e-06, 5.02e-07, 1.51e-06, 1.04e-06, 1.22e-06, 7.93e-07, 5.54e-07, 2.33e-06, 2.79e-08, 9.19e-06, 6.73e-06, 1.31e-05, 1.83e-05, 0.00e+00, 3.08e-09, 0.00e+00, 7.18e-13, 3.02e-09, 0.00e+00, 2.04e-06, 8.16e-07]    []  
444400    [3.85e-05, 8.18e-06, 4.81e-06, 5.99e-06, 6.63e-06, 5.36e-06, 4.74e-06, 4.59e-05, 3.40e-06, 6.22e-05, 1.31e-04, 4.76e-04, 5.65e-04, 2.99e-03, 4.32e-05, 5.59e-05, 1.34e-05, 1.05e-05, 1.00e-05, 6.90e-07, 5.43e-05, 3.23e-06]    [3.85e-05, 8.18e-06, 4.81e-06, 5.99e-06, 6.63e-06, 5.36e-06, 4.74e-06, 4.59e-05, 3.40e-06, 6.22e-05, 1.31e-04, 4.76e-04, 5.65e-04, 2.99e-03, 4.32e-05, 5.59e-05, 1.34e-05, 1.05e-05, 1.00e-05, 6.90e-07, 5.43e-05, 3.23e-06]    []  
444500    [5.63e-07, 8.29e-07, 4.58e-07, 9.62e-07, 7.69e-07, 6.10e-07, 5.99e-07, 1.63e-08, 2.07e-07, 4.01e-08, 1.12e-06, 1.26e-06, 2.19e-06, 2.75e-06, 4.53e-08, 2.96e-08, 4.07e-08, 4.19e-08, 6.19e-09, 2.20e-08, 4.21e-08, 1.27e-07]    [5.63e-07, 8.29e-07, 4.58e-07, 9.62e-07, 7.69e-07, 6.10e-07, 5.99e-07, 1.63e-08, 2.07e-07, 4.01e-08, 1.12e-06, 1.26e-06, 2.19e-06, 2.75e-06, 4.53e-08, 2.96e-08, 4.07e-08, 4.19e-08, 6.19e-09, 2.20e-08, 4.21e-08, 1.27e-07]    []  
444600    [5.88e-07, 1.00e-06, 4.58e-07, 1.02e-06, 7.71e-07, 6.89e-07, 6.15e-07, 2.72e-07, 8.74e-08, 1.61e-08, 9.54e-07, 1.31e-06, 1.40e-06, 9.59e-07, 5.23e-10, 0.00e+00, 1.33e-09, 4.34e-13, 3.16e-08, 0.00e+00, 1.96e-07, 5.97e-08]    [5.88e-07, 1.00e-06, 4.58e-07, 1.02e-06, 7.71e-07, 6.89e-07, 6.15e-07, 2.72e-07, 8.74e-08, 1.61e-08, 9.54e-07, 1.31e-06, 1.40e-06, 9.59e-07, 5.23e-10, 0.00e+00, 1.33e-09, 4.34e-13, 3.16e-08, 0.00e+00, 1.96e-07, 5.97e-08]    []  
444700    [2.57e-06, 1.79e-06, 6.14e-07, 1.65e-06, 8.32e-07, 1.20e-06, 6.55e-07, 7.33e-10, 1.00e-09, 1.97e-06, 4.38e-06, 1.91e-05, 3.23e-05, 1.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.99e-12, 5.75e-13, 1.86e-08, 2.16e-10]    [2.57e-06, 1.79e-06, 6.14e-07, 1.65e-06, 8.32e-07, 1.20e-06, 6.55e-07, 7.33e-10, 1.00e-09, 1.97e-06, 4.38e-06, 1.91e-05, 3.23e-05, 1.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.99e-12, 5.75e-13, 1.86e-08, 2.16e-10]    []  
444800    [3.28e-06, 2.10e-06, 5.33e-07, 1.76e-06, 1.25e-06, 1.64e-06, 9.10e-07, 1.01e-06, 2.40e-09, 1.34e-06, 1.79e-05, 3.71e-05, 7.90e-05, 1.62e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.31e-11, 1.63e-05, 1.25e-08]    [3.28e-06, 2.10e-06, 5.33e-07, 1.76e-06, 1.25e-06, 1.64e-06, 9.10e-07, 1.01e-06, 2.40e-09, 1.34e-06, 1.79e-05, 3.71e-05, 7.90e-05, 1.62e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.31e-11, 1.63e-05, 1.25e-08]    []  
444900    [2.28e-05, 4.87e-06, 2.55e-06, 3.03e-06, 2.71e-06, 2.96e-06, 1.39e-06, 5.58e-05, 5.34e-08, 3.13e-05, 4.83e-05, 1.20e-04, 3.85e-04, 1.05e-03, 1.26e-05, 9.85e-06, 1.03e-05, 1.09e-05, 0.00e+00, 0.00e+00, 4.16e-05, 1.11e-08]    [2.28e-05, 4.87e-06, 2.55e-06, 3.03e-06, 2.71e-06, 2.96e-06, 1.39e-06, 5.58e-05, 5.34e-08, 3.13e-05, 4.83e-05, 1.20e-04, 3.85e-04, 1.05e-03, 1.26e-05, 9.85e-06, 1.03e-05, 1.09e-05, 0.00e+00, 0.00e+00, 4.16e-05, 1.11e-08]    []  
445000    [5.10e-07, 8.53e-07, 4.53e-07, 9.83e-07, 7.28e-07, 6.22e-07, 5.79e-07, 1.22e-07, 5.15e-08, 6.19e-10, 9.36e-07, 9.74e-07, 1.08e-06, 3.30e-07, 1.79e-08, 7.81e-09, 1.76e-08, 1.04e-08, 6.68e-09, 5.62e-09, 4.54e-08, 3.54e-08]    [5.10e-07, 8.53e-07, 4.53e-07, 9.83e-07, 7.28e-07, 6.22e-07, 5.79e-07, 1.22e-07, 5.15e-08, 6.19e-10, 9.36e-07, 9.74e-07, 1.08e-06, 3.30e-07, 1.79e-08, 7.81e-09, 1.76e-08, 1.04e-08, 6.68e-09, 5.62e-09, 4.54e-08, 3.54e-08]    []  
445100    [7.33e-07, 9.72e-07, 4.52e-07, 1.02e-06, 8.13e-07, 6.81e-07, 6.22e-07, 2.51e-09, 2.57e-11, 9.58e-08, 1.27e-06, 1.56e-06, 2.03e-06, 3.88e-06, 5.37e-08, 2.88e-08, 3.41e-08, 5.19e-08, 3.88e-10, 9.85e-09, 1.44e-08, 5.98e-08]    [7.33e-07, 9.72e-07, 4.52e-07, 1.02e-06, 8.13e-07, 6.81e-07, 6.22e-07, 2.51e-09, 2.57e-11, 9.58e-08, 1.27e-06, 1.56e-06, 2.03e-06, 3.88e-06, 5.37e-08, 2.88e-08, 3.41e-08, 5.19e-08, 3.88e-10, 9.85e-09, 1.44e-08, 5.98e-08]    []  
445200    [1.50e-06, 1.38e-06, 6.41e-07, 1.62e-06, 1.02e-06, 9.65e-07, 7.87e-07, 1.86e-06, 1.53e-09, 2.58e-08, 5.15e-06, 2.12e-05, 4.42e-05, 2.52e-05, 0.00e+00, 2.02e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-05, 2.72e-09]    [1.50e-06, 1.38e-06, 6.41e-07, 1.62e-06, 1.02e-06, 9.65e-07, 7.87e-07, 1.86e-06, 1.53e-09, 2.58e-08, 5.15e-06, 2.12e-05, 4.42e-05, 2.52e-05, 0.00e+00, 2.02e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-05, 2.72e-09]    []  
445300    [4.12e-05, 1.25e-05, 4.52e-06, 8.43e-06, 3.85e-06, 6.97e-06, 2.14e-06, 8.26e-05, 3.60e-06, 3.90e-05, 8.26e-05, 4.10e-04, 5.77e-04, 2.23e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.65e-04, 6.86e-06]    [4.12e-05, 1.25e-05, 4.52e-06, 8.43e-06, 3.85e-06, 6.97e-06, 2.14e-06, 8.26e-05, 3.60e-06, 3.90e-05, 8.26e-05, 4.10e-04, 5.77e-04, 2.23e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.65e-04, 6.86e-06]    []  
445400    [6.48e-07, 8.68e-07, 4.42e-07, 9.77e-07, 7.60e-07, 6.21e-07, 5.87e-07, 8.40e-08, 1.93e-08, 8.30e-08, 1.45e-06, 1.73e-06, 3.94e-06, 5.34e-06, 8.93e-08, 5.53e-08, 9.33e-08, 5.52e-08, 4.83e-08, 1.67e-10, 3.10e-07, 1.34e-09]    [6.48e-07, 8.68e-07, 4.42e-07, 9.77e-07, 7.60e-07, 6.21e-07, 5.87e-07, 8.40e-08, 1.93e-08, 8.30e-08, 1.45e-06, 1.73e-06, 3.94e-06, 5.34e-06, 8.93e-08, 5.53e-08, 9.33e-08, 5.52e-08, 4.83e-08, 1.67e-10, 3.10e-07, 1.34e-09]    []  
445500    [5.40e-07, 9.24e-07, 4.01e-07, 1.02e-06, 7.53e-07, 6.31e-07, 5.79e-07, 6.19e-07, 4.52e-06, 1.45e-08, 8.91e-07, 1.11e-06, 9.53e-07, 3.35e-07, 3.32e-09, 1.41e-09, 1.50e-09, 2.30e-10, 7.11e-08, 0.00e+00, 4.74e-07, 8.52e-06]    [5.40e-07, 9.24e-07, 4.01e-07, 1.02e-06, 7.53e-07, 6.31e-07, 5.79e-07, 6.19e-07, 4.52e-06, 1.45e-08, 8.91e-07, 1.11e-06, 9.53e-07, 3.35e-07, 3.32e-09, 1.41e-09, 1.50e-09, 2.30e-10, 7.11e-08, 0.00e+00, 4.74e-07, 8.52e-06]    []  
445600    [7.39e-07, 9.96e-07, 4.52e-07, 9.90e-07, 8.61e-07, 6.88e-07, 6.29e-07, 2.26e-07, 1.99e-09, 6.07e-08, 1.74e-06, 2.23e-06, 5.26e-06, 4.85e-06, 4.58e-08, 3.42e-08, 6.16e-08, 1.24e-07, 1.65e-07, 2.18e-09, 1.10e-06, 1.42e-08]    [7.39e-07, 9.96e-07, 4.52e-07, 9.90e-07, 8.61e-07, 6.88e-07, 6.29e-07, 2.26e-07, 1.99e-09, 6.07e-08, 1.74e-06, 2.23e-06, 5.26e-06, 4.85e-06, 4.58e-08, 3.42e-08, 6.16e-08, 1.24e-07, 1.65e-07, 2.18e-09, 1.10e-06, 1.42e-08]    []  
445700    [9.03e-07, 1.04e-06, 6.01e-07, 9.88e-07, 9.94e-07, 6.96e-07, 7.21e-07, 1.53e-07, 6.60e-05, 9.44e-08, 2.11e-06, 4.89e-06, 1.88e-06, 1.12e-05, 4.24e-09, 3.69e-07, 2.26e-08, 4.08e-08, 2.43e-08, 1.39e-05, 1.49e-07, 5.66e-05]    [9.03e-07, 1.04e-06, 6.01e-07, 9.88e-07, 9.94e-07, 6.96e-07, 7.21e-07, 1.53e-07, 6.60e-05, 9.44e-08, 2.11e-06, 4.89e-06, 1.88e-06, 1.12e-05, 4.24e-09, 3.69e-07, 2.26e-08, 4.08e-08, 2.43e-08, 1.39e-05, 1.49e-07, 5.66e-05]    []  
445800    [3.46e-06, 1.60e-06, 6.36e-07, 2.32e-06, 1.22e-06, 9.68e-07, 1.31e-06, 6.11e-06, 6.19e-08, 9.93e-06, 1.48e-05, 5.22e-05, 1.45e-04, 1.70e-04, 3.02e-07, 5.95e-09, 0.00e+00, 1.83e-07, 3.33e-08, 4.09e-08, 1.34e-06, 2.33e-07]    [3.46e-06, 1.60e-06, 6.36e-07, 2.32e-06, 1.22e-06, 9.68e-07, 1.31e-06, 6.11e-06, 6.19e-08, 9.93e-06, 1.48e-05, 5.22e-05, 1.45e-04, 1.70e-04, 3.02e-07, 5.95e-09, 0.00e+00, 1.83e-07, 3.33e-08, 4.09e-08, 1.34e-06, 2.33e-07]    []  
445900    [4.65e-07, 8.59e-07, 5.63e-07, 1.09e-06, 6.81e-07, 6.39e-07, 5.73e-07, 8.49e-08, 1.29e-09, 2.29e-09, 8.40e-07, 8.09e-07, 7.19e-07, 4.98e-08, 9.25e-09, 3.71e-09, 7.67e-09, 2.98e-09, 3.46e-09, 6.54e-10, 2.99e-08, 4.36e-09]    [4.65e-07, 8.59e-07, 5.63e-07, 1.09e-06, 6.81e-07, 6.39e-07, 5.73e-07, 8.49e-08, 1.29e-09, 2.29e-09, 8.40e-07, 8.09e-07, 7.19e-07, 4.98e-08, 9.25e-09, 3.71e-09, 7.67e-09, 2.98e-09, 3.46e-09, 6.54e-10, 2.99e-08, 4.36e-09]    []  
446000    [7.39e-07, 1.17e-06, 4.96e-07, 1.06e-06, 8.45e-07, 7.18e-07, 6.17e-07, 1.58e-08, 1.71e-07, 1.50e-07, 1.04e-06, 2.19e-06, 2.48e-06, 5.83e-06, 8.84e-11, 0.00e+00, 5.73e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.40e-07, 1.08e-07]    [7.39e-07, 1.17e-06, 4.96e-07, 1.06e-06, 8.45e-07, 7.18e-07, 6.17e-07, 1.58e-08, 1.71e-07, 1.50e-07, 1.04e-06, 2.19e-06, 2.48e-06, 5.83e-06, 8.84e-11, 0.00e+00, 5.73e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.40e-07, 1.08e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 51.838224 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
446000    [7.39e-07, 1.17e-06, 4.96e-07, 1.06e-06, 8.45e-07, 7.18e-07, 6.17e-07, 1.58e-08, 1.71e-07, 1.50e-07, 1.04e-06, 2.19e-06, 2.48e-06, 5.83e-06, 8.84e-11, 0.00e+00, 5.73e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.40e-07, 1.08e-07]    [7.39e-07, 1.17e-06, 4.96e-07, 1.06e-06, 8.45e-07, 7.18e-07, 6.17e-07, 1.58e-08, 1.71e-07, 1.50e-07, 1.04e-06, 2.19e-06, 2.48e-06, 5.83e-06, 8.84e-11, 0.00e+00, 5.73e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.40e-07, 1.08e-07]    []  
446100    [5.09e-06, 2.28e-06, 7.18e-07, 1.90e-06, 1.31e-06, 1.70e-06, 8.79e-07, 7.68e-06, 4.68e-06, 5.89e-06, 7.85e-06, 4.99e-05, 7.73e-05, 3.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.23e-06, 1.06e-05, 3.01e-05]    [5.09e-06, 2.28e-06, 7.18e-07, 1.90e-06, 1.31e-06, 1.70e-06, 8.79e-07, 7.68e-06, 4.68e-06, 5.89e-06, 7.85e-06, 4.99e-05, 7.73e-05, 3.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.23e-06, 1.06e-05, 3.01e-05]    []  
446200    [6.92e-05, 2.63e-05, 7.76e-06, 1.81e-05, 6.36e-06, 1.51e-05, 3.36e-06, 2.42e-04, 7.16e-07, 7.23e-05, 1.43e-04, 8.54e-04, 9.15e-04, 4.50e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.98e-04, 4.22e-08]    [6.92e-05, 2.63e-05, 7.76e-06, 1.81e-05, 6.36e-06, 1.51e-05, 3.36e-06, 2.42e-04, 7.16e-07, 7.23e-05, 1.43e-04, 8.54e-04, 9.15e-04, 4.50e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.98e-04, 4.22e-08]    []  
446300    [5.72e-07, 8.89e-07, 4.49e-07, 9.98e-07, 6.99e-07, 6.21e-07, 5.79e-07, 9.98e-09, 3.72e-11, 1.25e-08, 1.02e-06, 1.01e-06, 1.09e-06, 1.05e-06, 2.96e-08, 2.16e-08, 2.59e-08, 2.23e-08, 1.82e-09, 0.00e+00, 2.05e-08, 3.81e-10]    [5.72e-07, 8.89e-07, 4.49e-07, 9.98e-07, 6.99e-07, 6.21e-07, 5.79e-07, 9.98e-09, 3.72e-11, 1.25e-08, 1.02e-06, 1.01e-06, 1.09e-06, 1.05e-06, 2.96e-08, 2.16e-08, 2.59e-08, 2.23e-08, 1.82e-09, 0.00e+00, 2.05e-08, 3.81e-10]    []  
446400    [8.98e-07, 9.97e-07, 4.69e-07, 9.78e-07, 8.47e-07, 6.75e-07, 6.20e-07, 1.19e-09, 7.50e-10, 1.83e-07, 1.71e-06, 2.72e-06, 5.82e-06, 1.26e-05, 1.16e-07, 4.42e-08, 9.76e-08, 1.01e-07, 1.80e-09, 4.89e-11, 1.88e-08, 2.67e-10]    [8.98e-07, 9.97e-07, 4.69e-07, 9.78e-07, 8.47e-07, 6.75e-07, 6.20e-07, 1.19e-09, 7.50e-10, 1.83e-07, 1.71e-06, 2.72e-06, 5.82e-06, 1.26e-05, 1.16e-07, 4.42e-08, 9.76e-08, 1.01e-07, 1.80e-09, 4.89e-11, 1.88e-08, 2.67e-10]    []  
446500    [1.56e-06, 2.09e-06, 5.98e-07, 1.95e-06, 1.59e-06, 1.47e-06, 1.31e-06, 1.37e-05, 5.64e-08, 1.04e-08, 6.75e-06, 5.46e-05, 1.57e-05, 5.83e-05, 0.00e+00, 7.73e-10, 0.00e+00, 0.00e+00, 1.18e-08, 4.33e-08, 1.64e-07, 2.36e-07]    [1.56e-06, 2.09e-06, 5.98e-07, 1.95e-06, 1.59e-06, 1.47e-06, 1.31e-06, 1.37e-05, 5.64e-08, 1.04e-08, 6.75e-06, 5.46e-05, 1.57e-05, 5.83e-05, 0.00e+00, 7.73e-10, 0.00e+00, 0.00e+00, 1.18e-08, 4.33e-08, 1.64e-07, 2.36e-07]    []  
446600    [5.74e-07, 8.86e-07, 4.58e-07, 9.82e-07, 6.48e-07, 6.46e-07, 5.26e-07, 8.85e-08, 3.25e-08, 1.44e-07, 1.08e-06, 2.25e-06, 3.66e-06, 8.26e-06, 3.00e-09, 0.00e+00, 1.35e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.09e-07, 5.09e-08]    [5.74e-07, 8.86e-07, 4.58e-07, 9.82e-07, 6.48e-07, 6.46e-07, 5.26e-07, 8.85e-08, 3.25e-08, 1.44e-07, 1.08e-06, 2.25e-06, 3.66e-06, 8.26e-06, 3.00e-09, 0.00e+00, 1.35e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.09e-07, 5.09e-08]    []  
446700    [5.80e-07, 9.47e-07, 4.33e-07, 9.58e-07, 7.21e-07, 6.50e-07, 5.62e-07, 1.57e-08, 1.13e-07, 8.77e-08, 9.54e-07, 1.54e-06, 1.81e-06, 3.77e-06, 3.68e-10, 0.00e+00, 6.36e-10, 0.00e+00, 0.00e+00, 6.79e-09, 1.68e-07, 4.31e-08]    [5.80e-07, 9.47e-07, 4.33e-07, 9.58e-07, 7.21e-07, 6.50e-07, 5.62e-07, 1.57e-08, 1.13e-07, 8.77e-08, 9.54e-07, 1.54e-06, 1.81e-06, 3.77e-06, 3.68e-10, 0.00e+00, 6.36e-10, 0.00e+00, 0.00e+00, 6.79e-09, 1.68e-07, 4.31e-08]    []  
446800    [7.45e-07, 9.88e-07, 4.28e-07, 9.73e-07, 8.81e-07, 6.82e-07, 6.36e-07, 3.48e-08, 2.97e-10, 5.79e-08, 1.57e-06, 2.00e-06, 3.88e-06, 4.78e-06, 1.54e-07, 1.56e-08, 7.61e-08, 6.05e-08, 1.43e-08, 3.16e-10, 8.61e-08, 2.06e-09]    [7.45e-07, 9.88e-07, 4.28e-07, 9.73e-07, 8.81e-07, 6.82e-07, 6.36e-07, 3.48e-08, 2.97e-10, 5.79e-08, 1.57e-06, 2.00e-06, 3.88e-06, 4.78e-06, 1.54e-07, 1.56e-08, 7.61e-08, 6.05e-08, 1.43e-08, 3.16e-10, 8.61e-08, 2.06e-09]    []  
446900    [1.42e-06, 1.42e-06, 6.22e-07, 1.19e-06, 1.06e-06, 8.20e-07, 6.40e-07, 1.63e-05, 1.44e-07, 1.66e-09, 1.12e-05, 7.02e-06, 2.27e-05, 2.84e-05, 5.44e-08, 1.59e-07, 5.65e-07, 3.89e-07, 2.55e-06, 2.93e-09, 1.51e-05, 1.70e-08]    [1.42e-06, 1.42e-06, 6.22e-07, 1.19e-06, 1.06e-06, 8.20e-07, 6.40e-07, 1.63e-05, 1.44e-07, 1.66e-09, 1.12e-05, 7.02e-06, 2.27e-05, 2.84e-05, 5.44e-08, 1.59e-07, 5.65e-07, 3.89e-07, 2.55e-06, 2.93e-09, 1.51e-05, 1.70e-08]    []  
447000    [3.59e-05, 7.66e-06, 2.51e-06, 5.79e-06, 3.71e-06, 4.68e-06, 2.34e-06, 1.05e-04, 2.76e-04, 3.93e-05, 1.11e-04, 3.16e-04, 6.37e-04, 2.08e-03, 4.61e-05, 2.58e-05, 2.15e-05, 1.24e-05, 3.79e-05, 9.58e-05, 1.86e-04, 3.42e-04]    [3.59e-05, 7.66e-06, 2.51e-06, 5.79e-06, 3.71e-06, 4.68e-06, 2.34e-06, 1.05e-04, 2.76e-04, 3.93e-05, 1.11e-04, 3.16e-04, 6.37e-04, 2.08e-03, 4.61e-05, 2.58e-05, 2.15e-05, 1.24e-05, 3.79e-05, 9.58e-05, 1.86e-04, 3.42e-04]    []  
447100    [4.92e-07, 1.02e-06, 9.71e-07, 1.45e-06, 1.20e-06, 8.29e-07, 8.90e-07, 2.90e-08, 4.20e-08, 7.07e-09, 9.40e-07, 1.71e-06, 1.03e-06, 4.09e-07, 0.00e+00, 2.33e-09, 8.52e-09, 4.05e-09, 1.16e-08, 1.16e-09, 7.29e-08, 8.76e-09]    [4.92e-07, 1.02e-06, 9.71e-07, 1.45e-06, 1.20e-06, 8.29e-07, 8.90e-07, 2.90e-08, 4.20e-08, 7.07e-09, 9.40e-07, 1.71e-06, 1.03e-06, 4.09e-07, 0.00e+00, 2.33e-09, 8.52e-09, 4.05e-09, 1.16e-08, 1.16e-09, 7.29e-08, 8.76e-09]    []  
447200    [2.79e-05, 8.48e-06, 5.42e-06, 5.97e-06, 4.57e-06, 5.92e-06, 2.83e-06, 6.29e-05, 4.30e-07, 5.42e-05, 1.06e-04, 3.08e-04, 3.51e-04, 1.87e-03, 4.64e-05, 3.04e-05, 8.34e-06, 1.23e-05, 1.06e-05, 1.11e-07, 5.64e-05, 5.97e-07]    [2.79e-05, 8.48e-06, 5.42e-06, 5.97e-06, 4.57e-06, 5.92e-06, 2.83e-06, 6.29e-05, 4.30e-07, 5.42e-05, 1.06e-04, 3.08e-04, 3.51e-04, 1.87e-03, 4.64e-05, 3.04e-05, 8.34e-06, 1.23e-05, 1.06e-05, 1.11e-07, 5.64e-05, 5.97e-07]    []  
447300    [5.45e-07, 9.49e-07, 5.65e-07, 1.00e-06, 7.49e-07, 6.22e-07, 6.61e-07, 5.97e-08, 1.24e-11, 1.65e-09, 9.16e-07, 7.29e-07, 6.56e-07, 9.43e-08, 3.27e-08, 9.26e-09, 1.59e-08, 8.64e-09, 9.09e-09, 0.00e+00, 5.93e-08, 6.59e-10]    [5.45e-07, 9.49e-07, 5.65e-07, 1.00e-06, 7.49e-07, 6.22e-07, 6.61e-07, 5.97e-08, 1.24e-11, 1.65e-09, 9.16e-07, 7.29e-07, 6.56e-07, 9.43e-08, 3.27e-08, 9.26e-09, 1.59e-08, 8.64e-09, 9.09e-09, 0.00e+00, 5.93e-08, 6.59e-10]    []  
447400    [2.54e-06, 1.85e-06, 6.42e-07, 1.43e-06, 1.10e-06, 1.17e-06, 8.12e-07, 4.78e-06, 8.65e-07, 2.13e-06, 3.31e-06, 1.38e-05, 2.54e-05, 8.12e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-11, 0.00e+00, 9.81e-08, 6.77e-06, 5.20e-07]    [2.54e-06, 1.85e-06, 6.42e-07, 1.43e-06, 1.10e-06, 1.17e-06, 8.12e-07, 4.78e-06, 8.65e-07, 2.13e-06, 3.31e-06, 1.38e-05, 2.54e-05, 8.12e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-11, 0.00e+00, 9.81e-08, 6.77e-06, 5.20e-07]    []  
447500    [4.93e-07, 8.91e-07, 1.25e-06, 1.04e-06, 7.18e-07, 6.25e-07, 5.92e-07, 2.36e-07, 9.40e-04, 2.53e-07, 1.69e-06, 1.61e-06, 1.04e-06, 4.69e-06, 1.35e-08, 0.00e+00, 4.67e-09, 0.00e+00, 9.46e-08, 2.37e-04, 6.33e-07, 8.12e-04]    [4.93e-07, 8.91e-07, 1.25e-06, 1.04e-06, 7.18e-07, 6.25e-07, 5.92e-07, 2.36e-07, 9.40e-04, 2.53e-07, 1.69e-06, 1.61e-06, 1.04e-06, 4.69e-06, 1.35e-08, 0.00e+00, 4.67e-09, 0.00e+00, 9.46e-08, 2.37e-04, 6.33e-07, 8.12e-04]    []  
447600    [6.96e-07, 1.06e-06, 4.12e-07, 9.21e-07, 7.42e-07, 6.98e-07, 6.58e-07, 1.85e-08, 5.68e-09, 1.26e-07, 1.08e-06, 2.19e-06, 2.55e-06, 6.04e-06, 1.17e-09, 0.00e+00, 8.19e-10, 0.00e+00, 0.00e+00, 3.10e-11, 9.67e-08, 9.58e-08]    [6.96e-07, 1.06e-06, 4.12e-07, 9.21e-07, 7.42e-07, 6.98e-07, 6.58e-07, 1.85e-08, 5.68e-09, 1.26e-07, 1.08e-06, 2.19e-06, 2.55e-06, 6.04e-06, 1.17e-09, 0.00e+00, 8.19e-10, 0.00e+00, 0.00e+00, 3.10e-11, 9.67e-08, 9.58e-08]    []  
447700    [1.03e-06, 1.38e-06, 4.02e-07, 1.22e-06, 9.29e-07, 8.33e-07, 7.21e-07, 3.38e-09, 1.49e-09, 2.14e-08, 1.54e-06, 1.81e-06, 1.66e-06, 1.31e-07, 3.46e-09, 0.00e+00, 5.22e-10, 5.42e-10, 3.29e-10, 5.58e-12, 9.43e-09, 2.61e-10]    [1.03e-06, 1.38e-06, 4.02e-07, 1.22e-06, 9.29e-07, 8.33e-07, 7.21e-07, 3.38e-09, 1.49e-09, 2.14e-08, 1.54e-06, 1.81e-06, 1.66e-06, 1.31e-07, 3.46e-09, 0.00e+00, 5.22e-10, 5.42e-10, 3.29e-10, 5.58e-12, 9.43e-09, 2.61e-10]    []  
447800    [4.03e-06, 1.82e-06, 6.82e-07, 1.51e-06, 1.34e-06, 1.23e-06, 9.29e-07, 3.76e-06, 8.80e-11, 3.67e-06, 7.01e-06, 3.67e-05, 7.12e-05, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.80e-13, 5.99e-06, 1.36e-08]    [4.03e-06, 1.82e-06, 6.82e-07, 1.51e-06, 1.34e-06, 1.23e-06, 9.29e-07, 3.76e-06, 8.80e-11, 3.67e-06, 7.01e-06, 3.67e-05, 7.12e-05, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.80e-13, 5.99e-06, 1.36e-08]    []  
447900    [7.61e-06, 3.47e-06, 6.98e-07, 3.13e-06, 1.30e-06, 2.40e-06, 8.02e-07, 5.34e-06, 2.93e-07, 8.58e-06, 1.38e-05, 7.42e-05, 1.15e-04, 4.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-08, 1.09e-05, 1.28e-07]    [7.61e-06, 3.47e-06, 6.98e-07, 3.13e-06, 1.30e-06, 2.40e-06, 8.02e-07, 5.34e-06, 2.93e-07, 8.58e-06, 1.38e-05, 7.42e-05, 1.15e-04, 4.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-08, 1.09e-05, 1.28e-07]    []  
448000    [3.98e-06, 2.92e-06, 8.27e-07, 3.81e-06, 9.04e-07, 1.95e-06, 7.87e-07, 4.04e-06, 5.78e-05, 6.22e-06, 1.19e-05, 3.41e-05, 6.88e-05, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.84e-06, 9.93e-06]    [3.98e-06, 2.92e-06, 8.27e-07, 3.81e-06, 9.04e-07, 1.95e-06, 7.87e-07, 4.04e-06, 5.78e-05, 6.22e-06, 1.19e-05, 3.41e-05, 6.88e-05, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.84e-06, 9.93e-06]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 53.339517 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
448000    [3.98e-06, 2.92e-06, 8.27e-07, 3.81e-06, 9.04e-07, 1.95e-06, 7.87e-07, 4.04e-06, 5.78e-05, 6.22e-06, 1.19e-05, 3.41e-05, 6.88e-05, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.84e-06, 9.93e-06]    [3.98e-06, 2.92e-06, 8.27e-07, 3.81e-06, 9.04e-07, 1.95e-06, 7.87e-07, 4.04e-06, 5.78e-05, 6.22e-06, 1.19e-05, 3.41e-05, 6.88e-05, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.84e-06, 9.93e-06]    []  
448100    [1.72e-06, 1.16e-06, 5.37e-07, 1.46e-06, 7.58e-07, 1.03e-06, 6.77e-07, 1.72e-06, 2.42e-06, 1.04e-06, 8.33e-06, 1.82e-05, 6.08e-05, 7.29e-05, 4.10e-10, 0.00e+00, 0.00e+00, 0.00e+00, 7.08e-08, 4.08e-07, 4.62e-07, 2.15e-06]    [1.72e-06, 1.16e-06, 5.37e-07, 1.46e-06, 7.58e-07, 1.03e-06, 6.77e-07, 1.72e-06, 2.42e-06, 1.04e-06, 8.33e-06, 1.82e-05, 6.08e-05, 7.29e-05, 4.10e-10, 0.00e+00, 0.00e+00, 0.00e+00, 7.08e-08, 4.08e-07, 4.62e-07, 2.15e-06]    []  
448200    [2.37e-06, 1.53e-06, 6.12e-07, 1.83e-06, 8.14e-07, 1.07e-06, 7.52e-07, 6.13e-06, 8.57e-08, 1.53e-06, 1.34e-05, 2.50e-05, 8.59e-05, 1.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.67e-10, 1.10e-05, 2.16e-07]    [2.37e-06, 1.53e-06, 6.12e-07, 1.83e-06, 8.14e-07, 1.07e-06, 7.52e-07, 6.13e-06, 8.57e-08, 1.53e-06, 1.34e-05, 2.50e-05, 8.59e-05, 1.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.67e-10, 1.10e-05, 2.16e-07]    []  
448300    [2.87e-06, 1.94e-06, 8.03e-07, 1.39e-06, 9.92e-07, 1.10e-06, 8.21e-07, 5.17e-07, 1.88e-09, 1.76e-06, 8.23e-06, 4.17e-05, 1.72e-05, 4.72e-05, 3.47e-06, 3.64e-07, 2.12e-07, 1.69e-07, 0.00e+00, 9.14e-10, 4.58e-07, 6.11e-09]    [2.87e-06, 1.94e-06, 8.03e-07, 1.39e-06, 9.92e-07, 1.10e-06, 8.21e-07, 5.17e-07, 1.88e-09, 1.76e-06, 8.23e-06, 4.17e-05, 1.72e-05, 4.72e-05, 3.47e-06, 3.64e-07, 2.12e-07, 1.69e-07, 0.00e+00, 9.14e-10, 4.58e-07, 6.11e-09]    []  
448400    [1.30e-06, 1.65e-06, 5.72e-07, 1.46e-06, 8.41e-07, 9.12e-07, 6.96e-07, 7.75e-07, 8.22e-08, 6.29e-08, 2.60e-06, 2.32e-05, 1.02e-05, 1.13e-05, 3.01e-06, 1.34e-10, 2.83e-08, 2.32e-09, 2.24e-07, 0.00e+00, 1.50e-06, 6.21e-08]    [1.30e-06, 1.65e-06, 5.72e-07, 1.46e-06, 8.41e-07, 9.12e-07, 6.96e-07, 7.75e-07, 8.22e-08, 6.29e-08, 2.60e-06, 2.32e-05, 1.02e-05, 1.13e-05, 3.01e-06, 1.34e-10, 2.83e-08, 2.32e-09, 2.24e-07, 0.00e+00, 1.50e-06, 6.21e-08]    []  
448500    [2.45e-06, 1.60e-06, 5.05e-07, 1.73e-06, 8.04e-07, 1.14e-06, 8.07e-07, 4.47e-07, 2.08e-05, 1.01e-06, 9.46e-06, 1.99e-05, 4.83e-05, 5.28e-05, 0.00e+00, 8.79e-08, 0.00e+00, 0.00e+00, 2.44e-09, 0.00e+00, 3.63e-07, 2.99e-05]    [2.45e-06, 1.60e-06, 5.05e-07, 1.73e-06, 8.04e-07, 1.14e-06, 8.07e-07, 4.47e-07, 2.08e-05, 1.01e-06, 9.46e-06, 1.99e-05, 4.83e-05, 5.28e-05, 0.00e+00, 8.79e-08, 0.00e+00, 0.00e+00, 2.44e-09, 0.00e+00, 3.63e-07, 2.99e-05]    []  
448600    [2.76e-06, 1.81e-06, 1.66e-06, 3.29e-06, 3.43e-06, 1.51e-06, 1.22e-06, 4.46e-05, 4.77e-10, 3.83e-06, 1.69e-05, 1.10e-05, 3.71e-05, 4.04e-05, 4.83e-06, 1.09e-08, 1.44e-08, 0.00e+00, 1.39e-05, 2.60e-12, 7.25e-05, 1.10e-07]    [2.76e-06, 1.81e-06, 1.66e-06, 3.29e-06, 3.43e-06, 1.51e-06, 1.22e-06, 4.46e-05, 4.77e-10, 3.83e-06, 1.69e-05, 1.10e-05, 3.71e-05, 4.04e-05, 4.83e-06, 1.09e-08, 1.44e-08, 0.00e+00, 1.39e-05, 2.60e-12, 7.25e-05, 1.10e-07]    []  
448700    [4.85e-07, 7.32e-07, 5.13e-07, 7.45e-07, 7.10e-07, 6.28e-07, 6.80e-07, 2.37e-08, 1.55e-12, 5.44e-10, 8.52e-07, 8.56e-07, 7.20e-07, 1.61e-08, 1.71e-08, 5.41e-09, 7.08e-09, 3.17e-09, 1.66e-11, 5.49e-13, 7.37e-08, 9.52e-11]    [4.85e-07, 7.32e-07, 5.13e-07, 7.45e-07, 7.10e-07, 6.28e-07, 6.80e-07, 2.37e-08, 1.55e-12, 5.44e-10, 8.52e-07, 8.56e-07, 7.20e-07, 1.61e-08, 1.71e-08, 5.41e-09, 7.08e-09, 3.17e-09, 1.66e-11, 5.49e-13, 7.37e-08, 9.52e-11]    []  
448800    [1.85e-06, 2.07e-06, 6.23e-07, 1.49e-06, 1.03e-06, 1.16e-06, 7.57e-07, 2.96e-06, 1.05e-05, 5.72e-07, 3.39e-06, 4.12e-06, 2.32e-06, 3.52e-06, 3.55e-08, 0.00e+00, 4.35e-10, 0.00e+00, 0.00e+00, 7.41e-06, 2.85e-06, 3.05e-05]    [1.85e-06, 2.07e-06, 6.23e-07, 1.49e-06, 1.03e-06, 1.16e-06, 7.57e-07, 2.96e-06, 1.05e-05, 5.72e-07, 3.39e-06, 4.12e-06, 2.32e-06, 3.52e-06, 3.55e-08, 0.00e+00, 4.35e-10, 0.00e+00, 0.00e+00, 7.41e-06, 2.85e-06, 3.05e-05]    []  
448900    [5.85e-07, 6.56e-07, 3.96e-07, 7.00e-07, 5.82e-07, 5.46e-07, 6.38e-07, 6.38e-08, 3.54e-10, 8.47e-08, 1.19e-06, 1.44e-06, 2.28e-06, 5.07e-06, 1.17e-07, 5.69e-08, 7.13e-08, 5.41e-08, 1.72e-08, 9.02e-12, 1.05e-07, 2.10e-10]    [5.85e-07, 6.56e-07, 3.96e-07, 7.00e-07, 5.82e-07, 5.46e-07, 6.38e-07, 6.38e-08, 3.54e-10, 8.47e-08, 1.19e-06, 1.44e-06, 2.28e-06, 5.07e-06, 1.17e-07, 5.69e-08, 7.13e-08, 5.41e-08, 1.72e-08, 9.02e-12, 1.05e-07, 2.10e-10]    []  
449000    [5.65e-07, 7.39e-07, 4.01e-07, 7.04e-07, 6.27e-07, 5.96e-07, 6.59e-07, 1.76e-08, 2.70e-10, 7.85e-09, 9.35e-07, 1.06e-06, 8.14e-07, 4.69e-07, 6.75e-08, 1.57e-09, 1.96e-08, 6.46e-09, 1.75e-09, 0.00e+00, 1.79e-08, 5.11e-10]    [5.65e-07, 7.39e-07, 4.01e-07, 7.04e-07, 6.27e-07, 5.96e-07, 6.59e-07, 1.76e-08, 2.70e-10, 7.85e-09, 9.35e-07, 1.06e-06, 8.14e-07, 4.69e-07, 6.75e-08, 1.57e-09, 1.96e-08, 6.46e-09, 1.75e-09, 0.00e+00, 1.79e-08, 5.11e-10]    []  
449100    [1.20e-06, 1.14e-06, 4.66e-07, 8.51e-07, 7.03e-07, 7.77e-07, 6.82e-07, 1.42e-06, 1.52e-08, 6.92e-07, 1.66e-06, 5.76e-06, 1.53e-05, 2.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.71e-06, 2.15e-08]    [1.20e-06, 1.14e-06, 4.66e-07, 8.51e-07, 7.03e-07, 7.77e-07, 6.82e-07, 1.42e-06, 1.52e-08, 6.92e-07, 1.66e-06, 5.76e-06, 1.53e-05, 2.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.71e-06, 2.15e-08]    []  
449200    [1.17e-05, 5.48e-06, 1.97e-06, 2.74e-06, 2.20e-06, 2.50e-06, 1.28e-06, 7.48e-08, 7.50e-05, 1.50e-05, 4.46e-05, 8.49e-05, 1.87e-04, 6.84e-04, 1.77e-05, 3.75e-06, 3.51e-06, 2.45e-06, 3.27e-08, 1.32e-05, 2.19e-07, 5.24e-05]    [1.17e-05, 5.48e-06, 1.97e-06, 2.74e-06, 2.20e-06, 2.50e-06, 1.28e-06, 7.48e-08, 7.50e-05, 1.50e-05, 4.46e-05, 8.49e-05, 1.87e-04, 6.84e-04, 1.77e-05, 3.75e-06, 3.51e-06, 2.45e-06, 3.27e-08, 1.32e-05, 2.19e-07, 5.24e-05]    []  
449300    [1.23e-06, 6.88e-07, 3.96e-07, 6.60e-07, 6.47e-07, 5.77e-07, 6.90e-07, 1.77e-06, 1.12e-08, 5.99e-07, 4.20e-06, 6.46e-06, 2.03e-05, 3.89e-05, 5.18e-07, 3.33e-07, 4.34e-07, 3.38e-07, 5.04e-07, 2.38e-09, 3.32e-06, 1.57e-08]    [1.23e-06, 6.88e-07, 3.96e-07, 6.60e-07, 6.47e-07, 5.77e-07, 6.90e-07, 1.77e-06, 1.12e-08, 5.99e-07, 4.20e-06, 6.46e-06, 2.03e-05, 3.89e-05, 5.18e-07, 3.33e-07, 4.34e-07, 3.38e-07, 5.04e-07, 2.38e-09, 3.32e-06, 1.57e-08]    []  
449400    [5.03e-07, 6.57e-07, 3.60e-07, 6.42e-07, 5.41e-07, 5.83e-07, 6.30e-07, 3.35e-08, 9.54e-10, 1.22e-09, 8.49e-07, 9.25e-07, 7.82e-07, 1.19e-07, 6.34e-09, 2.08e-09, 3.03e-09, 1.25e-09, 1.53e-10, 1.98e-11, 3.80e-08, 1.27e-10]    [5.03e-07, 6.57e-07, 3.60e-07, 6.42e-07, 5.41e-07, 5.83e-07, 6.30e-07, 3.35e-08, 9.54e-10, 1.22e-09, 8.49e-07, 9.25e-07, 7.82e-07, 1.19e-07, 6.34e-09, 2.08e-09, 3.03e-09, 1.25e-09, 1.53e-10, 1.98e-11, 3.80e-08, 1.27e-10]    []  
449500    [3.42e-06, 5.97e-06, 4.57e-06, 1.03e-05, 6.37e-06, 5.30e-06, 4.64e-06, 7.21e-06, 1.50e-05, 2.24e-06, 7.24e-05, 5.68e-05, 1.05e-04, 3.97e-05, 0.00e+00, 4.48e-05, 3.51e-06, 4.58e-06, 1.32e-06, 0.00e+00, 8.60e-06, 1.33e-05]    [3.42e-06, 5.97e-06, 4.57e-06, 1.03e-05, 6.37e-06, 5.30e-06, 4.64e-06, 7.21e-06, 1.50e-05, 2.24e-06, 7.24e-05, 5.68e-05, 1.05e-04, 3.97e-05, 0.00e+00, 4.48e-05, 3.51e-06, 4.58e-06, 1.32e-06, 0.00e+00, 8.60e-06, 1.33e-05]    []  
449600    [5.09e-07, 9.36e-07, 8.98e-07, 9.98e-07, 1.03e-06, 8.81e-07, 1.20e-06, 6.02e-08, 1.02e-09, 2.35e-10, 8.74e-07, 7.64e-07, 5.90e-07, 2.17e-08, 1.15e-08, 5.60e-10, 4.17e-09, 3.69e-09, 1.43e-08, 1.24e-10, 8.73e-08, 7.02e-10]    [5.09e-07, 9.36e-07, 8.98e-07, 9.98e-07, 1.03e-06, 8.81e-07, 1.20e-06, 6.02e-08, 1.02e-09, 2.35e-10, 8.74e-07, 7.64e-07, 5.90e-07, 2.17e-08, 1.15e-08, 5.60e-10, 4.17e-09, 3.69e-09, 1.43e-08, 1.24e-10, 8.73e-08, 7.02e-10]    []  
449700    [3.85e-07, 7.34e-07, 5.66e-07, 7.84e-07, 7.37e-07, 6.54e-07, 8.87e-07, 3.22e-08, 6.01e-09, 1.97e-10, 6.86e-07, 5.54e-07, 4.62e-07, 6.16e-09, 3.02e-08, 2.21e-09, 7.49e-09, 3.67e-09, 6.62e-09, 8.27e-10, 4.29e-08, 5.41e-09]    [3.85e-07, 7.34e-07, 5.66e-07, 7.84e-07, 7.37e-07, 6.54e-07, 8.87e-07, 3.22e-08, 6.01e-09, 1.97e-10, 6.86e-07, 5.54e-07, 4.62e-07, 6.16e-09, 3.02e-08, 2.21e-09, 7.49e-09, 3.67e-09, 6.62e-09, 8.27e-10, 4.29e-08, 5.41e-09]    []  
449800    [1.21e-06, 1.24e-06, 4.63e-07, 9.92e-07, 7.65e-07, 8.00e-07, 9.24e-07, 1.78e-07, 6.75e-07, 3.95e-07, 1.63e-06, 4.23e-06, 7.30e-06, 2.11e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-08, 0.00e+00, 6.72e-08, 7.82e-07]    [1.21e-06, 1.24e-06, 4.63e-07, 9.92e-07, 7.65e-07, 8.00e-07, 9.24e-07, 1.78e-07, 6.75e-07, 3.95e-07, 1.63e-06, 4.23e-06, 7.30e-06, 2.11e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-08, 0.00e+00, 6.72e-08, 7.82e-07]    []  
449900    [4.12e-07, 6.20e-07, 3.80e-07, 6.54e-07, 5.58e-07, 5.74e-07, 7.46e-07, 4.96e-08, 1.05e-10, 7.06e-10, 7.74e-07, 6.66e-07, 5.59e-07, 1.40e-08, 2.52e-08, 3.15e-09, 8.98e-09, 3.76e-09, 1.79e-08, 7.83e-12, 1.10e-07, 2.90e-10]    [4.12e-07, 6.20e-07, 3.80e-07, 6.54e-07, 5.58e-07, 5.74e-07, 7.46e-07, 4.96e-08, 1.05e-10, 7.06e-10, 7.74e-07, 6.66e-07, 5.59e-07, 1.40e-08, 2.52e-08, 3.15e-09, 8.98e-09, 3.76e-09, 1.79e-08, 7.83e-12, 1.10e-07, 2.90e-10]    []  
450000    [2.22e-06, 1.52e-06, 5.89e-07, 7.38e-07, 1.33e-06, 8.66e-07, 1.05e-06, 8.55e-08, 1.13e-07, 3.62e-07, 3.22e-06, 7.01e-06, 1.77e-05, 5.23e-05, 3.51e-08, 7.49e-07, 5.52e-07, 4.46e-07, 3.56e-08, 0.00e+00, 2.31e-07, 1.17e-07]    [2.22e-06, 1.52e-06, 5.89e-07, 7.38e-07, 1.33e-06, 8.66e-07, 1.05e-06, 8.55e-08, 1.13e-07, 3.62e-07, 3.22e-06, 7.01e-06, 1.77e-05, 5.23e-05, 3.51e-08, 7.49e-07, 5.52e-07, 4.46e-07, 3.56e-08, 0.00e+00, 2.31e-07, 1.17e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 44.600685 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
450000    [2.22e-06, 1.52e-06, 5.89e-07, 7.38e-07, 1.33e-06, 8.66e-07, 1.05e-06, 8.55e-08, 1.13e-07, 3.62e-07, 3.22e-06, 7.01e-06, 1.77e-05, 5.23e-05, 3.51e-08, 7.49e-07, 5.52e-07, 4.46e-07, 3.56e-08, 0.00e+00, 2.31e-07, 1.17e-07]    [2.22e-06, 1.52e-06, 5.89e-07, 7.38e-07, 1.33e-06, 8.66e-07, 1.05e-06, 8.55e-08, 1.13e-07, 3.62e-07, 3.22e-06, 7.01e-06, 1.77e-05, 5.23e-05, 3.51e-08, 7.49e-07, 5.52e-07, 4.46e-07, 3.56e-08, 0.00e+00, 2.31e-07, 1.17e-07]    []  
450100    [4.59e-07, 6.08e-07, 3.60e-07, 6.17e-07, 5.20e-07, 5.80e-07, 6.89e-07, 1.04e-09, 4.40e-11, 4.88e-11, 8.56e-07, 7.60e-07, 6.36e-07, 1.95e-08, 2.89e-08, 6.50e-09, 1.01e-08, 5.66e-09, 3.48e-14, 7.41e-12, 5.09e-08, 1.32e-10]    [4.59e-07, 6.08e-07, 3.60e-07, 6.17e-07, 5.20e-07, 5.80e-07, 6.89e-07, 1.04e-09, 4.40e-11, 4.88e-11, 8.56e-07, 7.60e-07, 6.36e-07, 1.95e-08, 2.89e-08, 6.50e-09, 1.01e-08, 5.66e-09, 3.48e-14, 7.41e-12, 5.09e-08, 1.32e-10]    []  
450200    [2.62e-06, 2.08e-06, 4.80e-07, 1.58e-06, 8.98e-07, 1.60e-06, 8.16e-07, 1.72e-05, 1.87e-04, 1.23e-06, 6.90e-06, 2.18e-05, 2.73e-05, 1.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.42e-05, 2.22e-05, 1.34e-04]    [2.62e-06, 2.08e-06, 4.80e-07, 1.58e-06, 8.98e-07, 1.60e-06, 8.16e-07, 1.72e-05, 1.87e-04, 1.23e-06, 6.90e-06, 2.18e-05, 2.73e-05, 1.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.42e-05, 2.22e-05, 1.34e-04]    []  
450300    [1.16e-06, 6.11e-07, 3.82e-07, 5.77e-07, 5.85e-07, 5.62e-07, 7.66e-07, 8.58e-07, 3.21e-08, 6.36e-07, 2.94e-06, 5.93e-06, 1.31e-05, 3.71e-05, 5.51e-07, 3.40e-07, 3.67e-07, 2.94e-07, 2.24e-07, 5.82e-07, 1.51e-06, 2.80e-06]    [1.16e-06, 6.11e-07, 3.82e-07, 5.77e-07, 5.85e-07, 5.62e-07, 7.66e-07, 8.58e-07, 3.21e-08, 6.36e-07, 2.94e-06, 5.93e-06, 1.31e-05, 3.71e-05, 5.51e-07, 3.40e-07, 3.67e-07, 2.94e-07, 2.24e-07, 5.82e-07, 1.51e-06, 2.80e-06]    []  
450400    [5.09e-07, 6.32e-07, 3.23e-07, 5.85e-07, 5.02e-07, 5.97e-07, 6.96e-07, 1.21e-09, 9.58e-09, 1.54e-08, 8.53e-07, 9.85e-07, 8.93e-07, 7.81e-07, 7.73e-09, 1.69e-10, 8.70e-10, 6.19e-13, 1.98e-10, 1.60e-09, 2.35e-08, 1.11e-08]    [5.09e-07, 6.32e-07, 3.23e-07, 5.85e-07, 5.02e-07, 5.97e-07, 6.96e-07, 1.21e-09, 9.58e-09, 1.54e-08, 8.53e-07, 9.85e-07, 8.93e-07, 7.81e-07, 7.73e-09, 1.69e-10, 8.70e-10, 6.19e-13, 1.98e-10, 1.60e-09, 2.35e-08, 1.11e-08]    []  
450500    [6.71e-07, 7.57e-07, 3.17e-07, 5.26e-07, 6.50e-07, 6.70e-07, 7.69e-07, 7.00e-09, 1.67e-08, 5.83e-09, 1.07e-06, 1.38e-06, 1.43e-06, 2.11e-07, 8.31e-09, 2.07e-09, 4.18e-09, 5.36e-10, 5.86e-14, 1.53e-09, 8.58e-08, 1.03e-08]    [6.71e-07, 7.57e-07, 3.17e-07, 5.26e-07, 6.50e-07, 6.70e-07, 7.69e-07, 7.00e-09, 1.67e-08, 5.83e-09, 1.07e-06, 1.38e-06, 1.43e-06, 2.11e-07, 8.31e-09, 2.07e-09, 4.18e-09, 5.36e-10, 5.86e-14, 1.53e-09, 8.58e-08, 1.03e-08]    []  
450600    [1.99e-06, 2.03e-06, 3.86e-07, 1.69e-06, 6.90e-07, 1.56e-06, 7.37e-07, 2.06e-06, 5.28e-08, 5.58e-07, 8.04e-06, 1.73e-05, 2.86e-05, 9.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-06, 1.95e-08]    [1.99e-06, 2.03e-06, 3.86e-07, 1.69e-06, 6.90e-07, 1.56e-06, 7.37e-07, 2.06e-06, 5.28e-08, 5.58e-07, 8.04e-06, 1.73e-05, 2.86e-05, 9.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-06, 1.95e-08]    []  
450700    [4.77e-05, 1.05e-05, 3.99e-06, 6.83e-06, 5.57e-06, 6.36e-06, 3.57e-06, 2.75e-04, 4.81e-05, 6.01e-05, 1.35e-04, 4.58e-04, 7.82e-04, 2.96e-03, 6.44e-05, 4.44e-05, 2.48e-05, 1.70e-05, 7.94e-05, 1.44e-05, 3.70e-04, 5.75e-05]    [4.77e-05, 1.05e-05, 3.99e-06, 6.83e-06, 5.57e-06, 6.36e-06, 3.57e-06, 2.75e-04, 4.81e-05, 6.01e-05, 1.35e-04, 4.58e-04, 7.82e-04, 2.96e-03, 6.44e-05, 4.44e-05, 2.48e-05, 1.70e-05, 7.94e-05, 1.44e-05, 3.70e-04, 5.75e-05]    []  
450800    [5.20e-07, 6.01e-07, 3.43e-07, 5.91e-07, 5.21e-07, 6.52e-07, 7.33e-07, 5.50e-08, 5.18e-09, 1.25e-10, 8.68e-07, 1.14e-06, 8.98e-07, 2.66e-07, 6.08e-09, 4.68e-10, 3.19e-09, 6.17e-10, 6.13e-10, 5.19e-10, 1.55e-08, 3.47e-09]    [5.20e-07, 6.01e-07, 3.43e-07, 5.91e-07, 5.21e-07, 6.52e-07, 7.33e-07, 5.50e-08, 5.18e-09, 1.25e-10, 8.68e-07, 1.14e-06, 8.98e-07, 2.66e-07, 6.08e-09, 4.68e-10, 3.19e-09, 6.17e-10, 6.13e-10, 5.19e-10, 1.55e-08, 3.47e-09]    []  
450900    [1.25e-06, 1.21e-06, 4.28e-07, 7.02e-07, 6.64e-07, 8.51e-07, 7.44e-07, 3.39e-06, 3.61e-09, 6.49e-07, 4.95e-06, 6.68e-06, 3.27e-06, 3.09e-05, 0.00e+00, 5.33e-11, 0.00e+00, 3.18e-09, 0.00e+00, 0.00e+00, 3.15e-06, 6.75e-08]    [1.25e-06, 1.21e-06, 4.28e-07, 7.02e-07, 6.64e-07, 8.51e-07, 7.44e-07, 3.39e-06, 3.61e-09, 6.49e-07, 4.95e-06, 6.68e-06, 3.27e-06, 3.09e-05, 0.00e+00, 5.33e-11, 0.00e+00, 3.18e-09, 0.00e+00, 0.00e+00, 3.15e-06, 6.75e-08]    []  
451000    [3.69e-05, 7.23e-06, 4.07e-06, 4.68e-06, 5.75e-06, 4.46e-06, 4.23e-06, 6.69e-09, 1.60e-05, 5.52e-05, 1.05e-04, 3.57e-04, 4.50e-04, 2.37e-03, 2.85e-05, 4.37e-05, 1.37e-05, 8.52e-06, 1.04e-07, 3.81e-06, 6.87e-07, 1.62e-05]    [3.69e-05, 7.23e-06, 4.07e-06, 4.68e-06, 5.75e-06, 4.46e-06, 4.23e-06, 6.69e-09, 1.60e-05, 5.52e-05, 1.05e-04, 3.57e-04, 4.50e-04, 2.37e-03, 2.85e-05, 4.37e-05, 1.37e-05, 8.52e-06, 1.04e-07, 3.81e-06, 6.87e-07, 1.62e-05]    []  
451100    [1.02e-06, 7.13e-07, 7.18e-07, 6.98e-07, 4.45e-07, 7.12e-07, 6.33e-07, 2.88e-06, 2.46e-04, 6.40e-07, 2.35e-06, 7.16e-06, 2.04e-05, 3.75e-05, 2.65e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.91e-05, 3.43e-06, 2.59e-04]    [1.02e-06, 7.13e-07, 7.18e-07, 6.98e-07, 4.45e-07, 7.12e-07, 6.33e-07, 2.88e-06, 2.46e-04, 6.40e-07, 2.35e-06, 7.16e-06, 2.04e-05, 3.75e-05, 2.65e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.91e-05, 3.43e-06, 2.59e-04]    []  
451200    [3.92e-06, 1.08e-06, 5.34e-07, 7.18e-07, 8.92e-07, 7.72e-07, 9.00e-07, 1.01e-05, 3.40e-08, 3.29e-06, 1.36e-05, 2.74e-05, 8.48e-05, 1.87e-04, 2.70e-06, 1.59e-06, 1.79e-06, 1.48e-06, 2.50e-06, 1.20e-08, 1.50e-05, 7.43e-08]    [3.92e-06, 1.08e-06, 5.34e-07, 7.18e-07, 8.92e-07, 7.72e-07, 9.00e-07, 1.01e-05, 3.40e-08, 3.29e-06, 1.36e-05, 2.74e-05, 8.48e-05, 1.87e-04, 2.70e-06, 1.59e-06, 1.79e-06, 1.48e-06, 2.50e-06, 1.20e-08, 1.50e-05, 7.43e-08]    []  
451300    [4.94e-07, 5.88e-07, 3.40e-07, 5.34e-07, 4.74e-07, 6.09e-07, 6.83e-07, 5.66e-09, 2.74e-10, 9.84e-09, 8.36e-07, 9.31e-07, 8.71e-07, 4.21e-07, 2.03e-08, 2.46e-11, 1.32e-09, 8.49e-10, 4.17e-09, 0.00e+00, 3.00e-08, 2.10e-09]    [4.94e-07, 5.88e-07, 3.40e-07, 5.34e-07, 4.74e-07, 6.09e-07, 6.83e-07, 5.66e-09, 2.74e-10, 9.84e-09, 8.36e-07, 9.31e-07, 8.71e-07, 4.21e-07, 2.03e-08, 2.46e-11, 1.32e-09, 8.49e-10, 4.17e-09, 0.00e+00, 3.00e-08, 2.10e-09]    []  
451400    [6.38e-07, 6.87e-07, 3.80e-07, 5.75e-07, 4.90e-07, 6.77e-07, 7.20e-07, 1.57e-07, 1.49e-08, 6.82e-09, 2.50e-06, 2.98e-06, 8.21e-06, 5.10e-06, 9.58e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.98e-07, 2.31e-08]    [6.38e-07, 6.87e-07, 3.80e-07, 5.75e-07, 4.90e-07, 6.77e-07, 7.20e-07, 1.57e-07, 1.49e-08, 6.82e-09, 2.50e-06, 2.98e-06, 8.21e-06, 5.10e-06, 9.58e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.98e-07, 2.31e-08]    []  
451500    [5.17e-06, 3.54e-06, 1.95e-06, 4.50e-06, 2.09e-06, 3.10e-06, 1.79e-06, 3.48e-05, 1.15e-05, 1.86e-08, 3.00e-05, 1.32e-04, 4.75e-05, 2.24e-04, 1.76e-09, 2.54e-09, 0.00e+00, 0.00e+00, 1.90e-07, 1.17e-06, 2.45e-05, 5.51e-06]    [5.17e-06, 3.54e-06, 1.95e-06, 4.50e-06, 2.09e-06, 3.10e-06, 1.79e-06, 3.48e-05, 1.15e-05, 1.86e-08, 3.00e-05, 1.32e-04, 4.75e-05, 2.24e-04, 1.76e-09, 2.54e-09, 0.00e+00, 0.00e+00, 1.90e-07, 1.17e-06, 2.45e-05, 5.51e-06]    []  
451600    [4.44e-07, 5.48e-07, 4.09e-07, 4.58e-07, 6.12e-07, 6.46e-07, 7.66e-07, 7.79e-08, 2.42e-10, 1.20e-09, 8.08e-07, 8.31e-07, 7.08e-07, 7.41e-09, 2.95e-08, 2.99e-09, 6.88e-09, 3.71e-09, 1.49e-10, 8.42e-12, 3.08e-08, 1.31e-10]    [4.44e-07, 5.48e-07, 4.09e-07, 4.58e-07, 6.12e-07, 6.46e-07, 7.66e-07, 7.79e-08, 2.42e-10, 1.20e-09, 8.08e-07, 8.31e-07, 7.08e-07, 7.41e-09, 2.95e-08, 2.99e-09, 6.88e-09, 3.71e-09, 1.49e-10, 8.42e-12, 3.08e-08, 1.31e-10]    []  
451700    [3.66e-06, 2.85e-06, 1.08e-06, 1.89e-06, 1.29e-06, 1.62e-06, 9.17e-07, 1.21e-04, 1.18e-06, 1.75e-06, 1.53e-05, 8.45e-06, 2.59e-05, 3.20e-05, 3.71e-07, 1.07e-07, 0.00e+00, 5.34e-09, 7.96e-06, 4.21e-07, 4.34e-05, 2.00e-06]    [3.66e-06, 2.85e-06, 1.08e-06, 1.89e-06, 1.29e-06, 1.62e-06, 9.17e-07, 1.21e-04, 1.18e-06, 1.75e-06, 1.53e-05, 8.45e-06, 2.59e-05, 3.20e-05, 3.71e-07, 1.07e-07, 0.00e+00, 5.34e-09, 7.96e-06, 4.21e-07, 4.34e-05, 2.00e-06]    []  
451800    [4.63e-07, 5.74e-07, 3.76e-07, 4.68e-07, 5.28e-07, 6.08e-07, 7.05e-07, 6.82e-09, 6.61e-09, 6.21e-10, 8.04e-07, 8.37e-07, 6.96e-07, 2.62e-08, 3.45e-08, 4.21e-09, 6.45e-09, 4.82e-09, 1.84e-09, 0.00e+00, 1.99e-08, 4.61e-09]    [4.63e-07, 5.74e-07, 3.76e-07, 4.68e-07, 5.28e-07, 6.08e-07, 7.05e-07, 6.82e-09, 6.61e-09, 6.21e-10, 8.04e-07, 8.37e-07, 6.96e-07, 2.62e-08, 3.45e-08, 4.21e-09, 6.45e-09, 4.82e-09, 1.84e-09, 0.00e+00, 1.99e-08, 4.61e-09]    []  
451900    [1.42e-06, 3.13e-06, 1.17e-06, 5.53e-06, 6.77e-07, 2.58e-06, 1.44e-06, 6.01e-08, 5.27e-06, 9.83e-07, 5.18e-06, 9.11e-06, 7.67e-06, 2.69e-06, 0.00e+00, 4.14e-08, 0.00e+00, 8.59e-09, 0.00e+00, 2.45e-06, 3.11e-07, 1.15e-05]    [1.42e-06, 3.13e-06, 1.17e-06, 5.53e-06, 6.77e-07, 2.58e-06, 1.44e-06, 6.01e-08, 5.27e-06, 9.83e-07, 5.18e-06, 9.11e-06, 7.67e-06, 2.69e-06, 0.00e+00, 4.14e-08, 0.00e+00, 8.59e-09, 0.00e+00, 2.45e-06, 3.11e-07, 1.15e-05]    []  
452000    [3.92e-07, 4.61e-07, 2.97e-07, 4.25e-07, 4.34e-07, 5.48e-07, 7.37e-07, 1.12e-08, 2.38e-10, 1.93e-09, 7.42e-07, 7.32e-07, 6.04e-07, 8.70e-08, 1.13e-08, 1.08e-09, 3.25e-09, 1.28e-09, 3.03e-10, 6.82e-12, 1.09e-08, 4.01e-10]    [3.92e-07, 4.61e-07, 2.97e-07, 4.25e-07, 4.34e-07, 5.48e-07, 7.37e-07, 1.12e-08, 2.38e-10, 1.93e-09, 7.42e-07, 7.32e-07, 6.04e-07, 8.70e-08, 1.13e-08, 1.08e-09, 3.25e-09, 1.28e-09, 3.03e-10, 6.82e-12, 1.09e-08, 4.01e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 51.220280 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
452000    [3.92e-07, 4.61e-07, 2.97e-07, 4.25e-07, 4.34e-07, 5.48e-07, 7.37e-07, 1.12e-08, 2.38e-10, 1.93e-09, 7.42e-07, 7.32e-07, 6.04e-07, 8.70e-08, 1.13e-08, 1.08e-09, 3.25e-09, 1.28e-09, 3.03e-10, 6.82e-12, 1.09e-08, 4.01e-10]    [3.92e-07, 4.61e-07, 2.97e-07, 4.25e-07, 4.34e-07, 5.48e-07, 7.37e-07, 1.12e-08, 2.38e-10, 1.93e-09, 7.42e-07, 7.32e-07, 6.04e-07, 8.70e-08, 1.13e-08, 1.08e-09, 3.25e-09, 1.28e-09, 3.03e-10, 6.82e-12, 1.09e-08, 4.01e-10]    []  
452100    [1.14e-06, 9.47e-07, 3.51e-07, 5.67e-07, 5.99e-07, 7.57e-07, 8.40e-07, 8.51e-07, 2.30e-08, 2.54e-07, 2.79e-06, 2.65e-06, 4.92e-06, 1.72e-05, 9.93e-08, 2.73e-08, 2.12e-08, 4.96e-08, 8.05e-08, 2.31e-09, 5.45e-07, 1.56e-08]    [1.14e-06, 9.47e-07, 3.51e-07, 5.67e-07, 5.99e-07, 7.57e-07, 8.40e-07, 8.51e-07, 2.30e-08, 2.54e-07, 2.79e-06, 2.65e-06, 4.92e-06, 1.72e-05, 9.93e-08, 2.73e-08, 2.12e-08, 4.96e-08, 8.05e-08, 2.31e-09, 5.45e-07, 1.56e-08]    []  
452200    [5.17e-07, 4.24e-07, 3.21e-07, 4.08e-07, 4.66e-07, 5.08e-07, 7.02e-07, 1.04e-06, 7.16e-11, 1.04e-07, 1.57e-06, 1.64e-06, 4.78e-06, 7.27e-06, 1.36e-07, 6.35e-08, 9.82e-08, 7.92e-08, 1.52e-07, 1.57e-10, 1.04e-06, 8.16e-10]    [5.17e-07, 4.24e-07, 3.21e-07, 4.08e-07, 4.66e-07, 5.08e-07, 7.02e-07, 1.04e-06, 7.16e-11, 1.04e-07, 1.57e-06, 1.64e-06, 4.78e-06, 7.27e-06, 1.36e-07, 6.35e-08, 9.82e-08, 7.92e-08, 1.52e-07, 1.57e-10, 1.04e-06, 8.16e-10]    []  
452300    [5.25e-07, 5.93e-07, 3.67e-07, 4.58e-07, 5.29e-07, 6.19e-07, 7.31e-07, 1.19e-08, 1.74e-10, 7.56e-09, 9.02e-07, 9.20e-07, 1.23e-06, 2.62e-07, 1.35e-08, 1.05e-09, 1.08e-08, 8.23e-09, 1.00e-09, 5.52e-11, 1.37e-08, 3.14e-10]    [5.25e-07, 5.93e-07, 3.67e-07, 4.58e-07, 5.29e-07, 6.19e-07, 7.31e-07, 1.19e-08, 1.74e-10, 7.56e-09, 9.02e-07, 9.20e-07, 1.23e-06, 2.62e-07, 1.35e-08, 1.05e-09, 1.08e-08, 8.23e-09, 1.00e-09, 5.52e-11, 1.37e-08, 3.14e-10]    []  
452400    [8.06e-06, 1.08e-05, 1.74e-06, 1.36e-05, 1.93e-06, 6.09e-06, 1.60e-06, 5.05e-06, 4.37e-08, 4.56e-07, 8.73e-06, 5.02e-05, 4.15e-05, 1.16e-04, 3.40e-06, 2.86e-06, 3.80e-06, 1.42e-06, 7.82e-07, 5.03e-09, 4.91e-06, 3.19e-08]    [8.06e-06, 1.08e-05, 1.74e-06, 1.36e-05, 1.93e-06, 6.09e-06, 1.60e-06, 5.05e-06, 4.37e-08, 4.56e-07, 8.73e-06, 5.02e-05, 4.15e-05, 1.16e-04, 3.40e-06, 2.86e-06, 3.80e-06, 1.42e-06, 7.82e-07, 5.03e-09, 4.91e-06, 3.19e-08]    []  
452500    [4.52e-07, 5.55e-07, 3.73e-07, 4.35e-07, 4.97e-07, 5.89e-07, 6.74e-07, 3.78e-10, 6.25e-11, 7.86e-10, 7.97e-07, 7.64e-07, 6.16e-07, 4.92e-08, 3.78e-08, 4.30e-09, 6.66e-09, 4.79e-09, 3.29e-10, 5.22e-12, 1.52e-08, 7.88e-11]    [4.52e-07, 5.55e-07, 3.73e-07, 4.35e-07, 4.97e-07, 5.89e-07, 6.74e-07, 3.78e-10, 6.25e-11, 7.86e-10, 7.97e-07, 7.64e-07, 6.16e-07, 4.92e-08, 3.78e-08, 4.30e-09, 6.66e-09, 4.79e-09, 3.29e-10, 5.22e-12, 1.52e-08, 7.88e-11]    []  
452600    [1.42e-06, 8.89e-07, 4.77e-07, 5.77e-07, 8.17e-07, 7.29e-07, 8.50e-07, 2.64e-06, 9.63e-09, 6.05e-07, 3.33e-06, 6.93e-06, 1.21e-05, 4.47e-05, 1.08e-06, 1.70e-07, 2.68e-07, 1.86e-07, 3.68e-07, 0.00e+00, 2.44e-06, 1.05e-08]    [1.42e-06, 8.89e-07, 4.77e-07, 5.77e-07, 8.17e-07, 7.29e-07, 8.50e-07, 2.64e-06, 9.63e-09, 6.05e-07, 3.33e-06, 6.93e-06, 1.21e-05, 4.47e-05, 1.08e-06, 1.70e-07, 2.68e-07, 1.86e-07, 3.68e-07, 0.00e+00, 2.44e-06, 1.05e-08]    []  
452700    [1.40e-06, 3.68e-06, 6.35e-07, 4.07e-06, 9.51e-07, 2.58e-06, 8.96e-07, 2.36e-07, 2.26e-06, 2.20e-08, 1.68e-05, 2.97e-05, 2.61e-05, 1.68e-05, 9.06e-10, 1.00e-08, 2.63e-07, 1.10e-08, 9.13e-08, 0.00e+00, 6.19e-07, 3.81e-06]    [1.40e-06, 3.68e-06, 6.35e-07, 4.07e-06, 9.51e-07, 2.58e-06, 8.96e-07, 2.36e-07, 2.26e-06, 2.20e-08, 1.68e-05, 2.97e-05, 2.61e-05, 1.68e-05, 9.06e-10, 1.00e-08, 2.63e-07, 1.10e-08, 9.13e-08, 0.00e+00, 6.19e-07, 3.81e-06]    []  
452800    [4.06e-07, 4.59e-07, 3.31e-07, 4.08e-07, 4.21e-07, 5.48e-07, 6.59e-07, 2.11e-08, 5.92e-11, 3.50e-08, 7.53e-07, 1.05e-06, 1.25e-06, 1.88e-06, 4.90e-09, 0.00e+00, 5.95e-10, 0.00e+00, 1.18e-10, 1.59e-13, 3.56e-08, 1.86e-10]    [4.06e-07, 4.59e-07, 3.31e-07, 4.08e-07, 4.21e-07, 5.48e-07, 6.59e-07, 2.11e-08, 5.92e-11, 3.50e-08, 7.53e-07, 1.05e-06, 1.25e-06, 1.88e-06, 4.90e-09, 0.00e+00, 5.95e-10, 0.00e+00, 1.18e-10, 1.59e-13, 3.56e-08, 1.86e-10]    []  
452900    [6.02e-07, 6.55e-07, 4.29e-07, 4.92e-07, 5.77e-07, 6.61e-07, 7.38e-07, 9.78e-08, 5.38e-09, 1.02e-09, 1.84e-06, 1.21e-06, 2.11e-06, 1.31e-06, 1.98e-08, 1.65e-08, 1.56e-08, 3.47e-08, 5.15e-10, 8.23e-10, 1.49e-08, 5.62e-09]    [6.02e-07, 6.55e-07, 4.29e-07, 4.92e-07, 5.77e-07, 6.61e-07, 7.38e-07, 9.78e-08, 5.38e-09, 1.02e-09, 1.84e-06, 1.21e-06, 2.11e-06, 1.31e-06, 1.98e-08, 1.65e-08, 1.56e-08, 3.47e-08, 5.15e-10, 8.23e-10, 1.49e-08, 5.62e-09]    []  
453000    [1.61e-06, 1.77e-06, 1.23e-06, 1.36e-06, 1.24e-06, 1.49e-06, 8.34e-07, 8.74e-06, 6.33e-06, 2.08e-06, 4.71e-06, 6.05e-06, 1.25e-05, 3.14e-07, 9.64e-12, 0.00e+00, 0.00e+00, 3.45e-08, 0.00e+00, 1.18e-06, 7.98e-06, 5.35e-06]    [1.61e-06, 1.77e-06, 1.23e-06, 1.36e-06, 1.24e-06, 1.49e-06, 8.34e-07, 8.74e-06, 6.33e-06, 2.08e-06, 4.71e-06, 6.05e-06, 1.25e-05, 3.14e-07, 9.64e-12, 0.00e+00, 0.00e+00, 3.45e-08, 0.00e+00, 1.18e-06, 7.98e-06, 5.35e-06]    []  
453100    [4.33e-07, 5.16e-07, 3.66e-07, 4.17e-07, 4.81e-07, 5.55e-07, 6.69e-07, 3.62e-08, 2.01e-08, 1.55e-09, 7.83e-07, 7.14e-07, 7.16e-07, 1.65e-07, 3.81e-08, 5.22e-09, 7.84e-09, 6.78e-09, 3.76e-10, 1.44e-09, 1.65e-08, 9.66e-09]    [4.33e-07, 5.16e-07, 3.66e-07, 4.17e-07, 4.81e-07, 5.55e-07, 6.69e-07, 3.62e-08, 2.01e-08, 1.55e-09, 7.83e-07, 7.14e-07, 7.16e-07, 1.65e-07, 3.81e-08, 5.22e-09, 7.84e-09, 6.78e-09, 3.76e-10, 1.44e-09, 1.65e-08, 9.66e-09]    []  
453200    [1.28e-06, 9.03e-07, 4.82e-07, 8.64e-07, 6.20e-07, 7.09e-07, 7.89e-07, 1.73e-07, 2.12e-06, 3.30e-07, 2.61e-06, 5.21e-06, 9.19e-06, 2.72e-05, 2.28e-08, 0.00e+00, 0.00e+00, 0.00e+00, 9.42e-10, 0.00e+00, 6.91e-07, 2.34e-06]    [1.28e-06, 9.03e-07, 4.82e-07, 8.64e-07, 6.20e-07, 7.09e-07, 7.89e-07, 1.73e-07, 2.12e-06, 3.30e-07, 2.61e-06, 5.21e-06, 9.19e-06, 2.72e-05, 2.28e-08, 0.00e+00, 0.00e+00, 0.00e+00, 9.42e-10, 0.00e+00, 6.91e-07, 2.34e-06]    []  
453300    [7.42e-06, 1.65e-06, 8.55e-07, 1.00e-06, 1.24e-06, 1.02e-06, 1.02e-06, 4.04e-05, 1.28e-08, 6.51e-06, 3.71e-05, 6.20e-05, 2.17e-04, 4.18e-04, 5.70e-06, 3.80e-06, 4.13e-06, 3.22e-06, 1.20e-05, 1.87e-08, 6.40e-05, 1.09e-07]    [7.42e-06, 1.65e-06, 8.55e-07, 1.00e-06, 1.24e-06, 1.02e-06, 1.02e-06, 4.04e-05, 1.28e-08, 6.51e-06, 3.71e-05, 6.20e-05, 2.17e-04, 4.18e-04, 5.70e-06, 3.80e-06, 4.13e-06, 3.22e-06, 1.20e-05, 1.87e-08, 6.40e-05, 1.09e-07]    []  
453400    [4.96e-07, 6.11e-07, 3.76e-07, 4.37e-07, 5.01e-07, 6.07e-07, 6.98e-07, 6.41e-10, 2.76e-10, 2.10e-09, 8.49e-07, 8.37e-07, 6.99e-07, 2.31e-08, 1.78e-08, 4.87e-10, 3.45e-09, 3.41e-09, 1.31e-11, 0.00e+00, 6.02e-08, 4.53e-10]    [4.96e-07, 6.11e-07, 3.76e-07, 4.37e-07, 5.01e-07, 6.07e-07, 6.98e-07, 6.41e-10, 2.76e-10, 2.10e-09, 8.49e-07, 8.37e-07, 6.99e-07, 2.31e-08, 1.78e-08, 4.87e-10, 3.45e-09, 3.41e-09, 1.31e-11, 0.00e+00, 6.02e-08, 4.53e-10]    []  
453500    [1.48e-06, 1.49e-06, 6.43e-07, 1.93e-06, 7.75e-07, 1.49e-06, 9.22e-07, 1.79e-05, 2.64e-07, 7.55e-07, 9.16e-06, 8.51e-06, 1.28e-05, 2.99e-05, 0.00e+00, 1.19e-07, 0.00e+00, 1.60e-09, 0.00e+00, 2.23e-08, 7.70e-06, 1.27e-07]    [1.48e-06, 1.49e-06, 6.43e-07, 1.93e-06, 7.75e-07, 1.49e-06, 9.22e-07, 1.79e-05, 2.64e-07, 7.55e-07, 9.16e-06, 8.51e-06, 1.28e-05, 2.99e-05, 0.00e+00, 1.19e-07, 0.00e+00, 1.60e-09, 0.00e+00, 2.23e-08, 7.70e-06, 1.27e-07]    []  
453600    [3.08e-06, 1.16e-06, 5.30e-07, 1.10e-06, 4.28e-07, 9.95e-07, 6.25e-07, 7.65e-06, 6.35e-06, 2.28e-06, 1.31e-05, 2.90e-05, 9.10e-05, 1.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.79e-05, 9.89e-06]    [3.08e-06, 1.16e-06, 5.30e-07, 1.10e-06, 4.28e-07, 9.95e-07, 6.25e-07, 7.65e-06, 6.35e-06, 2.28e-06, 1.31e-05, 2.90e-05, 9.10e-05, 1.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.79e-05, 9.89e-06]    []  
453700    [4.68e-07, 5.96e-07, 3.29e-07, 4.33e-07, 4.81e-07, 5.79e-07, 7.24e-07, 1.12e-07, 1.13e-07, 2.92e-09, 8.20e-07, 8.94e-07, 8.07e-07, 2.36e-07, 3.38e-08, 0.00e+00, 5.65e-10, 1.36e-11, 8.83e-09, 0.00e+00, 5.47e-08, 4.31e-09]    [4.68e-07, 5.96e-07, 3.29e-07, 4.33e-07, 4.81e-07, 5.79e-07, 7.24e-07, 1.12e-07, 1.13e-07, 2.92e-09, 8.20e-07, 8.94e-07, 8.07e-07, 2.36e-07, 3.38e-08, 0.00e+00, 5.65e-10, 1.36e-11, 8.83e-09, 0.00e+00, 5.47e-08, 4.31e-09]    []  
453800    [1.59e-06, 1.30e-06, 1.58e-06, 2.32e-06, 1.56e-06, 1.17e-06, 1.63e-06, 5.54e-06, 3.52e-08, 2.12e-08, 6.62e-06, 7.86e-05, 4.46e-05, 4.05e-05, 4.21e-09, 4.68e-06, 6.88e-08, 1.08e-07, 2.80e-07, 1.48e-12, 2.03e-06, 2.72e-10]    [1.59e-06, 1.30e-06, 1.58e-06, 2.32e-06, 1.56e-06, 1.17e-06, 1.63e-06, 5.54e-06, 3.52e-08, 2.12e-08, 6.62e-06, 7.86e-05, 4.46e-05, 4.05e-05, 4.21e-09, 4.68e-06, 6.88e-08, 1.08e-07, 2.80e-07, 1.48e-12, 2.03e-06, 2.72e-10]    []  
453900    [3.97e-07, 4.39e-07, 3.95e-07, 4.29e-07, 5.10e-07, 5.42e-07, 7.14e-07, 3.59e-08, 2.92e-08, 4.18e-10, 7.22e-07, 7.97e-07, 7.00e-07, 1.16e-08, 1.05e-08, 1.88e-09, 2.97e-09, 2.70e-09, 7.78e-09, 0.00e+00, 4.94e-08, 4.94e-09]    [3.97e-07, 4.39e-07, 3.95e-07, 4.29e-07, 5.10e-07, 5.42e-07, 7.14e-07, 3.59e-08, 2.92e-08, 4.18e-10, 7.22e-07, 7.97e-07, 7.00e-07, 1.16e-08, 1.05e-08, 1.88e-09, 2.97e-09, 2.70e-09, 7.78e-09, 0.00e+00, 4.94e-08, 4.94e-09]    []  
454000    [1.73e-06, 1.52e-06, 6.70e-07, 8.25e-07, 9.09e-07, 1.33e-06, 9.27e-07, 8.07e-07, 1.11e-11, 6.86e-07, 6.88e-06, 3.67e-06, 4.61e-06, 8.71e-06, 0.00e+00, 1.91e-08, 0.00e+00, 1.06e-08, 1.16e-07, 3.25e-10, 7.82e-07, 2.14e-09]    [1.73e-06, 1.52e-06, 6.70e-07, 8.25e-07, 9.09e-07, 1.33e-06, 9.27e-07, 8.07e-07, 1.11e-11, 6.86e-07, 6.88e-06, 3.67e-06, 4.61e-06, 8.71e-06, 0.00e+00, 1.91e-08, 0.00e+00, 1.06e-08, 1.16e-07, 3.25e-10, 7.82e-07, 2.14e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 47.482827 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
454000    [1.73e-06, 1.52e-06, 6.70e-07, 8.25e-07, 9.09e-07, 1.33e-06, 9.27e-07, 8.07e-07, 1.11e-11, 6.86e-07, 6.88e-06, 3.67e-06, 4.61e-06, 8.71e-06, 0.00e+00, 1.91e-08, 0.00e+00, 1.06e-08, 1.16e-07, 3.25e-10, 7.82e-07, 2.14e-09]    [1.73e-06, 1.52e-06, 6.70e-07, 8.25e-07, 9.09e-07, 1.33e-06, 9.27e-07, 8.07e-07, 1.11e-11, 6.86e-07, 6.88e-06, 3.67e-06, 4.61e-06, 8.71e-06, 0.00e+00, 1.91e-08, 0.00e+00, 1.06e-08, 1.16e-07, 3.25e-10, 7.82e-07, 2.14e-09]    []  
454100    [4.21e-07, 5.57e-07, 3.92e-07, 4.05e-07, 4.82e-07, 5.53e-07, 6.75e-07, 4.37e-09, 7.71e-11, 3.82e-10, 7.97e-07, 7.31e-07, 6.35e-07, 1.19e-08, 2.37e-08, 4.09e-09, 5.77e-09, 3.99e-09, 1.86e-10, 1.80e-11, 2.37e-08, 1.31e-10]    [4.21e-07, 5.57e-07, 3.92e-07, 4.05e-07, 4.82e-07, 5.53e-07, 6.75e-07, 4.37e-09, 7.71e-11, 3.82e-10, 7.97e-07, 7.31e-07, 6.35e-07, 1.19e-08, 2.37e-08, 4.09e-09, 5.77e-09, 3.99e-09, 1.86e-10, 1.80e-11, 2.37e-08, 1.31e-10]    []  
454200    [6.42e-06, 1.51e-06, 8.98e-07, 9.84e-07, 1.11e-06, 9.68e-07, 9.42e-07, 2.58e-05, 4.77e-07, 6.14e-06, 2.78e-05, 5.40e-05, 1.52e-04, 3.75e-04, 5.59e-06, 3.88e-06, 3.40e-06, 2.68e-06, 6.52e-06, 9.70e-08, 3.68e-05, 5.15e-07]    [6.42e-06, 1.51e-06, 8.98e-07, 9.84e-07, 1.11e-06, 9.68e-07, 9.42e-07, 2.58e-05, 4.77e-07, 6.14e-06, 2.78e-05, 5.40e-05, 1.52e-04, 3.75e-04, 5.59e-06, 3.88e-06, 3.40e-06, 2.68e-06, 6.52e-06, 9.70e-08, 3.68e-05, 5.15e-07]    []  
454300    [5.53e-07, 6.52e-07, 4.00e-07, 4.31e-07, 5.28e-07, 6.11e-07, 7.21e-07, 5.23e-08, 1.09e-07, 1.29e-08, 8.68e-07, 9.34e-07, 1.03e-06, 5.15e-07, 1.33e-08, 1.03e-08, 8.90e-09, 1.51e-08, 2.85e-10, 2.25e-07, 1.07e-07, 1.12e-06]    [5.53e-07, 6.52e-07, 4.00e-07, 4.31e-07, 5.28e-07, 6.11e-07, 7.21e-07, 5.23e-08, 1.09e-07, 1.29e-08, 8.68e-07, 9.34e-07, 1.03e-06, 5.15e-07, 1.33e-08, 1.03e-08, 8.90e-09, 1.51e-08, 2.85e-10, 2.25e-07, 1.07e-07, 1.12e-06]    []  
454400    [4.92e-06, 1.43e-06, 7.04e-07, 1.32e-06, 5.01e-07, 1.14e-06, 6.37e-07, 4.44e-05, 2.00e-07, 2.92e-06, 3.10e-05, 4.95e-05, 1.64e-04, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.00e-05, 4.15e-07]    [4.92e-06, 1.43e-06, 7.04e-07, 1.32e-06, 5.01e-07, 1.14e-06, 6.37e-07, 4.44e-05, 2.00e-07, 2.92e-06, 3.10e-05, 4.95e-05, 1.64e-04, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.00e-05, 4.15e-07]    []  
454500    [4.83e-07, 5.88e-07, 3.84e-07, 4.15e-07, 4.94e-07, 5.64e-07, 6.74e-07, 1.05e-07, 1.88e-11, 1.70e-09, 9.05e-07, 8.04e-07, 9.96e-07, 2.87e-07, 2.87e-08, 4.66e-09, 7.87e-09, 1.34e-08, 6.73e-09, 0.00e+00, 4.41e-08, 2.36e-10]    [4.83e-07, 5.88e-07, 3.84e-07, 4.15e-07, 4.94e-07, 5.64e-07, 6.74e-07, 1.05e-07, 1.88e-11, 1.70e-09, 9.05e-07, 8.04e-07, 9.96e-07, 2.87e-07, 2.87e-08, 4.66e-09, 7.87e-09, 1.34e-08, 6.73e-09, 0.00e+00, 4.41e-08, 2.36e-10]    []  
454600    [3.95e-06, 1.65e-06, 1.16e-06, 1.25e-06, 1.57e-06, 1.05e-06, 1.40e-06, 1.69e-06, 1.15e-05, 2.59e-06, 2.78e-05, 2.76e-05, 8.30e-05, 1.19e-04, 6.41e-07, 4.89e-06, 9.52e-07, 1.45e-06, 1.91e-07, 6.25e-08, 1.34e-06, 2.04e-07]    [3.95e-06, 1.65e-06, 1.16e-06, 1.25e-06, 1.57e-06, 1.05e-06, 1.40e-06, 1.69e-06, 1.15e-05, 2.59e-06, 2.78e-05, 2.76e-05, 8.30e-05, 1.19e-04, 6.41e-07, 4.89e-06, 9.52e-07, 1.45e-06, 1.91e-07, 6.25e-08, 1.34e-06, 2.04e-07]    []  
454700    [3.56e-07, 4.61e-07, 3.13e-07, 3.80e-07, 4.16e-07, 4.99e-07, 7.27e-07, 1.07e-08, 7.64e-09, 7.06e-09, 6.61e-07, 6.84e-07, 5.64e-07, 2.53e-07, 9.35e-09, 9.78e-11, 1.04e-09, 2.01e-10, 7.21e-11, 0.00e+00, 3.52e-08, 6.61e-09]    [3.56e-07, 4.61e-07, 3.13e-07, 3.80e-07, 4.16e-07, 4.99e-07, 7.27e-07, 1.07e-08, 7.64e-09, 7.06e-09, 6.61e-07, 6.84e-07, 5.64e-07, 2.53e-07, 9.35e-09, 9.78e-11, 1.04e-09, 2.01e-10, 7.21e-11, 0.00e+00, 3.52e-08, 6.61e-09]    []  
454800    [6.23e-07, 7.22e-07, 4.15e-07, 5.03e-07, 4.91e-07, 6.43e-07, 7.42e-07, 1.24e-06, 9.44e-11, 6.01e-12, 9.50e-07, 2.19e-06, 1.43e-06, 2.61e-07, 8.52e-08, 1.54e-08, 3.69e-09, 1.25e-09, 0.00e+00, 0.00e+00, 6.79e-07, 9.32e-10]    [6.23e-07, 7.22e-07, 4.15e-07, 5.03e-07, 4.91e-07, 6.43e-07, 7.42e-07, 1.24e-06, 9.44e-11, 6.01e-12, 9.50e-07, 2.19e-06, 1.43e-06, 2.61e-07, 8.52e-08, 1.54e-08, 3.69e-09, 1.25e-09, 0.00e+00, 0.00e+00, 6.79e-07, 9.32e-10]    []  
454900    [2.89e-05, 6.24e-06, 4.28e-06, 4.86e-06, 5.08e-06, 3.44e-06, 3.03e-06, 3.99e-06, 2.11e-09, 4.86e-05, 9.67e-05, 2.45e-04, 4.53e-04, 1.64e-03, 2.18e-05, 3.39e-05, 1.33e-05, 1.33e-05, 6.09e-09, 4.68e-09, 7.18e-08, 2.94e-08]    [2.89e-05, 6.24e-06, 4.28e-06, 4.86e-06, 5.08e-06, 3.44e-06, 3.03e-06, 3.99e-06, 2.11e-09, 4.86e-05, 9.67e-05, 2.45e-04, 4.53e-04, 1.64e-03, 2.18e-05, 3.39e-05, 1.33e-05, 1.33e-05, 6.09e-09, 4.68e-09, 7.18e-08, 2.94e-08]    []  
455000    [4.11e-07, 5.02e-07, 3.58e-07, 3.59e-07, 4.71e-07, 5.13e-07, 6.85e-07, 3.54e-07, 6.62e-10, 2.69e-09, 7.65e-07, 6.88e-07, 7.13e-07, 2.23e-07, 2.82e-08, 7.71e-09, 8.70e-09, 8.05e-09, 8.85e-09, 5.89e-13, 5.18e-08, 1.95e-10]    [4.11e-07, 5.02e-07, 3.58e-07, 3.59e-07, 4.71e-07, 5.13e-07, 6.85e-07, 3.54e-07, 6.62e-10, 2.69e-09, 7.65e-07, 6.88e-07, 7.13e-07, 2.23e-07, 2.82e-08, 7.71e-09, 8.70e-09, 8.05e-09, 8.85e-09, 5.89e-13, 5.18e-08, 1.95e-10]    []  
455100    [6.94e-07, 7.62e-07, 4.14e-07, 6.04e-07, 5.22e-07, 6.22e-07, 7.36e-07, 6.60e-07, 1.26e-11, 2.97e-09, 1.39e-06, 2.34e-06, 2.33e-06, 1.19e-06, 2.33e-07, 2.62e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-06, 1.70e-10]    [6.94e-07, 7.62e-07, 4.14e-07, 6.04e-07, 5.22e-07, 6.22e-07, 7.36e-07, 6.60e-07, 1.26e-11, 2.97e-09, 1.39e-06, 2.34e-06, 2.33e-06, 1.19e-06, 2.33e-07, 2.62e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-06, 1.70e-10]    []  
455200    [2.32e-06, 2.40e-06, 9.10e-07, 2.14e-06, 9.43e-07, 2.24e-06, 1.82e-06, 3.31e-05, 5.20e-08, 2.40e-06, 4.26e-05, 1.10e-04, 8.97e-05, 4.84e-05, 7.02e-06, 0.00e+00, 0.00e+00, 5.34e-09, 2.25e-06, 4.44e-09, 1.35e-05, 2.88e-08]    [2.32e-06, 2.40e-06, 9.10e-07, 2.14e-06, 9.43e-07, 2.24e-06, 1.82e-06, 3.31e-05, 5.20e-08, 2.40e-06, 4.26e-05, 1.10e-04, 8.97e-05, 4.84e-05, 7.02e-06, 0.00e+00, 0.00e+00, 5.34e-09, 2.25e-06, 4.44e-09, 1.35e-05, 2.88e-08]    []  
455300    [3.96e-07, 4.86e-07, 3.77e-07, 3.64e-07, 4.62e-07, 5.03e-07, 6.59e-07, 9.30e-09, 1.19e-10, 8.49e-10, 7.08e-07, 7.29e-07, 5.91e-07, 5.29e-08, 1.26e-08, 4.85e-10, 2.10e-09, 1.69e-09, 1.70e-09, 1.22e-11, 1.73e-08, 8.59e-11]    [3.96e-07, 4.86e-07, 3.77e-07, 3.64e-07, 4.62e-07, 5.03e-07, 6.59e-07, 9.30e-09, 1.19e-10, 8.49e-10, 7.08e-07, 7.29e-07, 5.91e-07, 5.29e-08, 1.26e-08, 4.85e-10, 2.10e-09, 1.69e-09, 1.70e-09, 1.22e-11, 1.73e-08, 8.59e-11]    []  
455400    [1.02e-06, 1.58e-06, 5.14e-07, 1.95e-06, 5.75e-07, 1.27e-06, 9.01e-07, 8.57e-06, 1.41e-07, 9.62e-07, 8.17e-06, 1.83e-05, 1.42e-05, 6.17e-05, 8.32e-06, 1.52e-07, 1.65e-08, 5.49e-09, 1.32e-07, 0.00e+00, 7.33e-07, 4.19e-07]    [1.02e-06, 1.58e-06, 5.14e-07, 1.95e-06, 5.75e-07, 1.27e-06, 9.01e-07, 8.57e-06, 1.41e-07, 9.62e-07, 8.17e-06, 1.83e-05, 1.42e-05, 6.17e-05, 8.32e-06, 1.52e-07, 1.65e-08, 5.49e-09, 1.32e-07, 0.00e+00, 7.33e-07, 4.19e-07]    []  
455500    [3.72e-07, 4.89e-07, 4.35e-07, 3.85e-07, 5.18e-07, 4.79e-07, 6.60e-07, 8.20e-09, 4.20e-10, 1.26e-11, 7.27e-07, 6.58e-07, 5.73e-07, 1.05e-08, 1.68e-08, 2.90e-09, 5.36e-09, 4.30e-09, 7.03e-09, 0.00e+00, 4.67e-08, 2.44e-10]    [3.72e-07, 4.89e-07, 4.35e-07, 3.85e-07, 5.18e-07, 4.79e-07, 6.60e-07, 8.20e-09, 4.20e-10, 1.26e-11, 7.27e-07, 6.58e-07, 5.73e-07, 1.05e-08, 1.68e-08, 2.90e-09, 5.36e-09, 4.30e-09, 7.03e-09, 0.00e+00, 4.67e-08, 2.44e-10]    []  
455600    [9.30e-07, 9.22e-07, 5.61e-07, 6.43e-07, 7.00e-07, 8.52e-07, 9.76e-07, 3.31e-06, 1.37e-05, 4.88e-09, 1.44e-06, 1.57e-06, 1.11e-06, 6.87e-08, 1.19e-11, 1.55e-08, 3.84e-09, 1.98e-08, 0.00e+00, 4.26e-06, 4.76e-06, 1.91e-05]    [9.30e-07, 9.22e-07, 5.61e-07, 6.43e-07, 7.00e-07, 8.52e-07, 9.76e-07, 3.31e-06, 1.37e-05, 4.88e-09, 1.44e-06, 1.57e-06, 1.11e-06, 6.87e-08, 1.19e-11, 1.55e-08, 3.84e-09, 1.98e-08, 0.00e+00, 4.26e-06, 4.76e-06, 1.91e-05]    []  
455700    [3.38e-07, 4.63e-07, 3.12e-07, 3.66e-07, 4.27e-07, 4.56e-07, 7.01e-07, 3.94e-08, 5.24e-10, 7.29e-09, 6.55e-07, 6.82e-07, 5.10e-07, 2.40e-07, 7.72e-09, 1.53e-10, 1.79e-09, 6.58e-10, 2.52e-09, 3.63e-11, 2.14e-08, 3.44e-10]    [3.38e-07, 4.63e-07, 3.12e-07, 3.66e-07, 4.27e-07, 4.56e-07, 7.01e-07, 3.94e-08, 5.24e-10, 7.29e-09, 6.55e-07, 6.82e-07, 5.10e-07, 2.40e-07, 7.72e-09, 1.53e-10, 1.79e-09, 6.58e-10, 2.52e-09, 3.63e-11, 2.14e-08, 3.44e-10]    []  
455800    [7.00e-07, 8.02e-07, 4.40e-07, 5.51e-07, 5.40e-07, 7.26e-07, 7.39e-07, 2.04e-07, 1.32e-09, 4.04e-08, 1.22e-06, 1.82e-06, 3.98e-06, 4.23e-06, 3.73e-09, 7.67e-15, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.20e-07, 3.23e-09]    [7.00e-07, 8.02e-07, 4.40e-07, 5.51e-07, 5.40e-07, 7.26e-07, 7.39e-07, 2.04e-07, 1.32e-09, 4.04e-08, 1.22e-06, 1.82e-06, 3.98e-06, 4.23e-06, 3.73e-09, 7.67e-15, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.20e-07, 3.23e-09]    []  
455900    [4.78e-07, 4.76e-07, 3.45e-07, 4.14e-07, 3.65e-07, 4.80e-07, 6.12e-07, 2.71e-07, 1.64e-12, 1.63e-07, 1.31e-06, 2.45e-06, 5.66e-06, 1.06e-05, 5.69e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.92e-15, 5.44e-07, 8.18e-10]    [4.78e-07, 4.76e-07, 3.45e-07, 4.14e-07, 3.65e-07, 4.80e-07, 6.12e-07, 2.71e-07, 1.64e-12, 1.63e-07, 1.31e-06, 2.45e-06, 5.66e-06, 1.06e-05, 5.69e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.92e-15, 5.44e-07, 8.18e-10]    []  
456000    [5.42e-07, 6.20e-07, 4.31e-07, 4.15e-07, 5.55e-07, 5.96e-07, 7.18e-07, 3.78e-08, 1.41e-10, 2.63e-08, 9.73e-07, 9.21e-07, 1.16e-06, 4.85e-07, 7.76e-09, 2.17e-08, 2.49e-08, 1.98e-08, 7.23e-09, 8.37e-11, 4.70e-08, 4.89e-10]    [5.42e-07, 6.20e-07, 4.31e-07, 4.15e-07, 5.55e-07, 5.96e-07, 7.18e-07, 3.78e-08, 1.41e-10, 2.63e-08, 9.73e-07, 9.21e-07, 1.16e-06, 4.85e-07, 7.76e-09, 2.17e-08, 2.49e-08, 1.98e-08, 7.23e-09, 8.37e-11, 4.70e-08, 4.89e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 44.498841 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
456000    [5.42e-07, 6.20e-07, 4.31e-07, 4.15e-07, 5.55e-07, 5.96e-07, 7.18e-07, 3.78e-08, 1.41e-10, 2.63e-08, 9.73e-07, 9.21e-07, 1.16e-06, 4.85e-07, 7.76e-09, 2.17e-08, 2.49e-08, 1.98e-08, 7.23e-09, 8.37e-11, 4.70e-08, 4.89e-10]    [5.42e-07, 6.20e-07, 4.31e-07, 4.15e-07, 5.55e-07, 5.96e-07, 7.18e-07, 3.78e-08, 1.41e-10, 2.63e-08, 9.73e-07, 9.21e-07, 1.16e-06, 4.85e-07, 7.76e-09, 2.17e-08, 2.49e-08, 1.98e-08, 7.23e-09, 8.37e-11, 4.70e-08, 4.89e-10]    []  
456100    [1.96e-06, 1.63e-06, 1.22e-06, 1.60e-06, 7.11e-07, 1.92e-06, 1.03e-06, 2.17e-07, 2.80e-08, 1.20e-06, 1.72e-05, 1.96e-05, 2.80e-05, 5.01e-06, 3.06e-08, 0.00e+00, 0.00e+00, 1.29e-08, 1.18e-09, 1.65e-09, 4.53e-07, 1.10e-08]    [1.96e-06, 1.63e-06, 1.22e-06, 1.60e-06, 7.11e-07, 1.92e-06, 1.03e-06, 2.17e-07, 2.80e-08, 1.20e-06, 1.72e-05, 1.96e-05, 2.80e-05, 5.01e-06, 3.06e-08, 0.00e+00, 0.00e+00, 1.29e-08, 1.18e-09, 1.65e-09, 4.53e-07, 1.10e-08]    []  
456200    [4.32e-07, 5.43e-07, 3.92e-07, 3.83e-07, 4.68e-07, 5.18e-07, 6.58e-07, 9.48e-08, 3.74e-11, 2.15e-09, 7.38e-07, 7.48e-07, 6.11e-07, 6.38e-08, 1.79e-08, 3.99e-10, 1.23e-09, 9.17e-10, 0.00e+00, 3.12e-11, 1.86e-07, 1.87e-10]    [4.32e-07, 5.43e-07, 3.92e-07, 3.83e-07, 4.68e-07, 5.18e-07, 6.58e-07, 9.48e-08, 3.74e-11, 2.15e-09, 7.38e-07, 7.48e-07, 6.11e-07, 6.38e-08, 1.79e-08, 3.99e-10, 1.23e-09, 9.17e-10, 0.00e+00, 3.12e-11, 1.86e-07, 1.87e-10]    []  
456300    [9.97e-07, 1.00e-06, 5.66e-07, 8.21e-07, 4.73e-07, 8.87e-07, 7.03e-07, 2.57e-07, 3.15e-06, 1.60e-07, 3.41e-06, 7.65e-06, 9.68e-06, 9.69e-06, 0.00e+00, 8.46e-09, 0.00e+00, 1.58e-08, 4.18e-09, 4.58e-07, 2.49e-08, 2.16e-06]    [9.97e-07, 1.00e-06, 5.66e-07, 8.21e-07, 4.73e-07, 8.87e-07, 7.03e-07, 2.57e-07, 3.15e-06, 1.60e-07, 3.41e-06, 7.65e-06, 9.68e-06, 9.69e-06, 0.00e+00, 8.46e-09, 0.00e+00, 1.58e-08, 4.18e-09, 4.58e-07, 2.49e-08, 2.16e-06]    []  
456400    [1.95e-06, 7.19e-07, 6.57e-07, 4.46e-07, 8.43e-07, 5.48e-07, 7.83e-07, 4.18e-06, 1.64e-04, 1.91e-06, 9.01e-06, 1.65e-05, 6.60e-05, 1.19e-04, 1.32e-06, 6.89e-07, 8.97e-07, 8.33e-07, 9.65e-07, 0.00e+00, 6.13e-06, 1.25e-04]    [1.95e-06, 7.19e-07, 6.57e-07, 4.46e-07, 8.43e-07, 5.48e-07, 7.83e-07, 4.18e-06, 1.64e-04, 1.91e-06, 9.01e-06, 1.65e-05, 6.60e-05, 1.19e-04, 1.32e-06, 6.89e-07, 8.97e-07, 8.33e-07, 9.65e-07, 0.00e+00, 6.13e-06, 1.25e-04]    []  
456500    [4.96e-07, 6.21e-07, 3.82e-07, 3.70e-07, 5.36e-07, 5.71e-07, 7.23e-07, 2.38e-08, 8.49e-09, 1.51e-08, 8.33e-07, 8.77e-07, 1.11e-06, 5.36e-07, 3.34e-08, 1.30e-08, 1.07e-08, 1.12e-08, 9.94e-12, 0.00e+00, 6.06e-08, 9.41e-09]    [4.96e-07, 6.21e-07, 3.82e-07, 3.70e-07, 5.36e-07, 5.71e-07, 7.23e-07, 2.38e-08, 8.49e-09, 1.51e-08, 8.33e-07, 8.77e-07, 1.11e-06, 5.36e-07, 3.34e-08, 1.30e-08, 1.07e-08, 1.12e-08, 9.94e-12, 0.00e+00, 6.06e-08, 9.41e-09]    []  
456600    [1.38e-05, 4.99e-06, 3.42e-06, 3.51e-06, 1.67e-06, 3.87e-06, 1.52e-06, 6.09e-06, 5.83e-10, 1.12e-05, 4.77e-05, 9.75e-05, 1.46e-04, 5.59e-04, 1.34e-05, 6.64e-06, 4.71e-06, 4.42e-06, 6.26e-10, 1.77e-08, 2.89e-08, 1.00e-07]    [1.38e-05, 4.99e-06, 3.42e-06, 3.51e-06, 1.67e-06, 3.87e-06, 1.52e-06, 6.09e-06, 5.83e-10, 1.12e-05, 4.77e-05, 9.75e-05, 1.46e-04, 5.59e-04, 1.34e-05, 6.64e-06, 4.71e-06, 4.42e-06, 6.26e-10, 1.77e-08, 2.89e-08, 1.00e-07]    []  
456700    [4.56e-07, 5.70e-07, 5.10e-07, 3.86e-07, 6.67e-07, 5.70e-07, 7.61e-07, 1.90e-08, 1.82e-10, 1.01e-08, 7.46e-07, 8.80e-07, 8.26e-07, 5.79e-08, 2.21e-09, 1.93e-08, 2.76e-09, 1.04e-10, 0.00e+00, 1.27e-10, 1.76e-07, 7.89e-10]    [4.56e-07, 5.70e-07, 5.10e-07, 3.86e-07, 6.67e-07, 5.70e-07, 7.61e-07, 1.90e-08, 1.82e-10, 1.01e-08, 7.46e-07, 8.80e-07, 8.26e-07, 5.79e-08, 2.21e-09, 1.93e-08, 2.76e-09, 1.04e-10, 0.00e+00, 1.27e-10, 1.76e-07, 7.89e-10]    []  
456800    [1.38e-06, 3.11e-06, 5.62e-07, 4.86e-06, 7.52e-07, 3.31e-06, 1.38e-06, 6.73e-05, 1.35e-04, 1.31e-06, 1.50e-05, 2.43e-05, 5.18e-05, 1.38e-04, 1.06e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-05, 5.69e-05, 1.22e-04]    [1.38e-06, 3.11e-06, 5.62e-07, 4.86e-06, 7.52e-07, 3.31e-06, 1.38e-06, 6.73e-05, 1.35e-04, 1.31e-06, 1.50e-05, 2.43e-05, 5.18e-05, 1.38e-04, 1.06e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-05, 5.69e-05, 1.22e-04]    []  
456900    [5.01e-07, 6.56e-07, 4.43e-07, 4.32e-07, 5.25e-07, 5.53e-07, 7.00e-07, 1.63e-08, 4.36e-09, 3.87e-09, 8.04e-07, 8.12e-07, 6.68e-07, 1.17e-07, 4.39e-08, 3.70e-09, 5.48e-09, 7.17e-09, 5.33e-10, 0.00e+00, 1.63e-08, 2.20e-09]    [5.01e-07, 6.56e-07, 4.43e-07, 4.32e-07, 5.25e-07, 5.53e-07, 7.00e-07, 1.63e-08, 4.36e-09, 3.87e-09, 8.04e-07, 8.12e-07, 6.68e-07, 1.17e-07, 4.39e-08, 3.70e-09, 5.48e-09, 7.17e-09, 5.33e-10, 0.00e+00, 1.63e-08, 2.20e-09]    []  
457000    [4.60e-06, 1.91e-06, 6.67e-07, 1.35e-06, 5.78e-07, 1.49e-06, 6.51e-07, 4.75e-06, 2.58e-07, 4.91e-06, 1.09e-05, 4.78e-05, 7.40e-05, 2.81e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.67e-06, 4.34e-07]    [4.60e-06, 1.91e-06, 6.67e-07, 1.35e-06, 5.78e-07, 1.49e-06, 6.51e-07, 4.75e-06, 2.58e-07, 4.91e-06, 1.09e-05, 4.78e-05, 7.40e-05, 2.81e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.67e-06, 4.34e-07]    []  
457100    [5.16e-07, 6.50e-07, 3.91e-07, 4.30e-07, 4.96e-07, 5.56e-07, 7.02e-07, 7.25e-10, 5.64e-08, 8.82e-09, 9.10e-07, 8.35e-07, 8.79e-07, 6.21e-07, 6.33e-08, 3.95e-09, 7.01e-09, 9.33e-09, 1.98e-09, 6.98e-09, 1.86e-08, 4.53e-08]    [5.16e-07, 6.50e-07, 3.91e-07, 4.30e-07, 4.96e-07, 5.56e-07, 7.02e-07, 7.25e-10, 5.64e-08, 8.82e-09, 9.10e-07, 8.35e-07, 8.79e-07, 6.21e-07, 6.33e-08, 3.95e-09, 7.01e-09, 9.33e-09, 1.98e-09, 6.98e-09, 1.86e-08, 4.53e-08]    []  
457200    [2.08e-06, 1.22e-06, 1.03e-06, 2.92e-06, 9.40e-07, 2.58e-06, 1.96e-06, 5.78e-05, 7.14e-08, 1.58e-07, 7.11e-06, 4.71e-05, 2.99e-05, 1.40e-05, 1.18e-06, 2.11e-07, 6.86e-08, 0.00e+00, 7.00e-06, 1.77e-11, 3.88e-05, 5.36e-10]    [2.08e-06, 1.22e-06, 1.03e-06, 2.92e-06, 9.40e-07, 2.58e-06, 1.96e-06, 5.78e-05, 7.14e-08, 1.58e-07, 7.11e-06, 4.71e-05, 2.99e-05, 1.40e-05, 1.18e-06, 2.11e-07, 6.86e-08, 0.00e+00, 7.00e-06, 1.77e-11, 3.88e-05, 5.36e-10]    []  
457300    [4.51e-07, 5.87e-07, 4.05e-07, 4.11e-07, 4.68e-07, 5.34e-07, 6.58e-07, 5.29e-09, 3.23e-09, 2.15e-09, 7.37e-07, 8.11e-07, 6.71e-07, 1.89e-07, 1.32e-08, 2.37e-10, 6.89e-10, 5.73e-10, 1.78e-12, 0.00e+00, 6.27e-08, 3.11e-09]    [4.51e-07, 5.87e-07, 4.05e-07, 4.11e-07, 4.68e-07, 5.34e-07, 6.58e-07, 5.29e-09, 3.23e-09, 2.15e-09, 7.37e-07, 8.11e-07, 6.71e-07, 1.89e-07, 1.32e-08, 2.37e-10, 6.89e-10, 5.73e-10, 1.78e-12, 0.00e+00, 6.27e-08, 3.11e-09]    []  
457400    [2.79e-06, 2.77e-06, 6.05e-07, 1.36e-06, 7.88e-07, 1.53e-06, 8.68e-07, 2.90e-05, 5.59e-05, 7.63e-07, 2.95e-05, 3.49e-05, 3.06e-05, 2.35e-04, 9.04e-06, 4.98e-08, 7.20e-08, 3.40e-08, 3.51e-06, 1.21e-05, 2.02e-05, 5.00e-05]    [2.79e-06, 2.77e-06, 6.05e-07, 1.36e-06, 7.88e-07, 1.53e-06, 8.68e-07, 2.90e-05, 5.59e-05, 7.63e-07, 2.95e-05, 3.49e-05, 3.06e-05, 2.35e-04, 9.04e-06, 4.98e-08, 7.20e-08, 3.40e-08, 3.51e-06, 1.21e-05, 2.02e-05, 5.00e-05]    []  
457500    [3.68e-07, 5.05e-07, 3.51e-07, 3.88e-07, 4.08e-07, 4.75e-07, 6.36e-07, 3.65e-08, 8.44e-10, 1.34e-08, 6.84e-07, 8.46e-07, 9.85e-07, 8.39e-07, 3.78e-09, 0.00e+00, 1.30e-10, 0.00e+00, 6.96e-09, 1.04e-11, 4.54e-08, 1.99e-10]    [3.68e-07, 5.05e-07, 3.51e-07, 3.88e-07, 4.08e-07, 4.75e-07, 6.36e-07, 3.65e-08, 8.44e-10, 1.34e-08, 6.84e-07, 8.46e-07, 9.85e-07, 8.39e-07, 3.78e-09, 0.00e+00, 1.30e-10, 0.00e+00, 6.96e-09, 1.04e-11, 4.54e-08, 1.99e-10]    []  
457600    [6.57e-07, 7.22e-07, 3.89e-07, 4.52e-07, 5.01e-07, 6.63e-07, 7.01e-07, 2.07e-07, 1.88e-10, 1.21e-07, 9.58e-07, 1.85e-06, 2.85e-06, 5.57e-06, 6.06e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-12, 2.03e-07, 9.60e-11]    [6.57e-07, 7.22e-07, 3.89e-07, 4.52e-07, 5.01e-07, 6.63e-07, 7.01e-07, 2.07e-07, 1.88e-10, 1.21e-07, 9.58e-07, 1.85e-06, 2.85e-06, 5.57e-06, 6.06e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-12, 2.03e-07, 9.60e-11]    []  
457700    [2.26e-06, 1.90e-06, 8.87e-07, 3.02e-06, 1.14e-06, 2.06e-06, 1.17e-06, 1.18e-05, 3.07e-07, 1.57e-06, 1.33e-05, 1.27e-05, 3.05e-05, 7.95e-05, 0.00e+00, 1.68e-06, 0.00e+00, 5.41e-10, 0.00e+00, 1.50e-08, 1.12e-06, 8.80e-08]    [2.26e-06, 1.90e-06, 8.87e-07, 3.02e-06, 1.14e-06, 2.06e-06, 1.17e-06, 1.18e-05, 3.07e-07, 1.57e-06, 1.33e-05, 1.27e-05, 3.05e-05, 7.95e-05, 0.00e+00, 1.68e-06, 0.00e+00, 5.41e-10, 0.00e+00, 1.50e-08, 1.12e-06, 8.80e-08]    []  
457800    [5.37e-07, 5.10e-07, 3.61e-07, 3.64e-07, 5.21e-07, 4.56e-07, 6.62e-07, 5.03e-07, 8.24e-09, 1.58e-07, 1.68e-06, 2.09e-06, 7.32e-06, 1.12e-05, 1.87e-07, 6.62e-08, 1.01e-07, 8.05e-08, 1.01e-07, 2.05e-09, 6.87e-07, 1.35e-08]    [5.37e-07, 5.10e-07, 3.61e-07, 3.64e-07, 5.21e-07, 4.56e-07, 6.62e-07, 5.03e-07, 8.24e-09, 1.58e-07, 1.68e-06, 2.09e-06, 7.32e-06, 1.12e-05, 1.87e-07, 6.62e-08, 1.01e-07, 8.05e-08, 1.01e-07, 2.05e-09, 6.87e-07, 1.35e-08]    []  
457900    [5.08e-07, 6.19e-07, 4.23e-07, 3.94e-07, 5.44e-07, 5.71e-07, 7.30e-07, 8.83e-08, 1.46e-07, 2.94e-08, 8.41e-07, 9.07e-07, 1.19e-06, 9.40e-07, 2.97e-08, 2.10e-08, 2.04e-08, 1.67e-08, 2.60e-09, 4.72e-08, 2.40e-08, 2.78e-07]    [5.08e-07, 6.19e-07, 4.23e-07, 3.94e-07, 5.44e-07, 5.71e-07, 7.30e-07, 8.83e-08, 1.46e-07, 2.94e-08, 8.41e-07, 9.07e-07, 1.19e-06, 9.40e-07, 2.97e-08, 2.10e-08, 2.04e-08, 1.67e-08, 2.60e-09, 4.72e-08, 2.40e-08, 2.78e-07]    []  
458000    [1.52e-06, 1.51e-06, 4.95e-07, 1.62e-06, 9.51e-07, 1.52e-06, 1.05e-06, 6.19e-06, 8.40e-09, 7.37e-08, 2.94e-06, 7.50e-06, 2.43e-05, 1.70e-05, 0.00e+00, 3.56e-07, 0.00e+00, 1.40e-08, 6.27e-07, 4.58e-11, 4.01e-06, 2.74e-10]    [1.52e-06, 1.51e-06, 4.95e-07, 1.62e-06, 9.51e-07, 1.52e-06, 1.05e-06, 6.19e-06, 8.40e-09, 7.37e-08, 2.94e-06, 7.50e-06, 2.43e-05, 1.70e-05, 0.00e+00, 3.56e-07, 0.00e+00, 1.40e-08, 6.27e-07, 4.58e-11, 4.01e-06, 2.74e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 52.180968 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
458000    [1.52e-06, 1.51e-06, 4.95e-07, 1.62e-06, 9.51e-07, 1.52e-06, 1.05e-06, 6.19e-06, 8.40e-09, 7.37e-08, 2.94e-06, 7.50e-06, 2.43e-05, 1.70e-05, 0.00e+00, 3.56e-07, 0.00e+00, 1.40e-08, 6.27e-07, 4.58e-11, 4.01e-06, 2.74e-10]    [1.52e-06, 1.51e-06, 4.95e-07, 1.62e-06, 9.51e-07, 1.52e-06, 1.05e-06, 6.19e-06, 8.40e-09, 7.37e-08, 2.94e-06, 7.50e-06, 2.43e-05, 1.70e-05, 0.00e+00, 3.56e-07, 0.00e+00, 1.40e-08, 6.27e-07, 4.58e-11, 4.01e-06, 2.74e-10]    []  
458100    [6.11e-07, 5.21e-07, 3.69e-07, 3.63e-07, 5.32e-07, 4.56e-07, 6.83e-07, 1.74e-07, 2.28e-10, 2.46e-07, 2.00e-06, 2.74e-06, 9.70e-06, 1.63e-05, 2.45e-07, 9.06e-08, 1.34e-07, 1.09e-07, 5.63e-08, 1.09e-10, 3.74e-07, 6.32e-10]    [6.11e-07, 5.21e-07, 3.69e-07, 3.63e-07, 5.32e-07, 4.56e-07, 6.83e-07, 1.74e-07, 2.28e-10, 2.46e-07, 2.00e-06, 2.74e-06, 9.70e-06, 1.63e-05, 2.45e-07, 9.06e-08, 1.34e-07, 1.09e-07, 5.63e-08, 1.09e-10, 3.74e-07, 6.32e-10]    []  
458200    [5.33e-07, 6.32e-07, 4.55e-07, 3.86e-07, 5.63e-07, 5.77e-07, 6.95e-07, 8.56e-08, 6.03e-10, 2.62e-08, 9.29e-07, 9.76e-07, 1.36e-06, 1.06e-06, 1.65e-08, 3.61e-08, 2.52e-08, 1.55e-08, 5.19e-09, 3.33e-10, 3.50e-08, 2.23e-09]    [5.33e-07, 6.32e-07, 4.55e-07, 3.86e-07, 5.63e-07, 5.77e-07, 6.95e-07, 8.56e-08, 6.03e-10, 2.62e-08, 9.29e-07, 9.76e-07, 1.36e-06, 1.06e-06, 1.65e-08, 3.61e-08, 2.52e-08, 1.55e-08, 5.19e-09, 3.33e-10, 3.50e-08, 2.23e-09]    []  
458300    [4.87e-06, 1.77e-06, 1.02e-06, 9.82e-07, 1.69e-06, 1.14e-06, 1.34e-06, 8.92e-06, 1.25e-05, 1.19e-05, 4.50e-06, 2.63e-05, 3.57e-05, 1.27e-04, 1.23e-06, 4.01e-06, 6.87e-07, 8.95e-07, 9.03e-07, 0.00e+00, 5.65e-06, 1.81e-05]    [4.87e-06, 1.77e-06, 1.02e-06, 9.82e-07, 1.69e-06, 1.14e-06, 1.34e-06, 8.92e-06, 1.25e-05, 1.19e-05, 4.50e-06, 2.63e-05, 3.57e-05, 1.27e-04, 1.23e-06, 4.01e-06, 6.87e-07, 8.95e-07, 9.03e-07, 0.00e+00, 5.65e-06, 1.81e-05]    []  
458400    [4.28e-07, 5.15e-07, 3.78e-07, 3.93e-07, 3.70e-07, 4.82e-07, 5.89e-07, 1.42e-07, 1.05e-09, 1.07e-07, 9.45e-07, 1.93e-06, 4.29e-06, 6.65e-06, 4.61e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.08e-07, 3.36e-10]    [4.28e-07, 5.15e-07, 3.78e-07, 3.93e-07, 3.70e-07, 4.82e-07, 5.89e-07, 1.42e-07, 1.05e-09, 1.07e-07, 9.45e-07, 1.93e-06, 4.29e-06, 6.65e-06, 4.61e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.08e-07, 3.36e-10]    []  
458500    [5.11e-07, 6.61e-07, 4.46e-07, 4.21e-07, 5.28e-07, 6.14e-07, 6.91e-07, 1.12e-08, 3.29e-08, 1.99e-10, 9.04e-07, 1.10e-06, 1.02e-06, 6.74e-07, 5.64e-10, 1.10e-09, 1.96e-10, 0.00e+00, 6.53e-11, 0.00e+00, 3.46e-08, 1.67e-08]    [5.11e-07, 6.61e-07, 4.46e-07, 4.21e-07, 5.28e-07, 6.14e-07, 6.91e-07, 1.12e-08, 3.29e-08, 1.99e-10, 9.04e-07, 1.10e-06, 1.02e-06, 6.74e-07, 5.64e-10, 1.10e-09, 1.96e-10, 0.00e+00, 6.53e-11, 0.00e+00, 3.46e-08, 1.67e-08]    []  
458600    [6.60e-06, 4.57e-06, 2.26e-06, 8.83e-06, 1.23e-06, 3.38e-06, 1.43e-06, 2.24e-05, 1.16e-04, 1.53e-05, 9.68e-06, 6.35e-05, 1.12e-04, 2.14e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.34e-08, 0.00e+00, 0.00e+00, 3.16e-05, 1.16e-04]    [6.60e-06, 4.57e-06, 2.26e-06, 8.83e-06, 1.23e-06, 3.38e-06, 1.43e-06, 2.24e-05, 1.16e-04, 1.53e-05, 9.68e-06, 6.35e-05, 1.12e-04, 2.14e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.34e-08, 0.00e+00, 0.00e+00, 3.16e-05, 1.16e-04]    []  
458700    [4.18e-07, 5.28e-07, 4.71e-07, 4.14e-07, 5.44e-07, 5.40e-07, 7.03e-07, 3.93e-08, 7.00e-12, 2.42e-09, 6.87e-07, 8.45e-07, 6.92e-07, 7.69e-08, 3.25e-09, 6.40e-10, 8.13e-10, 5.42e-10, 1.75e-10, 2.06e-11, 2.42e-08, 1.47e-10]    [4.18e-07, 5.28e-07, 4.71e-07, 4.14e-07, 5.44e-07, 5.40e-07, 7.03e-07, 3.93e-08, 7.00e-12, 2.42e-09, 6.87e-07, 8.45e-07, 6.92e-07, 7.69e-08, 3.25e-09, 6.40e-10, 8.13e-10, 5.42e-10, 1.75e-10, 2.06e-11, 2.42e-08, 1.47e-10]    []  
458800    [2.13e-06, 1.98e-06, 1.03e-06, 8.42e-07, 8.62e-07, 1.05e-06, 6.74e-07, 2.72e-06, 1.24e-06, 6.84e-07, 7.68e-06, 7.95e-06, 1.73e-05, 1.30e-05, 4.13e-07, 3.54e-10, 2.34e-08, 1.69e-08, 8.38e-07, 0.00e+00, 5.17e-06, 1.84e-06]    [2.13e-06, 1.98e-06, 1.03e-06, 8.42e-07, 8.62e-07, 1.05e-06, 6.74e-07, 2.72e-06, 1.24e-06, 6.84e-07, 7.68e-06, 7.95e-06, 1.73e-05, 1.30e-05, 4.13e-07, 3.54e-10, 2.34e-08, 1.69e-08, 8.38e-07, 0.00e+00, 5.17e-06, 1.84e-06]    []  
458900    [4.08e-07, 5.63e-07, 4.04e-07, 3.68e-07, 4.74e-07, 4.89e-07, 6.41e-07, 5.17e-09, 1.47e-09, 1.92e-10, 7.21e-07, 7.07e-07, 5.80e-07, 1.94e-08, 2.22e-08, 4.19e-09, 4.13e-09, 3.82e-09, 4.09e-09, 6.95e-12, 3.12e-08, 1.28e-10]    [4.08e-07, 5.63e-07, 4.04e-07, 3.68e-07, 4.74e-07, 4.89e-07, 6.41e-07, 5.17e-09, 1.47e-09, 1.92e-10, 7.21e-07, 7.07e-07, 5.80e-07, 1.94e-08, 2.22e-08, 4.19e-09, 4.13e-09, 3.82e-09, 4.09e-09, 6.95e-12, 3.12e-08, 1.28e-10]    []  
459000    [4.54e-06, 2.90e-06, 1.12e-06, 2.39e-06, 2.18e-06, 2.04e-06, 1.68e-06, 3.93e-07, 7.01e-07, 9.35e-06, 2.64e-05, 1.66e-05, 2.49e-05, 7.31e-05, 3.58e-07, 6.15e-06, 2.18e-07, 4.13e-07, 0.00e+00, 6.14e-06, 2.52e-06, 2.51e-05]    [4.54e-06, 2.90e-06, 1.12e-06, 2.39e-06, 2.18e-06, 2.04e-06, 1.68e-06, 3.93e-07, 7.01e-07, 9.35e-06, 2.64e-05, 1.66e-05, 2.49e-05, 7.31e-05, 3.58e-07, 6.15e-06, 2.18e-07, 4.13e-07, 0.00e+00, 6.14e-06, 2.52e-06, 2.51e-05]    []  
459100    [3.90e-07, 5.63e-07, 3.74e-07, 3.70e-07, 4.53e-07, 4.90e-07, 6.55e-07, 7.24e-09, 3.98e-09, 1.48e-09, 7.00e-07, 6.83e-07, 5.50e-07, 3.00e-08, 1.43e-08, 9.84e-10, 2.99e-09, 2.51e-09, 3.94e-11, 5.36e-11, 1.03e-07, 2.91e-10]    [3.90e-07, 5.63e-07, 3.74e-07, 3.70e-07, 4.53e-07, 4.90e-07, 6.55e-07, 7.24e-09, 3.98e-09, 1.48e-09, 7.00e-07, 6.83e-07, 5.50e-07, 3.00e-08, 1.43e-08, 9.84e-10, 2.99e-09, 2.51e-09, 3.94e-11, 5.36e-11, 1.03e-07, 2.91e-10]    []  
459200    [2.10e-06, 1.45e-06, 6.82e-07, 1.43e-06, 9.42e-07, 1.48e-06, 1.01e-06, 1.46e-06, 2.57e-08, 2.86e-07, 2.27e-05, 1.65e-05, 5.85e-05, 3.18e-05, 0.00e+00, 2.17e-07, 0.00e+00, 8.67e-09, 0.00e+00, 3.61e-09, 1.63e-06, 2.45e-08]    [2.10e-06, 1.45e-06, 6.82e-07, 1.43e-06, 9.42e-07, 1.48e-06, 1.01e-06, 1.46e-06, 2.57e-08, 2.86e-07, 2.27e-05, 1.65e-05, 5.85e-05, 3.18e-05, 0.00e+00, 2.17e-07, 0.00e+00, 8.67e-09, 0.00e+00, 3.61e-09, 1.63e-06, 2.45e-08]    []  
459300    [3.72e-07, 5.11e-07, 3.76e-07, 3.61e-07, 4.48e-07, 4.56e-07, 6.33e-07, 2.75e-08, 7.09e-10, 8.65e-11, 6.74e-07, 6.74e-07, 5.57e-07, 1.08e-08, 1.35e-08, 1.31e-09, 2.90e-09, 2.28e-09, 1.22e-09, 4.90e-12, 1.66e-08, 1.50e-10]    [3.72e-07, 5.11e-07, 3.76e-07, 3.61e-07, 4.48e-07, 4.56e-07, 6.33e-07, 2.75e-08, 7.09e-10, 8.65e-11, 6.74e-07, 6.74e-07, 5.57e-07, 1.08e-08, 1.35e-08, 1.31e-09, 2.90e-09, 2.28e-09, 1.22e-09, 4.90e-12, 1.66e-08, 1.50e-10]    []  
459400    [1.91e-06, 2.22e-06, 2.67e-06, 6.24e-06, 5.22e-06, 2.86e-06, 2.59e-06, 1.42e-06, 6.99e-07, 7.14e-06, 2.97e-05, 1.14e-04, 1.09e-04, 6.09e-05, 9.26e-07, 1.20e-06, 2.12e-06, 1.11e-06, 7.74e-09, 7.10e-09, 2.04e-05, 3.02e-08]    [1.91e-06, 2.22e-06, 2.67e-06, 6.24e-06, 5.22e-06, 2.86e-06, 2.59e-06, 1.42e-06, 6.99e-07, 7.14e-06, 2.97e-05, 1.14e-04, 1.09e-04, 6.09e-05, 9.26e-07, 1.20e-06, 2.12e-06, 1.11e-06, 7.74e-09, 7.10e-09, 2.04e-05, 3.02e-08]    []  
459500    [4.27e-07, 6.28e-07, 8.18e-07, 7.73e-07, 6.85e-07, 4.70e-07, 7.79e-07, 1.54e-08, 3.02e-07, 5.45e-11, 6.94e-07, 5.83e-07, 4.67e-07, 1.58e-08, 8.46e-09, 1.85e-08, 5.09e-09, 2.17e-09, 9.80e-10, 0.00e+00, 1.40e-08, 3.36e-07]    [4.27e-07, 6.28e-07, 8.18e-07, 7.73e-07, 6.85e-07, 4.70e-07, 7.79e-07, 1.54e-08, 3.02e-07, 5.45e-11, 6.94e-07, 5.83e-07, 4.67e-07, 1.58e-08, 8.46e-09, 1.85e-08, 5.09e-09, 2.17e-09, 9.80e-10, 0.00e+00, 1.40e-08, 3.36e-07]    []  
459600    [1.60e-06, 2.01e-06, 7.60e-07, 1.44e-06, 1.07e-06, 1.30e-06, 8.26e-07, 1.29e-06, 2.39e-07, 7.14e-07, 2.45e-06, 8.09e-06, 8.68e-06, 2.65e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.04e-09, 0.00e+00, 1.30e-09, 9.24e-07, 5.87e-07]    [1.60e-06, 2.01e-06, 7.60e-07, 1.44e-06, 1.07e-06, 1.30e-06, 8.26e-07, 1.29e-06, 2.39e-07, 7.14e-07, 2.45e-06, 8.09e-06, 8.68e-06, 2.65e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.04e-09, 0.00e+00, 1.30e-09, 9.24e-07, 5.87e-07]    []  
459700    [4.09e-07, 6.11e-07, 4.44e-07, 5.05e-07, 4.80e-07, 4.67e-07, 6.91e-07, 1.39e-08, 5.35e-10, 3.90e-10, 7.04e-07, 6.16e-07, 4.87e-07, 2.97e-08, 1.87e-08, 1.20e-09, 2.66e-09, 2.26e-09, 2.31e-11, 5.29e-12, 1.88e-08, 2.70e-10]    [4.09e-07, 6.11e-07, 4.44e-07, 5.05e-07, 4.80e-07, 4.67e-07, 6.91e-07, 1.39e-08, 5.35e-10, 3.90e-10, 7.04e-07, 6.16e-07, 4.87e-07, 2.97e-08, 1.87e-08, 1.20e-09, 2.66e-09, 2.26e-09, 2.31e-11, 5.29e-12, 1.88e-08, 2.70e-10]    []  
459800    [1.43e-06, 1.24e-06, 5.59e-07, 7.56e-07, 6.38e-07, 1.10e-06, 8.02e-07, 1.11e-06, 9.51e-10, 3.50e-07, 2.49e-06, 1.67e-06, 1.89e-06, 1.06e-06, 6.46e-11, 1.48e-08, 5.30e-09, 1.66e-08, 0.00e+00, 1.87e-12, 1.65e-06, 1.12e-10]    [1.43e-06, 1.24e-06, 5.59e-07, 7.56e-07, 6.38e-07, 1.10e-06, 8.02e-07, 1.11e-06, 9.51e-10, 3.50e-07, 2.49e-06, 1.67e-06, 1.89e-06, 1.06e-06, 6.46e-11, 1.48e-08, 5.30e-09, 1.66e-08, 0.00e+00, 1.87e-12, 1.65e-06, 1.12e-10]    []  
459900    [3.94e-07, 5.72e-07, 4.05e-07, 4.48e-07, 4.60e-07, 4.76e-07, 6.37e-07, 8.92e-10, 1.97e-10, 7.11e-16, 6.93e-07, 6.25e-07, 5.00e-07, 8.36e-09, 2.69e-08, 3.27e-09, 3.81e-09, 2.99e-09, 9.57e-12, 9.48e-12, 3.66e-08, 1.41e-10]    [3.94e-07, 5.72e-07, 4.05e-07, 4.48e-07, 4.60e-07, 4.76e-07, 6.37e-07, 8.92e-10, 1.97e-10, 7.11e-16, 6.93e-07, 6.25e-07, 5.00e-07, 8.36e-09, 2.69e-08, 3.27e-09, 3.81e-09, 2.99e-09, 9.57e-12, 9.48e-12, 3.66e-08, 1.41e-10]    []  
460000    [3.29e-06, 2.31e-06, 5.87e-07, 8.37e-07, 1.29e-06, 1.57e-06, 1.12e-06, 5.13e-06, 3.83e-07, 6.64e-07, 6.63e-06, 9.06e-06, 9.78e-06, 1.31e-05, 2.15e-07, 1.03e-08, 3.83e-08, 1.91e-07, 0.00e+00, 0.00e+00, 7.82e-06, 6.99e-07]    [3.29e-06, 2.31e-06, 5.87e-07, 8.37e-07, 1.29e-06, 1.57e-06, 1.12e-06, 5.13e-06, 3.83e-07, 6.64e-07, 6.63e-06, 9.06e-06, 9.78e-06, 1.31e-05, 2.15e-07, 1.03e-08, 3.83e-08, 1.91e-07, 0.00e+00, 0.00e+00, 7.82e-06, 6.99e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 47.965539 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
460000    [3.29e-06, 2.31e-06, 5.87e-07, 8.37e-07, 1.29e-06, 1.57e-06, 1.12e-06, 5.13e-06, 3.83e-07, 6.64e-07, 6.63e-06, 9.06e-06, 9.78e-06, 1.31e-05, 2.15e-07, 1.03e-08, 3.83e-08, 1.91e-07, 0.00e+00, 0.00e+00, 7.82e-06, 6.99e-07]    [3.29e-06, 2.31e-06, 5.87e-07, 8.37e-07, 1.29e-06, 1.57e-06, 1.12e-06, 5.13e-06, 3.83e-07, 6.64e-07, 6.63e-06, 9.06e-06, 9.78e-06, 1.31e-05, 2.15e-07, 1.03e-08, 3.83e-08, 1.91e-07, 0.00e+00, 0.00e+00, 7.82e-06, 6.99e-07]    []  
460100    [4.32e-07, 6.22e-07, 4.20e-07, 4.40e-07, 4.76e-07, 5.28e-07, 6.37e-07, 5.01e-09, 5.97e-09, 1.03e-09, 7.53e-07, 7.00e-07, 5.55e-07, 3.61e-08, 2.04e-08, 2.46e-09, 3.24e-09, 2.30e-09, 4.46e-11, 0.00e+00, 3.60e-08, 6.96e-09]    [4.32e-07, 6.22e-07, 4.20e-07, 4.40e-07, 4.76e-07, 5.28e-07, 6.37e-07, 5.01e-09, 5.97e-09, 1.03e-09, 7.53e-07, 7.00e-07, 5.55e-07, 3.61e-08, 2.04e-08, 2.46e-09, 3.24e-09, 2.30e-09, 4.46e-11, 0.00e+00, 3.60e-08, 6.96e-09]    []  
460200    [1.81e-06, 1.44e-06, 5.71e-07, 1.11e-06, 7.09e-07, 1.15e-06, 6.62e-07, 6.01e-06, 4.44e-08, 1.96e-06, 5.99e-06, 1.35e-05, 1.50e-05, 6.62e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-09, 0.00e+00, 1.61e-07, 6.18e-06, 8.49e-07]    [1.81e-06, 1.44e-06, 5.71e-07, 1.11e-06, 7.09e-07, 1.15e-06, 6.62e-07, 6.01e-06, 4.44e-08, 1.96e-06, 5.99e-06, 1.35e-05, 1.50e-05, 6.62e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-09, 0.00e+00, 1.61e-07, 6.18e-06, 8.49e-07]    []  
460300    [9.71e-07, 5.78e-07, 4.06e-07, 4.25e-07, 5.58e-07, 4.77e-07, 7.16e-07, 1.75e-06, 3.41e-10, 6.23e-07, 3.21e-06, 5.44e-06, 1.53e-05, 3.66e-05, 4.88e-07, 2.43e-07, 2.99e-07, 2.32e-07, 3.45e-07, 7.94e-10, 2.31e-06, 5.18e-09]    [9.71e-07, 5.78e-07, 4.06e-07, 4.25e-07, 5.58e-07, 4.77e-07, 7.16e-07, 1.75e-06, 3.41e-10, 6.23e-07, 3.21e-06, 5.44e-06, 1.53e-05, 3.66e-05, 4.88e-07, 2.43e-07, 2.99e-07, 2.32e-07, 3.45e-07, 7.94e-10, 2.31e-06, 5.18e-09]    []  
460400    [5.48e-07, 7.02e-07, 4.24e-07, 4.47e-07, 5.15e-07, 6.07e-07, 6.83e-07, 1.84e-09, 1.55e-10, 9.70e-09, 8.93e-07, 8.18e-07, 7.45e-07, 2.76e-07, 2.40e-08, 8.54e-09, 6.25e-09, 4.63e-09, 4.69e-09, 1.49e-10, 3.09e-08, 9.23e-10]    [5.48e-07, 7.02e-07, 4.24e-07, 4.47e-07, 5.15e-07, 6.07e-07, 6.83e-07, 1.84e-09, 1.55e-10, 9.70e-09, 8.93e-07, 8.18e-07, 7.45e-07, 2.76e-07, 2.40e-08, 8.54e-09, 6.25e-09, 4.63e-09, 4.69e-09, 1.49e-10, 3.09e-08, 9.23e-10]    []  
460500    [2.98e-05, 5.45e-06, 4.90e-06, 7.63e-06, 7.10e-06, 3.22e-06, 4.51e-06, 1.29e-05, 4.56e-07, 4.30e-05, 1.13e-04, 2.55e-04, 4.38e-04, 1.72e-03, 1.01e-05, 5.42e-05, 1.01e-05, 1.17e-05, 0.00e+00, 1.11e-07, 3.13e-06, 5.72e-07]    [2.98e-05, 5.45e-06, 4.90e-06, 7.63e-06, 7.10e-06, 3.22e-06, 4.51e-06, 1.29e-05, 4.56e-07, 4.30e-05, 1.13e-04, 2.55e-04, 4.38e-04, 1.72e-03, 1.01e-05, 5.42e-05, 1.01e-05, 1.17e-05, 0.00e+00, 1.11e-07, 3.13e-06, 5.72e-07]    []  
460600    [4.37e-07, 5.87e-07, 4.18e-07, 4.16e-07, 4.72e-07, 5.24e-07, 6.33e-07, 1.70e-08, 3.72e-10, 1.59e-09, 7.21e-07, 6.90e-07, 5.59e-07, 6.73e-08, 1.84e-08, 4.68e-09, 4.35e-09, 4.56e-09, 6.55e-09, 0.00e+00, 4.22e-08, 9.80e-10]    [4.37e-07, 5.87e-07, 4.18e-07, 4.16e-07, 4.72e-07, 5.24e-07, 6.33e-07, 1.70e-08, 3.72e-10, 1.59e-09, 7.21e-07, 6.90e-07, 5.59e-07, 6.73e-08, 1.84e-08, 4.68e-09, 4.35e-09, 4.56e-09, 6.55e-09, 0.00e+00, 4.22e-08, 9.80e-10]    []  
460700    [1.05e-06, 9.96e-07, 4.59e-07, 5.55e-07, 5.68e-07, 8.32e-07, 7.38e-07, 4.14e-07, 3.36e-06, 6.67e-08, 7.12e-06, 2.43e-06, 8.54e-06, 6.45e-06, 9.60e-10, 6.28e-09, 2.06e-07, 6.24e-08, 1.21e-07, 0.00e+00, 8.17e-07, 2.29e-05]    [1.05e-06, 9.96e-07, 4.59e-07, 5.55e-07, 5.68e-07, 8.32e-07, 7.38e-07, 4.14e-07, 3.36e-06, 6.67e-08, 7.12e-06, 2.43e-06, 8.54e-06, 6.45e-06, 9.60e-10, 6.28e-09, 2.06e-07, 6.24e-08, 1.21e-07, 0.00e+00, 8.17e-07, 2.29e-05]    []  
460800    [6.96e-07, 5.85e-07, 4.19e-07, 5.07e-07, 3.48e-07, 5.33e-07, 5.80e-07, 1.78e-06, 3.39e-09, 3.11e-07, 2.73e-06, 5.74e-06, 1.72e-05, 2.29e-05, 9.54e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.85e-11, 4.13e-06, 4.19e-09]    [6.96e-07, 5.85e-07, 4.19e-07, 5.07e-07, 3.48e-07, 5.33e-07, 5.80e-07, 1.78e-06, 3.39e-09, 3.11e-07, 2.73e-06, 5.74e-06, 1.72e-05, 2.29e-05, 9.54e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.85e-11, 4.13e-06, 4.19e-09]    []  
460900    [4.93e-07, 6.38e-07, 4.26e-07, 4.20e-07, 4.90e-07, 5.71e-07, 6.63e-07, 3.04e-09, 9.31e-11, 4.95e-10, 7.75e-07, 9.87e-07, 7.83e-07, 9.21e-08, 2.21e-08, 1.45e-09, 5.97e-10, 6.75e-11, 0.00e+00, 5.07e-13, 8.48e-08, 1.13e-09]    [4.93e-07, 6.38e-07, 4.26e-07, 4.20e-07, 4.90e-07, 5.71e-07, 6.63e-07, 3.04e-09, 9.31e-11, 4.95e-10, 7.75e-07, 9.87e-07, 7.83e-07, 9.21e-08, 2.21e-08, 1.45e-09, 5.97e-10, 6.75e-11, 0.00e+00, 5.07e-13, 8.48e-08, 1.13e-09]    []  
461000    [1.24e-06, 1.10e-06, 6.99e-07, 9.60e-07, 4.73e-07, 1.19e-06, 6.96e-07, 8.86e-07, 4.66e-07, 2.33e-07, 4.43e-06, 9.63e-06, 1.37e-05, 2.30e-05, 0.00e+00, 0.00e+00, 0.00e+00, 9.30e-10, 4.83e-09, 1.77e-08, 1.75e-06, 1.02e-07]    [1.24e-06, 1.10e-06, 6.99e-07, 9.60e-07, 4.73e-07, 1.19e-06, 6.96e-07, 8.86e-07, 4.66e-07, 2.33e-07, 4.43e-06, 9.63e-06, 1.37e-05, 2.30e-05, 0.00e+00, 0.00e+00, 0.00e+00, 9.30e-10, 4.83e-09, 1.77e-08, 1.75e-06, 1.02e-07]    []  
461100    [3.56e-07, 5.03e-07, 3.75e-07, 3.66e-07, 4.36e-07, 4.59e-07, 6.04e-07, 1.98e-08, 8.52e-10, 3.65e-09, 6.41e-07, 6.99e-07, 5.70e-07, 1.70e-07, 6.73e-09, 5.02e-10, 1.17e-09, 3.90e-10, 6.44e-11, 0.00e+00, 2.07e-08, 1.19e-09]    [3.56e-07, 5.03e-07, 3.75e-07, 3.66e-07, 4.36e-07, 4.59e-07, 6.04e-07, 1.98e-08, 8.52e-10, 3.65e-09, 6.41e-07, 6.99e-07, 5.70e-07, 1.70e-07, 6.73e-09, 5.02e-10, 1.17e-09, 3.90e-10, 6.44e-11, 0.00e+00, 2.07e-08, 1.19e-09]    []  
461200    [7.13e-07, 7.74e-07, 5.80e-07, 6.44e-07, 6.68e-07, 7.92e-07, 8.11e-07, 1.37e-07, 5.31e-08, 6.48e-09, 1.11e-06, 1.22e-06, 1.71e-06, 2.93e-06, 2.97e-09, 2.32e-08, 2.47e-09, 7.75e-09, 4.01e-07, 1.63e-06, 2.58e-06, 7.21e-06]    [7.13e-07, 7.74e-07, 5.80e-07, 6.44e-07, 6.68e-07, 7.92e-07, 8.11e-07, 1.37e-07, 5.31e-08, 6.48e-09, 1.11e-06, 1.22e-06, 1.71e-06, 2.93e-06, 2.97e-09, 2.32e-08, 2.47e-09, 7.75e-09, 4.01e-07, 1.63e-06, 2.58e-06, 7.21e-06]    []  
461300    [3.31e-07, 4.90e-07, 3.67e-07, 3.86e-07, 4.22e-07, 4.37e-07, 6.26e-07, 1.30e-08, 4.51e-09, 7.69e-11, 6.22e-07, 6.10e-07, 5.04e-07, 8.17e-09, 1.34e-08, 1.78e-09, 2.71e-09, 1.75e-09, 6.29e-10, 2.46e-11, 1.15e-08, 2.13e-09]    [3.31e-07, 4.90e-07, 3.67e-07, 3.86e-07, 4.22e-07, 4.37e-07, 6.26e-07, 1.30e-08, 4.51e-09, 7.69e-11, 6.22e-07, 6.10e-07, 5.04e-07, 8.17e-09, 1.34e-08, 1.78e-09, 2.71e-09, 1.75e-09, 6.29e-10, 2.46e-11, 1.15e-08, 2.13e-09]    []  
461400    [9.13e-07, 1.25e-06, 1.14e-06, 1.42e-06, 1.09e-06, 9.97e-07, 9.10e-07, 2.03e-06, 2.84e-08, 1.55e-07, 3.88e-06, 1.26e-05, 9.39e-06, 4.35e-05, 4.50e-07, 4.04e-07, 4.73e-08, 5.62e-08, 3.85e-07, 1.55e-10, 2.62e-06, 6.08e-09]    [9.13e-07, 1.25e-06, 1.14e-06, 1.42e-06, 1.09e-06, 9.97e-07, 9.10e-07, 2.03e-06, 2.84e-08, 1.55e-07, 3.88e-06, 1.26e-05, 9.39e-06, 4.35e-05, 4.50e-07, 4.04e-07, 4.73e-08, 5.62e-08, 3.85e-07, 1.55e-10, 2.62e-06, 6.08e-09]    []  
461500    [3.78e-07, 5.84e-07, 5.33e-07, 5.21e-07, 5.55e-07, 4.97e-07, 6.36e-07, 1.08e-07, 1.72e-12, 1.93e-11, 6.97e-07, 5.54e-07, 4.58e-07, 2.58e-09, 2.04e-08, 2.68e-09, 5.70e-09, 3.61e-09, 2.74e-08, 2.55e-11, 1.70e-07, 1.77e-10]    [3.78e-07, 5.84e-07, 5.33e-07, 5.21e-07, 5.55e-07, 4.97e-07, 6.36e-07, 1.08e-07, 1.72e-12, 1.93e-11, 6.97e-07, 5.54e-07, 4.58e-07, 2.58e-09, 2.04e-08, 2.68e-09, 5.70e-09, 3.61e-09, 2.74e-08, 2.55e-11, 1.70e-07, 1.77e-10]    []  
461600    [2.78e-06, 1.35e-06, 7.06e-07, 8.92e-07, 7.81e-07, 9.23e-07, 8.03e-07, 4.37e-06, 4.93e-07, 2.03e-06, 6.19e-06, 1.20e-05, 1.93e-05, 8.21e-05, 8.47e-07, 6.57e-07, 6.03e-07, 4.55e-07, 7.31e-07, 0.00e+00, 4.60e-06, 4.77e-07]    [2.78e-06, 1.35e-06, 7.06e-07, 8.92e-07, 7.81e-07, 9.23e-07, 8.03e-07, 4.37e-06, 4.93e-07, 2.03e-06, 6.19e-06, 1.20e-05, 1.93e-05, 8.21e-05, 8.47e-07, 6.57e-07, 6.03e-07, 4.55e-07, 7.31e-07, 0.00e+00, 4.60e-06, 4.77e-07]    []  
461700    [3.68e-07, 5.59e-07, 8.59e-07, 5.27e-07, 5.19e-07, 4.59e-07, 6.21e-07, 2.53e-08, 5.65e-04, 6.03e-09, 8.40e-07, 6.12e-07, 6.26e-07, 7.83e-09, 2.17e-08, 4.16e-09, 8.12e-09, 6.64e-09, 3.26e-08, 1.44e-04, 2.05e-07, 5.05e-04]    [3.68e-07, 5.59e-07, 8.59e-07, 5.27e-07, 5.19e-07, 4.59e-07, 6.21e-07, 2.53e-08, 5.65e-04, 6.03e-09, 8.40e-07, 6.12e-07, 6.26e-07, 7.83e-09, 2.17e-08, 4.16e-09, 8.12e-09, 6.64e-09, 3.26e-08, 1.44e-04, 2.05e-07, 5.05e-04]    []  
461800    [5.79e-07, 7.23e-07, 4.30e-07, 5.23e-07, 4.98e-07, 6.15e-07, 7.08e-07, 1.13e-07, 2.84e-07, 1.56e-07, 8.00e-07, 1.50e-06, 1.74e-06, 4.16e-06, 5.31e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-06, 1.55e-07, 5.25e-06]    [5.79e-07, 7.23e-07, 4.30e-07, 5.23e-07, 4.98e-07, 6.15e-07, 7.08e-07, 1.13e-07, 2.84e-07, 1.56e-07, 8.00e-07, 1.50e-06, 1.74e-06, 4.16e-06, 5.31e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-06, 1.55e-07, 5.25e-06]    []  
461900    [5.70e-06, 4.29e-06, 1.51e-06, 2.45e-06, 1.63e-06, 2.18e-06, 9.03e-07, 8.07e-07, 2.66e-10, 5.39e-06, 2.38e-05, 3.93e-05, 8.32e-05, 2.87e-04, 1.48e-05, 6.37e-07, 8.09e-07, 6.56e-07, 0.00e+00, 7.28e-10, 9.08e-07, 4.85e-09]    [5.70e-06, 4.29e-06, 1.51e-06, 2.45e-06, 1.63e-06, 2.18e-06, 9.03e-07, 8.07e-07, 2.66e-10, 5.39e-06, 2.38e-05, 3.93e-05, 8.32e-05, 2.87e-04, 1.48e-05, 6.37e-07, 8.09e-07, 6.56e-07, 0.00e+00, 7.28e-10, 9.08e-07, 4.85e-09]    []  
462000    [3.99e-07, 5.79e-07, 3.87e-07, 4.05e-07, 4.63e-07, 4.95e-07, 6.35e-07, 1.37e-07, 1.42e-10, 2.81e-09, 7.16e-07, 6.83e-07, 5.33e-07, 7.56e-08, 1.30e-08, 1.29e-09, 2.54e-09, 1.59e-09, 5.97e-09, 8.64e-12, 4.06e-08, 1.37e-10]    [3.99e-07, 5.79e-07, 3.87e-07, 4.05e-07, 4.63e-07, 4.95e-07, 6.35e-07, 1.37e-07, 1.42e-10, 2.81e-09, 7.16e-07, 6.83e-07, 5.33e-07, 7.56e-08, 1.30e-08, 1.29e-09, 2.54e-09, 1.59e-09, 5.97e-09, 8.64e-12, 4.06e-08, 1.37e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 45.253936 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
462000    [3.99e-07, 5.79e-07, 3.87e-07, 4.05e-07, 4.63e-07, 4.95e-07, 6.35e-07, 1.37e-07, 1.42e-10, 2.81e-09, 7.16e-07, 6.83e-07, 5.33e-07, 7.56e-08, 1.30e-08, 1.29e-09, 2.54e-09, 1.59e-09, 5.97e-09, 8.64e-12, 4.06e-08, 1.37e-10]    [3.99e-07, 5.79e-07, 3.87e-07, 4.05e-07, 4.63e-07, 4.95e-07, 6.35e-07, 1.37e-07, 1.42e-10, 2.81e-09, 7.16e-07, 6.83e-07, 5.33e-07, 7.56e-08, 1.30e-08, 1.29e-09, 2.54e-09, 1.59e-09, 5.97e-09, 8.64e-12, 4.06e-08, 1.37e-10]    []  
462100    [1.32e-06, 1.15e-06, 8.33e-07, 1.13e-06, 4.92e-07, 1.05e-06, 7.67e-07, 2.09e-07, 3.11e-09, 1.20e-06, 1.32e-06, 1.19e-05, 2.24e-05, 2.33e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.06e-10, 8.22e-08, 3.56e-09]    [1.32e-06, 1.15e-06, 8.33e-07, 1.13e-06, 4.92e-07, 1.05e-06, 7.67e-07, 2.09e-07, 3.11e-09, 1.20e-06, 1.32e-06, 1.19e-05, 2.24e-05, 2.33e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.06e-10, 8.22e-08, 3.56e-09]    []  
462200    [3.56e-07, 5.10e-07, 3.79e-07, 3.83e-07, 4.54e-07, 4.52e-07, 6.12e-07, 3.06e-08, 7.26e-10, 7.11e-16, 6.86e-07, 6.45e-07, 6.47e-07, 3.04e-08, 1.65e-08, 3.82e-09, 5.45e-09, 4.61e-09, 1.26e-13, 4.09e-11, 5.13e-08, 2.16e-10]    [3.56e-07, 5.10e-07, 3.79e-07, 3.83e-07, 4.54e-07, 4.52e-07, 6.12e-07, 3.06e-08, 7.26e-10, 7.11e-16, 6.86e-07, 6.45e-07, 6.47e-07, 3.04e-08, 1.65e-08, 3.82e-09, 5.45e-09, 4.61e-09, 1.26e-13, 4.09e-11, 5.13e-08, 2.16e-10]    []  
462300    [6.75e-07, 7.54e-07, 5.19e-07, 5.91e-07, 4.96e-07, 6.38e-07, 6.52e-07, 5.83e-08, 3.35e-07, 1.66e-07, 9.11e-07, 1.94e-06, 3.38e-06, 4.94e-06, 3.68e-08, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-10, 3.36e-08, 5.85e-08, 1.92e-07]    [6.75e-07, 7.54e-07, 5.19e-07, 5.91e-07, 4.96e-07, 6.38e-07, 6.52e-07, 5.83e-08, 3.35e-07, 1.66e-07, 9.11e-07, 1.94e-06, 3.38e-06, 4.94e-06, 3.68e-08, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-10, 3.36e-08, 5.85e-08, 1.92e-07]    []  
462400    [4.35e-06, 1.96e-06, 1.45e-06, 1.92e-06, 9.69e-07, 2.45e-06, 1.36e-06, 2.08e-05, 7.39e-05, 4.29e-06, 1.31e-05, 4.51e-05, 1.23e-05, 1.38e-04, 4.43e-06, 1.11e-06, 1.07e-06, 0.00e+00, 2.55e-06, 0.00e+00, 1.51e-05, 9.25e-05]    [4.35e-06, 1.96e-06, 1.45e-06, 1.92e-06, 9.69e-07, 2.45e-06, 1.36e-06, 2.08e-05, 7.39e-05, 4.29e-06, 1.31e-05, 4.51e-05, 1.23e-05, 1.38e-04, 4.43e-06, 1.11e-06, 1.07e-06, 0.00e+00, 2.55e-06, 0.00e+00, 1.51e-05, 9.25e-05]    []  
462500    [4.25e-07, 5.98e-07, 3.94e-07, 4.00e-07, 4.66e-07, 5.22e-07, 6.52e-07, 1.20e-07, 2.75e-09, 2.55e-09, 6.89e-07, 7.36e-07, 5.92e-07, 1.05e-07, 1.50e-08, 3.42e-11, 6.44e-10, 5.97e-10, 0.00e+00, 0.00e+00, 2.92e-07, 4.94e-10]    [4.25e-07, 5.98e-07, 3.94e-07, 4.00e-07, 4.66e-07, 5.22e-07, 6.52e-07, 1.20e-07, 2.75e-09, 2.55e-09, 6.89e-07, 7.36e-07, 5.92e-07, 1.05e-07, 1.50e-08, 3.42e-11, 6.44e-10, 5.97e-10, 0.00e+00, 0.00e+00, 2.92e-07, 4.94e-10]    []  
462600    [4.48e-06, 1.36e-06, 8.45e-07, 8.06e-06, 4.82e-06, 1.15e-06, 6.56e-06, 6.88e-06, 2.18e-15, 4.06e-05, 1.27e-04, 1.31e-04, 1.31e-04, 3.50e-06, 3.03e-07, 0.00e+00, 7.55e-08, 3.13e-07, 0.00e+00, 0.00e+00, 3.46e-06, 5.00e-07]    [4.48e-06, 1.36e-06, 8.45e-07, 8.06e-06, 4.82e-06, 1.15e-06, 6.56e-06, 6.88e-06, 2.18e-15, 4.06e-05, 1.27e-04, 1.31e-04, 1.31e-04, 3.50e-06, 3.03e-07, 0.00e+00, 7.55e-08, 3.13e-07, 0.00e+00, 0.00e+00, 3.46e-06, 5.00e-07]    []  
462700    [3.94e-07, 5.24e-07, 4.78e-07, 4.23e-07, 5.66e-07, 5.11e-07, 6.62e-07, 5.33e-10, 2.78e-10, 1.34e-09, 6.78e-07, 7.06e-07, 6.10e-07, 2.55e-08, 1.70e-08, 1.72e-09, 5.15e-09, 2.99e-09, 6.73e-11, 5.26e-12, 2.24e-08, 1.09e-10]    [3.94e-07, 5.24e-07, 4.78e-07, 4.23e-07, 5.66e-07, 5.11e-07, 6.62e-07, 5.33e-10, 2.78e-10, 1.34e-09, 6.78e-07, 7.06e-07, 6.10e-07, 2.55e-08, 1.70e-08, 1.72e-09, 5.15e-09, 2.99e-09, 6.73e-11, 5.26e-12, 2.24e-08, 1.09e-10]    []  
462800    [1.17e-06, 1.19e-06, 5.81e-07, 8.77e-07, 6.94e-07, 8.48e-07, 7.79e-07, 1.51e-06, 8.56e-08, 1.01e-07, 1.47e-06, 2.69e-06, 3.84e-06, 1.04e-05, 8.42e-07, 5.45e-08, 8.26e-08, 8.32e-08, 1.58e-07, 1.08e-08, 1.07e-06, 6.44e-08]    [1.17e-06, 1.19e-06, 5.81e-07, 8.77e-07, 6.94e-07, 8.48e-07, 7.79e-07, 1.51e-06, 8.56e-08, 1.01e-07, 1.47e-06, 2.69e-06, 3.84e-06, 1.04e-05, 8.42e-07, 5.45e-08, 8.26e-08, 8.32e-08, 1.58e-07, 1.08e-08, 1.07e-06, 6.44e-08]    []  
462900    [3.72e-07, 5.17e-07, 4.16e-07, 3.85e-07, 5.26e-07, 4.53e-07, 6.43e-07, 5.23e-08, 4.19e-05, 3.24e-08, 7.80e-07, 7.24e-07, 1.20e-06, 1.15e-06, 4.98e-08, 2.63e-08, 2.17e-08, 2.31e-08, 0.00e+00, 0.00e+00, 1.51e-07, 8.45e-05]    [3.72e-07, 5.17e-07, 4.16e-07, 3.85e-07, 5.26e-07, 4.53e-07, 6.43e-07, 5.23e-08, 4.19e-05, 3.24e-08, 7.80e-07, 7.24e-07, 1.20e-06, 1.15e-06, 4.98e-08, 2.63e-08, 2.17e-08, 2.31e-08, 0.00e+00, 0.00e+00, 1.51e-07, 8.45e-05]    []  
463000    [1.06e-06, 9.64e-07, 5.15e-07, 7.23e-07, 6.07e-07, 7.84e-07, 7.65e-07, 1.22e-06, 4.10e-10, 2.48e-07, 2.69e-06, 5.48e-06, 8.01e-06, 2.69e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.49e-11, 2.31e-06, 1.58e-10]    [1.06e-06, 9.64e-07, 5.15e-07, 7.23e-07, 6.07e-07, 7.84e-07, 7.65e-07, 1.22e-06, 4.10e-10, 2.48e-07, 2.69e-06, 5.48e-06, 8.01e-06, 2.69e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.49e-11, 2.31e-06, 1.58e-10]    []  
463100    [1.44e-06, 9.02e-07, 4.34e-07, 6.32e-07, 4.08e-07, 7.48e-07, 5.83e-07, 2.21e-06, 8.81e-10, 1.28e-06, 3.60e-06, 1.28e-05, 2.29e-05, 7.53e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.10e-06, 1.20e-08]    [1.44e-06, 9.02e-07, 4.34e-07, 6.32e-07, 4.08e-07, 7.48e-07, 5.83e-07, 2.21e-06, 8.81e-10, 1.28e-06, 3.60e-06, 1.28e-05, 2.29e-05, 7.53e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.10e-06, 1.20e-08]    []  
463200    [5.52e-07, 7.10e-07, 4.65e-07, 4.68e-07, 5.13e-07, 5.99e-07, 6.68e-07, 1.78e-08, 9.12e-09, 2.34e-09, 8.26e-07, 8.57e-07, 6.68e-07, 4.20e-08, 3.20e-08, 2.18e-10, 2.47e-09, 4.54e-09, 2.30e-11, 0.00e+00, 3.68e-08, 7.74e-09]    [5.52e-07, 7.10e-07, 4.65e-07, 4.68e-07, 5.13e-07, 5.99e-07, 6.68e-07, 1.78e-08, 9.12e-09, 2.34e-09, 8.26e-07, 8.57e-07, 6.68e-07, 4.20e-08, 3.20e-08, 2.18e-10, 2.47e-09, 4.54e-09, 2.30e-11, 0.00e+00, 3.68e-08, 7.74e-09]    []  
463300    [7.40e-05, 2.59e-05, 6.49e-06, 1.55e-05, 5.95e-06, 1.57e-05, 2.96e-06, 2.61e-04, 4.71e-05, 6.48e-05, 1.57e-04, 7.73e-04, 1.02e-03, 4.10e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.06e-04, 1.02e-04]    [7.40e-05, 2.59e-05, 6.49e-06, 1.55e-05, 5.95e-06, 1.57e-05, 2.96e-06, 2.61e-04, 4.71e-05, 6.48e-05, 1.57e-04, 7.73e-04, 1.02e-03, 4.10e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.06e-04, 1.02e-04]    []  
463400    [4.85e-07, 6.66e-07, 4.42e-07, 4.18e-07, 4.88e-07, 5.78e-07, 6.72e-07, 4.23e-08, 9.32e-09, 1.11e-09, 7.53e-07, 8.92e-07, 7.86e-07, 3.71e-07, 2.87e-09, 5.61e-10, 2.91e-10, 0.00e+00, 2.39e-10, 0.00e+00, 4.40e-08, 6.15e-10]    [4.85e-07, 6.66e-07, 4.42e-07, 4.18e-07, 4.88e-07, 5.78e-07, 6.72e-07, 4.23e-08, 9.32e-09, 1.11e-09, 7.53e-07, 8.92e-07, 7.86e-07, 3.71e-07, 2.87e-09, 5.61e-10, 2.91e-10, 0.00e+00, 2.39e-10, 0.00e+00, 4.40e-08, 6.15e-10]    []  
463500    [2.34e-05, 4.90e-06, 3.84e-06, 4.35e-06, 4.73e-06, 2.61e-06, 2.88e-06, 1.53e-05, 3.25e-09, 3.45e-05, 8.70e-05, 2.06e-04, 4.02e-04, 1.44e-03, 1.27e-05, 3.14e-05, 1.00e-05, 9.98e-06, 0.00e+00, 1.99e-09, 5.59e-06, 1.30e-08]    [2.34e-05, 4.90e-06, 3.84e-06, 4.35e-06, 4.73e-06, 2.61e-06, 2.88e-06, 1.53e-05, 3.25e-09, 3.45e-05, 8.70e-05, 2.06e-04, 4.02e-04, 1.44e-03, 1.27e-05, 3.14e-05, 1.00e-05, 9.98e-06, 0.00e+00, 1.99e-09, 5.59e-06, 1.30e-08]    []  
463600    [4.02e-07, 5.60e-07, 3.85e-07, 3.87e-07, 4.33e-07, 4.91e-07, 6.08e-07, 2.56e-08, 2.75e-11, 1.90e-08, 6.66e-07, 8.69e-07, 8.45e-07, 9.65e-07, 1.60e-09, 0.00e+00, 5.98e-11, 0.00e+00, 5.25e-11, 5.97e-12, 2.47e-08, 9.03e-11]    [4.02e-07, 5.60e-07, 3.85e-07, 3.87e-07, 4.33e-07, 4.91e-07, 6.08e-07, 2.56e-08, 2.75e-11, 1.90e-08, 6.66e-07, 8.69e-07, 8.45e-07, 9.65e-07, 1.60e-09, 0.00e+00, 5.98e-11, 0.00e+00, 5.25e-11, 5.97e-12, 2.47e-08, 9.03e-11]    []  
463700    [6.06e-07, 7.44e-07, 5.01e-07, 4.66e-07, 4.96e-07, 6.48e-07, 6.47e-07, 6.32e-07, 3.94e-09, 1.50e-08, 1.06e-06, 1.57e-06, 2.96e-06, 2.74e-06, 4.77e-09, 2.12e-09, 0.00e+00, 0.00e+00, 0.00e+00, 9.16e-11, 1.03e-06, 5.25e-10]    [6.06e-07, 7.44e-07, 5.01e-07, 4.66e-07, 4.96e-07, 6.48e-07, 6.47e-07, 6.32e-07, 3.94e-09, 1.50e-08, 1.06e-06, 1.57e-06, 2.96e-06, 2.74e-06, 4.77e-09, 2.12e-09, 0.00e+00, 0.00e+00, 0.00e+00, 9.16e-11, 1.03e-06, 5.25e-10]    []  
463800    [5.45e-06, 5.14e-06, 1.96e-06, 6.96e-06, 2.10e-06, 2.92e-06, 1.93e-06, 1.41e-05, 1.29e-06, 7.77e-08, 3.61e-05, 3.08e-05, 9.47e-05, 1.73e-04, 2.45e-06, 8.44e-06, 1.69e-06, 1.26e-06, 2.24e-06, 2.47e-06, 1.30e-05, 1.05e-05]    [5.45e-06, 5.14e-06, 1.96e-06, 6.96e-06, 2.10e-06, 2.92e-06, 1.93e-06, 1.41e-05, 1.29e-06, 7.77e-08, 3.61e-05, 3.08e-05, 9.47e-05, 1.73e-04, 2.45e-06, 8.44e-06, 1.69e-06, 1.26e-06, 2.24e-06, 2.47e-06, 1.30e-05, 1.05e-05]    []  
463900    [3.94e-07, 5.20e-07, 4.20e-07, 3.89e-07, 4.77e-07, 4.93e-07, 6.71e-07, 7.23e-09, 3.54e-10, 2.28e-11, 6.65e-07, 7.81e-07, 6.63e-07, 2.31e-08, 7.40e-09, 2.93e-10, 1.77e-09, 1.18e-09, 3.49e-10, 3.68e-11, 1.05e-08, 2.30e-10]    [3.94e-07, 5.20e-07, 4.20e-07, 3.89e-07, 4.77e-07, 4.93e-07, 6.71e-07, 7.23e-09, 3.54e-10, 2.28e-11, 6.65e-07, 7.81e-07, 6.63e-07, 2.31e-08, 7.40e-09, 2.93e-10, 1.77e-09, 1.18e-09, 3.49e-10, 3.68e-11, 1.05e-08, 2.30e-10]    []  
464000    [5.58e-06, 1.77e-06, 1.01e-06, 7.49e-07, 1.92e-06, 1.27e-06, 1.21e-06, 6.27e-08, 1.10e-08, 4.93e-06, 1.56e-05, 1.91e-05, 1.26e-05, 9.13e-05, 3.92e-07, 3.50e-06, 6.71e-07, 4.67e-07, 0.00e+00, 4.24e-09, 8.22e-07, 2.75e-08]    [5.58e-06, 1.77e-06, 1.01e-06, 7.49e-07, 1.92e-06, 1.27e-06, 1.21e-06, 6.27e-08, 1.10e-08, 4.93e-06, 1.56e-05, 1.91e-05, 1.26e-05, 9.13e-05, 3.92e-07, 3.50e-06, 6.71e-07, 4.67e-07, 0.00e+00, 4.24e-09, 8.22e-07, 2.75e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 46.956786 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
464000    [5.58e-06, 1.77e-06, 1.01e-06, 7.49e-07, 1.92e-06, 1.27e-06, 1.21e-06, 6.27e-08, 1.10e-08, 4.93e-06, 1.56e-05, 1.91e-05, 1.26e-05, 9.13e-05, 3.92e-07, 3.50e-06, 6.71e-07, 4.67e-07, 0.00e+00, 4.24e-09, 8.22e-07, 2.75e-08]    [5.58e-06, 1.77e-06, 1.01e-06, 7.49e-07, 1.92e-06, 1.27e-06, 1.21e-06, 6.27e-08, 1.10e-08, 4.93e-06, 1.56e-05, 1.91e-05, 1.26e-05, 9.13e-05, 3.92e-07, 3.50e-06, 6.71e-07, 4.67e-07, 0.00e+00, 4.24e-09, 8.22e-07, 2.75e-08]    []  
464100    [4.12e-07, 6.00e-07, 4.27e-07, 4.02e-07, 4.63e-07, 5.06e-07, 6.26e-07, 4.02e-09, 6.11e-11, 7.11e-14, 7.22e-07, 6.96e-07, 5.91e-07, 1.69e-08, 2.03e-08, 2.77e-09, 4.49e-09, 3.74e-09, 0.00e+00, 7.18e-13, 1.23e-07, 1.22e-10]    [4.12e-07, 6.00e-07, 4.27e-07, 4.02e-07, 4.63e-07, 5.06e-07, 6.26e-07, 4.02e-09, 6.11e-11, 7.11e-14, 7.22e-07, 6.96e-07, 5.91e-07, 1.69e-08, 2.03e-08, 2.77e-09, 4.49e-09, 3.74e-09, 0.00e+00, 7.18e-13, 1.23e-07, 1.22e-10]    []  
464200    [5.70e-06, 2.34e-06, 2.12e-06, 4.49e-06, 1.97e-06, 2.58e-06, 2.60e-06, 1.28e-05, 2.65e-06, 6.31e-06, 4.08e-05, 1.04e-04, 5.09e-05, 1.12e-04, 6.72e-07, 3.91e-06, 3.99e-08, 3.32e-07, 5.86e-07, 5.88e-07, 3.70e-06, 2.80e-06]    [5.70e-06, 2.34e-06, 2.12e-06, 4.49e-06, 1.97e-06, 2.58e-06, 2.60e-06, 1.28e-05, 2.65e-06, 6.31e-06, 4.08e-05, 1.04e-04, 5.09e-05, 1.12e-04, 6.72e-07, 3.91e-06, 3.99e-08, 3.32e-07, 5.86e-07, 5.88e-07, 3.70e-06, 2.80e-06]    []  
464300    [4.24e-07, 5.99e-07, 4.27e-07, 3.84e-07, 4.83e-07, 5.14e-07, 6.21e-07, 2.88e-09, 1.45e-11, 3.32e-09, 7.05e-07, 7.66e-07, 6.17e-07, 1.61e-07, 6.42e-09, 1.78e-09, 1.13e-09, 5.71e-10, 5.34e-10, 7.92e-14, 1.21e-08, 1.27e-10]    [4.24e-07, 5.99e-07, 4.27e-07, 3.84e-07, 4.83e-07, 5.14e-07, 6.21e-07, 2.88e-09, 1.45e-11, 3.32e-09, 7.05e-07, 7.66e-07, 6.17e-07, 1.61e-07, 6.42e-09, 1.78e-09, 1.13e-09, 5.71e-10, 5.34e-10, 7.92e-14, 1.21e-08, 1.27e-10]    []  
464400    [3.56e-05, 1.00e-05, 5.02e-06, 1.85e-05, 6.81e-06, 7.03e-06, 4.49e-06, 4.02e-06, 3.51e-05, 4.59e-04, 2.82e-04, 4.75e-04, 3.62e-04, 3.45e-05, 0.00e+00, 0.00e+00, 1.40e-06, 1.47e-06, 0.00e+00, 0.00e+00, 5.83e-06, 3.03e-05]    [3.56e-05, 1.00e-05, 5.02e-06, 1.85e-05, 6.81e-06, 7.03e-06, 4.49e-06, 4.02e-06, 3.51e-05, 4.59e-04, 2.82e-04, 4.75e-04, 3.62e-04, 3.45e-05, 0.00e+00, 0.00e+00, 1.40e-06, 1.47e-06, 0.00e+00, 0.00e+00, 5.83e-06, 3.03e-05]    []  
464500    [5.20e-07, 8.38e-07, 1.06e-06, 1.16e-06, 9.74e-07, 7.86e-07, 1.03e-06, 5.81e-08, 5.89e-08, 1.84e-08, 7.57e-07, 6.93e-07, 5.79e-07, 2.37e-08, 6.75e-09, 3.88e-09, 4.73e-09, 4.37e-09, 2.06e-10, 0.00e+00, 1.08e-08, 5.48e-08]    [5.20e-07, 8.38e-07, 1.06e-06, 1.16e-06, 9.74e-07, 7.86e-07, 1.03e-06, 5.81e-08, 5.89e-08, 1.84e-08, 7.57e-07, 6.93e-07, 5.79e-07, 2.37e-08, 6.75e-09, 3.88e-09, 4.73e-09, 4.37e-09, 2.06e-10, 0.00e+00, 1.08e-08, 5.48e-08]    []  
464600    [6.30e-07, 7.12e-07, 6.83e-07, 6.06e-07, 6.89e-07, 4.92e-07, 8.15e-07, 5.37e-08, 1.56e-11, 2.41e-07, 1.09e-06, 2.00e-06, 3.01e-06, 1.13e-05, 2.37e-07, 6.58e-08, 7.74e-08, 8.33e-08, 1.55e-08, 6.53e-11, 9.69e-08, 3.53e-10]    [6.30e-07, 7.12e-07, 6.83e-07, 6.06e-07, 6.89e-07, 4.92e-07, 8.15e-07, 5.37e-08, 1.56e-11, 2.41e-07, 1.09e-06, 2.00e-06, 3.01e-06, 1.13e-05, 2.37e-07, 6.58e-08, 7.74e-08, 8.33e-08, 1.55e-08, 6.53e-11, 9.69e-08, 3.53e-10]    []  
464700    [6.66e-07, 1.02e-06, 5.41e-07, 6.40e-07, 6.91e-07, 7.42e-07, 7.72e-07, 1.72e-08, 3.68e-10, 3.35e-08, 8.89e-07, 1.24e-06, 9.14e-07, 1.91e-06, 6.45e-09, 0.00e+00, 0.00e+00, 0.00e+00, 9.38e-11, 2.57e-12, 8.55e-08, 2.21e-10]    [6.66e-07, 1.02e-06, 5.41e-07, 6.40e-07, 6.91e-07, 7.42e-07, 7.72e-07, 1.72e-08, 3.68e-10, 3.35e-08, 8.89e-07, 1.24e-06, 9.14e-07, 1.91e-06, 6.45e-09, 0.00e+00, 0.00e+00, 0.00e+00, 9.38e-11, 2.57e-12, 8.55e-08, 2.21e-10]    []  
464800    [4.43e-07, 6.52e-07, 4.36e-07, 4.65e-07, 5.06e-07, 5.05e-07, 6.26e-07, 5.18e-08, 1.66e-11, 1.48e-07, 9.05e-07, 1.98e-06, 2.26e-06, 7.77e-06, 2.47e-10, 0.00e+00, 3.79e-10, 0.00e+00, 0.00e+00, 0.00e+00, 5.31e-08, 9.00e-10]    [4.43e-07, 6.52e-07, 4.36e-07, 4.65e-07, 5.06e-07, 5.05e-07, 6.26e-07, 5.18e-08, 1.66e-11, 1.48e-07, 9.05e-07, 1.98e-06, 2.26e-06, 7.77e-06, 2.47e-10, 0.00e+00, 3.79e-10, 0.00e+00, 0.00e+00, 0.00e+00, 5.31e-08, 9.00e-10]    []  
464900    [6.36e-07, 8.77e-07, 4.78e-07, 5.64e-07, 6.19e-07, 6.80e-07, 7.07e-07, 5.21e-09, 6.37e-10, 2.73e-08, 8.82e-07, 9.70e-07, 8.76e-07, 8.86e-07, 1.50e-08, 0.00e+00, 0.00e+00, 0.00e+00, 3.90e-09, 1.41e-10, 2.77e-08, 8.73e-10]    [6.36e-07, 8.77e-07, 4.78e-07, 5.64e-07, 6.19e-07, 6.80e-07, 7.07e-07, 5.21e-09, 6.37e-10, 2.73e-08, 8.82e-07, 9.70e-07, 8.76e-07, 8.86e-07, 1.50e-08, 0.00e+00, 0.00e+00, 0.00e+00, 3.90e-09, 1.41e-10, 2.77e-08, 8.73e-10]    []  
465000    [9.12e-06, 3.44e-06, 1.13e-06, 2.24e-06, 9.11e-07, 2.36e-06, 7.62e-07, 1.76e-05, 1.54e-07, 9.38e-06, 2.40e-05, 9.80e-05, 1.57e-04, 5.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.98e-05, 2.76e-07]    [9.12e-06, 3.44e-06, 1.13e-06, 2.24e-06, 9.11e-07, 2.36e-06, 7.62e-07, 1.76e-05, 1.54e-07, 9.38e-06, 2.40e-05, 9.80e-05, 1.57e-04, 5.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.98e-05, 2.76e-07]    []  
465100    [6.27e-07, 8.00e-07, 4.67e-07, 4.83e-07, 6.03e-07, 6.33e-07, 6.86e-07, 6.18e-12, 6.59e-10, 5.76e-09, 8.92e-07, 8.61e-07, 6.94e-07, 2.43e-07, 3.86e-08, 7.00e-09, 4.37e-09, 7.71e-09, 1.60e-09, 9.78e-11, 1.77e-08, 6.09e-10]    [6.27e-07, 8.00e-07, 4.67e-07, 4.83e-07, 6.03e-07, 6.33e-07, 6.86e-07, 6.18e-12, 6.59e-10, 5.76e-09, 8.92e-07, 8.61e-07, 6.94e-07, 2.43e-07, 3.86e-08, 7.00e-09, 4.37e-09, 7.71e-09, 1.60e-09, 9.78e-11, 1.77e-08, 6.09e-10]    []  
465200    [3.31e-05, 6.44e-06, 3.65e-06, 4.50e-06, 4.24e-06, 3.89e-06, 2.94e-06, 1.19e-04, 4.06e-06, 4.28e-05, 1.05e-04, 3.20e-04, 6.24e-04, 2.23e-03, 3.59e-05, 3.23e-05, 1.64e-05, 1.19e-05, 3.28e-05, 0.00e+00, 1.63e-04, 8.20e-07]    [3.31e-05, 6.44e-06, 3.65e-06, 4.50e-06, 4.24e-06, 3.89e-06, 2.94e-06, 1.19e-04, 4.06e-06, 4.28e-05, 1.05e-04, 3.20e-04, 6.24e-04, 2.23e-03, 3.59e-05, 3.23e-05, 1.64e-05, 1.19e-05, 3.28e-05, 0.00e+00, 1.63e-04, 8.20e-07]    []  
465300    [4.20e-07, 5.56e-07, 3.54e-07, 3.80e-07, 4.71e-07, 4.96e-07, 6.81e-07, 1.33e-09, 5.43e-10, 3.22e-11, 6.96e-07, 6.51e-07, 5.37e-07, 1.74e-08, 1.22e-08, 2.03e-09, 2.64e-09, 4.25e-09, 6.10e-10, 1.31e-10, 9.13e-09, 6.71e-10]    [4.20e-07, 5.56e-07, 3.54e-07, 3.80e-07, 4.71e-07, 4.96e-07, 6.81e-07, 1.33e-09, 5.43e-10, 3.22e-11, 6.96e-07, 6.51e-07, 5.37e-07, 1.74e-08, 1.22e-08, 2.03e-09, 2.64e-09, 4.25e-09, 6.10e-10, 1.31e-10, 9.13e-09, 6.71e-10]    []  
465400    [1.13e-06, 1.19e-06, 4.63e-07, 1.00e-06, 7.04e-07, 8.52e-07, 7.62e-07, 1.31e-06, 1.10e-11, 1.17e-07, 2.11e-06, 2.16e-06, 4.64e-06, 5.58e-06, 5.85e-07, 1.52e-08, 6.79e-08, 7.80e-08, 3.88e-08, 3.28e-13, 2.86e-07, 1.01e-10]    [1.13e-06, 1.19e-06, 4.63e-07, 1.00e-06, 7.04e-07, 8.52e-07, 7.62e-07, 1.31e-06, 1.10e-11, 1.17e-07, 2.11e-06, 2.16e-06, 4.64e-06, 5.58e-06, 5.85e-07, 1.52e-08, 6.79e-08, 7.80e-08, 3.88e-08, 3.28e-13, 2.86e-07, 1.01e-10]    []  
465500    [3.87e-07, 5.57e-07, 3.88e-07, 3.94e-07, 4.68e-07, 4.82e-07, 6.21e-07, 2.06e-08, 7.89e-11, 9.57e-11, 7.20e-07, 6.41e-07, 5.06e-07, 6.75e-09, 1.81e-08, 3.01e-09, 4.64e-09, 3.18e-09, 9.81e-10, 6.04e-13, 1.78e-08, 2.03e-10]    [3.87e-07, 5.57e-07, 3.88e-07, 3.94e-07, 4.68e-07, 4.82e-07, 6.21e-07, 2.06e-08, 7.89e-11, 9.57e-11, 7.20e-07, 6.41e-07, 5.06e-07, 6.75e-09, 1.81e-08, 3.01e-09, 4.64e-09, 3.18e-09, 9.81e-10, 6.04e-13, 1.78e-08, 2.03e-10]    []  
465600    [1.72e-06, 1.49e-06, 6.08e-07, 9.80e-07, 7.92e-07, 1.45e-06, 9.25e-07, 2.48e-07, 2.46e-09, 2.67e-07, 5.86e-06, 1.27e-05, 7.65e-06, 2.76e-05, 0.00e+00, 8.61e-11, 0.00e+00, 5.72e-10, 1.35e-09, 4.14e-11, 2.16e-08, 2.07e-10]    [1.72e-06, 1.49e-06, 6.08e-07, 9.80e-07, 7.92e-07, 1.45e-06, 9.25e-07, 2.48e-07, 2.46e-09, 2.67e-07, 5.86e-06, 1.27e-05, 7.65e-06, 2.76e-05, 0.00e+00, 8.61e-11, 0.00e+00, 5.72e-10, 1.35e-09, 4.14e-11, 2.16e-08, 2.07e-10]    []  
465700    [3.88e-07, 5.30e-07, 3.79e-07, 3.76e-07, 4.62e-07, 4.65e-07, 6.08e-07, 2.76e-10, 8.83e-11, 1.61e-09, 7.35e-07, 6.32e-07, 6.81e-07, 2.02e-07, 2.87e-08, 6.11e-09, 8.62e-09, 8.03e-09, 1.83e-11, 2.22e-11, 2.22e-08, 1.48e-10]    [3.88e-07, 5.30e-07, 3.79e-07, 3.76e-07, 4.62e-07, 4.65e-07, 6.08e-07, 2.76e-10, 8.83e-11, 1.61e-09, 7.35e-07, 6.32e-07, 6.81e-07, 2.02e-07, 2.87e-08, 6.11e-09, 8.62e-09, 8.03e-09, 1.83e-11, 2.22e-11, 2.22e-08, 1.48e-10]    []  
465800    [5.97e-07, 6.79e-07, 3.91e-07, 4.48e-07, 5.81e-07, 5.99e-07, 6.83e-07, 2.38e-08, 1.97e-08, 1.91e-08, 9.61e-07, 1.32e-06, 2.97e-06, 1.45e-06, 5.45e-08, 3.02e-09, 8.14e-09, 1.11e-08, 2.51e-12, 0.00e+00, 3.68e-08, 2.59e-08]    [5.97e-07, 6.79e-07, 3.91e-07, 4.48e-07, 5.81e-07, 5.99e-07, 6.83e-07, 2.38e-08, 1.97e-08, 1.91e-08, 9.61e-07, 1.32e-06, 2.97e-06, 1.45e-06, 5.45e-08, 3.02e-09, 8.14e-09, 1.11e-08, 2.51e-12, 0.00e+00, 3.68e-08, 2.59e-08]    []  
465900    [1.48e-06, 1.11e-06, 8.06e-07, 1.44e-06, 5.34e-07, 9.94e-07, 8.51e-07, 2.72e-07, 3.71e-05, 2.44e-07, 2.07e-06, 1.58e-05, 1.36e-05, 8.97e-06, 0.00e+00, 5.13e-09, 0.00e+00, 7.99e-09, 6.98e-10, 2.02e-07, 1.27e-08, 4.72e-06]    [1.48e-06, 1.11e-06, 8.06e-07, 1.44e-06, 5.34e-07, 9.94e-07, 8.51e-07, 2.72e-07, 3.71e-05, 2.44e-07, 2.07e-06, 1.58e-05, 1.36e-05, 8.97e-06, 0.00e+00, 5.13e-09, 0.00e+00, 7.99e-09, 6.98e-10, 2.02e-07, 1.27e-08, 4.72e-06]    []  
466000    [5.76e-07, 5.19e-07, 3.78e-07, 3.61e-07, 4.98e-07, 4.56e-07, 6.78e-07, 1.57e-07, 6.13e-10, 2.11e-07, 1.50e-06, 2.10e-06, 5.69e-06, 1.25e-05, 1.94e-07, 7.37e-08, 9.91e-08, 8.58e-08, 2.12e-08, 0.00e+00, 1.33e-07, 3.33e-09]    [5.76e-07, 5.19e-07, 3.78e-07, 3.61e-07, 4.98e-07, 4.56e-07, 6.78e-07, 1.57e-07, 6.13e-10, 2.11e-07, 1.50e-06, 2.10e-06, 5.69e-06, 1.25e-05, 1.94e-07, 7.37e-08, 9.91e-08, 8.58e-08, 2.12e-08, 0.00e+00, 1.33e-07, 3.33e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 50.274165 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
466000    [5.76e-07, 5.19e-07, 3.78e-07, 3.61e-07, 4.98e-07, 4.56e-07, 6.78e-07, 1.57e-07, 6.13e-10, 2.11e-07, 1.50e-06, 2.10e-06, 5.69e-06, 1.25e-05, 1.94e-07, 7.37e-08, 9.91e-08, 8.58e-08, 2.12e-08, 0.00e+00, 1.33e-07, 3.33e-09]    [5.76e-07, 5.19e-07, 3.78e-07, 3.61e-07, 4.98e-07, 4.56e-07, 6.78e-07, 1.57e-07, 6.13e-10, 2.11e-07, 1.50e-06, 2.10e-06, 5.69e-06, 1.25e-05, 1.94e-07, 7.37e-08, 9.91e-08, 8.58e-08, 2.12e-08, 0.00e+00, 1.33e-07, 3.33e-09]    []  
466100    [5.89e-07, 6.80e-07, 4.88e-07, 4.73e-07, 5.78e-07, 6.67e-07, 7.16e-07, 4.58e-08, 5.18e-13, 2.09e-09, 8.35e-07, 9.38e-07, 9.45e-07, 2.38e-07, 1.14e-09, 8.81e-10, 2.39e-09, 4.24e-11, 2.52e-10, 1.80e-12, 5.35e-08, 8.80e-11]    [5.89e-07, 6.80e-07, 4.88e-07, 4.73e-07, 5.78e-07, 6.67e-07, 7.16e-07, 4.58e-08, 5.18e-13, 2.09e-09, 8.35e-07, 9.38e-07, 9.45e-07, 2.38e-07, 1.14e-09, 8.81e-10, 2.39e-09, 4.24e-11, 2.52e-10, 1.80e-12, 5.35e-08, 8.80e-11]    []  
466200    [3.04e-05, 5.99e-06, 2.98e-06, 3.86e-06, 3.77e-06, 3.58e-06, 2.27e-06, 1.39e-04, 1.16e-07, 3.61e-05, 1.06e-04, 2.83e-04, 6.36e-04, 2.00e-03, 3.24e-05, 2.82e-05, 1.57e-05, 1.25e-05, 4.08e-05, 4.79e-08, 1.98e-04, 2.67e-07]    [3.04e-05, 5.99e-06, 2.98e-06, 3.86e-06, 3.77e-06, 3.58e-06, 2.27e-06, 1.39e-04, 1.16e-07, 3.61e-05, 1.06e-04, 2.83e-04, 6.36e-04, 2.00e-03, 3.24e-05, 2.82e-05, 1.57e-05, 1.25e-05, 4.08e-05, 4.79e-08, 1.98e-04, 2.67e-07]    []  
466300    [5.26e-07, 7.11e-07, 4.58e-07, 4.06e-07, 5.37e-07, 5.87e-07, 6.65e-07, 8.74e-08, 1.31e-09, 1.95e-09, 9.91e-07, 8.52e-07, 9.61e-07, 2.24e-07, 2.68e-08, 8.17e-09, 8.20e-09, 7.20e-09, 5.84e-09, 1.10e-10, 3.86e-08, 6.92e-10]    [5.26e-07, 7.11e-07, 4.58e-07, 4.06e-07, 5.37e-07, 5.87e-07, 6.65e-07, 8.74e-08, 1.31e-09, 1.95e-09, 9.91e-07, 8.52e-07, 9.61e-07, 2.24e-07, 2.68e-08, 8.17e-09, 8.20e-09, 7.20e-09, 5.84e-09, 1.10e-10, 3.86e-08, 6.92e-10]    []  
466400    [4.41e-06, 3.11e-06, 1.02e-06, 2.36e-06, 1.38e-06, 2.48e-06, 9.50e-07, 7.59e-06, 2.22e-04, 2.99e-06, 3.83e-05, 7.16e-05, 3.87e-04, 5.32e-04, 1.30e-05, 0.00e+00, 2.65e-06, 6.45e-08, 0.00e+00, 5.06e-05, 8.07e-07, 1.85e-04]    [4.41e-06, 3.11e-06, 1.02e-06, 2.36e-06, 1.38e-06, 2.48e-06, 9.50e-07, 7.59e-06, 2.22e-04, 2.99e-06, 3.83e-05, 7.16e-05, 3.87e-04, 5.32e-04, 1.30e-05, 0.00e+00, 2.65e-06, 6.45e-08, 0.00e+00, 5.06e-05, 8.07e-07, 1.85e-04]    []  
466500    [4.19e-07, 5.68e-07, 4.13e-07, 3.98e-07, 4.52e-07, 4.92e-07, 6.18e-07, 1.70e-09, 4.44e-08, 1.28e-08, 6.93e-07, 8.00e-07, 6.55e-07, 3.80e-07, 7.31e-09, 0.00e+00, 4.46e-10, 1.00e-11, 2.77e-10, 3.01e-09, 1.01e-08, 1.98e-08]    [4.19e-07, 5.68e-07, 4.13e-07, 3.98e-07, 4.52e-07, 4.92e-07, 6.18e-07, 1.70e-09, 4.44e-08, 1.28e-08, 6.93e-07, 8.00e-07, 6.55e-07, 3.80e-07, 7.31e-09, 0.00e+00, 4.46e-10, 1.00e-11, 2.77e-10, 3.01e-09, 1.01e-08, 1.98e-08]    []  
466600    [1.01e-06, 8.58e-07, 5.18e-07, 4.71e-07, 6.34e-07, 7.53e-07, 7.42e-07, 4.66e-07, 3.33e-08, 1.42e-07, 1.62e-06, 2.64e-06, 3.42e-06, 8.21e-06, 2.83e-08, 1.02e-07, 6.97e-08, 7.94e-08, 2.30e-10, 0.00e+00, 1.23e-08, 3.35e-08]    [1.01e-06, 8.58e-07, 5.18e-07, 4.71e-07, 6.34e-07, 7.53e-07, 7.42e-07, 4.66e-07, 3.33e-08, 1.42e-07, 1.62e-06, 2.64e-06, 3.42e-06, 8.21e-06, 2.83e-08, 1.02e-07, 6.97e-08, 7.94e-08, 2.30e-10, 0.00e+00, 1.23e-08, 3.35e-08]    []  
466700    [1.75e-05, 4.45e-06, 2.06e-06, 2.98e-06, 2.06e-06, 2.91e-06, 1.75e-06, 3.33e-09, 1.43e-05, 2.38e-05, 4.72e-05, 1.57e-04, 2.58e-04, 1.10e-03, 2.00e-05, 9.96e-06, 7.35e-06, 3.85e-06, 2.00e-07, 1.53e-06, 1.29e-06, 7.16e-06]    [1.75e-05, 4.45e-06, 2.06e-06, 2.98e-06, 2.06e-06, 2.91e-06, 1.75e-06, 3.33e-09, 1.43e-05, 2.38e-05, 4.72e-05, 1.57e-04, 2.58e-04, 1.10e-03, 2.00e-05, 9.96e-06, 7.35e-06, 3.85e-06, 2.00e-07, 1.53e-06, 1.29e-06, 7.16e-06]    []  
466800    [8.87e-06, 4.26e-06, 2.02e-06, 2.88e-06, 1.61e-06, 3.28e-06, 1.47e-06, 1.48e-05, 3.09e-08, 1.07e-05, 1.66e-05, 1.09e-04, 6.72e-05, 4.77e-04, 1.99e-05, 5.98e-06, 3.49e-06, 1.77e-06, 2.11e-06, 1.30e-08, 1.26e-05, 8.00e-08]    [8.87e-06, 4.26e-06, 2.02e-06, 2.88e-06, 1.61e-06, 3.28e-06, 1.47e-06, 1.48e-05, 3.09e-08, 1.07e-05, 1.66e-05, 1.09e-04, 6.72e-05, 4.77e-04, 1.99e-05, 5.98e-06, 3.49e-06, 1.77e-06, 2.11e-06, 1.30e-08, 1.26e-05, 8.00e-08]    []  
466900    [4.23e-07, 5.79e-07, 3.85e-07, 3.80e-07, 4.14e-07, 5.00e-07, 6.11e-07, 3.53e-09, 1.53e-11, 3.09e-08, 7.26e-07, 1.08e-06, 1.23e-06, 1.72e-06, 9.13e-10, 0.00e+00, 1.84e-10, 0.00e+00, 7.24e-11, 8.34e-14, 2.65e-08, 7.81e-10]    [4.23e-07, 5.79e-07, 3.85e-07, 3.80e-07, 4.14e-07, 5.00e-07, 6.11e-07, 3.53e-09, 1.53e-11, 3.09e-08, 7.26e-07, 1.08e-06, 1.23e-06, 1.72e-06, 9.13e-10, 0.00e+00, 1.84e-10, 0.00e+00, 7.24e-11, 8.34e-14, 2.65e-08, 7.81e-10]    []  
467000    [6.52e-07, 6.93e-07, 5.42e-07, 5.29e-07, 5.31e-07, 6.58e-07, 6.95e-07, 1.58e-08, 2.77e-08, 3.66e-08, 1.09e-06, 1.67e-06, 8.05e-07, 8.33e-07, 1.67e-08, 7.25e-10, 5.20e-12, 2.32e-10, 3.31e-11, 0.00e+00, 3.57e-08, 3.60e-09]    [6.52e-07, 6.93e-07, 5.42e-07, 5.29e-07, 5.31e-07, 6.58e-07, 6.95e-07, 1.58e-08, 2.77e-08, 3.66e-08, 1.09e-06, 1.67e-06, 8.05e-07, 8.33e-07, 1.67e-08, 7.25e-10, 5.20e-12, 2.32e-10, 3.31e-11, 0.00e+00, 3.57e-08, 3.60e-09]    []  
467100    [7.69e-06, 7.60e-06, 2.25e-06, 3.41e-06, 1.95e-06, 4.19e-06, 1.46e-06, 3.25e-06, 1.10e-04, 1.76e-05, 4.10e-05, 1.48e-04, 2.13e-04, 1.02e-03, 3.33e-05, 5.53e-06, 5.06e-07, 7.04e-07, 3.55e-07, 2.43e-05, 2.33e-06, 9.65e-05]    [7.69e-06, 7.60e-06, 2.25e-06, 3.41e-06, 1.95e-06, 4.19e-06, 1.46e-06, 3.25e-06, 1.10e-04, 1.76e-05, 4.10e-05, 1.48e-04, 2.13e-04, 1.02e-03, 3.33e-05, 5.53e-06, 5.06e-07, 7.04e-07, 3.55e-07, 2.43e-05, 2.33e-06, 9.65e-05]    []  
467200    [4.02e-07, 5.65e-07, 4.00e-07, 3.90e-07, 4.29e-07, 4.87e-07, 6.52e-07, 2.56e-08, 3.15e-08, 5.24e-10, 7.09e-07, 6.90e-07, 6.41e-07, 6.80e-08, 1.69e-08, 3.51e-09, 6.42e-09, 6.01e-09, 2.59e-09, 6.40e-09, 2.20e-08, 4.21e-08]    [4.02e-07, 5.65e-07, 4.00e-07, 3.90e-07, 4.29e-07, 4.87e-07, 6.52e-07, 2.56e-08, 3.15e-08, 5.24e-10, 7.09e-07, 6.90e-07, 6.41e-07, 6.80e-08, 1.69e-08, 3.51e-09, 6.42e-09, 6.01e-09, 2.59e-09, 6.40e-09, 2.20e-08, 4.21e-08]    []  
467300    [7.04e-07, 9.46e-07, 5.95e-07, 6.94e-07, 5.73e-07, 8.56e-07, 7.57e-07, 2.92e-06, 1.65e-09, 2.57e-11, 1.35e-06, 2.69e-06, 9.82e-06, 4.34e-06, 0.00e+00, 2.31e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.41e-07, 3.14e-09]    [7.04e-07, 9.46e-07, 5.95e-07, 6.94e-07, 5.73e-07, 8.56e-07, 7.57e-07, 2.92e-06, 1.65e-09, 2.57e-11, 1.35e-06, 2.69e-06, 9.82e-06, 4.34e-06, 0.00e+00, 2.31e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.41e-07, 3.14e-09]    []  
467400    [9.94e-05, 3.54e-05, 9.48e-06, 1.99e-05, 8.55e-06, 2.16e-05, 4.58e-06, 1.29e-04, 1.60e-07, 9.46e-05, 1.61e-04, 1.16e-03, 9.74e-04, 5.41e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.84e-04, 5.14e-07]    [9.94e-05, 3.54e-05, 9.48e-06, 1.99e-05, 8.55e-06, 2.16e-05, 4.58e-06, 1.29e-04, 1.60e-07, 9.46e-05, 1.61e-04, 1.16e-03, 9.74e-04, 5.41e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.84e-04, 5.14e-07]    []  
467500    [5.04e-07, 6.65e-07, 4.90e-07, 4.24e-07, 4.93e-07, 5.62e-07, 6.39e-07, 6.90e-08, 4.66e-11, 4.47e-10, 7.81e-07, 8.07e-07, 6.65e-07, 8.29e-08, 1.31e-08, 5.76e-09, 4.84e-09, 2.34e-09, 4.27e-08, 3.69e-11, 2.72e-07, 2.36e-10]    [5.04e-07, 6.65e-07, 4.90e-07, 4.24e-07, 4.93e-07, 5.62e-07, 6.39e-07, 6.90e-08, 4.66e-11, 4.47e-10, 7.81e-07, 8.07e-07, 6.65e-07, 8.29e-08, 1.31e-08, 5.76e-09, 4.84e-09, 2.34e-09, 4.27e-08, 3.69e-11, 2.72e-07, 2.36e-10]    []  
467600    [5.94e-06, 4.41e-06, 1.11e-06, 6.15e-06, 1.34e-06, 3.63e-06, 1.03e-06, 8.54e-06, 2.31e-06, 3.48e-06, 2.21e-05, 3.88e-05, 2.22e-05, 2.09e-04, 0.00e+00, 1.31e-06, 0.00e+00, 3.51e-09, 0.00e+00, 0.00e+00, 6.87e-06, 2.66e-06]    [5.94e-06, 4.41e-06, 1.11e-06, 6.15e-06, 1.34e-06, 3.63e-06, 1.03e-06, 8.54e-06, 2.31e-06, 3.48e-06, 2.21e-05, 3.88e-05, 2.22e-05, 2.09e-04, 0.00e+00, 1.31e-06, 0.00e+00, 3.51e-09, 0.00e+00, 0.00e+00, 6.87e-06, 2.66e-06]    []  
467700    [4.67e-07, 5.64e-07, 4.33e-07, 3.95e-07, 5.15e-07, 4.60e-07, 6.27e-07, 4.16e-08, 8.61e-05, 1.51e-07, 1.03e-06, 1.34e-06, 2.92e-06, 7.43e-06, 1.63e-07, 2.43e-08, 4.24e-08, 6.42e-08, 0.00e+00, 0.00e+00, 3.72e-07, 2.92e-05]    [4.67e-07, 5.64e-07, 4.33e-07, 3.95e-07, 5.15e-07, 4.60e-07, 6.27e-07, 4.16e-08, 8.61e-05, 1.51e-07, 1.03e-06, 1.34e-06, 2.92e-06, 7.43e-06, 1.63e-07, 2.43e-08, 4.24e-08, 6.42e-08, 0.00e+00, 0.00e+00, 3.72e-07, 2.92e-05]    []  
467800    [9.03e-07, 1.00e-06, 4.71e-07, 1.18e-06, 7.10e-07, 7.31e-07, 8.15e-07, 4.76e-08, 2.46e-07, 1.36e-08, 1.22e-06, 2.28e-06, 3.39e-06, 3.20e-07, 3.45e-07, 1.04e-09, 3.26e-09, 2.64e-08, 2.59e-10, 0.00e+00, 1.50e-07, 4.38e-07]    [9.03e-07, 1.00e-06, 4.71e-07, 1.18e-06, 7.10e-07, 7.31e-07, 8.15e-07, 4.76e-08, 2.46e-07, 1.36e-08, 1.22e-06, 2.28e-06, 3.39e-06, 3.20e-07, 3.45e-07, 1.04e-09, 3.26e-09, 2.64e-08, 2.59e-10, 0.00e+00, 1.50e-07, 4.38e-07]    []  
467900    [3.54e-07, 5.18e-07, 3.95e-07, 3.90e-07, 3.96e-07, 4.34e-07, 6.01e-07, 6.91e-08, 4.67e-11, 1.11e-09, 6.62e-07, 7.55e-07, 6.74e-07, 8.62e-08, 1.04e-08, 1.08e-09, 1.78e-09, 8.37e-10, 3.64e-09, 1.01e-10, 2.94e-08, 5.37e-10]    [3.54e-07, 5.18e-07, 3.95e-07, 3.90e-07, 3.96e-07, 4.34e-07, 6.01e-07, 6.91e-08, 4.67e-11, 1.11e-09, 6.62e-07, 7.55e-07, 6.74e-07, 8.62e-08, 1.04e-08, 1.08e-09, 1.78e-09, 8.37e-10, 3.64e-09, 1.01e-10, 2.94e-08, 5.37e-10]    []  
468000    [6.83e-07, 7.81e-07, 5.54e-07, 5.63e-07, 4.99e-07, 7.30e-07, 6.91e-07, 7.17e-09, 2.48e-08, 2.87e-07, 9.78e-07, 1.93e-06, 3.04e-06, 2.86e-06, 1.63e-10, 5.76e-10, 0.00e+00, 0.00e+00, 7.42e-11, 0.00e+00, 2.31e-08, 1.14e-09]    [6.83e-07, 7.81e-07, 5.54e-07, 5.63e-07, 4.99e-07, 7.30e-07, 6.91e-07, 7.17e-09, 2.48e-08, 2.87e-07, 9.78e-07, 1.93e-06, 3.04e-06, 2.86e-06, 1.63e-10, 5.76e-10, 0.00e+00, 0.00e+00, 7.42e-11, 0.00e+00, 2.31e-08, 1.14e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 50.595730 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
468000    [6.83e-07, 7.81e-07, 5.54e-07, 5.63e-07, 4.99e-07, 7.30e-07, 6.91e-07, 7.17e-09, 2.48e-08, 2.87e-07, 9.78e-07, 1.93e-06, 3.04e-06, 2.86e-06, 1.63e-10, 5.76e-10, 0.00e+00, 0.00e+00, 7.42e-11, 0.00e+00, 2.31e-08, 1.14e-09]    [6.83e-07, 7.81e-07, 5.54e-07, 5.63e-07, 4.99e-07, 7.30e-07, 6.91e-07, 7.17e-09, 2.48e-08, 2.87e-07, 9.78e-07, 1.93e-06, 3.04e-06, 2.86e-06, 1.63e-10, 5.76e-10, 0.00e+00, 0.00e+00, 7.42e-11, 0.00e+00, 2.31e-08, 1.14e-09]    []  
468100    [8.74e-06, 2.03e-06, 1.09e-06, 1.23e-06, 1.38e-06, 1.20e-06, 1.01e-06, 2.35e-05, 1.62e-07, 9.01e-06, 4.16e-05, 7.70e-05, 2.59e-04, 5.69e-04, 7.52e-06, 5.29e-06, 4.56e-06, 3.68e-06, 7.93e-06, 4.51e-08, 4.32e-05, 2.51e-07]    [8.74e-06, 2.03e-06, 1.09e-06, 1.23e-06, 1.38e-06, 1.20e-06, 1.01e-06, 2.35e-05, 1.62e-07, 9.01e-06, 4.16e-05, 7.70e-05, 2.59e-04, 5.69e-04, 7.52e-06, 5.29e-06, 4.56e-06, 3.68e-06, 7.93e-06, 4.51e-08, 4.32e-05, 2.51e-07]    []  
468200    [4.98e-07, 6.35e-07, 4.57e-07, 4.05e-07, 4.80e-07, 5.36e-07, 6.33e-07, 3.45e-10, 1.88e-11, 1.07e-09, 8.19e-07, 8.40e-07, 8.45e-07, 2.33e-07, 3.02e-08, 3.09e-09, 7.41e-09, 8.52e-09, 1.53e-08, 5.95e-13, 8.90e-08, 6.06e-11]    [4.98e-07, 6.35e-07, 4.57e-07, 4.05e-07, 4.80e-07, 5.36e-07, 6.33e-07, 3.45e-10, 1.88e-11, 1.07e-09, 8.19e-07, 8.40e-07, 8.45e-07, 2.33e-07, 3.02e-08, 3.09e-09, 7.41e-09, 8.52e-09, 1.53e-08, 5.95e-13, 8.90e-08, 6.06e-11]    []  
468300    [2.97e-06, 2.06e-06, 6.96e-07, 5.76e-07, 1.32e-06, 1.05e-06, 1.20e-06, 1.99e-05, 4.30e-05, 3.65e-06, 5.22e-06, 2.84e-05, 2.44e-04, 2.32e-04, 6.28e-07, 7.41e-08, 7.10e-07, 6.29e-07, 4.47e-06, 1.66e-05, 2.49e-05, 6.81e-05]    [2.97e-06, 2.06e-06, 6.96e-07, 5.76e-07, 1.32e-06, 1.05e-06, 1.20e-06, 1.99e-05, 4.30e-05, 3.65e-06, 5.22e-06, 2.84e-05, 2.44e-04, 2.32e-04, 6.28e-07, 7.41e-08, 7.10e-07, 6.29e-07, 4.47e-06, 1.66e-05, 2.49e-05, 6.81e-05]    []  
468400    [3.81e-07, 5.37e-07, 4.08e-07, 3.99e-07, 4.65e-07, 4.86e-07, 7.01e-07, 4.37e-08, 1.48e-08, 5.03e-10, 6.42e-07, 7.50e-07, 6.69e-07, 4.48e-08, 1.27e-08, 8.80e-12, 2.12e-09, 7.58e-10, 8.32e-10, 0.00e+00, 1.30e-08, 3.62e-08]    [3.81e-07, 5.37e-07, 4.08e-07, 3.99e-07, 4.65e-07, 4.86e-07, 7.01e-07, 4.37e-08, 1.48e-08, 5.03e-10, 6.42e-07, 7.50e-07, 6.69e-07, 4.48e-08, 1.27e-08, 8.80e-12, 2.12e-09, 7.58e-10, 8.32e-10, 0.00e+00, 1.30e-08, 3.62e-08]    []  
468500    [2.74e-06, 1.35e-06, 7.72e-07, 6.33e-07, 9.18e-07, 1.01e-06, 8.69e-07, 3.55e-06, 5.22e-12, 4.18e-07, 1.30e-05, 1.18e-05, 3.09e-05, 6.28e-05, 3.30e-07, 9.82e-07, 8.55e-07, 5.13e-07, 0.00e+00, 8.40e-12, 2.00e-06, 1.21e-10]    [2.74e-06, 1.35e-06, 7.72e-07, 6.33e-07, 9.18e-07, 1.01e-06, 8.69e-07, 3.55e-06, 5.22e-12, 4.18e-07, 1.30e-05, 1.18e-05, 3.09e-05, 6.28e-05, 3.30e-07, 9.82e-07, 8.55e-07, 5.13e-07, 0.00e+00, 8.40e-12, 2.00e-06, 1.21e-10]    []  
468600    [3.94e-07, 5.82e-07, 4.16e-07, 3.95e-07, 4.32e-07, 4.75e-07, 6.28e-07, 2.31e-08, 1.08e-10, 8.85e-11, 6.94e-07, 7.17e-07, 5.80e-07, 8.91e-09, 1.66e-08, 1.81e-09, 3.24e-09, 2.19e-09, 1.47e-09, 5.75e-12, 1.93e-08, 2.07e-10]    [3.94e-07, 5.82e-07, 4.16e-07, 3.95e-07, 4.32e-07, 4.75e-07, 6.28e-07, 2.31e-08, 1.08e-10, 8.85e-11, 6.94e-07, 7.17e-07, 5.80e-07, 8.91e-09, 1.66e-08, 1.81e-09, 3.24e-09, 2.19e-09, 1.47e-09, 5.75e-12, 1.93e-08, 2.07e-10]    []  
468700    [2.95e-06, 2.02e-06, 4.90e-07, 1.40e-06, 7.17e-07, 1.33e-06, 7.42e-07, 1.44e-06, 6.69e-10, 1.83e-06, 5.88e-06, 8.30e-06, 3.19e-05, 7.70e-05, 3.68e-06, 1.96e-08, 4.44e-08, 1.28e-07, 1.41e-07, 1.19e-10, 9.48e-07, 7.18e-10]    [2.95e-06, 2.02e-06, 4.90e-07, 1.40e-06, 7.17e-07, 1.33e-06, 7.42e-07, 1.44e-06, 6.69e-10, 1.83e-06, 5.88e-06, 8.30e-06, 3.19e-05, 7.70e-05, 3.68e-06, 1.96e-08, 4.44e-08, 1.28e-07, 1.41e-07, 1.19e-10, 9.48e-07, 7.18e-10]    []  
468800    [3.91e-07, 5.63e-07, 4.17e-07, 4.00e-07, 4.23e-07, 4.67e-07, 6.00e-07, 9.18e-08, 8.19e-11, 3.65e-10, 6.73e-07, 7.07e-07, 5.68e-07, 3.13e-08, 1.04e-08, 1.30e-09, 1.86e-09, 1.09e-09, 0.00e+00, 1.35e-12, 2.05e-07, 1.46e-10]    [3.91e-07, 5.63e-07, 4.17e-07, 4.00e-07, 4.23e-07, 4.67e-07, 6.00e-07, 9.18e-08, 8.19e-11, 3.65e-10, 6.73e-07, 7.07e-07, 5.68e-07, 3.13e-08, 1.04e-08, 1.30e-09, 1.86e-09, 1.09e-09, 0.00e+00, 1.35e-12, 2.05e-07, 1.46e-10]    []  
468900    [8.92e-07, 1.07e-06, 4.72e-07, 1.34e-06, 6.57e-07, 7.89e-07, 7.41e-07, 6.40e-08, 9.89e-09, 1.12e-08, 1.97e-06, 1.83e-06, 5.82e-06, 1.49e-05, 1.50e-06, 6.91e-11, 1.56e-10, 1.92e-08, 2.05e-09, 1.59e-09, 1.65e-08, 1.06e-08]    [8.92e-07, 1.07e-06, 4.72e-07, 1.34e-06, 6.57e-07, 7.89e-07, 7.41e-07, 6.40e-08, 9.89e-09, 1.12e-08, 1.97e-06, 1.83e-06, 5.82e-06, 1.49e-05, 1.50e-06, 6.91e-11, 1.56e-10, 1.92e-08, 2.05e-09, 1.59e-09, 1.65e-08, 1.06e-08]    []  
469000    [3.74e-07, 5.01e-07, 4.00e-07, 3.95e-07, 4.17e-07, 4.21e-07, 5.78e-07, 2.91e-08, 1.07e-09, 1.95e-08, 7.34e-07, 7.27e-07, 1.11e-06, 1.29e-06, 4.80e-08, 1.56e-08, 1.75e-08, 1.81e-08, 4.26e-10, 0.00e+00, 9.02e-09, 2.36e-10]    [3.74e-07, 5.01e-07, 4.00e-07, 3.95e-07, 4.17e-07, 4.21e-07, 5.78e-07, 2.91e-08, 1.07e-09, 1.95e-08, 7.34e-07, 7.27e-07, 1.11e-06, 1.29e-06, 4.80e-08, 1.56e-08, 1.75e-08, 1.81e-08, 4.26e-10, 0.00e+00, 9.02e-09, 2.36e-10]    []  
469100    [9.91e-07, 1.02e-06, 6.49e-07, 8.96e-07, 7.29e-07, 9.33e-07, 7.34e-07, 1.34e-07, 4.97e-07, 4.85e-08, 1.45e-06, 1.63e-06, 1.18e-06, 3.87e-07, 1.16e-09, 9.82e-09, 1.80e-08, 6.66e-10, 1.43e-07, 0.00e+00, 9.47e-07, 8.84e-08]    [9.91e-07, 1.02e-06, 6.49e-07, 8.96e-07, 7.29e-07, 9.33e-07, 7.34e-07, 1.34e-07, 4.97e-07, 4.85e-08, 1.45e-06, 1.63e-06, 1.18e-06, 3.87e-07, 1.16e-09, 9.82e-09, 1.80e-08, 6.66e-10, 1.43e-07, 0.00e+00, 9.47e-07, 8.84e-08]    []  
469200    [3.83e-07, 5.59e-07, 4.53e-07, 4.32e-07, 4.59e-07, 4.90e-07, 6.03e-07, 2.58e-08, 3.55e-10, 4.32e-12, 6.58e-07, 6.54e-07, 5.26e-07, 3.48e-09, 1.18e-08, 2.81e-09, 3.80e-09, 2.30e-09, 1.43e-09, 6.01e-11, 1.91e-08, 3.56e-10]    [3.83e-07, 5.59e-07, 4.53e-07, 4.32e-07, 4.59e-07, 4.90e-07, 6.03e-07, 2.58e-08, 3.55e-10, 4.32e-12, 6.58e-07, 6.54e-07, 5.26e-07, 3.48e-09, 1.18e-08, 2.81e-09, 3.80e-09, 2.30e-09, 1.43e-09, 6.01e-11, 1.91e-08, 3.56e-10]    []  
469300    [1.37e-06, 1.29e-06, 6.36e-07, 8.70e-07, 7.31e-07, 1.03e-06, 8.12e-07, 6.57e-06, 2.35e-07, 2.26e-07, 2.19e-06, 1.92e-06, 2.97e-06, 3.70e-06, 2.37e-09, 1.61e-08, 7.79e-09, 1.44e-08, 6.85e-07, 0.00e+00, 4.34e-06, 5.22e-07]    [1.37e-06, 1.29e-06, 6.36e-07, 8.70e-07, 7.31e-07, 1.03e-06, 8.12e-07, 6.57e-06, 2.35e-07, 2.26e-07, 2.19e-06, 1.92e-06, 2.97e-06, 3.70e-06, 2.37e-09, 1.61e-08, 7.79e-09, 1.44e-08, 6.85e-07, 0.00e+00, 4.34e-06, 5.22e-07]    []  
469400    [3.52e-07, 5.77e-07, 4.24e-07, 4.37e-07, 4.02e-07, 4.70e-07, 6.41e-07, 8.94e-08, 2.30e-05, 7.69e-09, 8.13e-07, 7.81e-07, 7.06e-07, 6.34e-08, 7.61e-09, 2.32e-09, 9.06e-09, 8.64e-09, 1.14e-08, 1.08e-05, 7.09e-08, 4.49e-05]    [3.52e-07, 5.77e-07, 4.24e-07, 4.37e-07, 4.02e-07, 4.70e-07, 6.41e-07, 8.94e-08, 2.30e-05, 7.69e-09, 8.13e-07, 7.81e-07, 7.06e-07, 6.34e-08, 7.61e-09, 2.32e-09, 9.06e-09, 8.64e-09, 1.14e-08, 1.08e-05, 7.09e-08, 4.49e-05]    []  
469500    [2.14e-06, 1.68e-06, 6.99e-07, 7.69e-07, 5.64e-07, 9.67e-07, 6.91e-07, 9.27e-07, 7.60e-09, 1.31e-09, 1.26e-05, 1.03e-05, 1.31e-05, 6.62e-06, 2.42e-08, 0.00e+00, 4.28e-09, 3.53e-08, 6.52e-09, 4.14e-11, 2.16e-08, 5.95e-09]    [2.14e-06, 1.68e-06, 6.99e-07, 7.69e-07, 5.64e-07, 9.67e-07, 6.91e-07, 9.27e-07, 7.60e-09, 1.31e-09, 1.26e-05, 1.03e-05, 1.31e-05, 6.62e-06, 2.42e-08, 0.00e+00, 4.28e-09, 3.53e-08, 6.52e-09, 4.14e-11, 2.16e-08, 5.95e-09]    []  
469600    [3.85e-07, 5.51e-07, 3.94e-07, 3.78e-07, 4.27e-07, 4.56e-07, 6.15e-07, 9.63e-10, 2.42e-10, 1.13e-10, 6.62e-07, 6.75e-07, 5.73e-07, 2.85e-08, 1.68e-08, 3.37e-09, 4.25e-09, 3.75e-09, 4.02e-09, 1.32e-12, 2.95e-08, 4.59e-10]    [3.85e-07, 5.51e-07, 3.94e-07, 3.78e-07, 4.27e-07, 4.56e-07, 6.15e-07, 9.63e-10, 2.42e-10, 1.13e-10, 6.62e-07, 6.75e-07, 5.73e-07, 2.85e-08, 1.68e-08, 3.37e-09, 4.25e-09, 3.75e-09, 4.02e-09, 1.32e-12, 2.95e-08, 4.59e-10]    []  
469700    [1.97e-06, 2.01e-06, 9.04e-07, 1.89e-06, 9.39e-07, 1.86e-06, 7.80e-07, 1.65e-05, 5.79e-08, 3.37e-07, 2.38e-05, 2.12e-05, 3.10e-05, 3.41e-05, 1.32e-07, 8.82e-07, 4.51e-07, 8.29e-07, 4.02e-06, 1.63e-11, 2.31e-05, 3.58e-10]    [1.97e-06, 2.01e-06, 9.04e-07, 1.89e-06, 9.39e-07, 1.86e-06, 7.80e-07, 1.65e-05, 5.79e-08, 3.37e-07, 2.38e-05, 2.12e-05, 3.10e-05, 3.41e-05, 1.32e-07, 8.82e-07, 4.51e-07, 8.29e-07, 4.02e-06, 1.63e-11, 2.31e-05, 3.58e-10]    []  
469800    [3.64e-07, 5.06e-07, 4.26e-07, 3.75e-07, 4.49e-07, 4.55e-07, 6.03e-07, 2.77e-10, 3.49e-11, 3.73e-10, 6.28e-07, 7.14e-07, 5.98e-07, 9.30e-09, 7.99e-09, 1.51e-09, 3.26e-09, 1.88e-09, 3.60e-09, 5.32e-12, 2.60e-08, 1.03e-10]    [3.64e-07, 5.06e-07, 4.26e-07, 3.75e-07, 4.49e-07, 4.55e-07, 6.03e-07, 2.77e-10, 3.49e-11, 3.73e-10, 6.28e-07, 7.14e-07, 5.98e-07, 9.30e-09, 7.99e-09, 1.51e-09, 3.26e-09, 1.88e-09, 3.60e-09, 5.32e-12, 2.60e-08, 1.03e-10]    []  
469900    [1.00e-06, 1.09e-06, 5.29e-07, 7.85e-07, 5.98e-07, 8.73e-07, 7.73e-07, 5.81e-10, 9.72e-09, 6.50e-07, 1.90e-06, 1.70e-06, 1.44e-06, 1.03e-06, 4.41e-08, 9.32e-09, 3.79e-09, 3.95e-09, 6.28e-09, 0.00e+00, 3.68e-08, 3.08e-07]    [1.00e-06, 1.09e-06, 5.29e-07, 7.85e-07, 5.98e-07, 8.73e-07, 7.73e-07, 5.81e-10, 9.72e-09, 6.50e-07, 1.90e-06, 1.70e-06, 1.44e-06, 1.03e-06, 4.41e-08, 9.32e-09, 3.79e-09, 3.95e-09, 6.28e-09, 0.00e+00, 3.68e-08, 3.08e-07]    []  
470000    [3.82e-07, 5.95e-07, 4.34e-07, 3.99e-07, 4.44e-07, 4.69e-07, 6.03e-07, 5.60e-08, 8.12e-11, 4.16e-11, 6.70e-07, 7.03e-07, 5.71e-07, 4.76e-09, 1.70e-08, 3.10e-09, 3.72e-09, 2.59e-09, 2.80e-11, 4.42e-13, 2.10e-08, 1.08e-09]    [3.82e-07, 5.95e-07, 4.34e-07, 3.99e-07, 4.44e-07, 4.69e-07, 6.03e-07, 5.60e-08, 8.12e-11, 4.16e-11, 6.70e-07, 7.03e-07, 5.71e-07, 4.76e-09, 1.70e-08, 3.10e-09, 3.72e-09, 2.59e-09, 2.80e-11, 4.42e-13, 2.10e-08, 1.08e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 54.981198 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
470000    [3.82e-07, 5.95e-07, 4.34e-07, 3.99e-07, 4.44e-07, 4.69e-07, 6.03e-07, 5.60e-08, 8.12e-11, 4.16e-11, 6.70e-07, 7.03e-07, 5.71e-07, 4.76e-09, 1.70e-08, 3.10e-09, 3.72e-09, 2.59e-09, 2.80e-11, 4.42e-13, 2.10e-08, 1.08e-09]    [3.82e-07, 5.95e-07, 4.34e-07, 3.99e-07, 4.44e-07, 4.69e-07, 6.03e-07, 5.60e-08, 8.12e-11, 4.16e-11, 6.70e-07, 7.03e-07, 5.71e-07, 4.76e-09, 1.70e-08, 3.10e-09, 3.72e-09, 2.59e-09, 2.80e-11, 4.42e-13, 2.10e-08, 1.08e-09]    []  
470100    [6.56e-06, 2.42e-06, 1.58e-06, 2.19e-06, 1.42e-06, 2.12e-06, 1.54e-06, 8.35e-07, 1.25e-04, 3.66e-06, 1.54e-05, 3.64e-05, 7.14e-05, 2.67e-04, 1.62e-06, 3.15e-06, 7.86e-07, 1.80e-06, 1.13e-07, 2.95e-05, 7.65e-07, 1.14e-04]    [6.56e-06, 2.42e-06, 1.58e-06, 2.19e-06, 1.42e-06, 2.12e-06, 1.54e-06, 8.35e-07, 1.25e-04, 3.66e-06, 1.54e-05, 3.64e-05, 7.14e-05, 2.67e-04, 1.62e-06, 3.15e-06, 7.86e-07, 1.80e-06, 1.13e-07, 2.95e-05, 7.65e-07, 1.14e-04]    []  
470200    [4.11e-07, 5.79e-07, 4.01e-07, 3.84e-07, 4.38e-07, 4.74e-07, 6.16e-07, 8.09e-09, 1.69e-08, 2.70e-10, 6.68e-07, 6.94e-07, 5.77e-07, 1.86e-08, 1.79e-08, 2.63e-09, 2.71e-09, 2.33e-09, 0.00e+00, 0.00e+00, 7.61e-08, 1.35e-08]    [4.11e-07, 5.79e-07, 4.01e-07, 3.84e-07, 4.38e-07, 4.74e-07, 6.16e-07, 8.09e-09, 1.69e-08, 2.70e-10, 6.68e-07, 6.94e-07, 5.77e-07, 1.86e-08, 1.79e-08, 2.63e-09, 2.71e-09, 2.33e-09, 0.00e+00, 0.00e+00, 7.61e-08, 1.35e-08]    []  
470300    [7.82e-07, 9.21e-07, 5.48e-07, 8.31e-07, 6.30e-07, 7.27e-07, 7.18e-07, 8.31e-08, 1.82e-09, 3.46e-08, 1.87e-06, 6.98e-06, 1.63e-06, 1.58e-05, 0.00e+00, 0.00e+00, 1.39e-10, 1.23e-09, 5.12e-10, 0.00e+00, 1.03e-08, 9.36e-09]    [7.82e-07, 9.21e-07, 5.48e-07, 8.31e-07, 6.30e-07, 7.27e-07, 7.18e-07, 8.31e-08, 1.82e-09, 3.46e-08, 1.87e-06, 6.98e-06, 1.63e-06, 1.58e-05, 0.00e+00, 0.00e+00, 1.39e-10, 1.23e-09, 5.12e-10, 0.00e+00, 1.03e-08, 9.36e-09]    []  
470400    [2.63e-05, 5.42e-06, 2.69e-06, 3.54e-06, 3.41e-06, 3.26e-06, 2.19e-06, 1.20e-04, 5.60e-06, 3.24e-05, 8.80e-05, 2.56e-04, 5.19e-04, 1.78e-03, 2.87e-05, 2.56e-05, 1.29e-05, 1.01e-05, 3.19e-05, 1.91e-06, 1.57e-04, 8.31e-06]    [2.63e-05, 5.42e-06, 2.69e-06, 3.54e-06, 3.41e-06, 3.26e-06, 2.19e-06, 1.20e-04, 5.60e-06, 3.24e-05, 8.80e-05, 2.56e-04, 5.19e-04, 1.78e-03, 2.87e-05, 2.56e-05, 1.29e-05, 1.01e-05, 3.19e-05, 1.91e-06, 1.57e-04, 8.31e-06]    []  
470500    [4.40e-07, 6.17e-07, 4.41e-07, 3.78e-07, 4.53e-07, 5.23e-07, 6.26e-07, 3.71e-12, 7.85e-08, 1.09e-10, 7.13e-07, 8.26e-07, 6.56e-07, 2.96e-07, 1.61e-09, 3.87e-09, 1.52e-09, 5.16e-10, 2.02e-14, 5.88e-09, 6.99e-08, 3.83e-08]    [4.40e-07, 6.17e-07, 4.41e-07, 3.78e-07, 4.53e-07, 5.23e-07, 6.26e-07, 3.71e-12, 7.85e-08, 1.09e-10, 7.13e-07, 8.26e-07, 6.56e-07, 2.96e-07, 1.61e-09, 3.87e-09, 1.52e-09, 5.16e-10, 2.02e-14, 5.88e-09, 6.99e-08, 3.83e-08]    []  
470600    [1.06e-06, 1.55e-06, 6.05e-07, 1.32e-06, 1.25e-06, 1.58e-06, 1.25e-06, 3.73e-06, 1.55e-07, 1.80e-07, 2.96e-06, 5.63e-05, 2.22e-05, 3.92e-05, 0.00e+00, 1.09e-07, 1.11e-09, 1.81e-09, 0.00e+00, 1.26e-08, 1.15e-06, 7.58e-08]    [1.06e-06, 1.55e-06, 6.05e-07, 1.32e-06, 1.25e-06, 1.58e-06, 1.25e-06, 3.73e-06, 1.55e-07, 1.80e-07, 2.96e-06, 5.63e-05, 2.22e-05, 3.92e-05, 0.00e+00, 1.09e-07, 1.11e-09, 1.81e-09, 0.00e+00, 1.26e-08, 1.15e-06, 7.58e-08]    []  
470700    [3.65e-07, 5.23e-07, 4.30e-07, 3.81e-07, 4.31e-07, 4.37e-07, 5.87e-07, 4.35e-09, 9.64e-10, 5.37e-11, 6.29e-07, 6.97e-07, 5.93e-07, 1.19e-08, 1.23e-08, 1.86e-09, 3.98e-09, 3.01e-09, 1.65e-09, 0.00e+00, 1.64e-08, 1.36e-09]    [3.65e-07, 5.23e-07, 4.30e-07, 3.81e-07, 4.31e-07, 4.37e-07, 5.87e-07, 4.35e-09, 9.64e-10, 5.37e-11, 6.29e-07, 6.97e-07, 5.93e-07, 1.19e-08, 1.23e-08, 1.86e-09, 3.98e-09, 3.01e-09, 1.65e-09, 0.00e+00, 1.64e-08, 1.36e-09]    []  
470800    [9.10e-07, 1.05e-06, 4.15e-07, 8.41e-07, 6.75e-07, 7.82e-07, 8.29e-07, 2.64e-07, 1.77e-08, 5.18e-11, 1.52e-06, 2.87e-06, 8.29e-06, 5.81e-06, 3.75e-07, 7.09e-09, 1.44e-08, 4.75e-09, 1.44e-09, 1.55e-10, 4.21e-07, 6.21e-10]    [9.10e-07, 1.05e-06, 4.15e-07, 8.41e-07, 6.75e-07, 7.82e-07, 8.29e-07, 2.64e-07, 1.77e-08, 5.18e-11, 1.52e-06, 2.87e-06, 8.29e-06, 5.81e-06, 3.75e-07, 7.09e-09, 1.44e-08, 4.75e-09, 1.44e-09, 1.55e-10, 4.21e-07, 6.21e-10]    []  
470900    [3.63e-07, 5.55e-07, 4.07e-07, 4.03e-07, 4.12e-07, 4.46e-07, 6.21e-07, 2.54e-08, 1.50e-09, 5.03e-10, 6.61e-07, 6.80e-07, 5.49e-07, 1.91e-08, 1.16e-08, 2.07e-09, 3.27e-09, 2.08e-09, 1.25e-11, 3.00e-11, 2.17e-08, 3.05e-10]    [3.63e-07, 5.55e-07, 4.07e-07, 4.03e-07, 4.12e-07, 4.46e-07, 6.21e-07, 2.54e-08, 1.50e-09, 5.03e-10, 6.61e-07, 6.80e-07, 5.49e-07, 1.91e-08, 1.16e-08, 2.07e-09, 3.27e-09, 2.08e-09, 1.25e-11, 3.00e-11, 2.17e-08, 3.05e-10]    []  
471000    [8.43e-07, 9.66e-07, 4.93e-07, 9.87e-07, 4.26e-07, 7.23e-07, 6.54e-07, 3.14e-07, 1.13e-10, 6.06e-08, 2.66e-06, 4.22e-06, 5.39e-06, 7.65e-07, 8.68e-07, 0.00e+00, 0.00e+00, 1.13e-11, 0.00e+00, 0.00e+00, 3.23e-06, 5.06e-09]    [8.43e-07, 9.66e-07, 4.93e-07, 9.87e-07, 4.26e-07, 7.23e-07, 6.54e-07, 3.14e-07, 1.13e-10, 6.06e-08, 2.66e-06, 4.22e-06, 5.39e-06, 7.65e-07, 8.68e-07, 0.00e+00, 0.00e+00, 1.13e-11, 0.00e+00, 0.00e+00, 3.23e-06, 5.06e-09]    []  
471100    [9.05e-07, 7.04e-07, 4.59e-07, 5.66e-07, 3.28e-07, 5.47e-07, 5.44e-07, 3.86e-07, 3.68e-09, 6.36e-07, 3.02e-06, 7.26e-06, 2.16e-05, 4.09e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-06, 7.69e-09]    [9.05e-07, 7.04e-07, 4.59e-07, 5.66e-07, 3.28e-07, 5.47e-07, 5.44e-07, 3.86e-07, 3.68e-09, 6.36e-07, 3.02e-06, 7.26e-06, 2.16e-05, 4.09e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-06, 7.69e-09]    []  
471200    [8.17e-07, 1.99e-06, 1.17e-06, 1.41e-06, 1.36e-06, 1.29e-06, 9.10e-07, 1.59e-07, 7.77e-09, 8.44e-12, 1.21e-06, 2.06e-06, 1.58e-06, 2.26e-06, 7.40e-08, 5.59e-07, 4.94e-09, 0.00e+00, 3.04e-10, 5.21e-10, 1.49e-08, 3.82e-09]    [8.17e-07, 1.99e-06, 1.17e-06, 1.41e-06, 1.36e-06, 1.29e-06, 9.10e-07, 1.59e-07, 7.77e-09, 8.44e-12, 1.21e-06, 2.06e-06, 1.58e-06, 2.26e-06, 7.40e-08, 5.59e-07, 4.94e-09, 0.00e+00, 3.04e-10, 5.21e-10, 1.49e-08, 3.82e-09]    []  
471300    [5.02e-07, 8.87e-07, 7.86e-07, 8.52e-07, 6.67e-07, 8.57e-07, 5.64e-07, 2.96e-11, 2.53e-10, 1.03e-10, 6.89e-07, 5.79e-07, 5.14e-07, 8.96e-09, 1.23e-08, 4.88e-09, 6.03e-09, 4.57e-09, 7.18e-10, 5.61e-11, 1.09e-08, 2.94e-10]    [5.02e-07, 8.87e-07, 7.86e-07, 8.52e-07, 6.67e-07, 8.57e-07, 5.64e-07, 2.96e-11, 2.53e-10, 1.03e-10, 6.89e-07, 5.79e-07, 5.14e-07, 8.96e-09, 1.23e-08, 4.88e-09, 6.03e-09, 4.57e-09, 7.18e-10, 5.61e-11, 1.09e-08, 2.94e-10]    []  
471400    [3.01e-06, 1.82e-06, 1.00e-06, 1.96e-06, 9.02e-07, 1.14e-06, 9.20e-07, 2.21e-06, 3.75e-05, 1.45e-06, 4.16e-06, 1.40e-05, 1.64e-05, 6.20e-05, 5.96e-07, 1.26e-06, 4.83e-07, 5.92e-07, 0.00e+00, 5.20e-06, 2.69e-06, 2.20e-05]    [3.01e-06, 1.82e-06, 1.00e-06, 1.96e-06, 9.02e-07, 1.14e-06, 9.20e-07, 2.21e-06, 3.75e-05, 1.45e-06, 4.16e-06, 1.40e-05, 1.64e-05, 6.20e-05, 5.96e-07, 1.26e-06, 4.83e-07, 5.92e-07, 0.00e+00, 5.20e-06, 2.69e-06, 2.20e-05]    []  
471500    [4.86e-07, 7.19e-07, 5.39e-07, 6.37e-07, 5.33e-07, 6.10e-07, 5.52e-07, 9.93e-10, 8.59e-09, 3.92e-11, 7.27e-07, 7.06e-07, 6.08e-07, 1.15e-08, 1.89e-08, 4.10e-09, 4.48e-09, 3.09e-09, 7.53e-12, 1.30e-09, 2.20e-08, 8.83e-09]    [4.86e-07, 7.19e-07, 5.39e-07, 6.37e-07, 5.33e-07, 6.10e-07, 5.52e-07, 9.93e-10, 8.59e-09, 3.92e-11, 7.27e-07, 7.06e-07, 6.08e-07, 1.15e-08, 1.89e-08, 4.10e-09, 4.48e-09, 3.09e-09, 7.53e-12, 1.30e-09, 2.20e-08, 8.83e-09]    []  
471600    [6.41e-06, 3.48e-06, 1.57e-06, 1.63e-06, 1.96e-06, 1.62e-06, 1.20e-06, 1.63e-05, 1.13e-07, 7.20e-06, 1.66e-05, 3.88e-05, 1.28e-04, 3.37e-04, 3.40e-06, 3.60e-06, 1.25e-06, 2.40e-06, 2.36e-06, 3.29e-09, 1.35e-05, 1.99e-08]    [6.41e-06, 3.48e-06, 1.57e-06, 1.63e-06, 1.96e-06, 1.62e-06, 1.20e-06, 1.63e-05, 1.13e-07, 7.20e-06, 1.66e-05, 3.88e-05, 1.28e-04, 3.37e-04, 3.40e-06, 3.60e-06, 1.25e-06, 2.40e-06, 2.36e-06, 3.29e-09, 1.35e-05, 1.99e-08]    []  
471700    [5.05e-07, 6.79e-07, 5.02e-07, 5.68e-07, 5.23e-07, 5.97e-07, 5.59e-07, 1.82e-09, 2.20e-09, 1.29e-09, 7.45e-07, 7.79e-07, 6.49e-07, 4.31e-08, 1.72e-08, 3.16e-09, 4.66e-09, 2.68e-09, 3.39e-11, 0.00e+00, 2.76e-08, 5.90e-10]    [5.05e-07, 6.79e-07, 5.02e-07, 5.68e-07, 5.23e-07, 5.97e-07, 5.59e-07, 1.82e-09, 2.20e-09, 1.29e-09, 7.45e-07, 7.79e-07, 6.49e-07, 4.31e-08, 1.72e-08, 3.16e-09, 4.66e-09, 2.68e-09, 3.39e-11, 0.00e+00, 2.76e-08, 5.90e-10]    []  
471800    [1.20e-05, 4.31e-06, 1.99e-06, 2.78e-06, 1.89e-06, 2.69e-06, 1.43e-06, 6.99e-06, 2.26e-05, 1.81e-05, 4.16e-05, 8.70e-05, 1.94e-04, 6.52e-04, 1.38e-05, 4.53e-06, 3.01e-06, 2.28e-06, 1.72e-06, 0.00e+00, 1.02e-05, 1.44e-06]    [1.20e-05, 4.31e-06, 1.99e-06, 2.78e-06, 1.89e-06, 2.69e-06, 1.43e-06, 6.99e-06, 2.26e-05, 1.81e-05, 4.16e-05, 8.70e-05, 1.94e-04, 6.52e-04, 1.38e-05, 4.53e-06, 3.01e-06, 2.28e-06, 1.72e-06, 0.00e+00, 1.02e-05, 1.44e-06]    []  
471900    [4.36e-07, 5.35e-07, 4.00e-07, 4.69e-07, 4.77e-07, 5.16e-07, 5.97e-07, 1.42e-07, 1.38e-06, 4.01e-10, 7.11e-07, 7.00e-07, 6.12e-07, 2.31e-08, 1.48e-08, 3.84e-09, 5.31e-09, 3.96e-09, 5.31e-10, 0.00e+00, 1.44e-08, 9.00e-07]    [4.36e-07, 5.35e-07, 4.00e-07, 4.69e-07, 4.77e-07, 5.16e-07, 5.97e-07, 1.42e-07, 1.38e-06, 4.01e-10, 7.11e-07, 7.00e-07, 6.12e-07, 2.31e-08, 1.48e-08, 3.84e-09, 5.31e-09, 3.96e-09, 5.31e-10, 0.00e+00, 1.44e-08, 9.00e-07]    []  
472000    [1.26e-06, 9.88e-07, 8.53e-07, 1.20e-06, 6.66e-07, 9.50e-07, 7.30e-07, 2.63e-06, 1.41e-08, 5.09e-09, 9.87e-06, 6.89e-06, 1.31e-05, 2.60e-06, 3.01e-08, 3.63e-08, 2.62e-07, 5.04e-08, 5.04e-07, 0.00e+00, 3.33e-06, 4.34e-08]    [1.26e-06, 9.88e-07, 8.53e-07, 1.20e-06, 6.66e-07, 9.50e-07, 7.30e-07, 2.63e-06, 1.41e-08, 5.09e-09, 9.87e-06, 6.89e-06, 1.31e-05, 2.60e-06, 3.01e-08, 3.63e-08, 2.62e-07, 5.04e-08, 5.04e-07, 0.00e+00, 3.33e-06, 4.34e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 57.434790 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
472000    [1.26e-06, 9.88e-07, 8.53e-07, 1.20e-06, 6.66e-07, 9.50e-07, 7.30e-07, 2.63e-06, 1.41e-08, 5.09e-09, 9.87e-06, 6.89e-06, 1.31e-05, 2.60e-06, 3.01e-08, 3.63e-08, 2.62e-07, 5.04e-08, 5.04e-07, 0.00e+00, 3.33e-06, 4.34e-08]    [1.26e-06, 9.88e-07, 8.53e-07, 1.20e-06, 6.66e-07, 9.50e-07, 7.30e-07, 2.63e-06, 1.41e-08, 5.09e-09, 9.87e-06, 6.89e-06, 1.31e-05, 2.60e-06, 3.01e-08, 3.63e-08, 2.62e-07, 5.04e-08, 5.04e-07, 0.00e+00, 3.33e-06, 4.34e-08]    []  
472100    [4.08e-07, 5.03e-07, 4.65e-07, 4.71e-07, 5.09e-07, 5.14e-07, 5.89e-07, 3.72e-09, 9.81e-12, 1.13e-10, 6.95e-07, 7.05e-07, 5.95e-07, 9.55e-09, 1.15e-08, 3.40e-09, 6.06e-09, 3.35e-09, 6.29e-10, 5.35e-14, 1.25e-08, 3.15e-10]    [4.08e-07, 5.03e-07, 4.65e-07, 4.71e-07, 5.09e-07, 5.14e-07, 5.89e-07, 3.72e-09, 9.81e-12, 1.13e-10, 6.95e-07, 7.05e-07, 5.95e-07, 9.55e-09, 1.15e-08, 3.40e-09, 6.06e-09, 3.35e-09, 6.29e-10, 5.35e-14, 1.25e-08, 3.15e-10]    []  
472200    [6.63e-06, 2.69e-06, 7.65e-07, 3.25e-06, 1.57e-06, 2.55e-06, 1.53e-06, 1.60e-07, 1.81e-07, 1.60e-06, 5.66e-05, 7.68e-05, 1.14e-04, 8.82e-05, 0.00e+00, 2.59e-08, 0.00e+00, 1.66e-09, 8.71e-10, 4.29e-08, 3.72e-07, 2.35e-07]    [6.63e-06, 2.69e-06, 7.65e-07, 3.25e-06, 1.57e-06, 2.55e-06, 1.53e-06, 1.60e-07, 1.81e-07, 1.60e-06, 5.66e-05, 7.68e-05, 1.14e-04, 8.82e-05, 0.00e+00, 2.59e-08, 0.00e+00, 1.66e-09, 8.71e-10, 4.29e-08, 3.72e-07, 2.35e-07]    []  
472300    [5.32e-07, 6.77e-07, 6.05e-07, 5.94e-07, 6.62e-07, 6.20e-07, 6.57e-07, 9.97e-08, 1.41e-10, 1.41e-10, 7.88e-07, 8.80e-07, 7.35e-07, 3.41e-08, 1.22e-08, 2.42e-09, 5.61e-09, 2.36e-09, 4.96e-11, 0.00e+00, 4.40e-08, 2.38e-09]    [5.32e-07, 6.77e-07, 6.05e-07, 5.94e-07, 6.62e-07, 6.20e-07, 6.57e-07, 9.97e-08, 1.41e-10, 1.41e-10, 7.88e-07, 8.80e-07, 7.35e-07, 3.41e-08, 1.22e-08, 2.42e-09, 5.61e-09, 2.36e-09, 4.96e-11, 0.00e+00, 4.40e-08, 2.38e-09]    []  
472400    [3.27e-07, 5.15e-07, 3.79e-07, 4.51e-07, 4.07e-07, 4.34e-07, 6.26e-07, 6.39e-07, 7.97e-05, 3.97e-08, 8.05e-07, 1.14e-06, 1.44e-06, 2.09e-06, 3.60e-09, 0.00e+00, 4.98e-09, 0.00e+00, 6.89e-08, 4.83e-07, 4.53e-07, 7.70e-07]    [3.27e-07, 5.15e-07, 3.79e-07, 4.51e-07, 4.07e-07, 4.34e-07, 6.26e-07, 6.39e-07, 7.97e-05, 3.97e-08, 8.05e-07, 1.14e-06, 1.44e-06, 2.09e-06, 3.60e-09, 0.00e+00, 4.98e-09, 0.00e+00, 6.89e-08, 4.83e-07, 4.53e-07, 7.70e-07]    []  
472500    [8.68e-07, 7.75e-07, 4.92e-07, 5.96e-07, 7.25e-07, 6.54e-07, 7.71e-07, 6.09e-07, 7.41e-05, 2.88e-07, 1.48e-06, 1.82e-06, 2.83e-06, 8.86e-06, 1.43e-07, 7.34e-08, 3.88e-08, 4.47e-08, 3.56e-08, 0.00e+00, 2.31e-07, 8.32e-05]    [8.68e-07, 7.75e-07, 4.92e-07, 5.96e-07, 7.25e-07, 6.54e-07, 7.71e-07, 6.09e-07, 7.41e-05, 2.88e-07, 1.48e-06, 1.82e-06, 2.83e-06, 8.86e-06, 1.43e-07, 7.34e-08, 3.88e-08, 4.47e-08, 3.56e-08, 0.00e+00, 2.31e-07, 8.32e-05]    []  
472600    [1.84e-06, 1.03e-06, 4.87e-07, 6.86e-07, 4.59e-07, 7.75e-07, 5.95e-07, 2.78e-06, 1.76e-08, 1.75e-06, 4.04e-06, 1.76e-05, 2.64e-05, 1.00e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.62e-06, 3.69e-08]    [1.84e-06, 1.03e-06, 4.87e-07, 6.86e-07, 4.59e-07, 7.75e-07, 5.95e-07, 2.78e-06, 1.76e-08, 1.75e-06, 4.04e-06, 1.76e-05, 2.64e-05, 1.00e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.62e-06, 3.69e-08]    []  
472700    [6.26e-07, 7.80e-07, 4.90e-07, 5.09e-07, 5.97e-07, 6.37e-07, 6.82e-07, 9.85e-08, 6.52e-11, 5.51e-10, 8.85e-07, 9.70e-07, 7.82e-07, 1.22e-07, 1.04e-08, 1.30e-09, 2.19e-09, 3.62e-09, 2.40e-08, 8.65e-12, 1.46e-07, 1.34e-10]    [6.26e-07, 7.80e-07, 4.90e-07, 5.09e-07, 5.97e-07, 6.37e-07, 6.82e-07, 9.85e-08, 6.52e-11, 5.51e-10, 8.85e-07, 9.70e-07, 7.82e-07, 1.22e-07, 1.04e-08, 1.30e-09, 2.19e-09, 3.62e-09, 2.40e-08, 8.65e-12, 1.46e-07, 1.34e-10]    []  
472800    [3.69e-07, 4.93e-07, 3.99e-07, 3.67e-07, 4.69e-07, 4.21e-07, 5.87e-07, 1.42e-09, 7.43e-12, 1.62e-08, 7.28e-07, 7.10e-07, 7.39e-07, 9.01e-07, 4.60e-08, 1.36e-08, 1.65e-08, 1.55e-08, 4.91e-09, 5.54e-13, 3.46e-08, 2.73e-10]    [3.69e-07, 4.93e-07, 3.99e-07, 3.67e-07, 4.69e-07, 4.21e-07, 5.87e-07, 1.42e-09, 7.43e-12, 1.62e-08, 7.28e-07, 7.10e-07, 7.39e-07, 9.01e-07, 4.60e-08, 1.36e-08, 1.65e-08, 1.55e-08, 4.91e-09, 5.54e-13, 3.46e-08, 2.73e-10]    []  
472900    [7.05e-07, 7.88e-07, 4.87e-07, 5.04e-07, 6.28e-07, 6.70e-07, 6.80e-07, 2.99e-07, 7.12e-10, 2.01e-09, 1.50e-06, 1.35e-06, 2.51e-06, 1.22e-06, 2.29e-08, 4.23e-09, 3.05e-08, 5.20e-08, 0.00e+00, 1.04e-13, 1.35e-06, 1.20e-10]    [7.05e-07, 7.88e-07, 4.87e-07, 5.04e-07, 6.28e-07, 6.70e-07, 6.80e-07, 2.99e-07, 7.12e-10, 2.01e-09, 1.50e-06, 1.35e-06, 2.51e-06, 1.22e-06, 2.29e-08, 4.23e-09, 3.05e-08, 5.20e-08, 0.00e+00, 1.04e-13, 1.35e-06, 1.20e-10]    []  
473000    [3.97e-07, 5.01e-07, 4.05e-07, 3.64e-07, 4.82e-07, 4.23e-07, 5.78e-07, 6.66e-09, 6.41e-12, 4.27e-08, 7.98e-07, 8.26e-07, 1.43e-06, 2.48e-06, 6.84e-08, 2.25e-08, 2.64e-08, 2.62e-08, 2.91e-09, 5.76e-11, 2.33e-08, 2.88e-10]    [3.97e-07, 5.01e-07, 4.05e-07, 3.64e-07, 4.82e-07, 4.23e-07, 5.78e-07, 6.66e-09, 6.41e-12, 4.27e-08, 7.98e-07, 8.26e-07, 1.43e-06, 2.48e-06, 6.84e-08, 2.25e-08, 2.64e-08, 2.62e-08, 2.91e-09, 5.76e-11, 2.33e-08, 2.88e-10]    []  
473100    [6.85e-07, 8.19e-07, 5.05e-07, 5.53e-07, 5.91e-07, 6.21e-07, 6.39e-07, 2.32e-08, 9.68e-10, 4.65e-09, 1.35e-06, 1.13e-06, 1.30e-06, 6.95e-07, 9.67e-08, 0.00e+00, 1.40e-08, 1.14e-08, 2.42e-08, 6.19e-11, 1.46e-07, 4.17e-10]    [6.85e-07, 8.19e-07, 5.05e-07, 5.53e-07, 5.91e-07, 6.21e-07, 6.39e-07, 2.32e-08, 9.68e-10, 4.65e-09, 1.35e-06, 1.13e-06, 1.30e-06, 6.95e-07, 9.67e-08, 0.00e+00, 1.40e-08, 1.14e-08, 2.42e-08, 6.19e-11, 1.46e-07, 4.17e-10]    []  
473200    [5.93e-06, 2.10e-06, 8.56e-07, 1.74e-06, 5.95e-07, 1.42e-06, 6.14e-07, 5.04e-05, 1.35e-06, 4.27e-06, 3.50e-05, 6.34e-05, 2.08e-04, 3.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-04, 2.08e-06]    [5.93e-06, 2.10e-06, 8.56e-07, 1.74e-06, 5.95e-07, 1.42e-06, 6.14e-07, 5.04e-05, 1.35e-06, 4.27e-06, 3.50e-05, 6.34e-05, 2.08e-04, 3.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-04, 2.08e-06]    []  
473300    [4.87e-07, 6.16e-07, 4.36e-07, 3.89e-07, 5.25e-07, 5.17e-07, 6.21e-07, 6.20e-09, 3.32e-07, 4.13e-09, 8.68e-07, 8.46e-07, 1.23e-06, 5.61e-07, 1.81e-08, 5.92e-09, 9.96e-09, 1.46e-08, 1.50e-10, 2.43e-09, 1.48e-08, 2.17e-08]    [4.87e-07, 6.16e-07, 4.36e-07, 3.89e-07, 5.25e-07, 5.17e-07, 6.21e-07, 6.20e-09, 3.32e-07, 4.13e-09, 8.68e-07, 8.46e-07, 1.23e-06, 5.61e-07, 1.81e-08, 5.92e-09, 9.96e-09, 1.46e-08, 1.50e-10, 2.43e-09, 1.48e-08, 2.17e-08]    []  
473400    [3.44e-06, 1.66e-06, 5.98e-07, 9.37e-07, 8.65e-07, 1.06e-06, 7.66e-07, 5.14e-06, 3.69e-08, 4.75e-06, 4.94e-06, 1.91e-05, 2.74e-05, 1.07e-04, 2.56e-06, 1.01e-06, 3.59e-07, 4.00e-07, 6.13e-07, 2.79e-09, 3.93e-06, 1.82e-08]    [3.44e-06, 1.66e-06, 5.98e-07, 9.37e-07, 8.65e-07, 1.06e-06, 7.66e-07, 5.14e-06, 3.69e-08, 4.75e-06, 4.94e-06, 1.91e-05, 2.74e-05, 1.07e-04, 2.56e-06, 1.01e-06, 3.59e-07, 4.00e-07, 6.13e-07, 2.79e-09, 3.93e-06, 1.82e-08]    []  
473500    [3.75e-07, 5.21e-07, 4.02e-07, 3.60e-07, 4.47e-07, 4.37e-07, 5.70e-07, 2.01e-08, 6.41e-14, 1.77e-11, 6.66e-07, 6.65e-07, 5.33e-07, 1.08e-08, 1.28e-08, 2.68e-09, 4.51e-09, 3.09e-09, 4.79e-11, 3.57e-11, 2.12e-08, 1.98e-10]    [3.75e-07, 5.21e-07, 4.02e-07, 3.60e-07, 4.47e-07, 4.37e-07, 5.70e-07, 2.01e-08, 6.41e-14, 1.77e-11, 6.66e-07, 6.65e-07, 5.33e-07, 1.08e-08, 1.28e-08, 2.68e-09, 4.51e-09, 3.09e-09, 4.79e-11, 3.57e-11, 2.12e-08, 1.98e-10]    []  
473600    [1.86e-06, 2.01e-06, 2.98e-06, 6.06e-06, 2.77e-06, 1.94e-06, 2.01e-06, 2.55e-06, 1.36e-06, 1.71e-07, 2.97e-06, 4.19e-06, 1.78e-06, 4.30e-06, 6.60e-06, 8.29e-07, 2.79e-08, 5.19e-09, 3.02e-06, 0.00e+00, 1.72e-05, 1.50e-06]    [1.86e-06, 2.01e-06, 2.98e-06, 6.06e-06, 2.77e-06, 1.94e-06, 2.01e-06, 2.55e-06, 1.36e-06, 1.71e-07, 2.97e-06, 4.19e-06, 1.78e-06, 4.30e-06, 6.60e-06, 8.29e-07, 2.79e-08, 5.19e-09, 3.02e-06, 0.00e+00, 1.72e-05, 1.50e-06]    []  
473700    [6.04e-07, 9.48e-07, 1.35e-06, 1.80e-06, 9.62e-07, 9.25e-07, 1.16e-06, 1.25e-07, 1.41e-10, 1.67e-10, 7.09e-07, 8.67e-07, 7.62e-07, 9.57e-09, 6.93e-09, 7.72e-09, 4.88e-09, 2.88e-09, 3.42e-11, 5.98e-13, 3.26e-08, 9.96e-11]    [6.04e-07, 9.48e-07, 1.35e-06, 1.80e-06, 9.62e-07, 9.25e-07, 1.16e-06, 1.25e-07, 1.41e-10, 1.67e-10, 7.09e-07, 8.67e-07, 7.62e-07, 9.57e-09, 6.93e-09, 7.72e-09, 4.88e-09, 2.88e-09, 3.42e-11, 5.98e-13, 3.26e-08, 9.96e-11]    []  
473800    [4.18e-07, 6.59e-07, 6.78e-07, 7.20e-07, 6.91e-07, 4.87e-07, 8.14e-07, 4.40e-09, 4.63e-07, 2.56e-14, 5.83e-07, 6.57e-07, 5.83e-07, 6.34e-09, 3.45e-09, 2.12e-09, 4.57e-09, 3.35e-09, 1.20e-09, 6.42e-08, 1.02e-08, 3.53e-07]    [4.18e-07, 6.59e-07, 6.78e-07, 7.20e-07, 6.91e-07, 4.87e-07, 8.14e-07, 4.40e-09, 4.63e-07, 2.56e-14, 5.83e-07, 6.57e-07, 5.83e-07, 6.34e-09, 3.45e-09, 2.12e-09, 4.57e-09, 3.35e-09, 1.20e-09, 6.42e-08, 1.02e-08, 3.53e-07]    []  
473900    [6.41e-07, 8.02e-07, 5.24e-07, 7.14e-07, 6.49e-07, 5.69e-07, 8.66e-07, 9.44e-09, 9.39e-08, 1.06e-10, 8.18e-07, 7.62e-07, 6.54e-07, 3.83e-08, 3.01e-09, 3.71e-09, 2.47e-10, 6.69e-10, 3.13e-09, 5.74e-09, 2.30e-08, 3.74e-08]    [6.41e-07, 8.02e-07, 5.24e-07, 7.14e-07, 6.49e-07, 5.69e-07, 8.66e-07, 9.44e-09, 9.39e-08, 1.06e-10, 8.18e-07, 7.62e-07, 6.54e-07, 3.83e-08, 3.01e-09, 3.71e-09, 2.47e-10, 6.69e-10, 3.13e-09, 5.74e-09, 2.30e-08, 3.74e-08]    []  
474000    [2.85e-06, 2.20e-06, 1.45e-06, 3.30e-06, 1.03e-06, 2.52e-06, 8.45e-07, 8.91e-06, 1.64e-07, 8.97e-07, 5.20e-06, 1.35e-05, 4.09e-05, 8.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.71e-06, 0.00e+00, 1.02e-05, 2.60e-07]    [2.85e-06, 2.20e-06, 1.45e-06, 3.30e-06, 1.03e-06, 2.52e-06, 8.45e-07, 8.91e-06, 1.64e-07, 8.97e-07, 5.20e-06, 1.35e-05, 4.09e-05, 8.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.71e-06, 0.00e+00, 1.02e-05, 2.60e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 50.940176 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
474000    [2.85e-06, 2.20e-06, 1.45e-06, 3.30e-06, 1.03e-06, 2.52e-06, 8.45e-07, 8.91e-06, 1.64e-07, 8.97e-07, 5.20e-06, 1.35e-05, 4.09e-05, 8.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.71e-06, 0.00e+00, 1.02e-05, 2.60e-07]    [2.85e-06, 2.20e-06, 1.45e-06, 3.30e-06, 1.03e-06, 2.52e-06, 8.45e-07, 8.91e-06, 1.64e-07, 8.97e-07, 5.20e-06, 1.35e-05, 4.09e-05, 8.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.71e-06, 0.00e+00, 1.02e-05, 2.60e-07]    []  
474100    [5.41e-07, 7.07e-07, 4.28e-07, 4.69e-07, 6.14e-07, 5.63e-07, 7.22e-07, 4.65e-08, 9.87e-11, 6.44e-11, 7.81e-07, 8.28e-07, 6.60e-07, 4.19e-08, 1.72e-08, 1.78e-09, 2.56e-09, 2.51e-09, 0.00e+00, 6.10e-13, 1.41e-07, 1.41e-10]    [5.41e-07, 7.07e-07, 4.28e-07, 4.69e-07, 6.14e-07, 5.63e-07, 7.22e-07, 4.65e-08, 9.87e-11, 6.44e-11, 7.81e-07, 8.28e-07, 6.60e-07, 4.19e-08, 1.72e-08, 1.78e-09, 2.56e-09, 2.51e-09, 0.00e+00, 6.10e-13, 1.41e-07, 1.41e-10]    []  
474200    [9.00e-05, 1.76e-05, 8.56e-06, 1.32e-05, 1.28e-05, 1.11e-05, 7.50e-06, 3.28e-04, 6.32e-06, 1.34e-04, 2.73e-04, 9.68e-04, 1.50e-03, 6.33e-03, 1.17e-04, 1.15e-04, 4.62e-05, 3.55e-05, 8.90e-05, 3.34e-06, 4.07e-04, 1.40e-05]    [9.00e-05, 1.76e-05, 8.56e-06, 1.32e-05, 1.28e-05, 1.11e-05, 7.50e-06, 3.28e-04, 6.32e-06, 1.34e-04, 2.73e-04, 9.68e-04, 1.50e-03, 6.33e-03, 1.17e-04, 1.15e-04, 4.62e-05, 3.55e-05, 8.90e-05, 3.34e-06, 4.07e-04, 1.40e-05]    []  
474300    [5.92e-07, 7.36e-07, 4.29e-07, 4.74e-07, 6.09e-07, 6.04e-07, 7.06e-07, 2.58e-08, 3.16e-09, 7.21e-10, 8.40e-07, 8.50e-07, 7.04e-07, 6.54e-08, 2.61e-08, 4.93e-09, 3.55e-09, 4.94e-09, 2.35e-09, 0.00e+00, 2.14e-08, 5.16e-10]    [5.92e-07, 7.36e-07, 4.29e-07, 4.74e-07, 6.09e-07, 6.04e-07, 7.06e-07, 2.58e-08, 3.16e-09, 7.21e-10, 8.40e-07, 8.50e-07, 7.04e-07, 6.54e-08, 2.61e-08, 4.93e-09, 3.55e-09, 4.94e-09, 2.35e-09, 0.00e+00, 2.14e-08, 5.16e-10]    []  
474400    [1.25e-05, 4.19e-06, 1.27e-06, 2.91e-06, 1.01e-06, 2.68e-06, 7.53e-07, 7.44e-05, 2.65e-06, 1.08e-05, 4.47e-05, 1.22e-04, 2.75e-04, 7.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-08, 1.42e-04, 1.48e-05]    [1.25e-05, 4.19e-06, 1.27e-06, 2.91e-06, 1.01e-06, 2.68e-06, 7.53e-07, 7.44e-05, 2.65e-06, 1.08e-05, 4.47e-05, 1.22e-04, 2.75e-04, 7.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-08, 1.42e-04, 1.48e-05]    []  
474500    [4.89e-07, 6.26e-07, 3.41e-07, 4.16e-07, 5.15e-07, 5.52e-07, 7.16e-07, 7.89e-10, 7.53e-08, 1.79e-08, 7.40e-07, 8.70e-07, 8.03e-07, 5.60e-07, 8.78e-09, 0.00e+00, 8.89e-10, 4.39e-10, 4.27e-10, 3.82e-11, 9.40e-09, 7.15e-10]    [4.89e-07, 6.26e-07, 3.41e-07, 4.16e-07, 5.15e-07, 5.52e-07, 7.16e-07, 7.89e-10, 7.53e-08, 1.79e-08, 7.40e-07, 8.70e-07, 8.03e-07, 5.60e-07, 8.78e-09, 0.00e+00, 8.89e-10, 4.39e-10, 4.27e-10, 3.82e-11, 9.40e-09, 7.15e-10]    []  
474600    [6.52e-06, 4.25e-06, 1.54e-06, 1.57e-06, 2.09e-06, 1.82e-06, 1.38e-06, 9.91e-06, 1.48e-08, 1.35e-05, 6.58e-05, 5.45e-05, 5.21e-05, 4.41e-04, 8.66e-06, 3.70e-06, 1.82e-06, 1.79e-06, 1.81e-07, 2.60e-09, 1.06e-06, 1.76e-08]    [6.52e-06, 4.25e-06, 1.54e-06, 1.57e-06, 2.09e-06, 1.82e-06, 1.38e-06, 9.91e-06, 1.48e-08, 1.35e-05, 6.58e-05, 5.45e-05, 5.21e-05, 4.41e-04, 8.66e-06, 3.70e-06, 1.82e-06, 1.79e-06, 1.81e-07, 2.60e-09, 1.06e-06, 1.76e-08]    []  
474700    [4.89e-07, 5.57e-07, 4.81e-07, 4.32e-07, 5.13e-07, 5.64e-07, 6.86e-07, 1.99e-07, 2.80e-12, 8.80e-08, 4.37e-06, 1.94e-06, 3.77e-06, 6.16e-07, 1.70e-08, 4.90e-09, 1.86e-08, 3.33e-08, 5.34e-09, 1.31e-10, 4.16e-08, 7.73e-10]    [4.89e-07, 5.57e-07, 4.81e-07, 4.32e-07, 5.13e-07, 5.64e-07, 6.86e-07, 1.99e-07, 2.80e-12, 8.80e-08, 4.37e-06, 1.94e-06, 3.77e-06, 6.16e-07, 1.70e-08, 4.90e-09, 1.86e-08, 3.33e-08, 5.34e-09, 1.31e-10, 4.16e-08, 7.73e-10]    []  
474800    [8.49e-06, 4.40e-06, 2.54e-06, 1.97e-06, 2.50e-06, 1.50e-06, 1.51e-06, 3.97e-06, 1.49e-08, 5.77e-06, 3.98e-05, 7.30e-05, 2.36e-04, 6.33e-04, 4.48e-06, 7.47e-06, 5.46e-06, 4.51e-06, 0.00e+00, 4.27e-09, 2.35e-06, 2.70e-08]    [8.49e-06, 4.40e-06, 2.54e-06, 1.97e-06, 2.50e-06, 1.50e-06, 1.51e-06, 3.97e-06, 1.49e-08, 5.77e-06, 3.98e-05, 7.30e-05, 2.36e-04, 6.33e-04, 4.48e-06, 7.47e-06, 5.46e-06, 4.51e-06, 0.00e+00, 4.27e-09, 2.35e-06, 2.70e-08]    []  
474900    [4.65e-07, 6.29e-07, 3.92e-07, 3.60e-07, 5.41e-07, 5.26e-07, 6.52e-07, 1.01e-07, 3.23e-10, 6.02e-11, 7.31e-07, 7.95e-07, 6.41e-07, 2.67e-08, 1.61e-08, 1.35e-09, 2.69e-09, 1.73e-09, 2.90e-10, 1.95e-12, 1.53e-08, 1.21e-10]    [4.65e-07, 6.29e-07, 3.92e-07, 3.60e-07, 5.41e-07, 5.26e-07, 6.52e-07, 1.01e-07, 3.23e-10, 6.02e-11, 7.31e-07, 7.95e-07, 6.41e-07, 2.67e-08, 1.61e-08, 1.35e-09, 2.69e-09, 1.73e-09, 2.90e-10, 1.95e-12, 1.53e-08, 1.21e-10]    []  
475000    [8.05e-05, 1.52e-05, 7.63e-06, 1.19e-05, 1.13e-05, 9.63e-06, 6.62e-06, 3.70e-04, 2.01e-06, 1.09e-04, 2.48e-04, 8.54e-04, 1.39e-03, 5.57e-03, 9.97e-05, 1.01e-04, 4.17e-05, 3.24e-05, 1.04e-04, 5.37e-07, 4.69e-04, 2.51e-06]    [8.05e-05, 1.52e-05, 7.63e-06, 1.19e-05, 1.13e-05, 9.63e-06, 6.62e-06, 3.70e-04, 2.01e-06, 1.09e-04, 2.48e-04, 8.54e-04, 1.39e-03, 5.57e-03, 9.97e-05, 1.01e-04, 4.17e-05, 3.24e-05, 1.04e-04, 5.37e-07, 4.69e-04, 2.51e-06]    []  
475100    [6.29e-07, 7.20e-07, 3.98e-07, 4.62e-07, 6.97e-07, 6.30e-07, 7.27e-07, 2.23e-07, 3.76e-11, 7.48e-09, 1.82e-06, 1.86e-06, 2.93e-06, 3.33e-07, 2.64e-08, 3.46e-11, 9.11e-11, 0.00e+00, 1.21e-09, 0.00e+00, 4.06e-07, 3.20e-10]    [6.29e-07, 7.20e-07, 3.98e-07, 4.62e-07, 6.97e-07, 6.30e-07, 7.27e-07, 2.23e-07, 3.76e-11, 7.48e-09, 1.82e-06, 1.86e-06, 2.93e-06, 3.33e-07, 2.64e-08, 3.46e-11, 9.11e-11, 0.00e+00, 1.21e-09, 0.00e+00, 4.06e-07, 3.20e-10]    []  
475200    [4.76e-07, 5.30e-07, 3.35e-07, 3.77e-07, 4.07e-07, 4.65e-07, 6.16e-07, 7.09e-07, 4.17e-07, 1.97e-07, 1.22e-06, 2.69e-06, 4.60e-06, 1.19e-05, 0.00e+00, 0.00e+00, 8.42e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-06, 2.43e-08]    [4.76e-07, 5.30e-07, 3.35e-07, 3.77e-07, 4.07e-07, 4.65e-07, 6.16e-07, 7.09e-07, 4.17e-07, 1.97e-07, 1.22e-06, 2.69e-06, 4.60e-06, 1.19e-05, 0.00e+00, 0.00e+00, 8.42e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-06, 2.43e-08]    []  
475300    [5.65e-07, 6.98e-07, 3.89e-07, 4.14e-07, 5.31e-07, 5.83e-07, 6.79e-07, 3.51e-09, 1.73e-10, 9.02e-10, 8.28e-07, 8.91e-07, 6.94e-07, 5.36e-08, 2.08e-08, 3.63e-11, 2.42e-09, 1.34e-09, 4.80e-10, 6.00e-11, 1.06e-08, 3.43e-10]    [5.65e-07, 6.98e-07, 3.89e-07, 4.14e-07, 5.31e-07, 5.83e-07, 6.79e-07, 3.51e-09, 1.73e-10, 9.02e-10, 8.28e-07, 8.91e-07, 6.94e-07, 5.36e-08, 2.08e-08, 3.63e-11, 2.42e-09, 1.34e-09, 4.80e-10, 6.00e-11, 1.06e-08, 3.43e-10]    []  
475400    [3.18e-06, 4.45e-06, 1.04e-06, 5.05e-06, 1.17e-06, 2.56e-06, 1.15e-06, 1.59e-06, 1.38e-09, 8.22e-08, 2.77e-06, 8.89e-06, 1.42e-05, 2.10e-05, 3.16e-07, 7.79e-07, 8.07e-07, 1.95e-07, 2.03e-07, 1.87e-12, 1.35e-06, 1.33e-10]    [3.18e-06, 4.45e-06, 1.04e-06, 5.05e-06, 1.17e-06, 2.56e-06, 1.15e-06, 1.59e-06, 1.38e-09, 8.22e-08, 2.77e-06, 8.89e-06, 1.42e-05, 2.10e-05, 3.16e-07, 7.79e-07, 8.07e-07, 1.95e-07, 2.03e-07, 1.87e-12, 1.35e-06, 1.33e-10]    []  
475500    [4.16e-07, 5.70e-07, 3.69e-07, 3.45e-07, 4.66e-07, 4.84e-07, 6.17e-07, 8.02e-08, 3.97e-11, 2.14e-09, 6.85e-07, 7.63e-07, 6.22e-07, 1.05e-07, 8.86e-09, 2.99e-10, 1.55e-09, 7.05e-10, 1.35e-10, 1.56e-11, 2.25e-08, 1.21e-10]    [4.16e-07, 5.70e-07, 3.69e-07, 3.45e-07, 4.66e-07, 4.84e-07, 6.17e-07, 8.02e-08, 3.97e-11, 2.14e-09, 6.85e-07, 7.63e-07, 6.22e-07, 1.05e-07, 8.86e-09, 2.99e-10, 1.55e-09, 7.05e-10, 1.35e-10, 1.56e-11, 2.25e-08, 1.21e-10]    []  
475600    [7.06e-07, 8.39e-07, 5.20e-07, 4.85e-07, 6.36e-07, 7.33e-07, 7.11e-07, 7.09e-07, 9.71e-09, 2.15e-08, 1.10e-06, 1.13e-06, 9.99e-07, 6.28e-07, 1.26e-09, 4.37e-08, 1.12e-08, 1.96e-09, 1.43e-09, 0.00e+00, 2.24e-08, 5.84e-09]    [7.06e-07, 8.39e-07, 5.20e-07, 4.85e-07, 6.36e-07, 7.33e-07, 7.11e-07, 7.09e-07, 9.71e-09, 2.15e-08, 1.10e-06, 1.13e-06, 9.99e-07, 6.28e-07, 1.26e-09, 4.37e-08, 1.12e-08, 1.96e-09, 1.43e-09, 0.00e+00, 2.24e-08, 5.84e-09]    []  
475700    [8.32e-05, 2.41e-05, 7.87e-06, 1.76e-05, 8.84e-06, 1.34e-05, 3.65e-06, 3.49e-05, 2.75e-05, 1.01e-04, 1.25e-04, 8.79e-04, 9.90e-04, 4.62e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.93e-05, 3.76e-05]    [8.32e-05, 2.41e-05, 7.87e-06, 1.76e-05, 8.84e-06, 1.34e-05, 3.65e-06, 3.49e-05, 2.75e-05, 1.01e-04, 1.25e-04, 8.79e-04, 9.90e-04, 4.62e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.93e-05, 3.76e-05]    []  
475800    [6.24e-07, 6.32e-07, 5.25e-07, 5.95e-07, 6.69e-07, 6.76e-07, 7.24e-07, 1.59e-07, 1.89e-08, 2.20e-08, 1.06e-06, 1.32e-06, 1.39e-06, 1.97e-07, 0.00e+00, 1.19e-09, 1.54e-09, 4.39e-11, 2.22e-10, 1.71e-08, 2.65e-08, 1.04e-07]    [6.24e-07, 6.32e-07, 5.25e-07, 5.95e-07, 6.69e-07, 6.76e-07, 7.24e-07, 1.59e-07, 1.89e-08, 2.20e-08, 1.06e-06, 1.32e-06, 1.39e-06, 1.97e-07, 0.00e+00, 1.19e-09, 1.54e-09, 4.39e-11, 2.22e-10, 1.71e-08, 2.65e-08, 1.04e-07]    []  
475900    [6.98e-05, 1.90e-05, 6.53e-06, 1.29e-05, 7.24e-06, 1.22e-05, 5.72e-06, 3.75e-04, 2.72e-07, 1.29e-04, 2.57e-04, 7.96e-04, 1.29e-03, 5.82e-03, 1.21e-04, 6.02e-05, 3.93e-05, 1.72e-05, 7.97e-05, 1.05e-07, 3.68e-04, 5.55e-07]    [6.98e-05, 1.90e-05, 6.53e-06, 1.29e-05, 7.24e-06, 1.22e-05, 5.72e-06, 3.75e-04, 2.72e-07, 1.29e-04, 2.57e-04, 7.96e-04, 1.29e-03, 5.82e-03, 1.21e-04, 6.02e-05, 3.93e-05, 1.72e-05, 7.97e-05, 1.05e-07, 3.68e-04, 5.55e-07]    []  
476000    [5.58e-07, 8.06e-07, 4.47e-07, 4.15e-07, 5.43e-07, 6.06e-07, 6.81e-07, 2.52e-09, 6.21e-12, 4.14e-10, 8.42e-07, 8.87e-07, 8.30e-07, 1.04e-07, 2.80e-08, 9.80e-10, 5.95e-09, 6.08e-09, 1.49e-09, 0.00e+00, 1.68e-08, 1.40e-10]    [5.58e-07, 8.06e-07, 4.47e-07, 4.15e-07, 5.43e-07, 6.06e-07, 6.81e-07, 2.52e-09, 6.21e-12, 4.14e-10, 8.42e-07, 8.87e-07, 8.30e-07, 1.04e-07, 2.80e-08, 9.80e-10, 5.95e-09, 6.08e-09, 1.49e-09, 0.00e+00, 1.68e-08, 1.40e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 55.264498 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
476000    [5.58e-07, 8.06e-07, 4.47e-07, 4.15e-07, 5.43e-07, 6.06e-07, 6.81e-07, 2.52e-09, 6.21e-12, 4.14e-10, 8.42e-07, 8.87e-07, 8.30e-07, 1.04e-07, 2.80e-08, 9.80e-10, 5.95e-09, 6.08e-09, 1.49e-09, 0.00e+00, 1.68e-08, 1.40e-10]    [5.58e-07, 8.06e-07, 4.47e-07, 4.15e-07, 5.43e-07, 6.06e-07, 6.81e-07, 2.52e-09, 6.21e-12, 4.14e-10, 8.42e-07, 8.87e-07, 8.30e-07, 1.04e-07, 2.80e-08, 9.80e-10, 5.95e-09, 6.08e-09, 1.49e-09, 0.00e+00, 1.68e-08, 1.40e-10]    []  
476100    [3.41e-07, 5.28e-07, 3.77e-07, 3.81e-07, 4.48e-07, 4.38e-07, 5.92e-07, 4.17e-09, 6.58e-11, 2.34e-10, 6.27e-07, 6.21e-07, 5.26e-07, 2.71e-08, 1.90e-08, 4.13e-09, 5.64e-09, 4.08e-09, 1.78e-09, 1.91e-11, 1.72e-08, 1.65e-10]    [3.41e-07, 5.28e-07, 3.77e-07, 3.81e-07, 4.48e-07, 4.38e-07, 5.92e-07, 4.17e-09, 6.58e-11, 2.34e-10, 6.27e-07, 6.21e-07, 5.26e-07, 2.71e-08, 1.90e-08, 4.13e-09, 5.64e-09, 4.08e-09, 1.78e-09, 1.91e-11, 1.72e-08, 1.65e-10]    []  
476200    [7.05e-07, 8.29e-07, 4.66e-07, 5.24e-07, 5.28e-07, 7.05e-07, 6.77e-07, 6.19e-09, 1.23e-07, 4.49e-09, 9.65e-07, 1.36e-06, 1.28e-06, 1.77e-06, 6.85e-09, 1.32e-11, 1.06e-10, 7.56e-11, 5.42e-12, 2.22e-08, 1.62e-08, 1.27e-07]    [7.05e-07, 8.29e-07, 4.66e-07, 5.24e-07, 5.28e-07, 7.05e-07, 6.77e-07, 6.19e-09, 1.23e-07, 4.49e-09, 9.65e-07, 1.36e-06, 1.28e-06, 1.77e-06, 6.85e-09, 1.32e-11, 1.06e-10, 7.56e-11, 5.42e-12, 2.22e-08, 1.62e-08, 1.27e-07]    []  
476300    [4.83e-06, 1.31e-06, 1.20e-06, 7.58e-07, 1.21e-06, 8.24e-07, 8.16e-07, 6.72e-05, 1.90e-04, 4.55e-06, 2.52e-05, 4.18e-05, 1.61e-04, 3.04e-04, 3.74e-06, 2.24e-06, 2.67e-06, 2.23e-06, 1.42e-05, 0.00e+00, 7.57e-05, 2.96e-04]    [4.83e-06, 1.31e-06, 1.20e-06, 7.58e-07, 1.21e-06, 8.24e-07, 8.16e-07, 6.72e-05, 1.90e-04, 4.55e-06, 2.52e-05, 4.18e-05, 1.61e-04, 3.04e-04, 3.74e-06, 2.24e-06, 2.67e-06, 2.23e-06, 1.42e-05, 0.00e+00, 7.57e-05, 2.96e-04]    []  
476400    [4.69e-07, 6.49e-07, 3.83e-07, 3.86e-07, 4.42e-07, 5.41e-07, 6.41e-07, 1.54e-08, 2.27e-09, 1.80e-08, 7.18e-07, 9.31e-07, 8.37e-07, 4.83e-07, 2.29e-09, 0.00e+00, 1.61e-10, 3.35e-11, 7.08e-09, 0.00e+00, 4.50e-08, 1.23e-09]    [4.69e-07, 6.49e-07, 3.83e-07, 3.86e-07, 4.42e-07, 5.41e-07, 6.41e-07, 1.54e-08, 2.27e-09, 1.80e-08, 7.18e-07, 9.31e-07, 8.37e-07, 4.83e-07, 2.29e-09, 0.00e+00, 1.61e-10, 3.35e-11, 7.08e-09, 0.00e+00, 4.50e-08, 1.23e-09]    []  
476500    [4.02e-06, 1.49e-06, 1.63e-06, 3.50e-06, 1.58e-06, 1.32e-06, 1.83e-06, 5.70e-06, 8.11e-08, 4.08e-06, 4.03e-06, 1.01e-04, 1.59e-04, 1.33e-04, 0.00e+00, 4.75e-14, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.58e-06, 3.81e-07]    [4.02e-06, 1.49e-06, 1.63e-06, 3.50e-06, 1.58e-06, 1.32e-06, 1.83e-06, 5.70e-06, 8.11e-08, 4.08e-06, 4.03e-06, 1.01e-04, 1.59e-04, 1.33e-04, 0.00e+00, 4.75e-14, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.58e-06, 3.81e-07]    []  
476600    [4.24e-07, 5.43e-07, 4.65e-07, 4.09e-07, 5.08e-07, 5.09e-07, 6.38e-07, 5.92e-09, 9.06e-09, 3.01e-08, 1.23e-06, 8.79e-07, 9.87e-07, 7.01e-08, 4.76e-09, 7.31e-09, 8.69e-09, 1.64e-09, 1.51e-09, 4.94e-11, 1.60e-08, 3.12e-08]    [4.24e-07, 5.43e-07, 4.65e-07, 4.09e-07, 5.08e-07, 5.09e-07, 6.38e-07, 5.92e-09, 9.06e-09, 3.01e-08, 1.23e-06, 8.79e-07, 9.87e-07, 7.01e-08, 4.76e-09, 7.31e-09, 8.69e-09, 1.64e-09, 1.51e-09, 4.94e-11, 1.60e-08, 3.12e-08]    []  
476700    [3.31e-06, 2.70e-06, 4.67e-07, 2.32e-06, 2.26e-06, 2.50e-06, 2.46e-06, 1.31e-05, 1.31e-05, 1.79e-06, 1.58e-05, 4.41e-05, 3.51e-05, 8.57e-05, 0.00e+00, 2.87e-08, 0.00e+00, 0.00e+00, 6.27e-07, 3.57e-06, 3.91e-06, 1.50e-05]    [3.31e-06, 2.70e-06, 4.67e-07, 2.32e-06, 2.26e-06, 2.50e-06, 2.46e-06, 1.31e-05, 1.31e-05, 1.79e-06, 1.58e-05, 4.41e-05, 3.51e-05, 8.57e-05, 0.00e+00, 2.87e-08, 0.00e+00, 0.00e+00, 6.27e-07, 3.57e-06, 3.91e-06, 1.50e-05]    []  
476800    [4.23e-07, 6.10e-07, 3.19e-07, 3.40e-07, 4.51e-07, 5.16e-07, 7.06e-07, 7.25e-09, 7.89e-10, 2.81e-10, 7.17e-07, 7.35e-07, 5.92e-07, 6.82e-09, 1.56e-08, 1.11e-09, 3.57e-09, 2.97e-09, 1.60e-10, 4.30e-12, 2.67e-08, 1.58e-09]    [4.23e-07, 6.10e-07, 3.19e-07, 3.40e-07, 4.51e-07, 5.16e-07, 7.06e-07, 7.25e-09, 7.89e-10, 2.81e-10, 7.17e-07, 7.35e-07, 5.92e-07, 6.82e-09, 1.56e-08, 1.11e-09, 3.57e-09, 2.97e-09, 1.60e-10, 4.30e-12, 2.67e-08, 1.58e-09]    []  
476900    [1.40e-05, 5.17e-06, 1.04e-06, 4.20e-06, 1.61e-06, 3.34e-06, 9.77e-07, 2.22e-05, 7.09e-04, 1.34e-05, 4.17e-05, 1.44e-04, 2.66e-04, 8.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.06e-05, 1.13e-03]    [1.40e-05, 5.17e-06, 1.04e-06, 4.20e-06, 1.61e-06, 3.34e-06, 9.77e-07, 2.22e-05, 7.09e-04, 1.34e-05, 4.17e-05, 1.44e-04, 2.66e-04, 8.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.06e-05, 1.13e-03]    []  
477000    [4.75e-07, 6.28e-07, 3.17e-07, 3.58e-07, 4.49e-07, 5.50e-07, 9.40e-07, 8.29e-08, 5.31e-08, 1.37e-08, 7.41e-07, 8.75e-07, 7.32e-07, 3.06e-07, 4.98e-09, 6.87e-11, 8.82e-10, 5.33e-10, 1.74e-08, 2.12e-09, 1.07e-07, 1.57e-08]    [4.75e-07, 6.28e-07, 3.17e-07, 3.58e-07, 4.49e-07, 5.50e-07, 9.40e-07, 8.29e-08, 5.31e-08, 1.37e-08, 7.41e-07, 8.75e-07, 7.32e-07, 3.06e-07, 4.98e-09, 6.87e-11, 8.82e-10, 5.33e-10, 1.74e-08, 2.12e-09, 1.07e-07, 1.57e-08]    []  
477100    [2.96e-06, 1.77e-06, 6.38e-07, 4.05e-06, 1.63e-06, 1.54e-06, 2.41e-06, 7.22e-06, 6.51e-08, 5.40e-10, 1.24e-05, 1.27e-05, 3.42e-05, 3.30e-05, 4.77e-08, 1.14e-06, 6.23e-07, 2.81e-07, 2.36e-06, 1.55e-06, 1.36e-05, 1.80e-07]    [2.96e-06, 1.77e-06, 6.38e-07, 4.05e-06, 1.63e-06, 1.54e-06, 2.41e-06, 7.22e-06, 6.51e-08, 5.40e-10, 1.24e-05, 1.27e-05, 3.42e-05, 3.30e-05, 4.77e-08, 1.14e-06, 6.23e-07, 2.81e-07, 2.36e-06, 1.55e-06, 1.36e-05, 1.80e-07]    []  
477200    [3.99e-07, 4.92e-07, 4.93e-07, 4.03e-07, 5.30e-07, 5.12e-07, 1.21e-06, 9.68e-08, 1.17e-10, 7.06e-10, 6.96e-07, 7.06e-07, 5.90e-07, 2.94e-08, 7.18e-09, 8.55e-10, 1.25e-08, 1.96e-09, 7.33e-10, 0.00e+00, 1.34e-08, 6.63e-09]    [3.99e-07, 4.92e-07, 4.93e-07, 4.03e-07, 5.30e-07, 5.12e-07, 1.21e-06, 9.68e-08, 1.17e-10, 7.06e-10, 6.96e-07, 7.06e-07, 5.90e-07, 2.94e-08, 7.18e-09, 8.55e-10, 1.25e-08, 1.96e-09, 7.33e-10, 0.00e+00, 1.34e-08, 6.63e-09]    []  
477300    [6.37e-06, 2.58e-05, 7.41e-06, 4.05e-05, 1.98e-05, 3.69e-05, 1.72e-05, 7.16e-05, 9.21e-06, 8.28e-05, 8.98e-04, 3.84e-04, 7.30e-04, 2.44e-03, 3.74e-08, 8.12e-09, 0.00e+00, 0.00e+00, 2.05e-06, 1.90e-07, 1.45e-05, 1.29e-06]    [6.37e-06, 2.58e-05, 7.41e-06, 4.05e-05, 1.98e-05, 3.69e-05, 1.72e-05, 7.16e-05, 9.21e-06, 8.28e-05, 8.98e-04, 3.84e-04, 7.30e-04, 2.44e-03, 3.74e-08, 8.12e-09, 0.00e+00, 0.00e+00, 2.05e-06, 1.90e-07, 1.45e-05, 1.29e-06]    []  
477400    [5.60e-07, 6.42e-06, 4.52e-06, 4.10e-06, 1.16e-05, 5.37e-06, 5.55e-06, 5.59e-08, 3.86e-08, 2.22e-10, 1.51e-06, 8.25e-06, 6.52e-06, 3.13e-07, 2.06e-07, 1.38e-06, 9.44e-07, 2.43e-08, 3.05e-10, 9.93e-10, 1.40e-08, 1.32e-08]    [5.60e-07, 6.42e-06, 4.52e-06, 4.10e-06, 1.16e-05, 5.37e-06, 5.55e-06, 5.59e-08, 3.86e-08, 2.22e-10, 1.51e-06, 8.25e-06, 6.52e-06, 3.13e-07, 2.06e-07, 1.38e-06, 9.44e-07, 2.43e-08, 3.05e-10, 9.93e-10, 1.40e-08, 1.32e-08]    []  
477500    [7.00e-07, 5.39e-06, 4.44e-06, 4.24e-06, 8.97e-06, 3.62e-06, 3.25e-06, 2.58e-11, 5.12e-09, 7.19e-10, 7.24e-07, 3.98e-06, 2.94e-06, 1.07e-07, 4.18e-08, 6.15e-07, 2.63e-07, 4.72e-09, 5.35e-11, 2.35e-09, 2.97e-09, 1.97e-08]    [7.00e-07, 5.39e-06, 4.44e-06, 4.24e-06, 8.97e-06, 3.62e-06, 3.25e-06, 2.58e-11, 5.12e-09, 7.19e-10, 7.24e-07, 3.98e-06, 2.94e-06, 1.07e-07, 4.18e-08, 6.15e-07, 2.63e-07, 4.72e-09, 5.35e-11, 2.35e-09, 2.97e-09, 1.97e-08]    []  
477600    [8.08e-07, 3.57e-06, 5.28e-06, 3.83e-06, 8.01e-06, 2.28e-06, 3.92e-06, 4.90e-09, 1.86e-08, 8.83e-07, 1.11e-06, 7.18e-06, 6.30e-06, 8.02e-06, 2.38e-10, 1.50e-07, 0.00e+00, 8.32e-09, 2.80e-10, 0.00e+00, 3.12e-09, 1.06e-08]    [8.08e-07, 3.57e-06, 5.28e-06, 3.83e-06, 8.01e-06, 2.28e-06, 3.92e-06, 4.90e-09, 1.86e-08, 8.83e-07, 1.11e-06, 7.18e-06, 6.30e-06, 8.02e-06, 2.38e-10, 1.50e-07, 0.00e+00, 8.32e-09, 2.80e-10, 0.00e+00, 3.12e-09, 1.06e-08]    []  
477700    [8.42e-07, 3.96e-06, 3.97e-06, 4.04e-06, 6.73e-06, 1.70e-06, 2.21e-06, 2.14e-10, 4.35e-09, 3.58e-10, 3.14e-07, 2.80e-06, 2.31e-06, 3.85e-08, 9.50e-09, 9.11e-08, 2.17e-07, 6.71e-09, 2.25e-10, 2.14e-10, 3.23e-09, 2.60e-09]    [8.42e-07, 3.96e-06, 3.97e-06, 4.04e-06, 6.73e-06, 1.70e-06, 2.21e-06, 2.14e-10, 4.35e-09, 3.58e-10, 3.14e-07, 2.80e-06, 2.31e-06, 3.85e-08, 9.50e-09, 9.11e-08, 2.17e-07, 6.71e-09, 2.25e-10, 2.14e-10, 3.23e-09, 2.60e-09]    []  
477800    [2.40e-06, 3.05e-06, 3.70e-06, 3.32e-06, 6.92e-06, 9.75e-07, 2.84e-06, 5.19e-11, 8.58e-10, 1.05e-06, 2.59e-06, 1.07e-05, 1.50e-05, 4.66e-05, 1.66e-07, 1.65e-07, 3.13e-07, 1.73e-07, 2.49e-09, 1.08e-09, 1.42e-08, 6.81e-09]    [2.40e-06, 3.05e-06, 3.70e-06, 3.32e-06, 6.92e-06, 9.75e-07, 2.84e-06, 5.19e-11, 8.58e-10, 1.05e-06, 2.59e-06, 1.07e-05, 1.50e-05, 4.66e-05, 1.66e-07, 1.65e-07, 3.13e-07, 1.73e-07, 2.49e-09, 1.08e-09, 1.42e-08, 6.81e-09]    []  
477900    [8.59e-07, 3.78e-06, 2.83e-06, 4.06e-06, 4.98e-06, 9.01e-07, 1.71e-06, 3.40e-07, 1.62e-09, 6.96e-12, 2.58e-07, 2.16e-06, 1.88e-06, 1.68e-08, 7.59e-09, 1.84e-10, 7.76e-08, 3.55e-09, 0.00e+00, 0.00e+00, 3.74e-07, 1.88e-05]    [8.59e-07, 3.78e-06, 2.83e-06, 4.06e-06, 4.98e-06, 9.01e-07, 1.71e-06, 3.40e-07, 1.62e-09, 6.96e-12, 2.58e-07, 2.16e-06, 1.88e-06, 1.68e-08, 7.59e-09, 1.84e-10, 7.76e-08, 3.55e-09, 0.00e+00, 0.00e+00, 3.74e-07, 1.88e-05]    []  
478000    [9.96e-06, 6.40e-06, 3.04e-06, 5.19e-06, 5.42e-06, 2.37e-06, 1.48e-06, 3.15e-07, 8.10e-12, 1.60e-05, 1.96e-05, 1.19e-04, 1.33e-04, 6.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.82e-07, 1.69e-08]    [9.96e-06, 6.40e-06, 3.04e-06, 5.19e-06, 5.42e-06, 2.37e-06, 1.48e-06, 3.15e-07, 8.10e-12, 1.60e-05, 1.96e-05, 1.19e-04, 1.33e-04, 6.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.82e-07, 1.69e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 47.506110 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
478000    [9.96e-06, 6.40e-06, 3.04e-06, 5.19e-06, 5.42e-06, 2.37e-06, 1.48e-06, 3.15e-07, 8.10e-12, 1.60e-05, 1.96e-05, 1.19e-04, 1.33e-04, 6.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.82e-07, 1.69e-08]    [9.96e-06, 6.40e-06, 3.04e-06, 5.19e-06, 5.42e-06, 2.37e-06, 1.48e-06, 3.15e-07, 8.10e-12, 1.60e-05, 1.96e-05, 1.19e-04, 1.33e-04, 6.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.82e-07, 1.69e-08]    []  
478100    [6.19e-07, 2.71e-06, 2.61e-06, 2.82e-06, 5.48e-06, 7.18e-07, 1.40e-06, 1.45e-08, 1.24e-10, 1.66e-09, 2.53e-07, 2.38e-06, 2.18e-06, 9.90e-08, 6.07e-09, 1.80e-08, 3.05e-07, 1.24e-08, 1.15e-09, 6.75e-13, 7.24e-09, 6.78e-10]    [6.19e-07, 2.71e-06, 2.61e-06, 2.82e-06, 5.48e-06, 7.18e-07, 1.40e-06, 1.45e-08, 1.24e-10, 1.66e-09, 2.53e-07, 2.38e-06, 2.18e-06, 9.90e-08, 6.07e-09, 1.80e-08, 3.05e-07, 1.24e-08, 1.15e-09, 6.75e-13, 7.24e-09, 6.78e-10]    []  
478200    [5.56e-07, 2.62e-06, 2.08e-06, 2.43e-06, 5.17e-06, 6.36e-07, 1.19e-06, 1.79e-08, 4.00e-11, 1.04e-09, 2.22e-07, 2.06e-06, 1.81e-06, 3.38e-08, 3.16e-09, 3.00e-09, 2.79e-07, 8.59e-09, 4.06e-09, 3.76e-11, 2.40e-08, 5.81e-10]    [5.56e-07, 2.62e-06, 2.08e-06, 2.43e-06, 5.17e-06, 6.36e-07, 1.19e-06, 1.79e-08, 4.00e-11, 1.04e-09, 2.22e-07, 2.06e-06, 1.81e-06, 3.38e-08, 3.16e-09, 3.00e-09, 2.79e-07, 8.59e-09, 4.06e-09, 3.76e-11, 2.40e-08, 5.81e-10]    []  
478300    [2.81e-06, 2.12e-06, 2.03e-06, 2.46e-06, 5.37e-06, 3.07e-07, 1.42e-06, 2.41e-06, 7.49e-08, 2.97e-06, 4.43e-06, 1.56e-05, 2.60e-05, 8.71e-05, 1.52e-06, 1.02e-07, 8.34e-07, 7.76e-07, 2.50e-07, 1.39e-08, 1.57e-06, 8.44e-08]    [2.81e-06, 2.12e-06, 2.03e-06, 2.46e-06, 5.37e-06, 3.07e-07, 1.42e-06, 2.41e-06, 7.49e-08, 2.97e-06, 4.43e-06, 1.56e-05, 2.60e-05, 8.71e-05, 1.52e-06, 1.02e-07, 8.34e-07, 7.76e-07, 2.50e-07, 1.39e-08, 1.57e-06, 8.44e-08]    []  
478400    [5.95e-07, 2.64e-06, 1.70e-06, 2.30e-06, 4.42e-06, 5.06e-07, 1.19e-06, 4.16e-07, 1.78e-05, 2.17e-08, 4.10e-07, 2.14e-06, 1.66e-06, 5.31e-07, 4.91e-08, 3.75e-09, 1.49e-07, 1.13e-08, 1.56e-08, 0.00e+00, 9.84e-08, 2.24e-05]    [5.95e-07, 2.64e-06, 1.70e-06, 2.30e-06, 4.42e-06, 5.06e-07, 1.19e-06, 4.16e-07, 1.78e-05, 2.17e-08, 4.10e-07, 2.14e-06, 1.66e-06, 5.31e-07, 4.91e-08, 3.75e-09, 1.49e-07, 1.13e-08, 1.56e-08, 0.00e+00, 9.84e-08, 2.24e-05]    []  
478500    [3.71e-06, 2.13e-06, 1.93e-06, 1.89e-06, 4.93e-06, 3.91e-07, 1.41e-06, 8.96e-06, 3.28e-13, 3.20e-06, 7.93e-06, 1.59e-05, 2.59e-05, 8.75e-05, 8.75e-07, 2.32e-07, 3.75e-07, 3.53e-07, 1.30e-06, 5.59e-09, 7.41e-06, 3.46e-08]    [3.71e-06, 2.13e-06, 1.93e-06, 1.89e-06, 4.93e-06, 3.91e-07, 1.41e-06, 8.96e-06, 3.28e-13, 3.20e-06, 7.93e-06, 1.59e-05, 2.59e-05, 8.75e-05, 8.75e-07, 2.32e-07, 3.75e-07, 3.53e-07, 1.30e-06, 5.59e-09, 7.41e-06, 3.46e-08]    []  
478600    [4.48e-07, 2.25e-06, 1.53e-06, 1.85e-06, 4.15e-06, 4.80e-07, 1.14e-06, 7.74e-08, 1.19e-11, 5.34e-10, 2.45e-07, 1.81e-06, 1.59e-06, 4.70e-08, 5.53e-09, 1.11e-10, 1.62e-07, 3.41e-09, 0.00e+00, 4.59e-13, 7.66e-08, 3.43e-10]    [4.48e-07, 2.25e-06, 1.53e-06, 1.85e-06, 4.15e-06, 4.80e-07, 1.14e-06, 7.74e-08, 1.19e-11, 5.34e-10, 2.45e-07, 1.81e-06, 1.59e-06, 4.70e-08, 5.53e-09, 1.11e-10, 1.62e-07, 3.41e-09, 0.00e+00, 4.59e-13, 7.66e-08, 3.43e-10]    []  
478700    [5.60e-07, 2.03e-06, 1.62e-06, 1.75e-06, 4.11e-06, 4.29e-07, 1.26e-06, 1.10e-06, 2.52e-08, 3.09e-08, 4.13e-07, 2.28e-06, 2.16e-06, 7.11e-07, 0.00e+00, 0.00e+00, 1.83e-07, 0.00e+00, 0.00e+00, 2.34e-09, 1.49e-06, 1.57e-08]    [5.60e-07, 2.03e-06, 1.62e-06, 1.75e-06, 4.11e-06, 4.29e-07, 1.26e-06, 1.10e-06, 2.52e-08, 3.09e-08, 4.13e-07, 2.28e-06, 2.16e-06, 7.11e-07, 0.00e+00, 0.00e+00, 1.83e-07, 0.00e+00, 0.00e+00, 2.34e-09, 1.49e-06, 1.57e-08]    []  
478800    [4.43e-07, 2.10e-06, 1.38e-06, 1.68e-06, 3.84e-06, 4.36e-07, 1.13e-06, 1.59e-09, 3.44e-13, 6.96e-11, 2.56e-07, 1.66e-06, 1.46e-06, 1.86e-08, 1.08e-08, 4.80e-10, 1.31e-07, 3.86e-09, 1.58e-10, 3.17e-12, 4.54e-09, 2.16e-10]    [4.43e-07, 2.10e-06, 1.38e-06, 1.68e-06, 3.84e-06, 4.36e-07, 1.13e-06, 1.59e-09, 3.44e-13, 6.96e-11, 2.56e-07, 1.66e-06, 1.46e-06, 1.86e-08, 1.08e-08, 4.80e-10, 1.31e-07, 3.86e-09, 1.58e-10, 3.17e-12, 4.54e-09, 2.16e-10]    []  
478900    [5.34e-07, 1.96e-06, 1.46e-06, 1.65e-06, 3.90e-06, 4.51e-07, 1.27e-06, 1.53e-06, 4.92e-06, 1.69e-09, 8.64e-07, 2.75e-06, 4.10e-06, 2.06e-06, 1.95e-12, 0.00e+00, 1.55e-07, 0.00e+00, 1.30e-07, 6.85e-08, 8.64e-07, 3.28e-07]    [5.34e-07, 1.96e-06, 1.46e-06, 1.65e-06, 3.90e-06, 4.51e-07, 1.27e-06, 1.53e-06, 4.92e-06, 1.69e-09, 8.64e-07, 2.75e-06, 4.10e-06, 2.06e-06, 1.95e-12, 0.00e+00, 1.55e-07, 0.00e+00, 1.30e-07, 6.85e-08, 8.64e-07, 3.28e-07]    []  
479000    [4.30e-07, 1.96e-06, 1.29e-06, 1.54e-06, 3.61e-06, 4.16e-07, 1.17e-06, 1.24e-10, 1.52e-09, 1.57e-12, 2.64e-07, 1.59e-06, 1.39e-06, 1.34e-08, 1.15e-08, 6.03e-10, 1.10e-07, 3.77e-09, 4.03e-11, 9.71e-11, 4.78e-09, 6.33e-10]    [4.30e-07, 1.96e-06, 1.29e-06, 1.54e-06, 3.61e-06, 4.16e-07, 1.17e-06, 1.24e-10, 1.52e-09, 1.57e-12, 2.64e-07, 1.59e-06, 1.39e-06, 1.34e-08, 1.15e-08, 6.03e-10, 1.10e-07, 3.77e-09, 4.03e-11, 9.71e-11, 4.78e-09, 6.33e-10]    []  
479100    [8.23e-07, 1.50e-06, 1.41e-06, 1.36e-06, 3.87e-06, 3.38e-07, 1.48e-06, 1.09e-05, 1.68e-09, 2.05e-07, 4.65e-06, 5.11e-06, 6.93e-06, 3.38e-07, 0.00e+00, 0.00e+00, 1.34e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.76e-05, 3.87e-08]    [8.23e-07, 1.50e-06, 1.41e-06, 1.36e-06, 3.87e-06, 3.38e-07, 1.48e-06, 1.09e-05, 1.68e-09, 2.05e-07, 4.65e-06, 5.11e-06, 6.93e-06, 3.38e-07, 0.00e+00, 0.00e+00, 1.34e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.76e-05, 3.87e-08]    []  
479200    [4.24e-07, 1.82e-06, 1.23e-06, 1.39e-06, 3.47e-06, 3.98e-07, 1.18e-06, 1.98e-09, 1.30e-10, 1.11e-11, 2.79e-07, 1.52e-06, 1.34e-06, 1.36e-08, 1.13e-08, 6.36e-10, 1.01e-07, 3.32e-09, 0.00e+00, 0.00e+00, 1.18e-08, 3.30e-10]    [4.24e-07, 1.82e-06, 1.23e-06, 1.39e-06, 3.47e-06, 3.98e-07, 1.18e-06, 1.98e-09, 1.30e-10, 1.11e-11, 2.79e-07, 1.52e-06, 1.34e-06, 1.36e-08, 1.13e-08, 6.36e-10, 1.01e-07, 3.32e-09, 0.00e+00, 0.00e+00, 1.18e-08, 3.30e-10]    []  
479300    [1.79e-06, 1.32e-06, 1.36e-06, 1.38e-06, 4.34e-06, 3.04e-07, 1.60e-06, 2.14e-07, 2.48e-09, 7.10e-08, 8.36e-06, 9.84e-06, 2.33e-05, 3.49e-05, 9.05e-08, 3.09e-07, 4.56e-07, 2.41e-07, 0.00e+00, 0.00e+00, 9.07e-08, 9.08e-09]    [1.79e-06, 1.32e-06, 1.36e-06, 1.38e-06, 4.34e-06, 3.04e-07, 1.60e-06, 2.14e-07, 2.48e-09, 7.10e-08, 8.36e-06, 9.84e-06, 2.33e-05, 3.49e-05, 9.05e-08, 3.09e-07, 4.56e-07, 2.41e-07, 0.00e+00, 0.00e+00, 9.07e-08, 9.08e-09]    []  
479400    [4.03e-07, 1.67e-06, 1.17e-06, 1.23e-06, 3.36e-06, 3.96e-07, 1.16e-06, 1.87e-08, 2.34e-11, 1.10e-10, 2.92e-07, 1.47e-06, 1.30e-06, 1.98e-08, 8.53e-09, 5.46e-10, 9.80e-08, 2.97e-09, 3.13e-09, 2.40e-13, 2.03e-08, 2.14e-10]    [4.03e-07, 1.67e-06, 1.17e-06, 1.23e-06, 3.36e-06, 3.96e-07, 1.16e-06, 1.87e-08, 2.34e-11, 1.10e-10, 2.92e-07, 1.47e-06, 1.30e-06, 1.98e-08, 8.53e-09, 5.46e-10, 9.80e-08, 2.97e-09, 3.13e-09, 2.40e-13, 2.03e-08, 2.14e-10]    []  
479500    [1.46e-06, 1.31e-06, 1.24e-06, 1.04e-06, 3.57e-06, 3.37e-07, 1.46e-06, 2.14e-06, 3.60e-07, 1.31e-06, 3.33e-06, 8.06e-06, 2.23e-05, 2.93e-05, 1.10e-07, 9.26e-08, 6.87e-07, 3.01e-07, 0.00e+00, 8.08e-09, 1.22e-06, 4.69e-08]    [1.46e-06, 1.31e-06, 1.24e-06, 1.04e-06, 3.57e-06, 3.37e-07, 1.46e-06, 2.14e-06, 3.60e-07, 1.31e-06, 3.33e-06, 8.06e-06, 2.23e-05, 2.93e-05, 1.10e-07, 9.26e-08, 6.87e-07, 3.01e-07, 0.00e+00, 8.08e-09, 1.22e-06, 4.69e-08]    []  
479600    [4.07e-07, 1.52e-06, 1.10e-06, 1.11e-06, 3.20e-06, 3.73e-07, 1.13e-06, 2.75e-08, 3.65e-10, 2.73e-09, 3.11e-07, 1.40e-06, 1.26e-06, 8.97e-08, 1.90e-08, 2.24e-09, 9.47e-08, 6.11e-09, 6.37e-11, 4.23e-11, 6.06e-09, 3.22e-10]    [4.07e-07, 1.52e-06, 1.10e-06, 1.11e-06, 3.20e-06, 3.73e-07, 1.13e-06, 2.75e-08, 3.65e-10, 2.73e-09, 3.11e-07, 1.40e-06, 1.26e-06, 8.97e-08, 1.90e-08, 2.24e-09, 9.47e-08, 6.11e-09, 6.37e-11, 4.23e-11, 6.06e-09, 3.22e-10]    []  
479700    [3.99e-07, 1.54e-06, 1.14e-06, 1.04e-06, 3.19e-06, 4.92e-07, 1.21e-06, 6.45e-08, 1.33e-06, 8.10e-08, 6.40e-07, 3.13e-06, 2.18e-06, 6.42e-06, 0.00e+00, 0.00e+00, 9.69e-08, 0.00e+00, 7.06e-09, 8.12e-08, 4.30e-08, 4.55e-07]    [3.99e-07, 1.54e-06, 1.14e-06, 1.04e-06, 3.19e-06, 4.92e-07, 1.21e-06, 6.45e-08, 1.33e-06, 8.10e-08, 6.40e-07, 3.13e-06, 2.18e-06, 6.42e-06, 0.00e+00, 0.00e+00, 9.69e-08, 0.00e+00, 7.06e-09, 8.12e-08, 4.30e-08, 4.55e-07]    []  
479800    [3.88e-05, 1.21e-05, 5.88e-06, 8.03e-06, 5.61e-06, 5.88e-06, 2.46e-06, 2.25e-05, 3.09e-08, 5.14e-05, 6.32e-05, 3.60e-04, 5.17e-04, 2.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.49e-05, 1.60e-07]    [3.88e-05, 1.21e-05, 5.88e-06, 8.03e-06, 5.61e-06, 5.88e-06, 2.46e-06, 2.25e-05, 3.09e-08, 5.14e-05, 6.32e-05, 3.60e-04, 5.17e-04, 2.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.49e-05, 1.60e-07]    []  
479900    [3.67e-07, 1.40e-06, 1.06e-06, 9.89e-07, 3.08e-06, 3.93e-07, 1.15e-06, 6.31e-08, 5.96e-10, 4.70e-09, 3.33e-07, 1.42e-06, 1.24e-06, 1.48e-07, 2.81e-10, 4.61e-10, 7.67e-08, 2.25e-09, 0.00e+00, 3.25e-12, 2.96e-08, 5.00e-10]    [3.67e-07, 1.40e-06, 1.06e-06, 9.89e-07, 3.08e-06, 3.93e-07, 1.15e-06, 6.31e-08, 5.96e-10, 4.70e-09, 3.33e-07, 1.42e-06, 1.24e-06, 1.48e-07, 2.81e-10, 4.61e-10, 7.67e-08, 2.25e-09, 0.00e+00, 3.25e-12, 2.96e-08, 5.00e-10]    []  
480000    [2.36e-06, 1.53e-06, 1.29e-06, 1.20e-06, 2.87e-06, 4.89e-07, 1.65e-06, 4.33e-05, 9.36e-06, 1.92e-07, 1.21e-05, 1.81e-05, 2.27e-05, 5.13e-06, 1.03e-06, 0.00e+00, 0.00e+00, 0.00e+00, 6.34e-06, 1.38e-06, 3.35e-05, 6.31e-06]    [2.36e-06, 1.53e-06, 1.29e-06, 1.20e-06, 2.87e-06, 4.89e-07, 1.65e-06, 4.33e-05, 9.36e-06, 1.92e-07, 1.21e-05, 1.81e-05, 2.27e-05, 5.13e-06, 1.03e-06, 0.00e+00, 0.00e+00, 0.00e+00, 6.34e-06, 1.38e-06, 3.35e-05, 6.31e-06]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 49.630780 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
480000    [2.36e-06, 1.53e-06, 1.29e-06, 1.20e-06, 2.87e-06, 4.89e-07, 1.65e-06, 4.33e-05, 9.36e-06, 1.92e-07, 1.21e-05, 1.81e-05, 2.27e-05, 5.13e-06, 1.03e-06, 0.00e+00, 0.00e+00, 0.00e+00, 6.34e-06, 1.38e-06, 3.35e-05, 6.31e-06]    [2.36e-06, 1.53e-06, 1.29e-06, 1.20e-06, 2.87e-06, 4.89e-07, 1.65e-06, 4.33e-05, 9.36e-06, 1.92e-07, 1.21e-05, 1.81e-05, 2.27e-05, 5.13e-06, 1.03e-06, 0.00e+00, 0.00e+00, 0.00e+00, 6.34e-06, 1.38e-06, 3.35e-05, 6.31e-06]    []  
480100    [3.62e-07, 1.39e-06, 1.39e-06, 1.05e-06, 2.69e-06, 3.94e-07, 1.07e-06, 5.17e-07, 3.50e-04, 3.62e-07, 8.50e-07, 2.83e-06, 3.37e-06, 1.17e-05, 6.50e-11, 0.00e+00, 4.59e-08, 0.00e+00, 0.00e+00, 7.54e-05, 2.28e-07, 2.87e-04]    [3.62e-07, 1.39e-06, 1.39e-06, 1.05e-06, 2.69e-06, 3.94e-07, 1.07e-06, 5.17e-07, 3.50e-04, 3.62e-07, 8.50e-07, 2.83e-06, 3.37e-06, 1.17e-05, 6.50e-11, 0.00e+00, 4.59e-08, 0.00e+00, 0.00e+00, 7.54e-05, 2.28e-07, 2.87e-04]    []  
480200    [4.18e-07, 1.21e-06, 1.02e-06, 9.61e-07, 2.68e-06, 3.68e-07, 1.14e-06, 5.40e-08, 2.35e-09, 2.06e-07, 7.68e-07, 2.89e-06, 4.26e-06, 9.42e-06, 0.00e+00, 0.00e+00, 4.72e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.39e-07, 5.01e-09]    [4.18e-07, 1.21e-06, 1.02e-06, 9.61e-07, 2.68e-06, 3.68e-07, 1.14e-06, 5.40e-08, 2.35e-09, 2.06e-07, 7.68e-07, 2.89e-06, 4.26e-06, 9.42e-06, 0.00e+00, 0.00e+00, 4.72e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.39e-07, 5.01e-09]    []  
480300    [7.94e-07, 1.44e-06, 1.14e-06, 9.76e-07, 3.02e-06, 4.65e-07, 1.44e-06, 8.55e-07, 4.80e-13, 4.12e-07, 1.83e-06, 7.22e-06, 1.73e-05, 1.16e-05, 0.00e+00, 8.34e-10, 7.19e-08, 0.00e+00, 5.17e-08, 1.35e-12, 3.46e-07, 1.29e-10]    [7.94e-07, 1.44e-06, 1.14e-06, 9.76e-07, 3.02e-06, 4.65e-07, 1.44e-06, 8.55e-07, 4.80e-13, 4.12e-07, 1.83e-06, 7.22e-06, 1.73e-05, 1.16e-05, 0.00e+00, 8.34e-10, 7.19e-08, 0.00e+00, 5.17e-08, 1.35e-12, 3.46e-07, 1.29e-10]    []  
480400    [4.09e-07, 1.12e-06, 9.03e-07, 8.65e-07, 2.53e-06, 3.42e-07, 1.07e-06, 2.85e-08, 1.17e-11, 1.98e-08, 3.63e-07, 1.28e-06, 1.25e-06, 6.35e-07, 3.84e-08, 7.08e-09, 5.09e-08, 1.06e-08, 1.55e-10, 0.00e+00, 4.76e-08, 3.09e-10]    [4.09e-07, 1.12e-06, 9.03e-07, 8.65e-07, 2.53e-06, 3.42e-07, 1.07e-06, 2.85e-08, 1.17e-11, 1.98e-08, 3.63e-07, 1.28e-06, 1.25e-06, 6.35e-07, 3.84e-08, 7.08e-09, 5.09e-08, 1.06e-08, 1.55e-10, 0.00e+00, 4.76e-08, 3.09e-10]    []  
480500    [5.27e-07, 1.13e-06, 1.11e-06, 8.77e-07, 2.58e-06, 3.63e-07, 1.14e-06, 7.99e-07, 2.28e-04, 3.51e-08, 4.78e-07, 1.79e-06, 1.65e-06, 1.82e-06, 8.97e-08, 1.13e-08, 4.14e-08, 2.33e-08, 1.28e-07, 4.28e-05, 8.55e-07, 1.65e-04]    [5.27e-07, 1.13e-06, 1.11e-06, 8.77e-07, 2.58e-06, 3.63e-07, 1.14e-06, 7.99e-07, 2.28e-04, 3.51e-08, 4.78e-07, 1.79e-06, 1.65e-06, 1.82e-06, 8.97e-08, 1.13e-08, 4.14e-08, 2.33e-08, 1.28e-07, 4.28e-05, 8.55e-07, 1.65e-04]    []  
480600    [5.40e-06, 2.46e-06, 1.81e-06, 4.60e-06, 3.56e-06, 1.40e-06, 2.36e-06, 1.05e-05, 1.68e-06, 5.60e-06, 3.20e-05, 7.20e-05, 2.15e-04, 4.62e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-07, 2.52e-08, 4.36e-07, 1.26e-07]    [5.40e-06, 2.46e-06, 1.81e-06, 4.60e-06, 3.56e-06, 1.40e-06, 2.36e-06, 1.05e-05, 1.68e-06, 5.60e-06, 3.20e-05, 7.20e-05, 2.15e-04, 4.62e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-07, 2.52e-08, 4.36e-07, 1.26e-07]    []  
480700    [3.32e-07, 1.03e-06, 8.39e-07, 7.70e-07, 2.28e-06, 3.50e-07, 9.93e-07, 5.27e-11, 1.93e-08, 2.55e-08, 3.85e-07, 1.37e-06, 1.29e-06, 1.09e-06, 0.00e+00, 0.00e+00, 3.16e-08, 0.00e+00, 2.87e-13, 0.00e+00, 5.04e-08, 1.74e-08]    [3.32e-07, 1.03e-06, 8.39e-07, 7.70e-07, 2.28e-06, 3.50e-07, 9.93e-07, 5.27e-11, 1.93e-08, 2.55e-08, 3.85e-07, 1.37e-06, 1.29e-06, 1.09e-06, 0.00e+00, 0.00e+00, 3.16e-08, 0.00e+00, 2.87e-13, 0.00e+00, 5.04e-08, 1.74e-08]    []  
480800    [3.47e-07, 1.06e-06, 8.56e-07, 8.10e-07, 2.47e-06, 3.69e-07, 1.12e-06, 4.04e-11, 8.39e-09, 9.88e-10, 4.04e-07, 1.44e-06, 1.19e-06, 2.71e-07, 1.53e-07, 1.62e-09, 3.55e-08, 0.00e+00, 2.20e-13, 2.44e-08, 6.96e-07, 1.44e-07]    [3.47e-07, 1.06e-06, 8.56e-07, 8.10e-07, 2.47e-06, 3.69e-07, 1.12e-06, 4.04e-11, 8.39e-09, 9.88e-10, 4.04e-07, 1.44e-06, 1.19e-06, 2.71e-07, 1.53e-07, 1.62e-09, 3.55e-08, 0.00e+00, 2.20e-13, 2.44e-08, 6.96e-07, 1.44e-07]    []  
480900    [7.60e-06, 6.50e-06, 1.71e-06, 9.34e-06, 3.17e-06, 3.42e-06, 3.07e-06, 1.16e-04, 2.86e-08, 9.55e-06, 2.73e-05, 1.01e-04, 1.92e-04, 6.42e-04, 0.00e+00, 0.00e+00, 4.12e-08, 0.00e+00, 0.00e+00, 1.56e-10, 1.40e-04, 1.13e-07]    [7.60e-06, 6.50e-06, 1.71e-06, 9.34e-06, 3.17e-06, 3.42e-06, 3.07e-06, 1.16e-04, 2.86e-08, 9.55e-06, 2.73e-05, 1.01e-04, 1.92e-04, 6.42e-04, 0.00e+00, 0.00e+00, 4.12e-08, 0.00e+00, 0.00e+00, 1.56e-10, 1.40e-04, 1.13e-07]    []  
481000    [3.57e-07, 9.46e-07, 7.80e-07, 7.04e-07, 2.17e-06, 3.49e-07, 9.95e-07, 4.78e-08, 3.64e-10, 1.60e-09, 3.71e-07, 1.14e-06, 1.02e-06, 5.90e-08, 2.27e-08, 2.28e-09, 2.95e-08, 2.88e-09, 0.00e+00, 2.91e-11, 6.28e-08, 2.60e-10]    [3.57e-07, 9.46e-07, 7.80e-07, 7.04e-07, 2.17e-06, 3.49e-07, 9.95e-07, 4.78e-08, 3.64e-10, 1.60e-09, 3.71e-07, 1.14e-06, 1.02e-06, 5.90e-08, 2.27e-08, 2.28e-09, 2.95e-08, 2.88e-09, 0.00e+00, 2.91e-11, 6.28e-08, 2.60e-10]    []  
481100    [8.17e-07, 9.83e-07, 8.64e-07, 7.04e-07, 2.48e-06, 3.86e-07, 1.20e-06, 9.34e-07, 1.02e-07, 3.02e-09, 1.18e-06, 2.97e-06, 2.46e-06, 2.53e-06, 8.42e-09, 2.46e-07, 4.35e-08, 2.27e-08, 2.81e-07, 7.35e-08, 1.80e-06, 3.86e-07]    [8.17e-07, 9.83e-07, 8.64e-07, 7.04e-07, 2.48e-06, 3.86e-07, 1.20e-06, 9.34e-07, 1.02e-07, 3.02e-09, 1.18e-06, 2.97e-06, 2.46e-06, 2.53e-06, 8.42e-09, 2.46e-07, 4.35e-08, 2.27e-08, 2.81e-07, 7.35e-08, 1.80e-06, 3.86e-07]    []  
481200    [4.40e-05, 7.74e-06, 6.05e-06, 4.81e-06, 8.01e-06, 4.85e-06, 5.39e-06, 2.47e-06, 1.94e-05, 8.55e-05, 1.21e-04, 4.62e-04, 6.52e-04, 3.03e-03, 4.11e-05, 6.15e-05, 2.13e-05, 1.16e-05, 2.97e-06, 0.00e+00, 1.63e-05, 6.20e-06]    [4.40e-05, 7.74e-06, 6.05e-06, 4.81e-06, 8.01e-06, 4.85e-06, 5.39e-06, 2.47e-06, 1.94e-05, 8.55e-05, 1.21e-04, 4.62e-04, 6.52e-04, 3.03e-03, 4.11e-05, 6.15e-05, 2.13e-05, 1.16e-05, 2.97e-06, 0.00e+00, 1.63e-05, 6.20e-06]    []  
481300    [4.32e-07, 9.32e-07, 7.39e-07, 7.01e-07, 1.89e-06, 3.81e-07, 9.26e-07, 5.72e-08, 2.08e-09, 2.92e-07, 7.14e-07, 2.95e-06, 3.88e-06, 1.13e-05, 0.00e+00, 0.00e+00, 1.14e-08, 0.00e+00, 3.12e-10, 1.42e-11, 2.83e-08, 2.87e-10]    [4.32e-07, 9.32e-07, 7.39e-07, 7.01e-07, 1.89e-06, 3.81e-07, 9.26e-07, 5.72e-08, 2.08e-09, 2.92e-07, 7.14e-07, 2.95e-06, 3.88e-06, 1.13e-05, 0.00e+00, 0.00e+00, 1.14e-08, 0.00e+00, 3.12e-10, 1.42e-11, 2.83e-08, 2.87e-10]    []  
481400    [3.93e-07, 8.58e-07, 7.28e-07, 6.13e-07, 2.05e-06, 3.52e-07, 9.99e-07, 1.78e-07, 8.76e-10, 6.92e-08, 5.05e-07, 1.35e-06, 1.15e-06, 1.41e-06, 1.67e-08, 1.69e-08, 2.25e-08, 6.45e-09, 1.20e-08, 6.16e-10, 7.20e-08, 4.00e-09]    [3.93e-07, 8.58e-07, 7.28e-07, 6.13e-07, 2.05e-06, 3.52e-07, 9.99e-07, 1.78e-07, 8.76e-10, 6.92e-08, 5.05e-07, 1.35e-06, 1.15e-06, 1.41e-06, 1.67e-08, 1.69e-08, 2.25e-08, 6.45e-09, 1.20e-08, 6.16e-10, 7.20e-08, 4.00e-09]    []  
481500    [3.32e-06, 1.28e-06, 1.01e-06, 6.69e-07, 3.05e-06, 3.02e-07, 1.42e-06, 1.36e-05, 1.21e-06, 4.01e-06, 5.38e-06, 2.04e-05, 9.54e-06, 6.58e-05, 4.66e-07, 1.42e-06, 1.35e-06, 2.79e-07, 5.41e-07, 0.00e+00, 3.29e-06, 2.89e-07]    [3.32e-06, 1.28e-06, 1.01e-06, 6.69e-07, 3.05e-06, 3.02e-07, 1.42e-06, 1.36e-05, 1.21e-06, 4.01e-06, 5.38e-06, 2.04e-05, 9.54e-06, 6.58e-05, 4.66e-07, 1.42e-06, 1.35e-06, 2.79e-07, 5.41e-07, 0.00e+00, 3.29e-06, 2.89e-07]    []  
481600    [3.14e-07, 7.71e-07, 6.67e-07, 6.17e-07, 1.72e-06, 3.48e-07, 8.91e-07, 2.07e-08, 2.81e-06, 1.12e-10, 3.85e-07, 1.08e-06, 9.65e-07, 5.77e-09, 1.32e-08, 6.66e-10, 1.51e-08, 1.46e-09, 1.96e-09, 1.25e-07, 1.55e-08, 6.77e-07]    [3.14e-07, 7.71e-07, 6.67e-07, 6.17e-07, 1.72e-06, 3.48e-07, 8.91e-07, 2.07e-08, 2.81e-06, 1.12e-10, 3.85e-07, 1.08e-06, 9.65e-07, 5.77e-09, 1.32e-08, 6.66e-10, 1.51e-08, 1.46e-09, 1.96e-09, 1.25e-07, 1.55e-08, 6.77e-07]    []  
481700    [5.37e-06, 6.61e-06, 4.72e-06, 3.08e-06, 1.05e-05, 3.45e-06, 7.74e-06, 4.10e-07, 1.13e-05, 1.61e-07, 3.52e-05, 2.83e-05, 4.85e-05, 1.56e-05, 1.08e-08, 5.46e-07, 1.38e-06, 8.01e-07, 3.33e-08, 0.00e+00, 2.22e-07, 2.18e-06]    [5.37e-06, 6.61e-06, 4.72e-06, 3.08e-06, 1.05e-05, 3.45e-06, 7.74e-06, 4.10e-07, 1.13e-05, 1.61e-07, 3.52e-05, 2.83e-05, 4.85e-05, 1.56e-05, 1.08e-08, 5.46e-07, 1.38e-06, 8.01e-07, 3.33e-08, 0.00e+00, 2.22e-07, 2.18e-06]    []  
481800    [1.02e-06, 3.09e-06, 3.25e-06, 3.67e-06, 7.99e-06, 1.19e-06, 4.76e-06, 3.69e-09, 3.51e-09, 1.26e-09, 5.51e-07, 5.53e-06, 5.80e-06, 1.38e-07, 3.86e-08, 1.74e-07, 8.95e-07, 1.14e-07, 3.38e-10, 5.13e-10, 5.59e-09, 3.12e-09]    [1.02e-06, 3.09e-06, 3.25e-06, 3.67e-06, 7.99e-06, 1.19e-06, 4.76e-06, 3.69e-09, 3.51e-09, 1.26e-09, 5.51e-07, 5.53e-06, 5.80e-06, 1.38e-07, 3.86e-08, 1.74e-07, 8.95e-07, 1.14e-07, 3.38e-10, 5.13e-10, 5.59e-09, 3.12e-09]    []  
481900    [6.59e-07, 2.19e-06, 3.01e-06, 2.65e-06, 6.69e-06, 7.75e-07, 3.70e-06, 1.39e-07, 2.69e-11, 5.22e-10, 4.26e-07, 4.49e-06, 4.91e-06, 5.56e-08, 3.33e-08, 1.45e-07, 2.29e-07, 3.90e-08, 4.25e-09, 9.47e-12, 2.61e-08, 2.39e-10]    [6.59e-07, 2.19e-06, 3.01e-06, 2.65e-06, 6.69e-06, 7.75e-07, 3.70e-06, 1.39e-07, 2.69e-11, 5.22e-10, 4.26e-07, 4.49e-06, 4.91e-06, 5.56e-08, 3.33e-08, 1.45e-07, 2.29e-07, 3.90e-08, 4.25e-09, 9.47e-12, 2.61e-08, 2.39e-10]    []  
482000    [4.89e-07, 1.69e-06, 2.86e-06, 2.12e-06, 5.81e-06, 6.26e-07, 3.08e-06, 3.24e-09, 7.44e-09, 2.07e-12, 4.01e-07, 3.99e-06, 4.42e-06, 1.90e-08, 2.74e-08, 5.82e-08, 1.14e-08, 1.26e-09, 2.96e-09, 0.00e+00, 2.08e-08, 3.59e-09]    [4.89e-07, 1.69e-06, 2.86e-06, 2.12e-06, 5.81e-06, 6.26e-07, 3.08e-06, 3.24e-09, 7.44e-09, 2.07e-12, 4.01e-07, 3.99e-06, 4.42e-06, 1.90e-08, 2.74e-08, 5.82e-08, 1.14e-08, 1.26e-09, 2.96e-09, 0.00e+00, 2.08e-08, 3.59e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 46.364164 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
482000    [4.89e-07, 1.69e-06, 2.86e-06, 2.12e-06, 5.81e-06, 6.26e-07, 3.08e-06, 3.24e-09, 7.44e-09, 2.07e-12, 4.01e-07, 3.99e-06, 4.42e-06, 1.90e-08, 2.74e-08, 5.82e-08, 1.14e-08, 1.26e-09, 2.96e-09, 0.00e+00, 2.08e-08, 3.59e-09]    [4.89e-07, 1.69e-06, 2.86e-06, 2.12e-06, 5.81e-06, 6.26e-07, 3.08e-06, 3.24e-09, 7.44e-09, 2.07e-12, 4.01e-07, 3.99e-06, 4.42e-06, 1.90e-08, 2.74e-08, 5.82e-08, 1.14e-08, 1.26e-09, 2.96e-09, 0.00e+00, 2.08e-08, 3.59e-09]    []  
482100    [3.74e-07, 1.41e-06, 2.79e-06, 1.83e-06, 5.06e-06, 5.83e-07, 2.79e-06, 1.32e-07, 2.12e-08, 4.58e-10, 3.88e-07, 3.67e-06, 4.10e-06, 1.35e-08, 3.38e-08, 2.95e-08, 4.08e-09, 1.04e-08, 1.06e-08, 9.99e-09, 6.46e-08, 6.55e-08]    [3.74e-07, 1.41e-06, 2.79e-06, 1.83e-06, 5.06e-06, 5.83e-07, 2.79e-06, 1.32e-07, 2.12e-08, 4.58e-10, 3.88e-07, 3.67e-06, 4.10e-06, 1.35e-08, 3.38e-08, 2.95e-08, 4.08e-09, 1.04e-08, 1.06e-08, 9.99e-09, 6.46e-08, 6.55e-08]    []  
482200    [3.16e-07, 1.22e-06, 2.73e-06, 1.71e-06, 4.67e-06, 5.54e-07, 2.54e-06, 1.45e-09, 1.62e-10, 1.34e-10, 3.99e-07, 3.42e-06, 3.83e-06, 7.72e-09, 3.48e-08, 2.05e-08, 9.10e-09, 2.93e-10, 1.13e-09, 8.84e-13, 1.20e-08, 9.33e-10]    [3.16e-07, 1.22e-06, 2.73e-06, 1.71e-06, 4.67e-06, 5.54e-07, 2.54e-06, 1.45e-09, 1.62e-10, 1.34e-10, 3.99e-07, 3.42e-06, 3.83e-06, 7.72e-09, 3.48e-08, 2.05e-08, 9.10e-09, 2.93e-10, 1.13e-09, 8.84e-13, 1.20e-08, 9.33e-10]    []  
482300    [6.48e-06, 4.00e-06, 3.20e-06, 5.96e-06, 9.38e-06, 2.89e-06, 2.18e-06, 1.48e-04, 6.55e-07, 2.90e-05, 2.76e-05, 9.40e-05, 1.34e-04, 5.96e-04, 0.00e+00, 0.00e+00, 0.00e+00, 6.89e-08, 6.14e-05, 3.57e-09, 2.82e-04, 8.03e-07]    [6.48e-06, 4.00e-06, 3.20e-06, 5.96e-06, 9.38e-06, 2.89e-06, 2.18e-06, 1.48e-04, 6.55e-07, 2.90e-05, 2.76e-05, 9.40e-05, 1.34e-04, 5.96e-04, 0.00e+00, 0.00e+00, 0.00e+00, 6.89e-08, 6.14e-05, 3.57e-09, 2.82e-04, 8.03e-07]    []  
482400    [4.32e-07, 1.44e-06, 2.86e-06, 2.23e-06, 4.76e-06, 5.15e-07, 2.26e-06, 1.61e-08, 4.73e-10, 7.97e-10, 4.82e-07, 3.17e-06, 3.58e-06, 3.43e-08, 1.59e-08, 2.03e-09, 1.33e-08, 5.29e-10, 1.21e-09, 3.74e-12, 1.23e-08, 1.86e-10]    [4.32e-07, 1.44e-06, 2.86e-06, 2.23e-06, 4.76e-06, 5.15e-07, 2.26e-06, 1.61e-08, 4.73e-10, 7.97e-10, 4.82e-07, 3.17e-06, 3.58e-06, 3.43e-08, 1.59e-08, 2.03e-09, 1.33e-08, 5.29e-10, 1.21e-09, 3.74e-12, 1.23e-08, 1.86e-10]    []  
482500    [5.58e-06, 4.47e-06, 3.27e-06, 3.05e-06, 4.47e-06, 3.17e-06, 2.02e-06, 1.40e-08, 5.56e-07, 9.83e-06, 1.28e-05, 7.16e-05, 8.69e-05, 4.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.58e-07, 6.28e-07]    [5.58e-06, 4.47e-06, 3.27e-06, 3.05e-06, 4.47e-06, 3.17e-06, 2.02e-06, 1.40e-08, 5.56e-07, 9.83e-06, 1.28e-05, 7.16e-05, 8.69e-05, 4.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.58e-07, 6.28e-07]    []  
482600    [4.53e-07, 1.32e-06, 2.74e-06, 2.14e-06, 4.66e-06, 4.81e-07, 2.19e-06, 2.80e-09, 1.79e-07, 7.91e-10, 5.21e-07, 3.29e-06, 3.67e-06, 1.01e-06, 6.36e-08, 8.17e-09, 3.19e-08, 4.20e-09, 4.76e-10, 0.00e+00, 9.14e-09, 3.16e-07]    [4.53e-07, 1.32e-06, 2.74e-06, 2.14e-06, 4.66e-06, 4.81e-07, 2.19e-06, 2.80e-09, 1.79e-07, 7.91e-10, 5.21e-07, 3.29e-06, 3.67e-06, 1.01e-06, 6.36e-08, 8.17e-09, 3.19e-08, 4.20e-09, 4.76e-10, 0.00e+00, 9.14e-09, 3.16e-07]    []  
482700    [3.42e-07, 1.20e-06, 2.61e-06, 1.85e-06, 4.25e-06, 5.88e-07, 2.01e-06, 5.87e-13, 2.36e-09, 1.20e-11, 4.04e-07, 3.03e-06, 3.37e-06, 7.81e-09, 2.89e-08, 3.06e-09, 4.05e-08, 8.24e-10, 0.00e+00, 1.57e-10, 4.25e-08, 9.80e-10]    [3.42e-07, 1.20e-06, 2.61e-06, 1.85e-06, 4.25e-06, 5.88e-07, 2.01e-06, 5.87e-13, 2.36e-09, 1.20e-11, 4.04e-07, 3.03e-06, 3.37e-06, 7.81e-09, 2.89e-08, 3.06e-09, 4.05e-08, 8.24e-10, 0.00e+00, 1.57e-10, 4.25e-08, 9.80e-10]    []  
482800    [8.65e-06, 7.07e-06, 2.68e-06, 6.51e-06, 6.39e-06, 5.75e-06, 2.31e-06, 1.08e-05, 7.46e-08, 5.40e-06, 2.55e-05, 2.23e-04, 1.07e-04, 8.34e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.53e-05, 1.18e-07]    [8.65e-06, 7.07e-06, 2.68e-06, 6.51e-06, 6.39e-06, 5.75e-06, 2.31e-06, 1.08e-05, 7.46e-08, 5.40e-06, 2.55e-05, 2.23e-04, 1.07e-04, 8.34e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.53e-05, 1.18e-07]    []  
482900    [3.85e-07, 1.22e-06, 2.57e-06, 1.85e-06, 4.28e-06, 5.42e-07, 1.98e-06, 8.84e-08, 7.33e-10, 1.69e-10, 4.25e-07, 3.09e-06, 3.41e-06, 1.60e-08, 1.70e-08, 3.63e-09, 3.40e-08, 3.96e-10, 0.00e+00, 0.00e+00, 6.05e-08, 1.83e-09]    [3.85e-07, 1.22e-06, 2.57e-06, 1.85e-06, 4.28e-06, 5.42e-07, 1.98e-06, 8.84e-08, 7.33e-10, 1.69e-10, 4.25e-07, 3.09e-06, 3.41e-06, 1.60e-08, 1.70e-08, 3.63e-09, 3.40e-08, 3.96e-10, 0.00e+00, 0.00e+00, 6.05e-08, 1.83e-09]    []  
483000    [3.19e-07, 1.11e-06, 2.46e-06, 1.68e-06, 3.99e-06, 5.71e-07, 1.85e-06, 5.83e-08, 3.61e-11, 3.02e-10, 4.01e-07, 2.98e-06, 3.27e-06, 6.37e-09, 3.11e-08, 2.63e-09, 3.31e-08, 7.70e-10, 0.00e+00, 1.97e-13, 1.66e-07, 7.80e-10]    [3.19e-07, 1.11e-06, 2.46e-06, 1.68e-06, 3.99e-06, 5.71e-07, 1.85e-06, 5.83e-08, 3.61e-11, 3.02e-10, 4.01e-07, 2.98e-06, 3.27e-06, 6.37e-09, 3.11e-08, 2.63e-09, 3.31e-08, 7.70e-10, 0.00e+00, 1.97e-13, 1.66e-07, 7.80e-10]    []  
483100    [2.46e-06, 1.78e-06, 2.50e-06, 1.96e-06, 4.20e-06, 1.14e-06, 1.77e-06, 2.81e-07, 6.61e-08, 5.39e-06, 6.44e-06, 2.11e-05, 4.02e-05, 8.16e-05, 2.64e-09, 5.30e-09, 0.00e+00, 0.00e+00, 1.56e-09, 2.57e-09, 1.08e-08, 1.67e-08]    [2.46e-06, 1.78e-06, 2.50e-06, 1.96e-06, 4.20e-06, 1.14e-06, 1.77e-06, 2.81e-07, 6.61e-08, 5.39e-06, 6.44e-06, 2.11e-05, 4.02e-05, 8.16e-05, 2.64e-09, 5.30e-09, 0.00e+00, 0.00e+00, 1.56e-09, 2.57e-09, 1.08e-08, 1.67e-08]    []  
483200    [3.55e-07, 1.13e-06, 2.39e-06, 1.65e-06, 3.90e-06, 5.47e-07, 1.80e-06, 8.30e-08, 2.16e-11, 2.58e-10, 4.20e-07, 2.98e-06, 3.26e-06, 1.19e-08, 2.75e-08, 1.84e-09, 2.74e-08, 8.92e-10, 0.00e+00, 8.00e-13, 1.56e-07, 1.43e-10]    [3.55e-07, 1.13e-06, 2.39e-06, 1.65e-06, 3.90e-06, 5.47e-07, 1.80e-06, 8.30e-08, 2.16e-11, 2.58e-10, 4.20e-07, 2.98e-06, 3.26e-06, 1.19e-08, 2.75e-08, 1.84e-09, 2.74e-08, 8.92e-10, 0.00e+00, 8.00e-13, 1.56e-07, 1.43e-10]    []  
483300    [8.37e-06, 4.44e-06, 2.46e-06, 4.22e-06, 4.13e-06, 3.62e-06, 1.65e-06, 6.90e-06, 1.92e-05, 9.29e-06, 1.86e-05, 8.56e-05, 1.42e-04, 5.36e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.23e-05, 1.77e-05, 1.96e-04]    [8.37e-06, 4.44e-06, 2.46e-06, 4.22e-06, 4.13e-06, 3.62e-06, 1.65e-06, 6.90e-06, 1.92e-05, 9.29e-06, 1.86e-05, 8.56e-05, 1.42e-04, 5.36e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.23e-05, 1.77e-05, 1.96e-04]    []  
483400    [3.62e-07, 1.15e-06, 2.28e-06, 1.57e-06, 3.77e-06, 5.51e-07, 1.78e-06, 1.23e-07, 7.11e-09, 3.04e-11, 4.38e-07, 2.97e-06, 3.23e-06, 2.19e-08, 2.02e-08, 1.87e-09, 2.11e-08, 3.52e-10, 7.62e-10, 0.00e+00, 1.51e-08, 1.51e-09]    [3.62e-07, 1.15e-06, 2.28e-06, 1.57e-06, 3.77e-06, 5.51e-07, 1.78e-06, 1.23e-07, 7.11e-09, 3.04e-11, 4.38e-07, 2.97e-06, 3.23e-06, 2.19e-08, 2.02e-08, 1.87e-09, 2.11e-08, 3.52e-10, 7.62e-10, 0.00e+00, 1.51e-08, 1.51e-09]    []  
483500    [1.43e-05, 6.71e-06, 2.41e-06, 6.11e-06, 4.06e-06, 5.94e-06, 1.74e-06, 2.81e-05, 1.57e-09, 2.36e-05, 5.31e-05, 1.58e-04, 4.41e-04, 1.10e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.76e-05, 1.80e-08]    [1.43e-05, 6.71e-06, 2.41e-06, 6.11e-06, 4.06e-06, 5.94e-06, 1.74e-06, 2.81e-05, 1.57e-09, 2.36e-05, 5.31e-05, 1.58e-04, 4.41e-04, 1.10e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.76e-05, 1.80e-08]    []  
483600    [3.70e-07, 1.12e-06, 2.21e-06, 1.50e-06, 3.66e-06, 5.57e-07, 1.75e-06, 8.10e-08, 3.29e-10, 5.44e-10, 4.56e-07, 3.06e-06, 3.29e-06, 6.90e-08, 1.09e-08, 1.03e-09, 1.77e-08, 8.07e-11, 4.43e-10, 2.49e-11, 1.51e-08, 2.78e-10]    [3.70e-07, 1.12e-06, 2.21e-06, 1.50e-06, 3.66e-06, 5.57e-07, 1.75e-06, 8.10e-08, 3.29e-10, 5.44e-10, 4.56e-07, 3.06e-06, 3.29e-06, 6.90e-08, 1.09e-08, 1.03e-09, 1.77e-08, 8.07e-11, 4.43e-10, 2.49e-11, 1.51e-08, 2.78e-10]    []  
483700    [1.79e-05, 5.11e-06, 2.54e-06, 4.39e-06, 4.84e-06, 4.80e-06, 1.74e-06, 4.36e-05, 1.75e-07, 1.16e-05, 6.57e-05, 1.97e-04, 5.11e-04, 1.10e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.73e-05, 2.99e-07]    [1.79e-05, 5.11e-06, 2.54e-06, 4.39e-06, 4.84e-06, 4.80e-06, 1.74e-06, 4.36e-05, 1.75e-07, 1.16e-05, 6.57e-05, 1.97e-04, 5.11e-04, 1.10e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.73e-05, 2.99e-07]    []  
483800    [3.88e-07, 1.11e-06, 2.13e-06, 1.40e-06, 3.51e-06, 5.82e-07, 1.68e-06, 1.84e-09, 1.02e-10, 3.80e-10, 4.80e-07, 2.97e-06, 3.23e-06, 7.37e-09, 2.04e-08, 2.60e-09, 1.65e-08, 5.93e-10, 1.95e-09, 1.71e-12, 1.73e-08, 1.65e-10]    [3.88e-07, 1.11e-06, 2.13e-06, 1.40e-06, 3.51e-06, 5.82e-07, 1.68e-06, 1.84e-09, 1.02e-10, 3.80e-10, 4.80e-07, 2.97e-06, 3.23e-06, 7.37e-09, 2.04e-08, 2.60e-09, 1.65e-08, 5.93e-10, 1.95e-09, 1.71e-12, 1.73e-08, 1.65e-10]    []  
483900    [1.50e-06, 1.64e-06, 2.16e-06, 1.78e-06, 3.12e-06, 1.29e-06, 1.39e-06, 5.24e-05, 6.83e-08, 2.33e-06, 5.54e-06, 1.97e-05, 1.49e-05, 6.32e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.16e-05, 6.63e-08]    [1.50e-06, 1.64e-06, 2.16e-06, 1.78e-06, 3.12e-06, 1.29e-06, 1.39e-06, 5.24e-05, 6.83e-08, 2.33e-06, 5.54e-06, 1.97e-05, 1.49e-05, 6.32e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.16e-05, 6.63e-08]    []  
484000    [3.69e-07, 1.07e-06, 2.04e-06, 1.31e-06, 3.28e-06, 6.24e-07, 1.63e-06, 1.73e-07, 1.10e-06, 1.09e-09, 4.83e-07, 3.02e-06, 3.23e-06, 3.87e-08, 1.24e-08, 1.08e-09, 1.54e-08, 3.28e-10, 9.43e-09, 5.49e-08, 5.68e-08, 3.15e-07]    [3.69e-07, 1.07e-06, 2.04e-06, 1.31e-06, 3.28e-06, 6.24e-07, 1.63e-06, 1.73e-07, 1.10e-06, 1.09e-09, 4.83e-07, 3.02e-06, 3.23e-06, 3.87e-08, 1.24e-08, 1.08e-09, 1.54e-08, 3.28e-10, 9.43e-09, 5.49e-08, 5.68e-08, 3.15e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 52.835158 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
484000    [3.69e-07, 1.07e-06, 2.04e-06, 1.31e-06, 3.28e-06, 6.24e-07, 1.63e-06, 1.73e-07, 1.10e-06, 1.09e-09, 4.83e-07, 3.02e-06, 3.23e-06, 3.87e-08, 1.24e-08, 1.08e-09, 1.54e-08, 3.28e-10, 9.43e-09, 5.49e-08, 5.68e-08, 3.15e-07]    [3.69e-07, 1.07e-06, 2.04e-06, 1.31e-06, 3.28e-06, 6.24e-07, 1.63e-06, 1.73e-07, 1.10e-06, 1.09e-09, 4.83e-07, 3.02e-06, 3.23e-06, 3.87e-08, 1.24e-08, 1.08e-09, 1.54e-08, 3.28e-10, 9.43e-09, 5.49e-08, 5.68e-08, 3.15e-07]    []  
484100    [9.79e-07, 9.55e-07, 2.20e-06, 1.19e-06, 3.04e-06, 5.25e-07, 1.67e-06, 5.79e-07, 2.46e-08, 5.69e-07, 7.74e-06, 9.85e-06, 8.60e-06, 6.12e-06, 9.02e-08, 3.43e-08, 2.25e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.35e-06, 4.10e-08]    [9.79e-07, 9.55e-07, 2.20e-06, 1.19e-06, 3.04e-06, 5.25e-07, 1.67e-06, 5.79e-07, 2.46e-08, 5.69e-07, 7.74e-06, 9.85e-06, 8.60e-06, 6.12e-06, 9.02e-08, 3.43e-08, 2.25e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.35e-06, 4.10e-08]    []  
484200    [3.96e-07, 1.04e-06, 1.85e-06, 1.23e-06, 3.15e-06, 7.26e-07, 1.67e-06, 6.35e-08, 1.51e-05, 1.12e-09, 6.27e-07, 3.56e-06, 3.96e-06, 3.20e-09, 1.06e-08, 1.44e-09, 1.58e-08, 1.60e-09, 9.61e-09, 0.00e+00, 5.80e-08, 1.97e-05]    [3.96e-07, 1.04e-06, 1.85e-06, 1.23e-06, 3.15e-06, 7.26e-07, 1.67e-06, 6.35e-08, 1.51e-05, 1.12e-09, 6.27e-07, 3.56e-06, 3.96e-06, 3.20e-09, 1.06e-08, 1.44e-09, 1.58e-08, 1.60e-09, 9.61e-09, 0.00e+00, 5.80e-08, 1.97e-05]    []  
484300    [3.43e-06, 2.31e-06, 2.49e-06, 2.92e-06, 2.77e-06, 2.58e-06, 1.47e-06, 2.26e-05, 9.70e-10, 8.14e-06, 1.23e-05, 3.56e-05, 1.04e-04, 2.12e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.96e-06, 5.74e-10, 1.68e-05, 3.79e-09]    [3.43e-06, 2.31e-06, 2.49e-06, 2.92e-06, 2.77e-06, 2.58e-06, 1.47e-06, 2.26e-05, 9.70e-10, 8.14e-06, 1.23e-05, 3.56e-05, 1.04e-04, 2.12e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.96e-06, 5.74e-10, 1.68e-05, 3.79e-09]    []  
484400    [4.75e-07, 8.27e-07, 1.88e-06, 1.08e-06, 2.63e-06, 7.62e-07, 1.48e-06, 2.57e-08, 6.99e-11, 1.59e-09, 6.17e-07, 3.72e-06, 3.75e-06, 1.41e-08, 2.04e-08, 6.35e-09, 1.58e-08, 2.97e-10, 0.00e+00, 0.00e+00, 3.92e-08, 6.33e-10]    [4.75e-07, 8.27e-07, 1.88e-06, 1.08e-06, 2.63e-06, 7.62e-07, 1.48e-06, 2.57e-08, 6.99e-11, 1.59e-09, 6.17e-07, 3.72e-06, 3.75e-06, 1.41e-08, 2.04e-08, 6.35e-09, 1.58e-08, 2.97e-10, 0.00e+00, 0.00e+00, 3.92e-08, 6.33e-10]    []  
484500    [1.01e-05, 1.84e-06, 2.99e-06, 2.81e-06, 4.27e-06, 4.89e-06, 1.86e-06, 3.29e-05, 1.48e-06, 1.39e-07, 2.44e-04, 2.66e-04, 8.77e-04, 4.52e-04, 6.91e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.73e-08, 1.55e-04, 4.38e-07]    [1.01e-05, 1.84e-06, 2.99e-06, 2.81e-06, 4.27e-06, 4.89e-06, 1.86e-06, 3.29e-05, 1.48e-06, 1.39e-07, 2.44e-04, 2.66e-04, 8.77e-04, 4.52e-04, 6.91e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.73e-08, 1.55e-04, 4.38e-07]    []  
484600    [4.81e-07, 5.79e-07, 1.97e-06, 1.12e-06, 2.03e-06, 7.57e-07, 1.25e-06, 6.53e-08, 1.00e-05, 4.27e-10, 6.08e-07, 3.77e-06, 3.70e-06, 6.28e-09, 1.72e-08, 9.60e-09, 1.04e-08, 5.44e-10, 4.28e-10, 1.51e-06, 1.08e-08, 7.01e-06]    [4.81e-07, 5.79e-07, 1.97e-06, 1.12e-06, 2.03e-06, 7.57e-07, 1.25e-06, 6.53e-08, 1.00e-05, 4.27e-10, 6.08e-07, 3.77e-06, 3.70e-06, 6.28e-09, 1.72e-08, 9.60e-09, 1.04e-08, 5.44e-10, 4.28e-10, 1.51e-06, 1.08e-08, 7.01e-06]    []  
484700    [9.62e-05, 3.65e-05, 1.09e-05, 1.82e-05, 8.10e-06, 2.45e-05, 2.79e-06, 9.38e-05, 6.44e-09, 1.20e-04, 1.50e-04, 9.81e-04, 1.09e-03, 5.42e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-04, 3.41e-07]    [9.62e-05, 3.65e-05, 1.09e-05, 1.82e-05, 8.10e-06, 2.45e-05, 2.79e-06, 9.38e-05, 6.44e-09, 1.20e-04, 1.50e-04, 9.81e-04, 1.09e-03, 5.42e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-04, 3.41e-07]    []  
484800    [4.94e-07, 5.50e-07, 1.89e-06, 1.03e-06, 1.86e-06, 6.48e-07, 1.11e-06, 8.70e-08, 2.81e-11, 4.45e-10, 5.90e-07, 3.42e-06, 3.33e-06, 1.12e-08, 1.58e-08, 6.20e-09, 7.24e-09, 1.91e-10, 0.00e+00, 2.92e-12, 3.72e-08, 2.17e-10]    [4.94e-07, 5.50e-07, 1.89e-06, 1.03e-06, 1.86e-06, 6.48e-07, 1.11e-06, 8.70e-08, 2.81e-11, 4.45e-10, 5.90e-07, 3.42e-06, 3.33e-06, 1.12e-08, 1.58e-08, 6.20e-09, 7.24e-09, 1.91e-10, 0.00e+00, 2.92e-12, 3.72e-08, 2.17e-10]    []  
484900    [3.99e-07, 5.29e-07, 1.79e-06, 9.03e-07, 1.60e-06, 6.20e-07, 9.17e-07, 9.22e-09, 2.04e-10, 5.28e-10, 5.37e-07, 2.97e-06, 2.88e-06, 2.01e-08, 2.33e-08, 5.69e-09, 7.34e-09, 8.01e-10, 7.56e-14, 1.11e-12, 1.20e-08, 1.03e-09]    [3.99e-07, 5.29e-07, 1.79e-06, 9.03e-07, 1.60e-06, 6.20e-07, 9.17e-07, 9.22e-09, 2.04e-10, 5.28e-10, 5.37e-07, 2.97e-06, 2.88e-06, 2.01e-08, 2.33e-08, 5.69e-09, 7.34e-09, 8.01e-10, 7.56e-14, 1.11e-12, 1.20e-08, 1.03e-09]    []  
485000    [6.85e-07, 6.78e-07, 1.78e-06, 1.13e-06, 1.70e-06, 5.78e-07, 9.95e-07, 1.40e-06, 1.70e-08, 1.64e-07, 8.22e-07, 4.79e-06, 5.58e-06, 4.12e-06, 1.77e-08, 7.66e-09, 1.01e-08, 0.00e+00, 0.00e+00, 9.29e-11, 2.88e-07, 3.90e-09]    [6.85e-07, 6.78e-07, 1.78e-06, 1.13e-06, 1.70e-06, 5.78e-07, 9.95e-07, 1.40e-06, 1.70e-08, 1.64e-07, 8.22e-07, 4.79e-06, 5.58e-06, 4.12e-06, 1.77e-08, 7.66e-09, 1.01e-08, 0.00e+00, 0.00e+00, 9.29e-11, 2.88e-07, 3.90e-09]    []  
485100    [3.42e-07, 5.79e-07, 1.62e-06, 8.48e-07, 1.52e-06, 6.04e-07, 8.82e-07, 7.42e-07, 4.87e-06, 1.04e-08, 5.51e-07, 3.05e-06, 2.75e-06, 2.94e-07, 2.50e-09, 3.37e-09, 2.73e-09, 2.91e-10, 4.04e-09, 4.61e-09, 3.01e-08, 6.62e-08]    [3.42e-07, 5.79e-07, 1.62e-06, 8.48e-07, 1.52e-06, 6.04e-07, 8.82e-07, 7.42e-07, 4.87e-06, 1.04e-08, 5.51e-07, 3.05e-06, 2.75e-06, 2.94e-07, 2.50e-09, 3.37e-09, 2.73e-09, 2.91e-10, 4.04e-09, 4.61e-09, 3.01e-08, 6.62e-08]    []  
485200    [8.73e-07, 7.31e-07, 1.74e-06, 9.83e-07, 1.72e-06, 5.35e-07, 1.02e-06, 3.70e-07, 1.08e-09, 1.15e-06, 2.17e-06, 6.91e-06, 1.16e-05, 3.24e-05, 0.00e+00, 9.26e-11, 3.38e-10, 0.00e+00, 8.05e-08, 5.89e-12, 5.43e-07, 5.72e-09]    [8.73e-07, 7.31e-07, 1.74e-06, 9.83e-07, 1.72e-06, 5.35e-07, 1.02e-06, 3.70e-07, 1.08e-09, 1.15e-06, 2.17e-06, 6.91e-06, 1.16e-05, 3.24e-05, 0.00e+00, 9.26e-11, 3.38e-10, 0.00e+00, 8.05e-08, 5.89e-12, 5.43e-07, 5.72e-09]    []  
485300    [3.54e-07, 5.46e-07, 1.54e-06, 7.12e-07, 1.53e-06, 4.90e-07, 8.13e-07, 2.22e-09, 3.36e-10, 8.24e-10, 4.59e-07, 2.57e-06, 2.47e-06, 2.04e-08, 1.94e-08, 3.39e-09, 3.51e-09, 9.09e-10, 8.48e-11, 1.87e-12, 8.58e-09, 2.80e-10]    [3.54e-07, 5.46e-07, 1.54e-06, 7.12e-07, 1.53e-06, 4.90e-07, 8.13e-07, 2.22e-09, 3.36e-10, 8.24e-10, 4.59e-07, 2.57e-06, 2.47e-06, 2.04e-08, 1.94e-08, 3.39e-09, 3.51e-09, 9.09e-10, 8.48e-11, 1.87e-12, 8.58e-09, 2.80e-10]    []  
485400    [5.12e-07, 6.07e-07, 1.48e-06, 8.73e-07, 1.65e-06, 4.28e-07, 9.94e-07, 9.34e-07, 5.82e-09, 1.04e-09, 1.34e-06, 3.21e-06, 3.39e-06, 2.61e-07, 1.51e-07, 6.28e-10, 5.27e-09, 8.29e-09, 9.60e-09, 3.17e-11, 4.01e-08, 1.97e-08]    [5.12e-07, 6.07e-07, 1.48e-06, 8.73e-07, 1.65e-06, 4.28e-07, 9.94e-07, 9.34e-07, 5.82e-09, 1.04e-09, 1.34e-06, 3.21e-06, 3.39e-06, 2.61e-07, 1.51e-07, 6.28e-10, 5.27e-09, 8.29e-09, 9.60e-09, 3.17e-11, 4.01e-08, 1.97e-08]    []  
485500    [3.37e-07, 5.43e-07, 1.38e-06, 6.47e-07, 1.50e-06, 4.66e-07, 8.01e-07, 1.42e-08, 3.09e-05, 3.24e-09, 4.35e-07, 2.58e-06, 2.47e-06, 7.97e-08, 2.32e-08, 4.01e-09, 2.72e-09, 1.11e-09, 1.29e-10, 0.00e+00, 8.95e-09, 2.57e-05]    [3.37e-07, 5.43e-07, 1.38e-06, 6.47e-07, 1.50e-06, 4.66e-07, 8.01e-07, 1.42e-08, 3.09e-05, 3.24e-09, 4.35e-07, 2.58e-06, 2.47e-06, 7.97e-08, 2.32e-08, 4.01e-09, 2.72e-09, 1.11e-09, 1.29e-10, 0.00e+00, 8.95e-09, 2.57e-05]    []  
485600    [3.89e-07, 6.45e-07, 1.36e-06, 7.65e-07, 1.59e-06, 3.96e-07, 9.33e-07, 2.05e-07, 6.83e-08, 1.70e-08, 2.04e-06, 3.42e-06, 6.04e-06, 6.11e-06, 9.46e-10, 9.00e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.72e-10, 2.53e-07, 8.23e-09]    [3.89e-07, 6.45e-07, 1.36e-06, 7.65e-07, 1.59e-06, 3.96e-07, 9.33e-07, 2.05e-07, 6.83e-08, 1.70e-08, 2.04e-06, 3.42e-06, 6.04e-06, 6.11e-06, 9.46e-10, 9.00e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.72e-10, 2.53e-07, 8.23e-09]    []  
485700    [3.11e-07, 5.74e-07, 1.29e-06, 6.21e-07, 1.44e-06, 4.55e-07, 7.67e-07, 1.92e-08, 7.38e-11, 4.99e-09, 4.18e-07, 2.51e-06, 2.38e-06, 2.66e-07, 4.41e-09, 3.00e-09, 2.95e-10, 0.00e+00, 2.77e-13, 4.02e-13, 1.10e-08, 4.74e-10]    [3.11e-07, 5.74e-07, 1.29e-06, 6.21e-07, 1.44e-06, 4.55e-07, 7.67e-07, 1.92e-08, 7.38e-11, 4.99e-09, 4.18e-07, 2.51e-06, 2.38e-06, 2.66e-07, 4.41e-09, 3.00e-09, 2.95e-10, 0.00e+00, 2.77e-13, 4.02e-13, 1.10e-08, 4.74e-10]    []  
485800    [4.20e-07, 5.84e-07, 1.28e-06, 6.26e-07, 1.61e-06, 3.62e-07, 9.16e-07, 6.29e-07, 5.04e-09, 9.04e-08, 9.84e-07, 3.36e-06, 4.57e-06, 4.79e-06, 0.00e+00, 1.96e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.75e-11, 1.49e-07, 2.10e-08]    [4.20e-07, 5.84e-07, 1.28e-06, 6.26e-07, 1.61e-06, 3.62e-07, 9.16e-07, 6.29e-07, 5.04e-09, 9.04e-08, 9.84e-07, 3.36e-06, 4.57e-06, 4.79e-06, 0.00e+00, 1.96e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.75e-11, 1.49e-07, 2.10e-08]    []  
485900    [6.28e-07, 5.62e-07, 1.26e-06, 5.45e-07, 1.51e-06, 4.26e-07, 7.47e-07, 7.29e-07, 1.88e-04, 3.25e-07, 1.60e-06, 4.57e-06, 9.49e-06, 1.56e-05, 3.52e-07, 7.38e-08, 1.32e-07, 7.35e-08, 1.40e-07, 0.00e+00, 9.41e-07, 1.55e-04]    [6.28e-07, 5.62e-07, 1.26e-06, 5.45e-07, 1.51e-06, 4.26e-07, 7.47e-07, 7.29e-07, 1.88e-04, 3.25e-07, 1.60e-06, 4.57e-06, 9.49e-06, 1.56e-05, 3.52e-07, 7.38e-08, 1.32e-07, 7.35e-08, 1.40e-07, 0.00e+00, 9.41e-07, 1.55e-04]    []  
486000    [3.88e-07, 5.37e-07, 1.12e-06, 4.74e-07, 1.52e-06, 3.66e-07, 8.17e-07, 2.33e-08, 4.04e-09, 2.34e-08, 5.29e-07, 2.54e-06, 2.96e-06, 9.51e-07, 3.93e-08, 8.48e-09, 4.93e-09, 8.34e-09, 1.20e-08, 7.26e-11, 7.20e-08, 4.72e-10]    [3.88e-07, 5.37e-07, 1.12e-06, 4.74e-07, 1.52e-06, 3.66e-07, 8.17e-07, 2.33e-08, 4.04e-09, 2.34e-08, 5.29e-07, 2.54e-06, 2.96e-06, 9.51e-07, 3.93e-08, 8.48e-09, 4.93e-09, 8.34e-09, 1.20e-08, 7.26e-11, 7.20e-08, 4.72e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 47.394087 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
486000    [3.88e-07, 5.37e-07, 1.12e-06, 4.74e-07, 1.52e-06, 3.66e-07, 8.17e-07, 2.33e-08, 4.04e-09, 2.34e-08, 5.29e-07, 2.54e-06, 2.96e-06, 9.51e-07, 3.93e-08, 8.48e-09, 4.93e-09, 8.34e-09, 1.20e-08, 7.26e-11, 7.20e-08, 4.72e-10]    [3.88e-07, 5.37e-07, 1.12e-06, 4.74e-07, 1.52e-06, 3.66e-07, 8.17e-07, 2.33e-08, 4.04e-09, 2.34e-08, 5.29e-07, 2.54e-06, 2.96e-06, 9.51e-07, 3.93e-08, 8.48e-09, 4.93e-09, 8.34e-09, 1.20e-08, 7.26e-11, 7.20e-08, 4.72e-10]    []  
486100    [3.03e-06, 1.12e-06, 1.46e-06, 7.42e-07, 1.96e-06, 5.11e-07, 9.18e-07, 7.66e-06, 1.51e-07, 7.88e-06, 7.56e-06, 1.54e-05, 2.90e-05, 9.97e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.85e-08, 3.44e-05, 4.58e-07]    [3.03e-06, 1.12e-06, 1.46e-06, 7.42e-07, 1.96e-06, 5.11e-07, 9.18e-07, 7.66e-06, 1.51e-07, 7.88e-06, 7.56e-06, 1.54e-05, 2.90e-05, 9.97e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.85e-08, 3.44e-05, 4.58e-07]    []  
486200    [3.35e-07, 5.57e-07, 1.03e-06, 4.21e-07, 1.46e-06, 3.89e-07, 7.81e-07, 2.37e-09, 5.69e-10, 8.23e-10, 4.16e-07, 2.27e-06, 2.19e-06, 2.23e-08, 1.89e-08, 3.23e-09, 4.20e-10, 8.37e-10, 1.29e-11, 3.10e-12, 3.23e-08, 1.36e-09]    [3.35e-07, 5.57e-07, 1.03e-06, 4.21e-07, 1.46e-06, 3.89e-07, 7.81e-07, 2.37e-09, 5.69e-10, 8.23e-10, 4.16e-07, 2.27e-06, 2.19e-06, 2.23e-08, 1.89e-08, 3.23e-09, 4.20e-10, 8.37e-10, 1.29e-11, 3.10e-12, 3.23e-08, 1.36e-09]    []  
486300    [5.17e-06, 2.00e-06, 1.33e-06, 1.71e-06, 2.24e-06, 1.75e-06, 1.36e-06, 2.83e-05, 3.71e-06, 1.07e-05, 1.28e-05, 7.86e-05, 5.25e-05, 3.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.46e-07, 9.03e-06, 2.70e-06]    [5.17e-06, 2.00e-06, 1.33e-06, 1.71e-06, 2.24e-06, 1.75e-06, 1.36e-06, 2.83e-05, 3.71e-06, 1.07e-05, 1.28e-05, 7.86e-05, 5.25e-05, 3.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.46e-07, 9.03e-06, 2.70e-06]    []  
486400    [3.08e-07, 5.59e-07, 9.22e-07, 3.89e-07, 1.40e-06, 3.97e-07, 8.04e-07, 3.41e-08, 6.50e-10, 1.43e-10, 3.93e-07, 2.20e-06, 2.10e-06, 1.28e-08, 1.12e-08, 2.70e-09, 1.99e-10, 2.37e-10, 1.86e-10, 3.70e-12, 2.36e-08, 2.77e-10]    [3.08e-07, 5.59e-07, 9.22e-07, 3.89e-07, 1.40e-06, 3.97e-07, 8.04e-07, 3.41e-08, 6.50e-10, 1.43e-10, 3.93e-07, 2.20e-06, 2.10e-06, 1.28e-08, 1.12e-08, 2.70e-09, 1.99e-10, 2.37e-10, 1.86e-10, 3.70e-12, 2.36e-08, 2.77e-10]    []  
486500    [1.35e-05, 5.82e-06, 3.39e-06, 1.68e-05, 1.06e-05, 5.54e-06, 5.06e-06, 8.11e-06, 1.63e-07, 3.09e-05, 4.37e-05, 1.78e-04, 3.33e-04, 3.18e-04, 0.00e+00, 3.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 6.96e-09, 3.26e-05, 4.93e-08]    [1.35e-05, 5.82e-06, 3.39e-06, 1.68e-05, 1.06e-05, 5.54e-06, 5.06e-06, 8.11e-06, 1.63e-07, 3.09e-05, 4.37e-05, 1.78e-04, 3.33e-04, 3.18e-04, 0.00e+00, 3.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 6.96e-09, 3.26e-05, 4.93e-08]    []  
486600    [3.54e-07, 7.25e-07, 8.56e-07, 4.08e-07, 1.52e-06, 4.26e-07, 7.40e-07, 2.01e-09, 1.94e-09, 8.17e-10, 3.80e-07, 2.18e-06, 2.10e-06, 7.19e-09, 2.93e-08, 7.11e-09, 8.82e-10, 8.78e-10, 3.57e-10, 9.17e-11, 7.98e-09, 5.44e-10]    [3.54e-07, 7.25e-07, 8.56e-07, 4.08e-07, 1.52e-06, 4.26e-07, 7.40e-07, 2.01e-09, 1.94e-09, 8.17e-10, 3.80e-07, 2.18e-06, 2.10e-06, 7.19e-09, 2.93e-08, 7.11e-09, 8.82e-10, 8.78e-10, 3.57e-10, 9.17e-11, 7.98e-09, 5.44e-10]    []  
486700    [5.81e-05, 1.11e-05, 9.48e-06, 8.91e-06, 1.03e-05, 6.73e-06, 6.39e-06, 8.62e-06, 2.54e-05, 1.09e-04, 1.49e-04, 6.17e-04, 8.26e-04, 3.94e-03, 6.47e-05, 9.00e-05, 2.56e-05, 1.49e-05, 3.05e-06, 0.00e+00, 1.69e-05, 3.74e-06]    [5.81e-05, 1.11e-05, 9.48e-06, 8.91e-06, 1.03e-05, 6.73e-06, 6.39e-06, 8.62e-06, 2.54e-05, 1.09e-04, 1.49e-04, 6.17e-04, 8.26e-04, 3.94e-03, 6.47e-05, 9.00e-05, 2.56e-05, 1.49e-05, 3.05e-06, 0.00e+00, 1.69e-05, 3.74e-06]    []  
486800    [3.24e-07, 5.67e-07, 7.54e-07, 3.18e-07, 1.34e-06, 3.57e-07, 7.29e-07, 8.06e-10, 5.76e-07, 1.70e-08, 4.23e-07, 2.05e-06, 2.23e-06, 7.72e-07, 5.97e-08, 3.72e-09, 4.36e-09, 6.52e-09, 4.39e-12, 2.10e-07, 6.56e-08, 1.12e-06]    [3.24e-07, 5.67e-07, 7.54e-07, 3.18e-07, 1.34e-06, 3.57e-07, 7.29e-07, 8.06e-10, 5.76e-07, 1.70e-08, 4.23e-07, 2.05e-06, 2.23e-06, 7.72e-07, 5.97e-08, 3.72e-09, 4.36e-09, 6.52e-09, 4.39e-12, 2.10e-07, 6.56e-08, 1.12e-06]    []  
486900    [9.35e-07, 6.47e-07, 7.62e-07, 2.93e-07, 1.59e-06, 2.63e-07, 8.44e-07, 1.32e-07, 2.50e-10, 4.99e-07, 1.20e-06, 5.18e-06, 5.62e-06, 1.80e-05, 3.16e-07, 9.96e-08, 3.81e-08, 9.30e-08, 4.01e-09, 0.00e+00, 2.41e-08, 4.21e-09]    [9.35e-07, 6.47e-07, 7.62e-07, 2.93e-07, 1.59e-06, 2.63e-07, 8.44e-07, 1.32e-07, 2.50e-10, 4.99e-07, 1.20e-06, 5.18e-06, 5.62e-06, 1.80e-05, 3.16e-07, 9.96e-08, 3.81e-08, 9.30e-08, 4.01e-09, 0.00e+00, 2.41e-08, 4.21e-09]    []  
487000    [2.85e-07, 5.79e-07, 7.04e-07, 3.04e-07, 1.26e-06, 3.60e-07, 6.76e-07, 5.53e-11, 2.68e-10, 1.39e-08, 3.96e-07, 1.91e-06, 1.86e-06, 6.06e-07, 3.86e-10, 1.59e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.08e-11, 1.20e-08, 2.58e-10]    [2.85e-07, 5.79e-07, 7.04e-07, 3.04e-07, 1.26e-06, 3.60e-07, 6.76e-07, 5.53e-11, 2.68e-10, 1.39e-08, 3.96e-07, 1.91e-06, 1.86e-06, 6.06e-07, 3.86e-10, 1.59e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.08e-11, 1.20e-08, 2.58e-10]    []  
487100    [3.38e-07, 6.01e-07, 7.03e-07, 2.95e-07, 1.46e-06, 3.35e-07, 7.79e-07, 2.40e-07, 1.20e-07, 1.39e-08, 4.94e-07, 2.19e-06, 2.06e-06, 3.71e-07, 4.75e-11, 1.86e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.22e-08, 5.74e-07, 7.46e-08]    [3.38e-07, 6.01e-07, 7.03e-07, 2.95e-07, 1.46e-06, 3.35e-07, 7.79e-07, 2.40e-07, 1.20e-07, 1.39e-08, 4.94e-07, 2.19e-06, 2.06e-06, 3.71e-07, 4.75e-11, 1.86e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.22e-08, 5.74e-07, 7.46e-08]    []  
487200    [4.06e-05, 7.86e-06, 7.27e-06, 6.57e-06, 8.68e-06, 4.95e-06, 5.98e-06, 6.09e-05, 3.05e-06, 7.23e-05, 9.43e-05, 4.81e-04, 4.62e-04, 2.60e-03, 4.53e-05, 7.41e-05, 1.81e-05, 7.35e-06, 2.33e-05, 1.67e-06, 1.13e-04, 7.71e-06]    [4.06e-05, 7.86e-06, 7.27e-06, 6.57e-06, 8.68e-06, 4.95e-06, 5.98e-06, 6.09e-05, 3.05e-06, 7.23e-05, 9.43e-05, 4.81e-04, 4.62e-04, 2.60e-03, 4.53e-05, 7.41e-05, 1.81e-05, 7.35e-06, 2.33e-05, 1.67e-06, 1.13e-04, 7.71e-06]    []  
487300    [3.43e-07, 6.05e-07, 6.40e-07, 3.11e-07, 1.21e-06, 3.71e-07, 7.25e-07, 2.09e-08, 7.49e-10, 1.39e-07, 5.70e-07, 2.81e-06, 3.40e-06, 6.31e-06, 0.00e+00, 3.55e-10, 0.00e+00, 0.00e+00, 3.74e-11, 4.09e-12, 7.75e-09, 3.79e-10]    [3.43e-07, 6.05e-07, 6.40e-07, 3.11e-07, 1.21e-06, 3.71e-07, 7.25e-07, 2.09e-08, 7.49e-10, 1.39e-07, 5.70e-07, 2.81e-06, 3.40e-06, 6.31e-06, 0.00e+00, 3.55e-10, 0.00e+00, 0.00e+00, 3.74e-11, 4.09e-12, 7.75e-09, 3.79e-10]    []  
487400    [3.32e-07, 6.38e-07, 6.44e-07, 2.71e-07, 1.43e-06, 3.30e-07, 7.76e-07, 2.24e-07, 2.81e-11, 8.06e-09, 4.52e-07, 2.13e-06, 2.24e-06, 9.30e-07, 4.33e-09, 2.81e-09, 0.00e+00, 0.00e+00, 3.27e-08, 1.53e-13, 2.17e-07, 9.03e-10]    [3.32e-07, 6.38e-07, 6.44e-07, 2.71e-07, 1.43e-06, 3.30e-07, 7.76e-07, 2.24e-07, 2.81e-11, 8.06e-09, 4.52e-07, 2.13e-06, 2.24e-06, 9.30e-07, 4.33e-09, 2.81e-09, 0.00e+00, 0.00e+00, 3.27e-08, 1.53e-13, 2.17e-07, 9.03e-10]    []  
487500    [8.64e-07, 5.78e-07, 6.47e-07, 2.55e-07, 1.24e-06, 3.61e-07, 6.87e-07, 7.67e-09, 1.92e-09, 6.78e-07, 1.56e-06, 5.50e-06, 1.03e-05, 2.88e-05, 4.64e-07, 1.45e-07, 1.62e-07, 1.57e-07, 2.09e-09, 6.32e-10, 1.55e-08, 4.24e-09]    [8.64e-07, 5.78e-07, 6.47e-07, 2.55e-07, 1.24e-06, 3.61e-07, 6.87e-07, 7.67e-09, 1.92e-09, 6.78e-07, 1.56e-06, 5.50e-06, 1.03e-05, 2.88e-05, 4.64e-07, 1.45e-07, 1.62e-07, 1.57e-07, 2.09e-09, 6.32e-10, 1.55e-08, 4.24e-09]    []  
487600    [3.15e-07, 5.76e-07, 6.13e-07, 2.33e-07, 1.39e-06, 3.52e-07, 7.59e-07, 3.41e-07, 1.65e-07, 2.32e-08, 4.43e-07, 2.01e-06, 2.32e-06, 3.48e-07, 2.26e-08, 3.72e-09, 2.22e-10, 1.25e-08, 0.00e+00, 5.17e-09, 1.26e-07, 3.17e-08]    [3.15e-07, 5.76e-07, 6.13e-07, 2.33e-07, 1.39e-06, 3.52e-07, 7.59e-07, 3.41e-07, 1.65e-07, 2.32e-08, 4.43e-07, 2.01e-06, 2.32e-06, 3.48e-07, 2.26e-08, 3.72e-09, 2.22e-10, 1.25e-08, 0.00e+00, 5.17e-09, 1.26e-07, 3.17e-08]    []  
487700    [1.30e-05, 4.30e-06, 1.86e-06, 2.91e-06, 1.97e-06, 2.40e-06, 1.17e-06, 1.52e-05, 1.95e-07, 1.42e-05, 1.85e-05, 1.19e-04, 1.56e-04, 6.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-09, 2.37e-05, 1.22e-09]    [1.30e-05, 4.30e-06, 1.86e-06, 2.91e-06, 1.97e-06, 2.40e-06, 1.17e-06, 1.52e-05, 1.95e-07, 1.42e-05, 1.85e-05, 1.19e-04, 1.56e-04, 6.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-09, 2.37e-05, 1.22e-09]    []  
487800    [4.45e-07, 1.59e-06, 8.77e-07, 7.51e-07, 2.04e-06, 5.77e-07, 1.34e-06, 2.34e-12, 1.21e-10, 9.02e-08, 1.35e-06, 4.20e-06, 5.04e-06, 1.03e-06, 2.89e-08, 5.61e-09, 1.15e-08, 0.00e+00, 2.39e-07, 1.54e-12, 1.50e-06, 1.30e-10]    [4.45e-07, 1.59e-06, 8.77e-07, 7.51e-07, 2.04e-06, 5.77e-07, 1.34e-06, 2.34e-12, 1.21e-10, 9.02e-08, 1.35e-06, 4.20e-06, 5.04e-06, 1.03e-06, 2.89e-08, 5.61e-09, 1.15e-08, 0.00e+00, 2.39e-07, 1.54e-12, 1.50e-06, 1.30e-10]    []  
487900    [3.51e-07, 9.53e-07, 6.75e-07, 3.83e-07, 1.50e-06, 4.56e-07, 8.46e-07, 7.36e-10, 4.71e-13, 4.10e-12, 3.88e-07, 2.55e-06, 2.53e-06, 5.47e-09, 2.15e-08, 8.97e-09, 1.56e-09, 5.92e-10, 1.34e-09, 3.85e-12, 1.15e-08, 1.09e-10]    [3.51e-07, 9.53e-07, 6.75e-07, 3.83e-07, 1.50e-06, 4.56e-07, 8.46e-07, 7.36e-10, 4.71e-13, 4.10e-12, 3.88e-07, 2.55e-06, 2.53e-06, 5.47e-09, 2.15e-08, 8.97e-09, 1.56e-09, 5.92e-10, 1.34e-09, 3.85e-12, 1.15e-08, 1.09e-10]    []  
488000    [3.02e-07, 7.91e-07, 5.45e-07, 3.09e-07, 1.25e-06, 4.05e-07, 6.83e-07, 3.91e-09, 5.80e-11, 1.74e-10, 3.76e-07, 2.03e-06, 1.94e-06, 3.23e-09, 1.58e-08, 4.83e-09, 6.04e-10, 3.16e-10, 8.13e-10, 3.07e-12, 8.85e-09, 1.47e-10]    [3.02e-07, 7.91e-07, 5.45e-07, 3.09e-07, 1.25e-06, 4.05e-07, 6.83e-07, 3.91e-09, 5.80e-11, 1.74e-10, 3.76e-07, 2.03e-06, 1.94e-06, 3.23e-09, 1.58e-08, 4.83e-09, 6.04e-10, 3.16e-10, 8.13e-10, 3.07e-12, 8.85e-09, 1.47e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 53.178910 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
488000    [3.02e-07, 7.91e-07, 5.45e-07, 3.09e-07, 1.25e-06, 4.05e-07, 6.83e-07, 3.91e-09, 5.80e-11, 1.74e-10, 3.76e-07, 2.03e-06, 1.94e-06, 3.23e-09, 1.58e-08, 4.83e-09, 6.04e-10, 3.16e-10, 8.13e-10, 3.07e-12, 8.85e-09, 1.47e-10]    [3.02e-07, 7.91e-07, 5.45e-07, 3.09e-07, 1.25e-06, 4.05e-07, 6.83e-07, 3.91e-09, 5.80e-11, 1.74e-10, 3.76e-07, 2.03e-06, 1.94e-06, 3.23e-09, 1.58e-08, 4.83e-09, 6.04e-10, 3.16e-10, 8.13e-10, 3.07e-12, 8.85e-09, 1.47e-10]    []  
488100    [4.65e-06, 2.27e-06, 2.09e-06, 5.46e-07, 1.68e-06, 5.32e-07, 1.03e-06, 3.78e-05, 3.96e-05, 6.13e-06, 3.78e-05, 4.73e-05, 2.45e-04, 3.97e-04, 3.76e-06, 5.40e-07, 1.74e-06, 2.77e-06, 1.90e-06, 0.00e+00, 1.06e-05, 3.11e-05]    [4.65e-06, 2.27e-06, 2.09e-06, 5.46e-07, 1.68e-06, 5.32e-07, 1.03e-06, 3.78e-05, 3.96e-05, 6.13e-06, 3.78e-05, 4.73e-05, 2.45e-04, 3.97e-04, 3.76e-06, 5.40e-07, 1.74e-06, 2.77e-06, 1.90e-06, 0.00e+00, 1.06e-05, 3.11e-05]    []  
488200    [3.09e-07, 7.12e-07, 5.18e-07, 3.09e-07, 1.14e-06, 3.35e-07, 7.40e-07, 2.71e-11, 7.24e-09, 1.32e-09, 3.76e-07, 1.83e-06, 1.73e-06, 4.88e-08, 2.06e-08, 3.43e-09, 1.05e-09, 1.11e-09, 5.45e-10, 0.00e+00, 7.94e-09, 2.49e-09]    [3.09e-07, 7.12e-07, 5.18e-07, 3.09e-07, 1.14e-06, 3.35e-07, 7.40e-07, 2.71e-11, 7.24e-09, 1.32e-09, 3.76e-07, 1.83e-06, 1.73e-06, 4.88e-08, 2.06e-08, 3.43e-09, 1.05e-09, 1.11e-09, 5.45e-10, 0.00e+00, 7.94e-09, 2.49e-09]    []  
488300    [2.35e-06, 1.26e-06, 7.81e-07, 1.76e-07, 1.35e-06, 2.03e-07, 9.12e-07, 7.19e-08, 1.16e-09, 1.00e-06, 4.76e-06, 1.10e-05, 2.14e-05, 7.19e-05, 2.56e-07, 3.81e-07, 3.65e-07, 3.97e-07, 2.48e-09, 6.64e-11, 1.54e-08, 4.51e-10]    [2.35e-06, 1.26e-06, 7.81e-07, 1.76e-07, 1.35e-06, 2.03e-07, 9.12e-07, 7.19e-08, 1.16e-09, 1.00e-06, 4.76e-06, 1.10e-05, 2.14e-05, 7.19e-05, 2.56e-07, 3.81e-07, 3.65e-07, 3.97e-07, 2.48e-09, 6.64e-11, 1.54e-08, 4.51e-10]    []  
488400    [2.93e-07, 6.31e-07, 5.28e-07, 2.67e-07, 1.13e-06, 3.27e-07, 6.48e-07, 2.44e-09, 4.53e-11, 3.13e-13, 3.77e-07, 1.71e-06, 1.60e-06, 2.62e-09, 1.10e-08, 2.79e-09, 2.57e-10, 3.19e-10, 2.11e-09, 5.66e-13, 1.53e-08, 2.16e-10]    [2.93e-07, 6.31e-07, 5.28e-07, 2.67e-07, 1.13e-06, 3.27e-07, 6.48e-07, 2.44e-09, 4.53e-11, 3.13e-13, 3.77e-07, 1.71e-06, 1.60e-06, 2.62e-09, 1.10e-08, 2.79e-09, 2.57e-10, 3.19e-10, 2.11e-09, 5.66e-13, 1.53e-08, 2.16e-10]    []  
488500    [1.73e-05, 3.06e-06, 3.07e-06, 5.29e-06, 3.78e-06, 1.76e-06, 2.13e-06, 1.90e-05, 6.18e-08, 8.43e-06, 6.10e-05, 1.69e-04, 3.92e-04, 9.11e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-07, 0.00e+00, 3.78e-07, 9.03e-08]    [1.73e-05, 3.06e-06, 3.07e-06, 5.29e-06, 3.78e-06, 1.76e-06, 2.13e-06, 1.90e-05, 6.18e-08, 8.43e-06, 6.10e-05, 1.69e-04, 3.92e-04, 9.11e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-07, 0.00e+00, 3.78e-07, 9.03e-08]    []  
488600    [2.97e-07, 6.48e-07, 5.32e-07, 2.41e-07, 1.20e-06, 3.44e-07, 6.54e-07, 1.33e-07, 6.40e-10, 7.76e-10, 3.78e-07, 1.69e-06, 1.60e-06, 1.61e-08, 8.12e-09, 2.98e-09, 1.31e-10, 4.32e-10, 0.00e+00, 9.50e-12, 4.17e-08, 1.49e-10]    [2.97e-07, 6.48e-07, 5.32e-07, 2.41e-07, 1.20e-06, 3.44e-07, 6.54e-07, 1.33e-07, 6.40e-10, 7.76e-10, 3.78e-07, 1.69e-06, 1.60e-06, 1.61e-08, 8.12e-09, 2.98e-09, 1.31e-10, 4.32e-10, 0.00e+00, 9.50e-12, 4.17e-08, 1.49e-10]    []  
488700    [4.57e-07, 7.59e-07, 5.04e-07, 3.32e-07, 1.04e-06, 3.98e-07, 5.86e-07, 6.80e-09, 2.09e-11, 3.22e-07, 8.27e-07, 3.93e-06, 5.50e-06, 1.51e-05, 0.00e+00, 5.89e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.52e-11, 1.48e-07, 1.63e-10]    [4.57e-07, 7.59e-07, 5.04e-07, 3.32e-07, 1.04e-06, 3.98e-07, 5.86e-07, 6.80e-09, 2.09e-11, 3.22e-07, 8.27e-07, 3.93e-06, 5.50e-06, 1.51e-05, 0.00e+00, 5.89e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.52e-11, 1.48e-07, 1.63e-10]    []  
488800    [3.05e-07, 6.84e-07, 5.06e-07, 2.44e-07, 1.23e-06, 3.13e-07, 6.47e-07, 5.71e-08, 1.68e-10, 2.41e-08, 4.33e-07, 1.91e-06, 1.86e-06, 1.27e-06, 6.51e-10, 9.99e-10, 0.00e+00, 0.00e+00, 1.01e-09, 2.00e-10, 1.17e-08, 1.24e-09]    [3.05e-07, 6.84e-07, 5.06e-07, 2.44e-07, 1.23e-06, 3.13e-07, 6.47e-07, 5.71e-08, 1.68e-10, 2.41e-08, 4.33e-07, 1.91e-06, 1.86e-06, 1.27e-06, 6.51e-10, 9.99e-10, 0.00e+00, 0.00e+00, 1.01e-09, 2.00e-10, 1.17e-08, 1.24e-09]    []  
488900    [2.31e-06, 1.47e-06, 6.50e-07, 8.39e-07, 1.12e-06, 7.47e-07, 6.53e-07, 3.56e-08, 8.79e-08, 2.62e-06, 4.40e-06, 2.14e-05, 3.66e-05, 1.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.78e-07, 1.22e-07]    [2.31e-06, 1.47e-06, 6.50e-07, 8.39e-07, 1.12e-06, 7.47e-07, 6.53e-07, 3.56e-08, 8.79e-08, 2.62e-06, 4.40e-06, 2.14e-05, 3.66e-05, 1.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.78e-07, 1.22e-07]    []  
489000    [2.66e-07, 6.57e-07, 4.50e-07, 2.41e-07, 1.11e-06, 3.52e-07, 7.74e-07, 9.33e-08, 3.88e-08, 2.74e-08, 3.88e-07, 1.77e-06, 1.76e-06, 9.58e-07, 3.91e-10, 7.37e-10, 0.00e+00, 0.00e+00, 0.00e+00, 5.49e-09, 1.11e-07, 3.83e-08]    [2.66e-07, 6.57e-07, 4.50e-07, 2.41e-07, 1.11e-06, 3.52e-07, 7.74e-07, 9.33e-08, 3.88e-08, 2.74e-08, 3.88e-07, 1.77e-06, 1.76e-06, 9.58e-07, 3.91e-10, 7.37e-10, 0.00e+00, 0.00e+00, 0.00e+00, 5.49e-09, 1.11e-07, 3.83e-08]    []  
489100    [4.73e-06, 1.43e-06, 3.28e-06, 2.83e-06, 1.52e-06, 5.38e-07, 1.58e-06, 1.96e-05, 6.27e-09, 1.57e-06, 4.84e-05, 6.20e-05, 2.22e-04, 2.04e-04, 7.20e-08, 4.51e-06, 1.91e-06, 5.18e-07, 3.31e-06, 4.30e-09, 1.78e-05, 2.77e-08]    [4.73e-06, 1.43e-06, 3.28e-06, 2.83e-06, 1.52e-06, 5.38e-07, 1.58e-06, 1.96e-05, 6.27e-09, 1.57e-06, 4.84e-05, 6.20e-05, 2.22e-04, 2.04e-04, 7.20e-08, 4.51e-06, 1.91e-06, 5.18e-07, 3.31e-06, 4.30e-09, 1.78e-05, 2.77e-08]    []  
489200    [2.92e-07, 6.04e-07, 4.66e-07, 2.06e-07, 1.11e-06, 3.11e-07, 6.41e-07, 2.96e-09, 1.52e-12, 2.20e-09, 3.76e-07, 1.49e-06, 1.41e-06, 3.49e-08, 1.51e-08, 2.42e-09, 6.97e-10, 9.21e-10, 6.33e-09, 2.76e-12, 3.73e-08, 1.89e-10]    [2.92e-07, 6.04e-07, 4.66e-07, 2.06e-07, 1.11e-06, 3.11e-07, 6.41e-07, 2.96e-09, 1.52e-12, 2.20e-09, 3.76e-07, 1.49e-06, 1.41e-06, 3.49e-08, 1.51e-08, 2.42e-09, 6.97e-10, 9.21e-10, 6.33e-09, 2.76e-12, 3.73e-08, 1.89e-10]    []  
489300    [1.47e-06, 8.13e-07, 6.44e-07, 2.76e-07, 1.25e-06, 2.30e-07, 9.30e-07, 2.84e-06, 3.63e-12, 1.41e-06, 3.24e-06, 1.10e-05, 6.46e-06, 4.50e-05, 5.81e-07, 4.48e-07, 1.13e-07, 1.76e-07, 2.73e-08, 1.94e-12, 1.09e-07, 1.14e-10]    [1.47e-06, 8.13e-07, 6.44e-07, 2.76e-07, 1.25e-06, 2.30e-07, 9.30e-07, 2.84e-06, 3.63e-12, 1.41e-06, 3.24e-06, 1.10e-05, 6.46e-06, 4.50e-05, 5.81e-07, 4.48e-07, 1.13e-07, 1.76e-07, 2.73e-08, 1.94e-12, 1.09e-07, 1.14e-10]    []  
489400    [2.82e-06, 8.75e-07, 6.87e-07, 3.49e-07, 1.30e-06, 4.55e-07, 7.34e-07, 2.19e-06, 1.68e-09, 3.29e-06, 6.23e-06, 2.15e-05, 4.33e-05, 1.43e-04, 2.15e-06, 1.11e-06, 8.49e-07, 7.64e-07, 4.18e-07, 3.78e-10, 2.66e-06, 2.44e-09]    [2.82e-06, 8.75e-07, 6.87e-07, 3.49e-07, 1.30e-06, 4.55e-07, 7.34e-07, 2.19e-06, 1.68e-09, 3.29e-06, 6.23e-06, 2.15e-05, 4.33e-05, 1.43e-04, 2.15e-06, 1.11e-06, 8.49e-07, 7.64e-07, 4.18e-07, 3.78e-10, 2.66e-06, 2.44e-09]    []  
489500    [2.95e-07, 6.03e-07, 4.57e-07, 1.88e-07, 1.15e-06, 3.17e-07, 6.34e-07, 2.04e-08, 6.29e-13, 7.25e-10, 3.84e-07, 1.50e-06, 1.51e-06, 1.14e-07, 1.54e-08, 8.08e-10, 7.42e-10, 5.56e-09, 1.11e-10, 2.52e-11, 9.43e-08, 1.89e-10]    [2.95e-07, 6.03e-07, 4.57e-07, 1.88e-07, 1.15e-06, 3.17e-07, 6.34e-07, 2.04e-08, 6.29e-13, 7.25e-10, 3.84e-07, 1.50e-06, 1.51e-06, 1.14e-07, 1.54e-08, 8.08e-10, 7.42e-10, 5.56e-09, 1.11e-10, 2.52e-11, 9.43e-08, 1.89e-10]    []  
489600    [2.07e-06, 9.08e-07, 6.08e-07, 2.82e-07, 1.61e-06, 1.56e-07, 8.90e-07, 1.53e-05, 5.20e-08, 2.25e-06, 5.05e-06, 9.36e-06, 1.83e-05, 5.98e-05, 5.96e-08, 1.14e-06, 4.03e-07, 7.71e-08, 6.69e-07, 1.69e-09, 4.01e-06, 1.05e-08]    [2.07e-06, 9.08e-07, 6.08e-07, 2.82e-07, 1.61e-06, 1.56e-07, 8.90e-07, 1.53e-05, 5.20e-08, 2.25e-06, 5.05e-06, 9.36e-06, 1.83e-05, 5.98e-05, 5.96e-08, 1.14e-06, 4.03e-07, 7.71e-08, 6.69e-07, 1.69e-09, 4.01e-06, 1.05e-08]    []  
489700    [2.72e-07, 6.18e-07, 4.37e-07, 2.03e-07, 1.05e-06, 3.29e-07, 5.79e-07, 2.58e-09, 7.99e-10, 2.04e-08, 3.89e-07, 1.49e-06, 1.50e-06, 8.39e-07, 3.81e-10, 4.42e-10, 0.00e+00, 2.68e-10, 1.95e-08, 2.79e-12, 1.23e-07, 1.06e-10]    [2.72e-07, 6.18e-07, 4.37e-07, 2.03e-07, 1.05e-06, 3.29e-07, 5.79e-07, 2.58e-09, 7.99e-10, 2.04e-08, 3.89e-07, 1.49e-06, 1.50e-06, 8.39e-07, 3.81e-10, 4.42e-10, 0.00e+00, 2.68e-10, 1.95e-08, 2.79e-12, 1.23e-07, 1.06e-10]    []  
489800    [3.33e-07, 6.32e-07, 4.58e-07, 1.88e-07, 1.26e-06, 3.08e-07, 6.33e-07, 2.95e-07, 4.09e-06, 4.28e-09, 7.64e-07, 1.83e-06, 3.08e-06, 1.66e-06, 5.74e-08, 4.80e-09, 1.32e-09, 1.80e-08, 7.33e-09, 2.34e-07, 4.10e-08, 1.18e-06]    [3.33e-07, 6.32e-07, 4.58e-07, 1.88e-07, 1.26e-06, 3.08e-07, 6.33e-07, 2.95e-07, 4.09e-06, 4.28e-09, 7.64e-07, 1.83e-06, 3.08e-06, 1.66e-06, 5.74e-08, 4.80e-09, 1.32e-09, 1.80e-08, 7.33e-09, 2.34e-07, 4.10e-08, 1.18e-06]    []  
489900    [1.26e-05, 1.91e-06, 2.36e-06, 4.78e-06, 2.73e-06, 1.03e-06, 2.24e-06, 4.36e-07, 6.40e-08, 1.31e-05, 3.87e-05, 1.14e-04, 2.38e-04, 5.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.22e-07, 1.72e-08, 1.43e-06, 9.99e-08]    [1.26e-05, 1.91e-06, 2.36e-06, 4.78e-06, 2.73e-06, 1.03e-06, 2.24e-06, 4.36e-07, 6.40e-08, 1.31e-05, 3.87e-05, 1.14e-04, 2.38e-04, 5.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.22e-07, 1.72e-08, 1.43e-06, 9.99e-08]    []  
490000    [2.81e-07, 6.18e-07, 4.23e-07, 2.02e-07, 1.05e-06, 3.32e-07, 6.06e-07, 1.23e-08, 6.23e-07, 5.97e-10, 3.51e-07, 1.33e-06, 1.25e-06, 3.88e-09, 1.27e-08, 9.18e-10, 6.42e-10, 1.51e-09, 1.80e-08, 3.99e-09, 1.14e-07, 8.38e-09]    [2.81e-07, 6.18e-07, 4.23e-07, 2.02e-07, 1.05e-06, 3.32e-07, 6.06e-07, 1.23e-08, 6.23e-07, 5.97e-10, 3.51e-07, 1.33e-06, 1.25e-06, 3.88e-09, 1.27e-08, 9.18e-10, 6.42e-10, 1.51e-09, 1.80e-08, 3.99e-09, 1.14e-07, 8.38e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 52.334738 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
490000    [2.81e-07, 6.18e-07, 4.23e-07, 2.02e-07, 1.05e-06, 3.32e-07, 6.06e-07, 1.23e-08, 6.23e-07, 5.97e-10, 3.51e-07, 1.33e-06, 1.25e-06, 3.88e-09, 1.27e-08, 9.18e-10, 6.42e-10, 1.51e-09, 1.80e-08, 3.99e-09, 1.14e-07, 8.38e-09]    [2.81e-07, 6.18e-07, 4.23e-07, 2.02e-07, 1.05e-06, 3.32e-07, 6.06e-07, 1.23e-08, 6.23e-07, 5.97e-10, 3.51e-07, 1.33e-06, 1.25e-06, 3.88e-09, 1.27e-08, 9.18e-10, 6.42e-10, 1.51e-09, 1.80e-08, 3.99e-09, 1.14e-07, 8.38e-09]    []  
490100    [3.63e-07, 8.20e-07, 5.14e-07, 2.55e-07, 1.47e-06, 3.86e-07, 7.94e-07, 1.21e-06, 1.15e-09, 2.80e-07, 1.62e-06, 4.93e-06, 3.50e-06, 1.11e-05, 4.44e-08, 4.00e-12, 4.72e-10, 5.41e-10, 5.84e-08, 9.53e-10, 3.87e-07, 6.37e-09]    [3.63e-07, 8.20e-07, 5.14e-07, 2.55e-07, 1.47e-06, 3.86e-07, 7.94e-07, 1.21e-06, 1.15e-09, 2.80e-07, 1.62e-06, 4.93e-06, 3.50e-06, 1.11e-05, 4.44e-08, 4.00e-12, 4.72e-10, 5.41e-10, 5.84e-08, 9.53e-10, 3.87e-07, 6.37e-09]    []  
490200    [2.84e-07, 5.98e-07, 4.34e-07, 1.96e-07, 9.72e-07, 3.25e-07, 5.41e-07, 2.38e-08, 1.76e-10, 1.99e-10, 3.53e-07, 1.32e-06, 1.24e-06, 5.90e-09, 1.45e-08, 1.10e-09, 8.61e-10, 1.29e-09, 1.24e-09, 9.59e-13, 1.18e-08, 1.17e-09]    [2.84e-07, 5.98e-07, 4.34e-07, 1.96e-07, 9.72e-07, 3.25e-07, 5.41e-07, 2.38e-08, 1.76e-10, 1.99e-10, 3.53e-07, 1.32e-06, 1.24e-06, 5.90e-09, 1.45e-08, 1.10e-09, 8.61e-10, 1.29e-09, 1.24e-09, 9.59e-13, 1.18e-08, 1.17e-09]    []  
490300    [5.95e-07, 7.35e-07, 4.68e-07, 2.12e-07, 1.20e-06, 2.92e-07, 7.54e-07, 9.99e-07, 2.18e-05, 4.90e-08, 1.39e-06, 3.04e-06, 5.34e-06, 5.15e-06, 3.00e-07, 4.84e-09, 8.24e-08, 1.89e-07, 6.47e-08, 0.00e+00, 4.34e-07, 1.33e-05]    [5.95e-07, 7.35e-07, 4.68e-07, 2.12e-07, 1.20e-06, 2.92e-07, 7.54e-07, 9.99e-07, 2.18e-05, 4.90e-08, 1.39e-06, 3.04e-06, 5.34e-06, 5.15e-06, 3.00e-07, 4.84e-09, 8.24e-08, 1.89e-07, 6.47e-08, 0.00e+00, 4.34e-07, 1.33e-05]    []  
490400    [2.69e-07, 5.71e-07, 4.39e-07, 2.21e-07, 9.03e-07, 3.35e-07, 5.97e-07, 6.69e-09, 7.86e-13, 1.15e-11, 3.53e-07, 1.47e-06, 1.37e-06, 2.41e-09, 1.37e-08, 7.56e-10, 5.03e-10, 4.29e-10, 2.20e-10, 3.78e-11, 6.99e-09, 3.14e-10]    [2.69e-07, 5.71e-07, 4.39e-07, 2.21e-07, 9.03e-07, 3.35e-07, 5.97e-07, 6.69e-09, 7.86e-13, 1.15e-11, 3.53e-07, 1.47e-06, 1.37e-06, 2.41e-09, 1.37e-08, 7.56e-10, 5.03e-10, 4.29e-10, 2.20e-10, 3.78e-11, 6.99e-09, 3.14e-10]    []  
490500    [9.56e-07, 1.12e-06, 4.56e-07, 6.30e-07, 1.35e-06, 3.68e-07, 1.01e-06, 1.93e-06, 7.90e-09, 1.76e-06, 3.07e-06, 8.68e-06, 2.00e-05, 5.50e-06, 0.00e+00, 7.63e-08, 8.20e-09, 2.05e-10, 0.00e+00, 4.31e-11, 7.98e-07, 2.27e-10]    [9.56e-07, 1.12e-06, 4.56e-07, 6.30e-07, 1.35e-06, 3.68e-07, 1.01e-06, 1.93e-06, 7.90e-09, 1.76e-06, 3.07e-06, 8.68e-06, 2.00e-05, 5.50e-06, 0.00e+00, 7.63e-08, 8.20e-09, 2.05e-10, 0.00e+00, 4.31e-11, 7.98e-07, 2.27e-10]    []  
490600    [2.91e-07, 6.25e-07, 4.59e-07, 2.24e-07, 9.71e-07, 3.44e-07, 5.82e-07, 1.55e-08, 2.44e-11, 1.60e-10, 3.69e-07, 1.44e-06, 1.34e-06, 4.34e-09, 1.12e-08, 8.55e-10, 4.48e-10, 7.62e-10, 4.28e-11, 8.15e-12, 7.01e-09, 1.47e-10]    [2.91e-07, 6.25e-07, 4.59e-07, 2.24e-07, 9.71e-07, 3.44e-07, 5.82e-07, 1.55e-08, 2.44e-11, 1.60e-10, 3.69e-07, 1.44e-06, 1.34e-06, 4.34e-09, 1.12e-08, 8.55e-10, 4.48e-10, 7.62e-10, 4.28e-11, 8.15e-12, 7.01e-09, 1.47e-10]    []  
490700    [1.32e-05, 3.46e-06, 3.85e-06, 4.10e-06, 1.87e-06, 2.36e-06, 2.81e-06, 6.51e-05, 2.70e-07, 1.65e-05, 4.66e-05, 1.08e-04, 2.73e-04, 8.36e-04, 9.70e-06, 8.67e-06, 7.71e-06, 1.16e-06, 1.09e-05, 5.12e-08, 5.52e-05, 2.76e-07]    [1.32e-05, 3.46e-06, 3.85e-06, 4.10e-06, 1.87e-06, 2.36e-06, 2.81e-06, 6.51e-05, 2.70e-07, 1.65e-05, 4.66e-05, 1.08e-04, 2.73e-04, 8.36e-04, 9.70e-06, 8.67e-06, 7.71e-06, 1.16e-06, 1.09e-05, 5.12e-08, 5.52e-05, 2.76e-07]    []  
490800    [2.90e-07, 5.92e-07, 4.37e-07, 1.89e-07, 9.78e-07, 3.26e-07, 5.60e-07, 4.60e-08, 4.55e-14, 6.02e-09, 3.68e-07, 1.43e-06, 1.41e-06, 3.32e-07, 2.85e-08, 6.60e-09, 4.14e-09, 2.79e-09, 0.00e+00, 1.80e-11, 2.27e-08, 1.50e-10]    [2.90e-07, 5.92e-07, 4.37e-07, 1.89e-07, 9.78e-07, 3.26e-07, 5.60e-07, 4.60e-08, 4.55e-14, 6.02e-09, 3.68e-07, 1.43e-06, 1.41e-06, 3.32e-07, 2.85e-08, 6.60e-09, 4.14e-09, 2.79e-09, 0.00e+00, 1.80e-11, 2.27e-08, 1.50e-10]    []  
490900    [7.72e-07, 7.23e-07, 3.80e-07, 1.92e-07, 1.05e-06, 1.83e-07, 7.49e-07, 1.31e-06, 1.37e-07, 5.85e-08, 4.06e-06, 3.87e-06, 1.27e-05, 1.09e-05, 1.50e-07, 2.39e-08, 3.29e-08, 3.92e-08, 2.41e-07, 0.00e+00, 1.56e-06, 2.87e-07]    [7.72e-07, 7.23e-07, 3.80e-07, 1.92e-07, 1.05e-06, 1.83e-07, 7.49e-07, 1.31e-06, 1.37e-07, 5.85e-08, 4.06e-06, 3.87e-06, 1.27e-05, 1.09e-05, 1.50e-07, 2.39e-08, 3.29e-08, 3.92e-08, 2.41e-07, 0.00e+00, 1.56e-06, 2.87e-07]    []  
491000    [8.46e-07, 8.46e-07, 4.46e-07, 3.93e-07, 9.01e-07, 4.85e-07, 5.54e-07, 9.80e-07, 1.80e-09, 7.81e-07, 1.63e-06, 6.97e-06, 1.28e-05, 3.64e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-06, 1.12e-08]    [8.46e-07, 8.46e-07, 4.46e-07, 3.93e-07, 9.01e-07, 4.85e-07, 5.54e-07, 9.80e-07, 1.80e-09, 7.81e-07, 1.63e-06, 6.97e-06, 1.28e-05, 3.64e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-06, 1.12e-08]    []  
491100    [3.14e-07, 6.26e-07, 4.22e-07, 1.98e-07, 1.03e-06, 3.21e-07, 6.15e-07, 1.97e-09, 5.42e-08, 1.59e-08, 4.52e-07, 1.53e-06, 1.82e-06, 1.01e-06, 9.61e-08, 4.65e-09, 9.88e-10, 1.78e-08, 1.24e-09, 0.00e+00, 1.07e-08, 3.83e-08]    [3.14e-07, 6.26e-07, 4.22e-07, 1.98e-07, 1.03e-06, 3.21e-07, 6.15e-07, 1.97e-09, 5.42e-08, 1.59e-08, 4.52e-07, 1.53e-06, 1.82e-06, 1.01e-06, 9.61e-08, 4.65e-09, 9.88e-10, 1.78e-08, 1.24e-09, 0.00e+00, 1.07e-08, 3.83e-08]    []  
491200    [7.78e-06, 2.80e-06, 1.12e-06, 2.58e-06, 2.25e-06, 2.55e-06, 2.28e-06, 2.94e-05, 2.46e-09, 1.07e-05, 1.08e-05, 1.38e-04, 4.17e-05, 4.07e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.59e-09, 5.76e-05, 5.57e-08]    [7.78e-06, 2.80e-06, 1.12e-06, 2.58e-06, 2.25e-06, 2.55e-06, 2.28e-06, 2.94e-05, 2.46e-09, 1.07e-05, 1.08e-05, 1.38e-04, 4.17e-05, 4.07e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.59e-09, 5.76e-05, 5.57e-08]    []  
491300    [2.97e-07, 6.35e-07, 4.18e-07, 2.24e-07, 9.22e-07, 3.56e-07, 5.40e-07, 7.90e-08, 1.56e-08, 8.00e-08, 4.95e-07, 1.84e-06, 2.31e-06, 3.62e-06, 0.00e+00, 1.52e-11, 0.00e+00, 1.38e-10, 3.53e-09, 0.00e+00, 2.24e-08, 2.09e-08]    [2.97e-07, 6.35e-07, 4.18e-07, 2.24e-07, 9.22e-07, 3.56e-07, 5.40e-07, 7.90e-08, 1.56e-08, 8.00e-08, 4.95e-07, 1.84e-06, 2.31e-06, 3.62e-06, 0.00e+00, 1.52e-11, 0.00e+00, 1.38e-10, 3.53e-09, 0.00e+00, 2.24e-08, 2.09e-08]    []  
491400    [2.83e-07, 5.96e-07, 4.42e-07, 1.93e-07, 1.06e-06, 3.37e-07, 5.92e-07, 2.66e-08, 5.56e-08, 6.11e-10, 4.50e-07, 1.70e-06, 1.56e-06, 1.74e-07, 2.87e-08, 8.48e-11, 2.16e-08, 6.47e-10, 4.94e-12, 8.28e-09, 7.95e-09, 5.31e-08]    [2.83e-07, 5.96e-07, 4.42e-07, 1.93e-07, 1.06e-06, 3.37e-07, 5.92e-07, 2.66e-08, 5.56e-08, 6.11e-10, 4.50e-07, 1.70e-06, 1.56e-06, 1.74e-07, 2.87e-08, 8.48e-11, 2.16e-08, 6.47e-10, 4.94e-12, 8.28e-09, 7.95e-09, 5.31e-08]    []  
491500    [1.60e-06, 1.01e-06, 6.08e-07, 7.51e-07, 1.38e-06, 5.37e-07, 8.37e-07, 2.08e-05, 1.71e-08, 1.93e-07, 9.62e-06, 1.67e-05, 4.97e-05, 3.43e-05, 0.00e+00, 2.59e-08, 0.00e+00, 4.30e-12, 0.00e+00, 0.00e+00, 2.96e-05, 1.08e-09]    [1.60e-06, 1.01e-06, 6.08e-07, 7.51e-07, 1.38e-06, 5.37e-07, 8.37e-07, 2.08e-05, 1.71e-08, 1.93e-07, 9.62e-06, 1.67e-05, 4.97e-05, 3.43e-05, 0.00e+00, 2.59e-08, 0.00e+00, 4.30e-12, 0.00e+00, 0.00e+00, 2.96e-05, 1.08e-09]    []  
491600    [4.38e-05, 9.00e-06, 6.24e-06, 6.51e-06, 7.24e-06, 4.85e-06, 5.36e-06, 7.82e-05, 4.25e-06, 8.28e-05, 1.22e-04, 4.92e-04, 6.64e-04, 3.16e-03, 5.38e-05, 6.24e-05, 1.81e-05, 1.31e-05, 1.49e-05, 7.42e-07, 7.42e-05, 3.38e-06]    [4.38e-05, 9.00e-06, 6.24e-06, 6.51e-06, 7.24e-06, 4.85e-06, 5.36e-06, 7.82e-05, 4.25e-06, 8.28e-05, 1.22e-04, 4.92e-04, 6.64e-04, 3.16e-03, 5.38e-05, 6.24e-05, 1.81e-05, 1.31e-05, 1.49e-05, 7.42e-07, 7.42e-05, 3.38e-06]    []  
491700    [2.95e-07, 6.14e-07, 4.35e-07, 2.09e-07, 9.29e-07, 3.51e-07, 5.34e-07, 1.95e-09, 6.59e-09, 5.18e-08, 4.93e-07, 1.76e-06, 2.14e-06, 2.63e-06, 0.00e+00, 0.00e+00, 0.00e+00, 7.29e-11, 0.00e+00, 5.90e-10, 1.55e-08, 3.91e-09]    [2.95e-07, 6.14e-07, 4.35e-07, 2.09e-07, 9.29e-07, 3.51e-07, 5.34e-07, 1.95e-09, 6.59e-09, 5.18e-08, 4.93e-07, 1.76e-06, 2.14e-06, 2.63e-06, 0.00e+00, 0.00e+00, 0.00e+00, 7.29e-11, 0.00e+00, 5.90e-10, 1.55e-08, 3.91e-09]    []  
491800    [3.68e-07, 5.83e-07, 4.79e-07, 1.80e-07, 1.09e-06, 2.99e-07, 5.90e-07, 8.59e-10, 4.91e-07, 1.14e-07, 6.25e-07, 1.93e-06, 3.20e-06, 4.69e-06, 4.12e-08, 1.91e-08, 1.98e-08, 4.01e-08, 1.85e-08, 0.00e+00, 1.16e-07, 2.14e-07]    [3.68e-07, 5.83e-07, 4.79e-07, 1.80e-07, 1.09e-06, 2.99e-07, 5.90e-07, 8.59e-10, 4.91e-07, 1.14e-07, 6.25e-07, 1.93e-06, 3.20e-06, 4.69e-06, 4.12e-08, 1.91e-08, 1.98e-08, 4.01e-08, 1.85e-08, 0.00e+00, 1.16e-07, 2.14e-07]    []  
491900    [1.08e-06, 7.72e-07, 6.05e-07, 1.88e-07, 1.35e-06, 3.15e-07, 7.82e-07, 3.24e-06, 1.93e-05, 1.17e-06, 1.46e-06, 9.52e-06, 5.45e-06, 3.01e-05, 6.48e-07, 3.73e-07, 1.76e-07, 3.06e-07, 3.81e-07, 1.88e-06, 2.42e-06, 8.25e-06]    [1.08e-06, 7.72e-07, 6.05e-07, 1.88e-07, 1.35e-06, 3.15e-07, 7.82e-07, 3.24e-06, 1.93e-05, 1.17e-06, 1.46e-06, 9.52e-06, 5.45e-06, 3.01e-05, 6.48e-07, 3.73e-07, 1.76e-07, 3.06e-07, 3.81e-07, 1.88e-06, 2.42e-06, 8.25e-06]    []  
492000    [1.27e-06, 7.77e-07, 7.91e-07, 1.64e-07, 1.83e-06, 3.18e-07, 1.35e-06, 8.03e-06, 5.67e-06, 1.07e-06, 5.07e-06, 3.37e-05, 1.00e-05, 4.61e-05, 1.21e-08, 3.71e-06, 1.27e-06, 3.53e-10, 3.02e-06, 0.00e+00, 1.66e-05, 8.26e-07]    [1.27e-06, 7.77e-07, 7.91e-07, 1.64e-07, 1.83e-06, 3.18e-07, 1.35e-06, 8.03e-06, 5.67e-06, 1.07e-06, 5.07e-06, 3.37e-05, 1.00e-05, 4.61e-05, 1.21e-08, 3.71e-06, 1.27e-06, 3.53e-10, 3.02e-06, 0.00e+00, 1.66e-05, 8.26e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 47.899055 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
492000    [1.27e-06, 7.77e-07, 7.91e-07, 1.64e-07, 1.83e-06, 3.18e-07, 1.35e-06, 8.03e-06, 5.67e-06, 1.07e-06, 5.07e-06, 3.37e-05, 1.00e-05, 4.61e-05, 1.21e-08, 3.71e-06, 1.27e-06, 3.53e-10, 3.02e-06, 0.00e+00, 1.66e-05, 8.26e-07]    [1.27e-06, 7.77e-07, 7.91e-07, 1.64e-07, 1.83e-06, 3.18e-07, 1.35e-06, 8.03e-06, 5.67e-06, 1.07e-06, 5.07e-06, 3.37e-05, 1.00e-05, 4.61e-05, 1.21e-08, 3.71e-06, 1.27e-06, 3.53e-10, 3.02e-06, 0.00e+00, 1.66e-05, 8.26e-07]    []  
492100    [1.09e-06, 1.01e-06, 1.96e-06, 3.60e-06, 1.27e-06, 4.78e-07, 1.87e-06, 1.55e-06, 1.36e-06, 3.02e-06, 2.09e-05, 1.49e-05, 2.80e-05, 4.63e-06, 0.00e+00, 2.02e-08, 1.83e-09, 2.46e-08, 8.20e-07, 5.14e-07, 4.80e-06, 2.35e-06]    [1.09e-06, 1.01e-06, 1.96e-06, 3.60e-06, 1.27e-06, 4.78e-07, 1.87e-06, 1.55e-06, 1.36e-06, 3.02e-06, 2.09e-05, 1.49e-05, 2.80e-05, 4.63e-06, 0.00e+00, 2.02e-08, 1.83e-09, 2.46e-08, 8.20e-07, 5.14e-07, 4.80e-06, 2.35e-06]    []  
492200    [2.81e-07, 5.79e-07, 4.44e-07, 2.10e-07, 8.50e-07, 3.58e-07, 5.27e-07, 2.24e-08, 5.59e-06, 4.32e-08, 4.41e-07, 1.70e-06, 1.79e-06, 2.12e-06, 0.00e+00, 1.86e-12, 0.00e+00, 1.86e-10, 0.00e+00, 0.00e+00, 5.22e-08, 4.26e-06]    [2.81e-07, 5.79e-07, 4.44e-07, 2.10e-07, 8.50e-07, 3.58e-07, 5.27e-07, 2.24e-08, 5.59e-06, 4.32e-08, 4.41e-07, 1.70e-06, 1.79e-06, 2.12e-06, 0.00e+00, 1.86e-12, 0.00e+00, 1.86e-10, 0.00e+00, 0.00e+00, 5.22e-08, 4.26e-06]    []  
492300    [2.93e-07, 5.73e-07, 4.81e-07, 2.43e-07, 9.03e-07, 3.33e-07, 6.68e-07, 1.48e-06, 5.20e-10, 4.04e-08, 4.98e-07, 1.83e-06, 2.13e-06, 1.45e-06, 1.09e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.57e-08, 9.69e-07, 2.08e-07]    [2.93e-07, 5.73e-07, 4.81e-07, 2.43e-07, 9.03e-07, 3.33e-07, 6.68e-07, 1.48e-06, 5.20e-10, 4.04e-08, 4.98e-07, 1.83e-06, 2.13e-06, 1.45e-06, 1.09e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.57e-08, 9.69e-07, 2.08e-07]    []  
492400    [8.17e-07, 8.63e-07, 4.84e-07, 4.40e-07, 1.25e-06, 4.54e-07, 8.63e-07, 5.69e-06, 9.01e-08, 8.05e-08, 2.63e-06, 2.22e-05, 3.91e-06, 2.89e-05, 0.00e+00, 7.91e-10, 2.00e-09, 1.13e-08, 0.00e+00, 0.00e+00, 3.75e-06, 5.66e-08]    [8.17e-07, 8.63e-07, 4.84e-07, 4.40e-07, 1.25e-06, 4.54e-07, 8.63e-07, 5.69e-06, 9.01e-08, 8.05e-08, 2.63e-06, 2.22e-05, 3.91e-06, 2.89e-05, 0.00e+00, 7.91e-10, 2.00e-09, 1.13e-08, 0.00e+00, 0.00e+00, 3.75e-06, 5.66e-08]    []  
492500    [1.77e-06, 1.11e-06, 5.63e-07, 6.06e-07, 8.71e-07, 6.63e-07, 5.76e-07, 9.34e-07, 1.13e-08, 1.88e-06, 2.98e-06, 1.47e-05, 2.56e-05, 8.33e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-06, 2.20e-08]    [1.77e-06, 1.11e-06, 5.63e-07, 6.06e-07, 8.71e-07, 6.63e-07, 5.76e-07, 9.34e-07, 1.13e-08, 1.88e-06, 2.98e-06, 1.47e-05, 2.56e-05, 8.33e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-06, 2.20e-08]    []  
492600    [2.71e-07, 6.26e-07, 4.92e-07, 2.21e-07, 8.91e-07, 3.76e-07, 5.40e-07, 9.03e-10, 1.87e-09, 3.97e-08, 4.17e-07, 1.64e-06, 1.39e-06, 8.29e-07, 5.22e-10, 0.00e+00, 0.00e+00, 1.84e-09, 4.92e-12, 0.00e+00, 2.71e-08, 1.23e-09]    [2.71e-07, 6.26e-07, 4.92e-07, 2.21e-07, 8.91e-07, 3.76e-07, 5.40e-07, 9.03e-10, 1.87e-09, 3.97e-08, 4.17e-07, 1.64e-06, 1.39e-06, 8.29e-07, 5.22e-10, 0.00e+00, 0.00e+00, 1.84e-09, 4.92e-12, 0.00e+00, 2.71e-08, 1.23e-09]    []  
492700    [9.31e-07, 9.79e-07, 4.94e-07, 5.55e-07, 1.27e-06, 2.60e-07, 8.19e-07, 4.37e-06, 5.47e-06, 3.99e-08, 2.02e-06, 3.59e-06, 7.11e-06, 4.53e-06, 3.04e-07, 2.21e-08, 1.67e-07, 7.18e-08, 2.38e-08, 8.24e-07, 3.20e-06, 3.90e-06]    [9.31e-07, 9.79e-07, 4.94e-07, 5.55e-07, 1.27e-06, 2.60e-07, 8.19e-07, 4.37e-06, 5.47e-06, 3.99e-08, 2.02e-06, 3.59e-06, 7.11e-06, 4.53e-06, 3.04e-07, 2.21e-08, 1.67e-07, 7.18e-08, 2.38e-08, 8.24e-07, 3.20e-06, 3.90e-06]    []  
492800    [3.91e-07, 6.92e-07, 4.57e-07, 2.92e-07, 7.80e-07, 3.96e-07, 4.89e-07, 2.57e-08, 1.38e-09, 2.30e-07, 7.00e-07, 2.80e-06, 4.23e-06, 1.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.53e-12, 4.57e-08, 1.09e-09]    [3.91e-07, 6.92e-07, 4.57e-07, 2.92e-07, 7.80e-07, 3.96e-07, 4.89e-07, 2.57e-08, 1.38e-09, 2.30e-07, 7.00e-07, 2.80e-06, 4.23e-06, 1.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.53e-12, 4.57e-08, 1.09e-09]    []  
492900    [2.68e-07, 6.44e-07, 4.81e-07, 2.18e-07, 9.16e-07, 3.45e-07, 5.16e-07, 1.08e-07, 1.36e-09, 2.65e-08, 4.31e-07, 1.55e-06, 1.34e-06, 3.01e-07, 1.56e-09, 0.00e+00, 3.31e-12, 7.34e-10, 4.69e-09, 9.39e-11, 2.82e-08, 6.05e-10]    [2.68e-07, 6.44e-07, 4.81e-07, 2.18e-07, 9.16e-07, 3.45e-07, 5.16e-07, 1.08e-07, 1.36e-09, 2.65e-08, 4.31e-07, 1.55e-06, 1.34e-06, 3.01e-07, 1.56e-09, 0.00e+00, 3.31e-12, 7.34e-10, 4.69e-09, 9.39e-11, 2.82e-08, 6.05e-10]    []  
493000    [7.33e-07, 6.63e-07, 5.03e-07, 2.26e-07, 1.24e-06, 2.23e-07, 6.55e-07, 2.68e-05, 1.37e-07, 2.02e-07, 8.98e-06, 6.10e-06, 2.76e-05, 2.18e-05, 0.00e+00, 3.84e-07, 2.86e-07, 8.09e-08, 3.32e-06, 1.77e-08, 1.83e-05, 9.94e-08]    [7.33e-07, 6.63e-07, 5.03e-07, 2.26e-07, 1.24e-06, 2.23e-07, 6.55e-07, 2.68e-05, 1.37e-07, 2.02e-07, 8.98e-06, 6.10e-06, 2.76e-05, 2.18e-05, 0.00e+00, 3.84e-07, 2.86e-07, 8.09e-08, 3.32e-06, 1.77e-08, 1.83e-05, 9.94e-08]    []  
493100    [3.20e-05, 1.05e-05, 2.85e-06, 9.08e-06, 5.34e-06, 6.11e-06, 3.01e-06, 1.39e-06, 7.18e-06, 1.45e-05, 1.94e-05, 4.39e-04, 1.31e-04, 1.13e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.99e-07, 5.77e-05, 3.90e-06]    [3.20e-05, 1.05e-05, 2.85e-06, 9.08e-06, 5.34e-06, 6.11e-06, 3.01e-06, 1.39e-06, 7.18e-06, 1.45e-05, 1.94e-05, 4.39e-04, 1.31e-04, 1.13e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.99e-07, 5.77e-05, 3.90e-06]    []  
493200    [2.71e-07, 6.03e-07, 4.54e-07, 2.26e-07, 7.72e-07, 3.40e-07, 4.72e-07, 1.51e-08, 4.35e-10, 3.11e-08, 4.02e-07, 1.42e-06, 1.45e-06, 8.80e-07, 4.72e-10, 3.39e-11, 0.00e+00, 8.36e-11, 7.94e-10, 2.37e-12, 8.84e-09, 8.15e-10]    [2.71e-07, 6.03e-07, 4.54e-07, 2.26e-07, 7.72e-07, 3.40e-07, 4.72e-07, 1.51e-08, 4.35e-10, 3.11e-08, 4.02e-07, 1.42e-06, 1.45e-06, 8.80e-07, 4.72e-10, 3.39e-11, 0.00e+00, 8.36e-11, 7.94e-10, 2.37e-12, 8.84e-09, 8.15e-10]    []  
493300    [3.02e-07, 7.02e-07, 5.29e-07, 2.44e-07, 9.34e-07, 3.59e-07, 5.11e-07, 1.42e-07, 1.11e-08, 5.81e-08, 7.20e-07, 1.88e-06, 2.80e-06, 2.93e-06, 0.00e+00, 0.00e+00, 1.66e-11, 5.04e-11, 1.48e-08, 6.04e-11, 9.32e-08, 5.70e-09]    [3.02e-07, 7.02e-07, 5.29e-07, 2.44e-07, 9.34e-07, 3.59e-07, 5.11e-07, 1.42e-07, 1.11e-08, 5.81e-08, 7.20e-07, 1.88e-06, 2.80e-06, 2.93e-06, 0.00e+00, 0.00e+00, 1.66e-11, 5.04e-11, 1.48e-08, 6.04e-11, 9.32e-08, 5.70e-09]    []  
493400    [2.08e-05, 5.45e-06, 2.41e-06, 9.57e-06, 2.07e-06, 3.16e-06, 2.01e-06, 3.87e-05, 1.19e-05, 1.86e-05, 5.29e-05, 1.84e-04, 5.74e-04, 9.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.36e-05, 4.08e-05]    [2.08e-05, 5.45e-06, 2.41e-06, 9.57e-06, 2.07e-06, 3.16e-06, 2.01e-06, 3.87e-05, 1.19e-05, 1.86e-05, 5.29e-05, 1.84e-04, 5.74e-04, 9.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.36e-05, 4.08e-05]    []  
493500    [3.41e-07, 5.77e-07, 4.68e-07, 2.01e-07, 8.02e-07, 3.29e-07, 4.85e-07, 6.47e-08, 7.41e-10, 3.52e-08, 4.45e-07, 1.51e-06, 1.83e-06, 1.75e-06, 7.51e-08, 7.07e-09, 1.30e-08, 1.28e-08, 1.77e-08, 1.58e-09, 1.14e-07, 1.05e-08]    [3.41e-07, 5.77e-07, 4.68e-07, 2.01e-07, 8.02e-07, 3.29e-07, 4.85e-07, 6.47e-08, 7.41e-10, 3.52e-08, 4.45e-07, 1.51e-06, 1.83e-06, 1.75e-06, 7.51e-08, 7.07e-09, 1.30e-08, 1.28e-08, 1.77e-08, 1.58e-09, 1.14e-07, 1.05e-08]    []  
493600    [2.82e-07, 6.21e-07, 5.03e-07, 2.13e-07, 9.00e-07, 3.25e-07, 4.69e-07, 4.93e-07, 1.34e-08, 5.93e-09, 3.96e-07, 1.38e-06, 1.25e-06, 1.98e-07, 1.10e-08, 0.00e+00, 0.00e+00, 5.66e-09, 0.00e+00, 0.00e+00, 1.12e-06, 7.69e-09]    [2.82e-07, 6.21e-07, 5.03e-07, 2.13e-07, 9.00e-07, 3.25e-07, 4.69e-07, 4.93e-07, 1.34e-08, 5.93e-09, 3.96e-07, 1.38e-06, 1.25e-06, 1.98e-07, 1.10e-08, 0.00e+00, 0.00e+00, 5.66e-09, 0.00e+00, 0.00e+00, 1.12e-06, 7.69e-09]    []  
493700    [5.75e-07, 8.49e-07, 5.31e-07, 3.36e-07, 9.58e-07, 4.63e-07, 5.31e-07, 4.18e-06, 3.25e-08, 2.65e-07, 2.56e-06, 8.79e-06, 5.78e-06, 3.69e-05, 0.00e+00, 1.06e-09, 0.00e+00, 1.57e-09, 0.00e+00, 1.09e-08, 4.82e-06, 6.36e-08]    [5.75e-07, 8.49e-07, 5.31e-07, 3.36e-07, 9.58e-07, 4.63e-07, 5.31e-07, 4.18e-06, 3.25e-08, 2.65e-07, 2.56e-06, 8.79e-06, 5.78e-06, 3.69e-05, 0.00e+00, 1.06e-09, 0.00e+00, 1.57e-09, 0.00e+00, 1.09e-08, 4.82e-06, 6.36e-08]    []  
493800    [3.79e-06, 1.10e-06, 1.29e-06, 5.72e-07, 2.26e-06, 2.34e-07, 1.40e-06, 4.23e-06, 9.78e-07, 5.80e-06, 1.51e-05, 3.84e-05, 1.80e-05, 1.53e-04, 0.00e+00, 6.40e-06, 2.08e-06, 2.30e-07, 3.74e-07, 3.53e-06, 2.36e-06, 1.46e-05]    [3.79e-06, 1.10e-06, 1.29e-06, 5.72e-07, 2.26e-06, 2.34e-07, 1.40e-06, 4.23e-06, 9.78e-07, 5.80e-06, 1.51e-05, 3.84e-05, 1.80e-05, 1.53e-04, 0.00e+00, 6.40e-06, 2.08e-06, 2.30e-07, 3.74e-07, 3.53e-06, 2.36e-06, 1.46e-05]    []  
493900    [1.34e-06, 1.03e-06, 1.69e-06, 2.60e-06, 9.05e-07, 1.26e-06, 1.80e-06, 3.55e-05, 9.62e-08, 2.31e-08, 1.99e-05, 3.36e-05, 3.79e-05, 3.55e-06, 2.40e-07, 6.84e-09, 4.87e-08, 1.24e-09, 0.00e+00, 0.00e+00, 9.35e-06, 1.07e-07]    [1.34e-06, 1.03e-06, 1.69e-06, 2.60e-06, 9.05e-07, 1.26e-06, 1.80e-06, 3.55e-05, 9.62e-08, 2.31e-08, 1.99e-05, 3.36e-05, 3.79e-05, 3.55e-06, 2.40e-07, 6.84e-09, 4.87e-08, 1.24e-09, 0.00e+00, 0.00e+00, 9.35e-06, 1.07e-07]    []  
494000    [8.26e-07, 8.13e-07, 4.84e-07, 3.45e-07, 7.65e-07, 4.82e-07, 4.50e-07, 2.14e-07, 5.63e-09, 7.45e-07, 1.57e-06, 6.04e-06, 1.24e-05, 3.29e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-07, 7.19e-09]    [8.26e-07, 8.13e-07, 4.84e-07, 3.45e-07, 7.65e-07, 4.82e-07, 4.50e-07, 2.14e-07, 5.63e-09, 7.45e-07, 1.57e-06, 6.04e-06, 1.24e-05, 3.29e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-07, 7.19e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 47.663264 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
494000    [8.26e-07, 8.13e-07, 4.84e-07, 3.45e-07, 7.65e-07, 4.82e-07, 4.50e-07, 2.14e-07, 5.63e-09, 7.45e-07, 1.57e-06, 6.04e-06, 1.24e-05, 3.29e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-07, 7.19e-09]    [8.26e-07, 8.13e-07, 4.84e-07, 3.45e-07, 7.65e-07, 4.82e-07, 4.50e-07, 2.14e-07, 5.63e-09, 7.45e-07, 1.57e-06, 6.04e-06, 1.24e-05, 3.29e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-07, 7.19e-09]    []  
494100    [3.22e-07, 5.56e-07, 4.62e-07, 1.85e-07, 7.83e-07, 3.29e-07, 4.27e-07, 1.68e-08, 3.96e-06, 1.23e-08, 4.62e-07, 1.53e-06, 1.84e-06, 1.15e-06, 6.13e-08, 6.00e-09, 1.84e-09, 1.73e-08, 5.79e-12, 0.00e+00, 7.52e-09, 2.67e-06]    [3.22e-07, 5.56e-07, 4.62e-07, 1.85e-07, 7.83e-07, 3.29e-07, 4.27e-07, 1.68e-08, 3.96e-06, 1.23e-08, 4.62e-07, 1.53e-06, 1.84e-06, 1.15e-06, 6.13e-08, 6.00e-09, 1.84e-09, 1.73e-08, 5.79e-12, 0.00e+00, 7.52e-09, 2.67e-06]    []  
494200    [3.08e-07, 5.66e-07, 4.94e-07, 1.88e-07, 8.19e-07, 3.06e-07, 4.52e-07, 7.17e-07, 3.06e-05, 5.00e-10, 4.12e-07, 1.52e-06, 1.33e-06, 1.39e-07, 4.02e-08, 8.48e-10, 9.29e-09, 1.15e-09, 0.00e+00, 0.00e+00, 4.45e-07, 2.57e-05]    [3.08e-07, 5.66e-07, 4.94e-07, 1.88e-07, 8.19e-07, 3.06e-07, 4.52e-07, 7.17e-07, 3.06e-05, 5.00e-10, 4.12e-07, 1.52e-06, 1.33e-06, 1.39e-07, 4.02e-08, 8.48e-10, 9.29e-09, 1.15e-09, 0.00e+00, 0.00e+00, 4.45e-07, 2.57e-05]    []  
494300    [6.47e-06, 1.50e-06, 9.57e-07, 7.29e-07, 1.13e-06, 7.55e-07, 7.93e-07, 1.77e-06, 9.89e-09, 7.12e-06, 1.43e-05, 4.77e-05, 1.09e-04, 3.20e-04, 5.59e-06, 2.96e-06, 2.09e-06, 1.93e-06, 1.10e-06, 4.41e-07, 6.46e-06, 2.09e-06]    [6.47e-06, 1.50e-06, 9.57e-07, 7.29e-07, 1.13e-06, 7.55e-07, 7.93e-07, 1.77e-06, 9.89e-09, 7.12e-06, 1.43e-05, 4.77e-05, 1.09e-04, 3.20e-04, 5.59e-06, 2.96e-06, 2.09e-06, 1.93e-06, 1.10e-06, 4.41e-07, 6.46e-06, 2.09e-06]    []  
494400    [3.63e-05, 7.40e-06, 5.45e-06, 5.30e-06, 5.33e-06, 4.08e-06, 4.30e-06, 1.26e-04, 1.03e-07, 6.50e-05, 1.08e-04, 3.76e-04, 5.27e-04, 2.53e-03, 3.88e-05, 4.45e-05, 1.64e-05, 1.01e-05, 2.15e-05, 3.50e-08, 1.05e-04, 1.97e-07]    [3.63e-05, 7.40e-06, 5.45e-06, 5.30e-06, 5.33e-06, 4.08e-06, 4.30e-06, 1.26e-04, 1.03e-07, 6.50e-05, 1.08e-04, 3.76e-04, 5.27e-04, 2.53e-03, 3.88e-05, 4.45e-05, 1.64e-05, 1.01e-05, 2.15e-05, 3.50e-08, 1.05e-04, 1.97e-07]    []  
494500    [1.10e-06, 8.65e-07, 5.13e-07, 3.78e-07, 7.29e-07, 5.13e-07, 4.52e-07, 7.25e-07, 2.89e-09, 1.06e-06, 2.05e-06, 8.27e-06, 1.74e-05, 4.59e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.00e-06, 5.16e-09]    [1.10e-06, 8.65e-07, 5.13e-07, 3.78e-07, 7.29e-07, 5.13e-07, 4.52e-07, 7.25e-07, 2.89e-09, 1.06e-06, 2.05e-06, 8.27e-06, 1.74e-05, 4.59e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.00e-06, 5.16e-09]    []  
494600    [2.77e-07, 6.50e-07, 6.07e-07, 2.59e-07, 7.90e-07, 3.88e-07, 4.31e-07, 1.05e-08, 1.76e-04, 2.30e-08, 6.64e-07, 1.81e-06, 1.45e-06, 5.31e-07, 1.43e-08, 0.00e+00, 1.42e-09, 8.72e-09, 1.01e-08, 3.01e-05, 6.11e-08, 1.18e-04]    [2.77e-07, 6.50e-07, 6.07e-07, 2.59e-07, 7.90e-07, 3.88e-07, 4.31e-07, 1.05e-08, 1.76e-04, 2.30e-08, 6.64e-07, 1.81e-06, 1.45e-06, 5.31e-07, 1.43e-08, 0.00e+00, 1.42e-09, 8.72e-09, 1.01e-08, 3.01e-05, 6.11e-08, 1.18e-04]    []  
494700    [8.06e-07, 6.53e-07, 6.38e-07, 2.39e-07, 9.65e-07, 2.90e-07, 5.30e-07, 7.13e-06, 1.30e-09, 3.14e-07, 1.75e-06, 4.72e-06, 7.58e-06, 2.47e-05, 2.56e-07, 2.16e-07, 8.28e-08, 9.14e-08, 1.25e-06, 6.53e-10, 7.42e-06, 4.34e-09]    [8.06e-07, 6.53e-07, 6.38e-07, 2.39e-07, 9.65e-07, 2.90e-07, 5.30e-07, 7.13e-06, 1.30e-09, 3.14e-07, 1.75e-06, 4.72e-06, 7.58e-06, 2.47e-05, 2.56e-07, 2.16e-07, 8.28e-08, 9.14e-08, 1.25e-06, 6.53e-10, 7.42e-06, 4.34e-09]    []  
494800    [7.37e-06, 2.59e-06, 9.36e-07, 9.47e-07, 1.65e-06, 7.55e-07, 7.95e-07, 4.41e-05, 4.40e-08, 9.77e-06, 1.69e-05, 6.37e-05, 2.78e-05, 2.59e-04, 7.29e-06, 2.65e-06, 1.45e-06, 1.23e-06, 3.99e-06, 0.00e+00, 2.18e-05, 3.20e-07]    [7.37e-06, 2.59e-06, 9.36e-07, 9.47e-07, 1.65e-06, 7.55e-07, 7.95e-07, 4.41e-05, 4.40e-08, 9.77e-06, 1.69e-05, 6.37e-05, 2.78e-05, 2.59e-04, 7.29e-06, 2.65e-06, 1.45e-06, 1.23e-06, 3.99e-06, 0.00e+00, 2.18e-05, 3.20e-07]    []  
494900    [9.50e-06, 2.05e-06, 1.24e-06, 1.05e-06, 1.39e-06, 9.93e-07, 8.31e-07, 4.53e-06, 1.77e-06, 1.25e-05, 2.05e-05, 7.26e-05, 1.36e-04, 5.05e-04, 8.25e-06, 5.63e-06, 3.20e-06, 3.33e-06, 8.18e-07, 2.51e-07, 4.96e-06, 1.23e-06]    [9.50e-06, 2.05e-06, 1.24e-06, 1.05e-06, 1.39e-06, 9.93e-07, 8.31e-07, 4.53e-06, 1.77e-06, 1.25e-05, 2.05e-05, 7.26e-05, 1.36e-04, 5.05e-04, 8.25e-06, 5.63e-06, 3.20e-06, 3.33e-06, 8.18e-07, 2.51e-07, 4.96e-06, 1.23e-06]    []  
495000    [3.88e-07, 5.63e-07, 4.99e-07, 1.99e-07, 7.28e-07, 3.39e-07, 4.25e-07, 9.34e-08, 5.09e-09, 7.46e-08, 5.32e-07, 1.75e-06, 2.52e-06, 3.33e-06, 8.95e-08, 2.44e-08, 3.71e-08, 1.67e-08, 1.11e-08, 9.54e-11, 6.83e-08, 5.40e-10]    [3.88e-07, 5.63e-07, 4.99e-07, 1.99e-07, 7.28e-07, 3.39e-07, 4.25e-07, 9.34e-08, 5.09e-09, 7.46e-08, 5.32e-07, 1.75e-06, 2.52e-06, 3.33e-06, 8.95e-08, 2.44e-08, 3.71e-08, 1.67e-08, 1.11e-08, 9.54e-11, 6.83e-08, 5.40e-10]    []  
495100    [3.08e-07, 6.69e-07, 5.13e-07, 2.47e-07, 7.56e-07, 3.51e-07, 4.06e-07, 2.71e-08, 5.84e-10, 5.86e-08, 9.70e-07, 2.07e-06, 3.93e-06, 4.89e-06, 6.30e-12, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.63e-11, 2.01e-08, 3.06e-10]    [3.08e-07, 6.69e-07, 5.13e-07, 2.47e-07, 7.56e-07, 3.51e-07, 4.06e-07, 2.71e-08, 5.84e-10, 5.86e-08, 9.70e-07, 2.07e-06, 3.93e-06, 4.89e-06, 6.30e-12, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.63e-11, 2.01e-08, 3.06e-10]    []  
495200    [5.12e-07, 6.25e-07, 7.54e-07, 4.16e-07, 7.94e-07, 2.81e-07, 5.04e-07, 1.45e-06, 8.64e-11, 1.48e-06, 6.27e-06, 4.12e-06, 5.73e-06, 2.54e-05, 9.46e-08, 1.63e-08, 1.18e-10, 6.53e-09, 2.49e-07, 4.71e-13, 1.66e-06, 2.61e-09]    [5.12e-07, 6.25e-07, 7.54e-07, 4.16e-07, 7.94e-07, 2.81e-07, 5.04e-07, 1.45e-06, 8.64e-11, 1.48e-06, 6.27e-06, 4.12e-06, 5.73e-06, 2.54e-05, 9.46e-08, 1.63e-08, 1.18e-10, 6.53e-09, 2.49e-07, 4.71e-13, 1.66e-06, 2.61e-09]    []  
495300    [5.65e-05, 1.99e-05, 4.71e-06, 1.83e-05, 6.15e-06, 1.08e-05, 3.08e-06, 6.23e-05, 6.54e-05, 8.29e-05, 7.42e-05, 6.05e-04, 6.11e-04, 3.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.68e-05, 7.33e-05]    [5.65e-05, 1.99e-05, 4.71e-06, 1.83e-05, 6.15e-06, 1.08e-05, 3.08e-06, 6.23e-05, 6.54e-05, 8.29e-05, 7.42e-05, 6.05e-04, 6.11e-04, 3.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.68e-05, 7.33e-05]    []  
495400    [3.23e-07, 5.55e-07, 5.00e-07, 2.40e-07, 6.23e-07, 3.60e-07, 4.11e-07, 1.71e-07, 3.27e-09, 2.32e-08, 4.40e-07, 1.47e-06, 1.60e-06, 1.18e-06, 6.46e-08, 3.22e-09, 8.22e-09, 7.82e-09, 1.29e-08, 2.85e-10, 7.96e-08, 1.85e-09]    [3.23e-07, 5.55e-07, 5.00e-07, 2.40e-07, 6.23e-07, 3.60e-07, 4.11e-07, 1.71e-07, 3.27e-09, 2.32e-08, 4.40e-07, 1.47e-06, 1.60e-06, 1.18e-06, 6.46e-08, 3.22e-09, 8.22e-09, 7.82e-09, 1.29e-08, 2.85e-10, 7.96e-08, 1.85e-09]    []  
495500    [2.95e-07, 5.76e-07, 5.41e-07, 2.33e-07, 7.71e-07, 3.49e-07, 3.96e-07, 1.68e-07, 1.30e-08, 3.36e-09, 8.09e-07, 1.82e-06, 3.07e-06, 1.26e-06, 1.42e-08, 2.64e-08, 8.21e-09, 3.68e-09, 0.00e+00, 0.00e+00, 1.68e-07, 1.75e-09]    [2.95e-07, 5.76e-07, 5.41e-07, 2.33e-07, 7.71e-07, 3.49e-07, 3.96e-07, 1.68e-07, 1.30e-08, 3.36e-09, 8.09e-07, 1.82e-06, 3.07e-06, 1.26e-06, 1.42e-08, 2.64e-08, 8.21e-09, 3.68e-09, 0.00e+00, 0.00e+00, 1.68e-07, 1.75e-09]    []  
495600    [1.16e-06, 7.97e-07, 4.98e-07, 3.78e-07, 9.51e-07, 2.22e-07, 4.88e-07, 8.37e-06, 6.06e-07, 2.28e-07, 5.64e-06, 9.84e-06, 3.29e-05, 3.49e-05, 6.94e-07, 9.62e-08, 1.72e-07, 1.45e-07, 8.55e-07, 0.00e+00, 5.13e-06, 3.50e-07]    [1.16e-06, 7.97e-07, 4.98e-07, 3.78e-07, 9.51e-07, 2.22e-07, 4.88e-07, 8.37e-06, 6.06e-07, 2.28e-07, 5.64e-06, 9.84e-06, 3.29e-05, 3.49e-05, 6.94e-07, 9.62e-08, 1.72e-07, 1.45e-07, 8.55e-07, 0.00e+00, 5.13e-06, 3.50e-07]    []  
495700    [3.54e-05, 7.24e-06, 3.63e-06, 4.51e-06, 4.27e-06, 3.77e-06, 2.78e-06, 3.40e-05, 2.94e-05, 5.69e-05, 8.75e-05, 3.32e-04, 5.31e-04, 2.23e-03, 4.06e-05, 3.54e-05, 1.32e-05, 1.32e-05, 6.71e-06, 4.83e-06, 3.53e-05, 1.98e-05]    [3.54e-05, 7.24e-06, 3.63e-06, 4.51e-06, 4.27e-06, 3.77e-06, 2.78e-06, 3.40e-05, 2.94e-05, 5.69e-05, 8.75e-05, 3.32e-04, 5.31e-04, 2.23e-03, 4.06e-05, 3.54e-05, 1.32e-05, 1.32e-05, 6.71e-06, 4.83e-06, 3.53e-05, 1.98e-05]    []  
495800    [3.01e-07, 6.22e-07, 5.45e-07, 2.34e-07, 7.13e-07, 3.83e-07, 3.82e-07, 7.94e-09, 5.31e-08, 3.89e-09, 4.05e-07, 1.26e-06, 1.14e-06, 4.96e-08, 1.90e-08, 1.13e-10, 1.03e-09, 1.53e-09, 0.00e+00, 0.00e+00, 2.50e-08, 7.54e-08]    [3.01e-07, 6.22e-07, 5.45e-07, 2.34e-07, 7.13e-07, 3.83e-07, 3.82e-07, 7.94e-09, 5.31e-08, 3.89e-09, 4.05e-07, 1.26e-06, 1.14e-06, 4.96e-08, 1.90e-08, 1.13e-10, 1.03e-09, 1.53e-09, 0.00e+00, 0.00e+00, 2.50e-08, 7.54e-08]    []  
495900    [7.99e-07, 8.03e-07, 6.96e-07, 3.06e-07, 1.17e-06, 3.54e-07, 5.40e-07, 3.74e-05, 4.54e-09, 1.71e-07, 1.44e-06, 3.24e-06, 3.32e-06, 5.81e-06, 0.00e+00, 3.77e-07, 9.55e-08, 1.55e-08, 0.00e+00, 0.00e+00, 3.17e-05, 5.40e-08]    [7.99e-07, 8.03e-07, 6.96e-07, 3.06e-07, 1.17e-06, 3.54e-07, 5.40e-07, 3.74e-05, 4.54e-09, 1.71e-07, 1.44e-06, 3.24e-06, 3.32e-06, 5.81e-06, 0.00e+00, 3.77e-07, 9.55e-08, 1.55e-08, 0.00e+00, 0.00e+00, 3.17e-05, 5.40e-08]    []  
496000    [1.66e-06, 1.03e-06, 5.32e-07, 4.75e-07, 6.86e-07, 6.13e-07, 3.72e-07, 1.61e-06, 9.51e-09, 1.43e-06, 2.87e-06, 1.26e-05, 2.60e-05, 6.95e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-06, 1.41e-08]    [1.66e-06, 1.03e-06, 5.32e-07, 4.75e-07, 6.86e-07, 6.13e-07, 3.72e-07, 1.61e-06, 9.51e-09, 1.43e-06, 2.87e-06, 1.26e-05, 2.60e-05, 6.95e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-06, 1.41e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 41.503414 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
496000    [1.66e-06, 1.03e-06, 5.32e-07, 4.75e-07, 6.86e-07, 6.13e-07, 3.72e-07, 1.61e-06, 9.51e-09, 1.43e-06, 2.87e-06, 1.26e-05, 2.60e-05, 6.95e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-06, 1.41e-08]    [1.66e-06, 1.03e-06, 5.32e-07, 4.75e-07, 6.86e-07, 6.13e-07, 3.72e-07, 1.61e-06, 9.51e-09, 1.43e-06, 2.87e-06, 1.26e-05, 2.60e-05, 6.95e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-06, 1.41e-08]    []  
496100    [3.66e-07, 6.08e-07, 5.25e-07, 2.13e-07, 7.02e-07, 3.59e-07, 3.37e-07, 7.96e-09, 5.94e-10, 3.94e-08, 4.69e-07, 1.60e-06, 1.30e-06, 1.68e-06, 7.14e-08, 3.60e-09, 2.34e-09, 1.13e-08, 2.92e-10, 1.21e-11, 6.82e-09, 1.01e-10]    [3.66e-07, 6.08e-07, 5.25e-07, 2.13e-07, 7.02e-07, 3.59e-07, 3.37e-07, 7.96e-09, 5.94e-10, 3.94e-08, 4.69e-07, 1.60e-06, 1.30e-06, 1.68e-06, 7.14e-08, 3.60e-09, 2.34e-09, 1.13e-08, 2.92e-10, 1.21e-11, 6.82e-09, 1.01e-10]    []  
496200    [8.65e-07, 6.88e-07, 6.47e-07, 2.80e-07, 8.02e-07, 3.51e-07, 3.16e-07, 3.20e-08, 1.63e-06, 6.86e-08, 6.39e-07, 3.63e-06, 4.32e-06, 6.25e-06, 2.76e-07, 7.65e-08, 8.96e-08, 9.95e-08, 1.74e-10, 0.00e+00, 3.60e-07, 5.15e-07]    [8.65e-07, 6.88e-07, 6.47e-07, 2.80e-07, 8.02e-07, 3.51e-07, 3.16e-07, 3.20e-08, 1.63e-06, 6.86e-08, 6.39e-07, 3.63e-06, 4.32e-06, 6.25e-06, 2.76e-07, 7.65e-08, 8.96e-08, 9.95e-08, 1.74e-10, 0.00e+00, 3.60e-07, 5.15e-07]    []  
496300    [5.29e-06, 2.17e-06, 1.26e-06, 3.24e-06, 2.33e-06, 1.23e-06, 2.11e-06, 9.29e-07, 1.84e-07, 8.91e-06, 2.03e-05, 8.04e-05, 1.77e-04, 5.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-07, 5.41e-07]    [5.29e-06, 2.17e-06, 1.26e-06, 3.24e-06, 2.33e-06, 1.23e-06, 2.11e-06, 9.29e-07, 1.84e-07, 8.91e-06, 2.03e-05, 8.04e-05, 1.77e-04, 5.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-07, 5.41e-07]    []  
496400    [3.85e-05, 1.30e-05, 3.48e-06, 8.98e-06, 3.70e-06, 7.16e-06, 1.97e-06, 6.93e-05, 2.55e-07, 4.89e-05, 6.49e-05, 3.81e-04, 5.14e-04, 2.19e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.32e-05, 4.75e-07]    [3.85e-05, 1.30e-05, 3.48e-06, 8.98e-06, 3.70e-06, 7.16e-06, 1.97e-06, 6.93e-05, 2.55e-07, 4.89e-05, 6.49e-05, 3.81e-04, 5.14e-04, 2.19e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.32e-05, 4.75e-07]    []  
496500    [8.83e-07, 5.82e-07, 5.36e-07, 2.26e-07, 7.08e-07, 3.46e-07, 3.21e-07, 5.07e-07, 2.72e-06, 6.08e-07, 1.39e-06, 5.04e-06, 9.31e-06, 2.64e-05, 4.12e-07, 1.88e-07, 1.80e-07, 1.50e-07, 9.22e-08, 3.27e-07, 6.21e-07, 1.57e-06]    [8.83e-07, 5.82e-07, 5.36e-07, 2.26e-07, 7.08e-07, 3.46e-07, 3.21e-07, 5.07e-07, 2.72e-06, 6.08e-07, 1.39e-06, 5.04e-06, 9.31e-06, 2.64e-05, 4.12e-07, 1.88e-07, 1.80e-07, 1.50e-07, 9.22e-08, 3.27e-07, 6.21e-07, 1.57e-06]    []  
496600    [2.79e-07, 5.90e-07, 4.89e-07, 2.17e-07, 6.83e-07, 3.51e-07, 3.35e-07, 1.57e-09, 1.81e-09, 9.67e-11, 4.20e-07, 1.26e-06, 1.18e-06, 6.31e-09, 6.93e-09, 1.98e-13, 8.36e-11, 3.44e-09, 1.29e-08, 8.90e-12, 7.80e-08, 1.71e-10]    [2.79e-07, 5.90e-07, 4.89e-07, 2.17e-07, 6.83e-07, 3.51e-07, 3.35e-07, 1.57e-09, 1.81e-09, 9.67e-11, 4.20e-07, 1.26e-06, 1.18e-06, 6.31e-09, 6.93e-09, 1.98e-13, 8.36e-11, 3.44e-09, 1.29e-08, 8.90e-12, 7.80e-08, 1.71e-10]    []  
496700    [3.48e-07, 6.66e-07, 5.67e-07, 2.51e-07, 7.24e-07, 3.72e-07, 3.11e-07, 2.13e-06, 2.60e-09, 4.54e-07, 1.32e-06, 1.87e-06, 3.16e-06, 8.30e-06, 0.00e+00, 9.21e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-11, 3.55e-08, 3.89e-08]    [3.48e-07, 6.66e-07, 5.67e-07, 2.51e-07, 7.24e-07, 3.72e-07, 3.11e-07, 2.13e-06, 2.60e-09, 4.54e-07, 1.32e-06, 1.87e-06, 3.16e-06, 8.30e-06, 0.00e+00, 9.21e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-11, 3.55e-08, 3.89e-08]    []  
496800    [2.14e-06, 1.17e-06, 7.51e-07, 6.64e-07, 9.53e-07, 6.18e-07, 5.02e-07, 1.66e-06, 2.21e-07, 3.38e-07, 4.72e-06, 2.05e-05, 2.49e-05, 4.90e-05, 0.00e+00, 5.10e-09, 0.00e+00, 1.52e-10, 9.03e-09, 6.15e-08, 3.47e-08, 3.17e-07]    [2.14e-06, 1.17e-06, 7.51e-07, 6.64e-07, 9.53e-07, 6.18e-07, 5.02e-07, 1.66e-06, 2.21e-07, 3.38e-07, 4.72e-06, 2.05e-05, 2.49e-05, 4.90e-05, 0.00e+00, 5.10e-09, 0.00e+00, 1.52e-10, 9.03e-09, 6.15e-08, 3.47e-08, 3.17e-07]    []  
496900    [7.71e-06, 2.09e-06, 1.68e-06, 1.72e-06, 1.74e-06, 1.47e-06, 1.38e-06, 2.35e-06, 7.73e-08, 8.91e-09, 2.29e-05, 5.93e-05, 2.16e-05, 1.85e-04, 1.63e-06, 1.12e-06, 7.24e-07, 1.85e-06, 1.28e-08, 4.21e-10, 4.31e-05, 8.35e-09]    [7.71e-06, 2.09e-06, 1.68e-06, 1.72e-06, 1.74e-06, 1.47e-06, 1.38e-06, 2.35e-06, 7.73e-08, 8.91e-09, 2.29e-05, 5.93e-05, 2.16e-05, 1.85e-04, 1.63e-06, 1.12e-06, 7.24e-07, 1.85e-06, 1.28e-08, 4.21e-10, 4.31e-05, 8.35e-09]    []  
497000    [9.92e-06, 2.12e-06, 1.27e-06, 1.16e-06, 1.29e-06, 1.07e-06, 7.13e-07, 9.69e-06, 4.69e-08, 1.23e-05, 1.96e-05, 7.71e-05, 1.43e-04, 5.15e-04, 8.58e-06, 5.87e-06, 3.34e-06, 3.27e-06, 1.70e-06, 1.47e-08, 9.85e-06, 8.68e-08]    [9.92e-06, 2.12e-06, 1.27e-06, 1.16e-06, 1.29e-06, 1.07e-06, 7.13e-07, 9.69e-06, 4.69e-08, 1.23e-05, 1.96e-05, 7.71e-05, 1.43e-04, 5.15e-04, 8.58e-06, 5.87e-06, 3.34e-06, 3.27e-06, 1.70e-06, 1.47e-08, 9.85e-06, 8.68e-08]    []  
497100    [5.77e-07, 5.68e-07, 5.33e-07, 2.47e-07, 6.45e-07, 3.74e-07, 2.91e-07, 6.60e-07, 4.01e-06, 2.02e-07, 1.31e-06, 3.13e-06, 7.64e-06, 1.11e-05, 2.20e-07, 7.35e-08, 1.17e-07, 8.70e-08, 1.03e-07, 0.00e+00, 6.95e-07, 3.93e-06]    [5.77e-07, 5.68e-07, 5.33e-07, 2.47e-07, 6.45e-07, 3.74e-07, 2.91e-07, 6.60e-07, 4.01e-06, 2.02e-07, 1.31e-06, 3.13e-06, 7.64e-06, 1.11e-05, 2.20e-07, 7.35e-08, 1.17e-07, 8.70e-08, 1.03e-07, 0.00e+00, 6.95e-07, 3.93e-06]    []  
497200    [1.12e-06, 8.87e-07, 5.31e-07, 3.73e-07, 5.97e-07, 5.65e-07, 3.34e-07, 5.18e-07, 1.21e-08, 1.28e-06, 2.18e-06, 9.45e-06, 1.51e-05, 5.27e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.08e-10, 7.46e-07, 1.75e-09]    [1.12e-06, 8.87e-07, 5.31e-07, 3.73e-07, 5.97e-07, 5.65e-07, 3.34e-07, 5.18e-07, 1.21e-08, 1.28e-06, 2.18e-06, 9.45e-06, 1.51e-05, 5.27e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.08e-10, 7.46e-07, 1.75e-09]    []  
497300    [2.86e-07, 5.97e-07, 4.99e-07, 2.23e-07, 6.09e-07, 3.75e-07, 3.05e-07, 4.90e-09, 1.10e-09, 1.17e-08, 4.92e-07, 1.46e-06, 1.62e-06, 1.06e-06, 2.32e-10, 0.00e+00, 0.00e+00, 3.46e-10, 7.76e-10, 6.51e-12, 8.49e-09, 1.30e-10]    [2.86e-07, 5.97e-07, 4.99e-07, 2.23e-07, 6.09e-07, 3.75e-07, 3.05e-07, 4.90e-09, 1.10e-09, 1.17e-08, 4.92e-07, 1.46e-06, 1.62e-06, 1.06e-06, 2.32e-10, 0.00e+00, 0.00e+00, 3.46e-10, 7.76e-10, 6.51e-12, 8.49e-09, 1.30e-10]    []  
497400    [3.93e-07, 5.68e-07, 5.44e-07, 2.57e-07, 6.90e-07, 3.41e-07, 3.06e-07, 2.78e-07, 1.07e-07, 1.90e-07, 6.05e-07, 1.58e-06, 2.58e-06, 3.98e-06, 1.51e-07, 6.46e-09, 7.03e-09, 7.31e-08, 0.00e+00, 0.00e+00, 4.34e-07, 6.75e-08]    [3.93e-07, 5.68e-07, 5.44e-07, 2.57e-07, 6.90e-07, 3.41e-07, 3.06e-07, 2.78e-07, 1.07e-07, 1.90e-07, 6.05e-07, 1.58e-06, 2.58e-06, 3.98e-06, 1.51e-07, 6.46e-09, 7.03e-09, 7.31e-08, 0.00e+00, 0.00e+00, 4.34e-07, 6.75e-08]    []  
497500    [1.64e-06, 1.01e-06, 6.38e-07, 4.06e-07, 9.52e-07, 4.35e-07, 3.97e-07, 3.51e-06, 8.17e-07, 2.45e-06, 2.82e-06, 5.90e-06, 1.03e-05, 1.55e-05, 7.26e-07, 1.07e-07, 7.98e-07, 3.45e-07, 9.62e-08, 0.00e+00, 6.05e-07, 2.08e-07]    [1.64e-06, 1.01e-06, 6.38e-07, 4.06e-07, 9.52e-07, 4.35e-07, 3.97e-07, 3.51e-06, 8.17e-07, 2.45e-06, 2.82e-06, 5.90e-06, 1.03e-05, 1.55e-05, 7.26e-07, 1.07e-07, 7.98e-07, 3.45e-07, 9.62e-08, 0.00e+00, 6.05e-07, 2.08e-07]    []  
497600    [1.06e-05, 2.36e-06, 1.80e-06, 4.45e-06, 2.54e-06, 1.39e-06, 1.91e-06, 2.08e-05, 5.99e-08, 1.02e-05, 3.37e-05, 9.48e-05, 2.53e-04, 4.70e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.27e-10, 3.30e-05, 1.66e-08]    [1.06e-05, 2.36e-06, 1.80e-06, 4.45e-06, 2.54e-06, 1.39e-06, 1.91e-06, 2.08e-05, 5.99e-08, 1.02e-05, 3.37e-05, 9.48e-05, 2.53e-04, 4.70e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.27e-10, 3.30e-05, 1.66e-08]    []  
497700    [3.50e-07, 6.34e-07, 4.83e-07, 2.38e-07, 5.51e-07, 4.12e-07, 2.78e-07, 1.52e-08, 1.38e-09, 1.34e-07, 6.19e-07, 2.07e-06, 3.12e-06, 5.87e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.60e-08, 8.47e-10]    [3.50e-07, 6.34e-07, 4.83e-07, 2.38e-07, 5.51e-07, 4.12e-07, 2.78e-07, 1.52e-08, 1.38e-09, 1.34e-07, 6.19e-07, 2.07e-06, 3.12e-06, 5.87e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.60e-08, 8.47e-10]    []  
497800    [2.82e-07, 6.20e-07, 6.00e-07, 2.68e-07, 6.55e-07, 3.88e-07, 2.74e-07, 1.21e-07, 1.20e-04, 8.87e-09, 9.69e-07, 1.92e-06, 2.55e-06, 5.42e-08, 1.67e-08, 9.44e-13, 1.57e-08, 3.45e-09, 0.00e+00, 2.35e-05, 1.85e-08, 9.08e-05]    [2.82e-07, 6.20e-07, 6.00e-07, 2.68e-07, 6.55e-07, 3.88e-07, 2.74e-07, 1.21e-07, 1.20e-04, 8.87e-09, 9.69e-07, 1.92e-06, 2.55e-06, 5.42e-08, 1.67e-08, 9.44e-13, 1.57e-08, 3.45e-09, 0.00e+00, 2.35e-05, 1.85e-08, 9.08e-05]    []  
497900    [6.39e-07, 7.20e-07, 5.19e-07, 2.69e-07, 6.16e-07, 4.46e-07, 2.91e-07, 1.11e-06, 2.52e-08, 4.36e-07, 1.22e-06, 4.86e-06, 7.84e-06, 2.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.57e-06, 4.05e-09]    [6.39e-07, 7.20e-07, 5.19e-07, 2.69e-07, 6.16e-07, 4.46e-07, 2.91e-07, 1.11e-06, 2.52e-08, 4.36e-07, 1.22e-06, 4.86e-06, 7.84e-06, 2.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.57e-06, 4.05e-09]    []  
498000    [6.23e-07, 7.03e-07, 5.16e-07, 2.50e-07, 6.28e-07, 4.23e-07, 2.94e-07, 3.87e-07, 4.66e-07, 3.98e-07, 1.85e-06, 5.19e-06, 1.15e-05, 2.38e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-08, 8.76e-07, 7.39e-08]    [6.23e-07, 7.03e-07, 5.16e-07, 2.50e-07, 6.28e-07, 4.23e-07, 2.94e-07, 3.87e-07, 4.66e-07, 3.98e-07, 1.85e-06, 5.19e-06, 1.15e-05, 2.38e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-08, 8.76e-07, 7.39e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 58.121226 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
498000    [6.23e-07, 7.03e-07, 5.16e-07, 2.50e-07, 6.28e-07, 4.23e-07, 2.94e-07, 3.87e-07, 4.66e-07, 3.98e-07, 1.85e-06, 5.19e-06, 1.15e-05, 2.38e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-08, 8.76e-07, 7.39e-08]    [6.23e-07, 7.03e-07, 5.16e-07, 2.50e-07, 6.28e-07, 4.23e-07, 2.94e-07, 3.87e-07, 4.66e-07, 3.98e-07, 1.85e-06, 5.19e-06, 1.15e-05, 2.38e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-08, 8.76e-07, 7.39e-08]    []  
498100    [6.73e-07, 6.07e-07, 6.02e-07, 2.66e-07, 6.80e-07, 3.65e-07, 2.72e-07, 1.34e-09, 4.81e-07, 2.17e-07, 8.54e-07, 2.40e-06, 3.36e-06, 6.98e-06, 2.30e-07, 6.03e-08, 3.34e-08, 1.05e-07, 2.34e-10, 2.62e-09, 5.99e-09, 1.15e-07]    [6.73e-07, 6.07e-07, 6.02e-07, 2.66e-07, 6.80e-07, 3.65e-07, 2.72e-07, 1.34e-09, 4.81e-07, 2.17e-07, 8.54e-07, 2.40e-06, 3.36e-06, 6.98e-06, 2.30e-07, 6.03e-08, 3.34e-08, 1.05e-07, 2.34e-10, 2.62e-09, 5.99e-09, 1.15e-07]    []  
498200    [7.41e-07, 5.90e-07, 5.93e-07, 1.61e-07, 7.10e-07, 5.01e-07, 3.93e-07, 1.97e-05, 8.75e-06, 8.25e-08, 7.50e-06, 6.94e-06, 1.45e-05, 1.04e-05, 0.00e+00, 7.35e-09, 8.03e-10, 1.04e-08, 5.44e-07, 0.00e+00, 3.21e-06, 7.45e-06]    [7.41e-07, 5.90e-07, 5.93e-07, 1.61e-07, 7.10e-07, 5.01e-07, 3.93e-07, 1.97e-05, 8.75e-06, 8.25e-08, 7.50e-06, 6.94e-06, 1.45e-05, 1.04e-05, 0.00e+00, 7.35e-09, 8.03e-10, 1.04e-08, 5.44e-07, 0.00e+00, 3.21e-06, 7.45e-06]    []  
498300    [4.48e-06, 3.80e-06, 9.39e-07, 2.48e-06, 8.12e-07, 1.70e-06, 6.26e-07, 3.90e-06, 3.78e-06, 1.21e-05, 2.20e-05, 5.81e-05, 4.80e-05, 3.35e-04, 1.97e-05, 1.77e-07, 1.24e-06, 2.03e-06, 0.00e+00, 4.24e-07, 8.28e-05, 2.06e-06]    [4.48e-06, 3.80e-06, 9.39e-07, 2.48e-06, 8.12e-07, 1.70e-06, 6.26e-07, 3.90e-06, 3.78e-06, 1.21e-05, 2.20e-05, 5.81e-05, 4.80e-05, 3.35e-04, 1.97e-05, 1.77e-07, 1.24e-06, 2.03e-06, 0.00e+00, 4.24e-07, 8.28e-05, 2.06e-06]    []  
498400    [4.69e-06, 2.09e-06, 1.79e-06, 1.57e-06, 1.17e-06, 7.27e-07, 1.22e-06, 5.01e-05, 3.43e-06, 2.00e-06, 1.32e-05, 3.15e-05, 7.42e-05, 1.22e-04, 2.79e-06, 1.22e-07, 5.32e-07, 1.86e-06, 0.00e+00, 0.00e+00, 5.29e-05, 1.73e-06]    [4.69e-06, 2.09e-06, 1.79e-06, 1.57e-06, 1.17e-06, 7.27e-07, 1.22e-06, 5.01e-05, 3.43e-06, 2.00e-06, 1.32e-05, 3.15e-05, 7.42e-05, 1.22e-04, 2.79e-06, 1.22e-07, 5.32e-07, 1.86e-06, 0.00e+00, 0.00e+00, 5.29e-05, 1.73e-06]    []  
498500    [5.19e-05, 2.13e-05, 3.89e-06, 1.62e-05, 4.80e-06, 1.22e-05, 2.54e-06, 8.53e-05, 1.12e-04, 7.25e-05, 1.13e-04, 5.93e-04, 6.15e-04, 3.34e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-04, 1.19e-04]    [5.19e-05, 2.13e-05, 3.89e-06, 1.62e-05, 4.80e-06, 1.22e-05, 2.54e-06, 8.53e-05, 1.12e-04, 7.25e-05, 1.13e-04, 5.93e-04, 6.15e-04, 3.34e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-04, 1.19e-04]    []  
498600    [5.77e-07, 5.87e-07, 5.17e-07, 2.37e-07, 5.63e-07, 3.72e-07, 3.25e-07, 1.01e-07, 5.95e-08, 3.37e-07, 9.95e-07, 2.56e-06, 6.15e-06, 1.18e-05, 1.77e-07, 3.85e-08, 8.69e-08, 8.93e-08, 6.39e-09, 0.00e+00, 3.82e-08, 1.14e-07]    [5.77e-07, 5.87e-07, 5.17e-07, 2.37e-07, 5.63e-07, 3.72e-07, 3.25e-07, 1.01e-07, 5.95e-08, 3.37e-07, 9.95e-07, 2.56e-06, 6.15e-06, 1.18e-05, 1.77e-07, 3.85e-08, 8.69e-08, 8.93e-08, 6.39e-09, 0.00e+00, 3.82e-08, 1.14e-07]    []  
498700    [3.45e-07, 6.11e-07, 5.34e-07, 2.64e-07, 5.90e-07, 3.42e-07, 2.70e-07, 5.10e-07, 1.65e-09, 6.91e-08, 6.56e-07, 1.38e-06, 1.30e-06, 1.64e-06, 4.77e-08, 8.09e-09, 3.84e-09, 8.45e-09, 0.00e+00, 0.00e+00, 2.50e-06, 1.26e-09]    [3.45e-07, 6.11e-07, 5.34e-07, 2.64e-07, 5.90e-07, 3.42e-07, 2.70e-07, 5.10e-07, 1.65e-09, 6.91e-08, 6.56e-07, 1.38e-06, 1.30e-06, 1.64e-06, 4.77e-08, 8.09e-09, 3.84e-09, 8.45e-09, 0.00e+00, 0.00e+00, 2.50e-06, 1.26e-09]    []  
498800    [4.88e-07, 7.92e-07, 5.31e-07, 2.96e-07, 6.26e-07, 4.48e-07, 2.67e-07, 6.05e-07, 5.30e-09, 4.09e-07, 9.28e-07, 3.60e-06, 2.21e-06, 1.01e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-07, 0.00e+00, 7.33e-07, 4.61e-09]    [4.88e-07, 7.92e-07, 5.31e-07, 2.96e-07, 6.26e-07, 4.48e-07, 2.67e-07, 6.05e-07, 5.30e-09, 4.09e-07, 9.28e-07, 3.60e-06, 2.21e-06, 1.01e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-07, 0.00e+00, 7.33e-07, 4.61e-09]    []  
498900    [4.46e-07, 7.05e-07, 5.27e-07, 2.49e-07, 6.21e-07, 4.12e-07, 2.64e-07, 1.53e-06, 1.84e-07, 2.23e-07, 1.17e-06, 3.05e-06, 5.86e-06, 1.40e-05, 0.00e+00, 4.72e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-08, 9.70e-07, 1.05e-07]    [4.46e-07, 7.05e-07, 5.27e-07, 2.49e-07, 6.21e-07, 4.12e-07, 2.64e-07, 1.53e-06, 1.84e-07, 2.23e-07, 1.17e-06, 3.05e-06, 5.86e-06, 1.40e-05, 0.00e+00, 4.72e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-08, 9.70e-07, 1.05e-07]    []  
499000    [3.47e-07, 6.28e-07, 6.12e-07, 2.81e-07, 5.26e-07, 4.50e-07, 2.89e-07, 1.19e-05, 1.52e-07, 4.45e-07, 1.88e-06, 4.41e-06, 4.93e-06, 9.49e-06, 1.77e-07, 0.00e+00, 0.00e+00, 0.00e+00, 9.17e-08, 7.88e-09, 3.01e-07, 4.75e-08]    [3.47e-07, 6.28e-07, 6.12e-07, 2.81e-07, 5.26e-07, 4.50e-07, 2.89e-07, 1.19e-05, 1.52e-07, 4.45e-07, 1.88e-06, 4.41e-06, 4.93e-06, 9.49e-06, 1.77e-07, 0.00e+00, 0.00e+00, 0.00e+00, 9.17e-08, 7.88e-09, 3.01e-07, 4.75e-08]    []  
499100    [3.08e-06, 9.82e-07, 1.12e-06, 2.48e-07, 1.52e-06, 2.15e-07, 7.20e-07, 1.17e-05, 1.00e-07, 3.17e-06, 2.05e-05, 3.72e-05, 1.18e-05, 1.11e-04, 3.19e-08, 4.57e-06, 2.72e-07, 0.00e+00, 0.00e+00, 6.45e-09, 1.91e-06, 3.86e-08]    [3.08e-06, 9.82e-07, 1.12e-06, 2.48e-07, 1.52e-06, 2.15e-07, 7.20e-07, 1.17e-05, 1.00e-07, 3.17e-06, 2.05e-05, 3.72e-05, 1.18e-05, 1.11e-04, 3.19e-08, 4.57e-06, 2.72e-07, 0.00e+00, 0.00e+00, 6.45e-09, 1.91e-06, 3.86e-08]    []  
499200    [1.06e-06, 7.71e-07, 4.63e-07, 4.47e-07, 5.77e-07, 2.07e-07, 4.33e-07, 1.36e-06, 1.81e-06, 5.35e-07, 2.27e-06, 5.68e-06, 1.07e-05, 2.13e-05, 6.04e-07, 2.95e-08, 2.36e-07, 3.98e-08, 1.03e-07, 0.00e+00, 6.88e-07, 7.15e-07]    [1.06e-06, 7.71e-07, 4.63e-07, 4.47e-07, 5.77e-07, 2.07e-07, 4.33e-07, 1.36e-06, 1.81e-06, 5.35e-07, 2.27e-06, 5.68e-06, 1.07e-05, 2.13e-05, 6.04e-07, 2.95e-08, 2.36e-07, 3.98e-08, 1.03e-07, 0.00e+00, 6.88e-07, 7.15e-07]    []  
499300    [8.85e-07, 7.72e-07, 5.97e-07, 3.20e-07, 7.34e-07, 2.71e-07, 3.20e-07, 1.03e-06, 1.56e-08, 1.88e-08, 4.89e-06, 7.01e-06, 1.35e-05, 5.91e-06, 2.30e-07, 2.89e-08, 1.73e-07, 7.80e-08, 2.79e-07, 3.74e-09, 1.78e-06, 2.38e-08]    [8.85e-07, 7.72e-07, 5.97e-07, 3.20e-07, 7.34e-07, 2.71e-07, 3.20e-07, 1.03e-06, 1.56e-08, 1.88e-08, 4.89e-06, 7.01e-06, 1.35e-05, 5.91e-06, 2.30e-07, 2.89e-08, 1.73e-07, 7.80e-08, 2.79e-07, 3.74e-09, 1.78e-06, 2.38e-08]    []  
499400    [5.71e-05, 2.10e-05, 4.79e-06, 2.10e-05, 6.39e-06, 1.06e-05, 2.97e-06, 2.73e-04, 6.31e-06, 8.66e-05, 7.03e-05, 5.72e-04, 7.08e-04, 3.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.85e-04, 8.00e-06]    [5.71e-05, 2.10e-05, 4.79e-06, 2.10e-05, 6.39e-06, 1.06e-05, 2.97e-06, 2.73e-04, 6.31e-06, 8.66e-05, 7.03e-05, 5.72e-04, 7.08e-04, 3.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.85e-04, 8.00e-06]    []  
499500    [3.63e-07, 7.61e-07, 6.64e-07, 3.84e-07, 5.29e-07, 4.87e-07, 3.04e-07, 1.13e-06, 8.24e-05, 1.77e-08, 9.84e-07, 2.17e-06, 2.31e-06, 2.57e-08, 7.59e-08, 0.00e+00, 2.56e-10, 1.16e-09, 0.00e+00, 5.39e-05, 1.06e-06, 2.04e-04]    [3.63e-07, 7.61e-07, 6.64e-07, 3.84e-07, 5.29e-07, 4.87e-07, 3.04e-07, 1.13e-06, 8.24e-05, 1.77e-08, 9.84e-07, 2.17e-06, 2.31e-06, 2.57e-08, 7.59e-08, 0.00e+00, 2.56e-10, 1.16e-09, 0.00e+00, 5.39e-05, 1.06e-06, 2.04e-04]    []  
499600    [4.79e-06, 1.57e-06, 1.14e-06, 1.50e-06, 1.56e-06, 1.50e-06, 1.18e-06, 1.78e-05, 3.56e-07, 1.10e-05, 1.84e-05, 5.86e-05, 1.79e-05, 2.05e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-06, 3.25e-09, 1.59e-05, 1.33e-08]    [4.79e-06, 1.57e-06, 1.14e-06, 1.50e-06, 1.56e-06, 1.50e-06, 1.18e-06, 1.78e-05, 3.56e-07, 1.10e-05, 1.84e-05, 5.86e-05, 1.79e-05, 2.05e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-06, 3.25e-09, 1.59e-05, 1.33e-08]    []  
499700    [2.91e-07, 5.87e-07, 5.05e-07, 2.90e-07, 4.55e-07, 4.01e-07, 2.55e-07, 1.43e-07, 1.28e-14, 3.40e-09, 4.15e-07, 1.17e-06, 1.02e-06, 1.37e-07, 1.56e-08, 1.10e-09, 9.69e-10, 1.80e-09, 0.00e+00, 3.73e-11, 2.17e-08, 2.70e-10]    [2.91e-07, 5.87e-07, 5.05e-07, 2.90e-07, 4.55e-07, 4.01e-07, 2.55e-07, 1.43e-07, 1.28e-14, 3.40e-09, 4.15e-07, 1.17e-06, 1.02e-06, 1.37e-07, 1.56e-08, 1.10e-09, 9.69e-10, 1.80e-09, 0.00e+00, 3.73e-11, 2.17e-08, 2.70e-10]    []  
499800    [2.93e-07, 7.90e-07, 5.90e-07, 3.31e-07, 5.62e-07, 4.32e-07, 2.41e-07, 1.42e-09, 1.60e-09, 7.63e-08, 6.07e-07, 1.44e-06, 1.53e-06, 1.81e-06, 2.14e-09, 0.00e+00, 0.00e+00, 2.47e-10, 5.76e-08, 7.75e-10, 3.76e-07, 5.19e-09]    [2.93e-07, 7.90e-07, 5.90e-07, 3.31e-07, 5.62e-07, 4.32e-07, 2.41e-07, 1.42e-09, 1.60e-09, 7.63e-08, 6.07e-07, 1.44e-06, 1.53e-06, 1.81e-06, 2.14e-09, 0.00e+00, 0.00e+00, 2.47e-10, 5.76e-08, 7.75e-10, 3.76e-07, 5.19e-09]    []  
499900    [1.42e-05, 4.98e-06, 1.86e-06, 9.04e-06, 2.20e-06, 3.45e-06, 2.16e-06, 3.58e-05, 2.98e-04, 1.54e-05, 3.99e-05, 1.56e-04, 5.13e-04, 8.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.15e-05, 4.26e-05, 1.95e-04]    [1.42e-05, 4.98e-06, 1.86e-06, 9.04e-06, 2.20e-06, 3.45e-06, 2.16e-06, 3.58e-05, 2.98e-04, 1.54e-05, 3.99e-05, 1.56e-04, 5.13e-04, 8.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.15e-05, 4.26e-05, 1.95e-04]    []  
500000    [2.87e-07, 6.26e-07, 5.11e-07, 2.82e-07, 4.95e-07, 4.00e-07, 2.36e-07, 4.15e-08, 6.66e-10, 1.61e-09, 4.30e-07, 1.18e-06, 1.04e-06, 1.64e-07, 2.02e-09, 0.00e+00, 0.00e+00, 3.31e-10, 5.52e-09, 7.40e-12, 3.34e-08, 1.32e-10]    [2.87e-07, 6.26e-07, 5.11e-07, 2.82e-07, 4.95e-07, 4.00e-07, 2.36e-07, 4.15e-08, 6.66e-10, 1.61e-09, 4.30e-07, 1.18e-06, 1.04e-06, 1.64e-07, 2.02e-09, 0.00e+00, 0.00e+00, 3.31e-10, 5.52e-09, 7.40e-12, 3.34e-08, 1.32e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 47.800217 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
500000    [2.87e-07, 6.26e-07, 5.11e-07, 2.82e-07, 4.95e-07, 4.00e-07, 2.36e-07, 4.15e-08, 6.66e-10, 1.61e-09, 4.30e-07, 1.18e-06, 1.04e-06, 1.64e-07, 2.02e-09, 0.00e+00, 0.00e+00, 3.31e-10, 5.52e-09, 7.40e-12, 3.34e-08, 1.32e-10]    [2.87e-07, 6.26e-07, 5.11e-07, 2.82e-07, 4.95e-07, 4.00e-07, 2.36e-07, 4.15e-08, 6.66e-10, 1.61e-09, 4.30e-07, 1.18e-06, 1.04e-06, 1.64e-07, 2.02e-09, 0.00e+00, 0.00e+00, 3.31e-10, 5.52e-09, 7.40e-12, 3.34e-08, 1.32e-10]    []  
500100    [3.44e-07, 6.23e-07, 5.79e-07, 2.75e-07, 6.34e-07, 3.51e-07, 2.49e-07, 3.43e-07, 1.04e-08, 3.90e-08, 9.83e-07, 1.73e-06, 3.69e-06, 5.69e-06, 3.18e-08, 5.77e-09, 2.36e-09, 3.31e-08, 0.00e+00, 0.00e+00, 3.44e-08, 2.28e-09]    [3.44e-07, 6.23e-07, 5.79e-07, 2.75e-07, 6.34e-07, 3.51e-07, 2.49e-07, 3.43e-07, 1.04e-08, 3.90e-08, 9.83e-07, 1.73e-06, 3.69e-06, 5.69e-06, 3.18e-08, 5.77e-09, 2.36e-09, 3.31e-08, 0.00e+00, 0.00e+00, 3.44e-08, 2.28e-09]    []  
500200    [3.31e-06, 1.01e-06, 7.13e-07, 2.99e-07, 9.40e-07, 3.65e-07, 3.57e-07, 5.11e-06, 4.46e-06, 5.29e-06, 6.79e-06, 1.26e-05, 3.61e-05, 8.94e-05, 5.87e-07, 1.60e-06, 5.79e-07, 8.01e-07, 3.29e-06, 4.18e-07, 1.79e-05, 2.06e-06]    [3.31e-06, 1.01e-06, 7.13e-07, 2.99e-07, 9.40e-07, 3.65e-07, 3.57e-07, 5.11e-06, 4.46e-06, 5.29e-06, 6.79e-06, 1.26e-05, 3.61e-05, 8.94e-05, 5.87e-07, 1.60e-06, 5.79e-07, 8.01e-07, 3.29e-06, 4.18e-07, 1.79e-05, 2.06e-06]    []  
500300    [5.58e-05, 1.91e-05, 5.17e-06, 1.25e-05, 4.74e-06, 1.07e-05, 2.32e-06, 3.59e-05, 5.80e-08, 6.97e-05, 8.99e-05, 5.59e-04, 6.77e-04, 3.16e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.32e-05, 3.08e-07]    [5.58e-05, 1.91e-05, 5.17e-06, 1.25e-05, 4.74e-06, 1.07e-05, 2.32e-06, 3.59e-05, 5.80e-08, 6.97e-05, 8.99e-05, 5.59e-04, 6.77e-04, 3.16e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.32e-05, 3.08e-07]    []  
500400    [3.02e-07, 6.58e-07, 5.30e-07, 2.94e-07, 5.01e-07, 3.92e-07, 2.13e-07, 3.62e-08, 1.03e-09, 1.34e-08, 4.60e-07, 1.21e-06, 1.09e-06, 2.31e-07, 1.75e-09, 0.00e+00, 1.06e-11, 2.58e-10, 9.30e-09, 5.61e-12, 5.63e-08, 1.15e-09]    [3.02e-07, 6.58e-07, 5.30e-07, 2.94e-07, 5.01e-07, 3.92e-07, 2.13e-07, 3.62e-08, 1.03e-09, 1.34e-08, 4.60e-07, 1.21e-06, 1.09e-06, 2.31e-07, 1.75e-09, 0.00e+00, 1.06e-11, 2.58e-10, 9.30e-09, 5.61e-12, 5.63e-08, 1.15e-09]    []  
500500    [4.44e-07, 7.46e-07, 5.25e-07, 2.84e-07, 5.99e-07, 4.47e-07, 2.46e-07, 6.85e-07, 1.35e-06, 5.14e-07, 1.50e-06, 3.64e-06, 2.10e-06, 1.14e-05, 0.00e+00, 2.74e-11, 0.00e+00, 6.12e-12, 3.97e-08, 0.00e+00, 2.64e-07, 4.46e-07]    [4.44e-07, 7.46e-07, 5.25e-07, 2.84e-07, 5.99e-07, 4.47e-07, 2.46e-07, 6.85e-07, 1.35e-06, 5.14e-07, 1.50e-06, 3.64e-06, 2.10e-06, 1.14e-05, 0.00e+00, 2.74e-11, 0.00e+00, 6.12e-12, 3.97e-08, 0.00e+00, 2.64e-07, 4.46e-07]    []  
500600    [5.01e-07, 7.44e-07, 7.71e-07, 3.27e-07, 6.81e-07, 3.58e-07, 2.80e-07, 7.52e-06, 2.90e-06, 1.83e-06, 6.22e-06, 6.15e-06, 1.19e-05, 5.46e-05, 3.12e-08, 4.41e-09, 0.00e+00, 1.67e-09, 0.00e+00, 0.00e+00, 5.78e-06, 4.70e-06]    [5.01e-07, 7.44e-07, 7.71e-07, 3.27e-07, 6.81e-07, 3.58e-07, 2.80e-07, 7.52e-06, 2.90e-06, 1.83e-06, 6.22e-06, 6.15e-06, 1.19e-05, 5.46e-05, 3.12e-08, 4.41e-09, 0.00e+00, 1.67e-09, 0.00e+00, 0.00e+00, 5.78e-06, 4.70e-06]    []  
500700    [1.75e-05, 5.36e-06, 4.38e-06, 3.62e-06, 2.00e-06, 3.15e-06, 1.33e-06, 2.20e-05, 6.33e-09, 3.09e-05, 8.04e-05, 1.78e-04, 4.18e-04, 1.26e-03, 2.94e-05, 1.06e-05, 6.52e-06, 7.26e-06, 3.18e-06, 2.93e-08, 1.72e-05, 1.58e-07]    [1.75e-05, 5.36e-06, 4.38e-06, 3.62e-06, 2.00e-06, 3.15e-06, 1.33e-06, 2.20e-05, 6.33e-09, 3.09e-05, 8.04e-05, 1.78e-04, 4.18e-04, 1.26e-03, 2.94e-05, 1.06e-05, 6.52e-06, 7.26e-06, 3.18e-06, 2.93e-08, 1.72e-05, 1.58e-07]    []  
500800    [3.62e-07, 6.55e-07, 4.89e-07, 2.69e-07, 4.63e-07, 4.35e-07, 2.13e-07, 4.68e-08, 5.70e-10, 1.35e-07, 6.48e-07, 2.14e-06, 3.06e-06, 6.46e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.69e-08, 3.59e-09]    [3.62e-07, 6.55e-07, 4.89e-07, 2.69e-07, 4.63e-07, 4.35e-07, 2.13e-07, 4.68e-08, 5.70e-10, 1.35e-07, 6.48e-07, 2.14e-06, 3.06e-06, 6.46e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.69e-08, 3.59e-09]    []  
500900    [4.47e-07, 6.96e-07, 5.61e-07, 3.16e-07, 5.31e-07, 3.96e-07, 2.13e-07, 3.17e-07, 3.31e-08, 4.04e-08, 4.79e-07, 1.77e-06, 1.25e-06, 1.95e-06, 8.53e-08, 3.25e-08, 1.27e-08, 1.49e-08, 5.11e-08, 0.00e+00, 3.46e-07, 7.34e-09]    [4.47e-07, 6.96e-07, 5.61e-07, 3.16e-07, 5.31e-07, 3.96e-07, 2.13e-07, 3.17e-07, 3.31e-08, 4.04e-08, 4.79e-07, 1.77e-06, 1.25e-06, 1.95e-06, 8.53e-08, 3.25e-08, 1.27e-08, 1.49e-08, 5.11e-08, 0.00e+00, 3.46e-07, 7.34e-09]    []  
501000    [1.76e-06, 1.05e-06, 6.11e-07, 4.32e-07, 6.66e-07, 4.47e-07, 2.98e-07, 9.13e-07, 4.42e-06, 3.43e-06, 5.25e-06, 8.79e-06, 8.93e-06, 5.63e-05, 1.14e-06, 1.18e-07, 4.38e-07, 3.38e-07, 5.17e-09, 0.00e+00, 1.24e-08, 1.02e-05]    [1.76e-06, 1.05e-06, 6.11e-07, 4.32e-07, 6.66e-07, 4.47e-07, 2.98e-07, 9.13e-07, 4.42e-06, 3.43e-06, 5.25e-06, 8.79e-06, 8.93e-06, 5.63e-05, 1.14e-06, 1.18e-07, 4.38e-07, 3.38e-07, 5.17e-09, 0.00e+00, 1.24e-08, 1.02e-05]    []  
501100    [3.28e-06, 1.81e-06, 3.41e-06, 4.78e-06, 1.69e-06, 1.44e-06, 1.67e-06, 1.49e-04, 2.48e-07, 2.24e-07, 1.80e-05, 2.88e-05, 2.69e-05, 1.67e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-05, 7.57e-08, 9.42e-05, 4.05e-07]    [3.28e-06, 1.81e-06, 3.41e-06, 4.78e-06, 1.69e-06, 1.44e-06, 1.67e-06, 1.49e-04, 2.48e-07, 2.24e-07, 1.80e-05, 2.88e-05, 2.69e-05, 1.67e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-05, 7.57e-08, 9.42e-05, 4.05e-07]    []  
501200    [3.25e-07, 6.52e-07, 5.19e-07, 3.20e-07, 4.47e-07, 3.94e-07, 1.86e-07, 2.53e-09, 2.54e-11, 1.31e-09, 4.65e-07, 1.16e-06, 9.66e-07, 6.54e-08, 1.53e-08, 1.07e-10, 3.16e-11, 4.04e-09, 1.38e-11, 1.77e-11, 1.00e-08, 1.40e-10]    [3.25e-07, 6.52e-07, 5.19e-07, 3.20e-07, 4.47e-07, 3.94e-07, 1.86e-07, 2.53e-09, 2.54e-11, 1.31e-09, 4.65e-07, 1.16e-06, 9.66e-07, 6.54e-08, 1.53e-08, 1.07e-10, 3.16e-11, 4.04e-09, 1.38e-11, 1.77e-11, 1.00e-08, 1.40e-10]    []  
501300    [2.91e-07, 7.83e-07, 5.65e-07, 3.07e-07, 5.89e-07, 4.63e-07, 2.17e-07, 2.61e-07, 6.41e-10, 1.19e-07, 9.25e-07, 2.67e-06, 1.48e-06, 3.88e-06, 0.00e+00, 3.94e-10, 0.00e+00, 3.73e-10, 8.08e-08, 0.00e+00, 5.43e-07, 3.53e-08]    [2.91e-07, 7.83e-07, 5.65e-07, 3.07e-07, 5.89e-07, 4.63e-07, 2.17e-07, 2.61e-07, 6.41e-10, 1.19e-07, 9.25e-07, 2.67e-06, 1.48e-06, 3.88e-06, 0.00e+00, 3.94e-10, 0.00e+00, 3.73e-10, 8.08e-08, 0.00e+00, 5.43e-07, 3.53e-08]    []  
501400    [2.56e-06, 3.31e-06, 1.46e-06, 3.43e-06, 2.26e-06, 1.81e-06, 1.91e-06, 2.98e-05, 5.40e-05, 7.42e-06, 6.65e-05, 9.45e-05, 3.51e-05, 3.43e-04, 3.02e-08, 1.27e-08, 0.00e+00, 0.00e+00, 1.52e-06, 0.00e+00, 9.45e-06, 2.40e-05]    [2.56e-06, 3.31e-06, 1.46e-06, 3.43e-06, 2.26e-06, 1.81e-06, 1.91e-06, 2.98e-05, 5.40e-05, 7.42e-06, 6.65e-05, 9.45e-05, 3.51e-05, 3.43e-04, 3.02e-08, 1.27e-08, 0.00e+00, 0.00e+00, 1.52e-06, 0.00e+00, 9.45e-06, 2.40e-05]    []  
501500    [2.99e-07, 6.03e-07, 5.06e-07, 2.94e-07, 4.45e-07, 4.05e-07, 2.08e-07, 1.41e-08, 1.06e-09, 1.36e-09, 4.43e-07, 1.15e-06, 1.03e-06, 6.98e-08, 1.11e-08, 3.12e-10, 1.11e-09, 9.63e-10, 1.27e-09, 0.00e+00, 1.10e-08, 2.78e-07]    [2.99e-07, 6.03e-07, 5.06e-07, 2.94e-07, 4.45e-07, 4.05e-07, 2.08e-07, 1.41e-08, 1.06e-09, 1.36e-09, 4.43e-07, 1.15e-06, 1.03e-06, 6.98e-08, 1.11e-08, 3.12e-10, 1.11e-09, 9.63e-10, 1.27e-09, 0.00e+00, 1.10e-08, 2.78e-07]    []  
501600    [3.45e-07, 6.98e-07, 6.16e-07, 3.20e-07, 6.08e-07, 4.12e-07, 2.16e-07, 2.35e-06, 1.08e-08, 4.84e-11, 7.55e-07, 1.36e-06, 1.38e-06, 2.00e-06, 7.49e-09, 4.75e-09, 9.31e-10, 9.39e-09, 0.00e+00, 0.00e+00, 2.59e-06, 1.22e-08]    [3.45e-07, 6.98e-07, 6.16e-07, 3.20e-07, 6.08e-07, 4.12e-07, 2.16e-07, 2.35e-06, 1.08e-08, 4.84e-11, 7.55e-07, 1.36e-06, 1.38e-06, 2.00e-06, 7.49e-09, 4.75e-09, 9.31e-10, 9.39e-09, 0.00e+00, 0.00e+00, 2.59e-06, 1.22e-08]    []  
501700    [4.75e-05, 9.06e-06, 6.10e-06, 6.72e-06, 5.89e-06, 5.27e-06, 4.74e-06, 1.36e-04, 1.09e-06, 8.30e-05, 1.60e-04, 4.46e-04, 5.80e-04, 3.13e-03, 4.02e-05, 5.18e-05, 2.43e-05, 1.30e-05, 2.38e-05, 2.07e-07, 1.16e-04, 1.01e-06]    [4.75e-05, 9.06e-06, 6.10e-06, 6.72e-06, 5.89e-06, 5.27e-06, 4.74e-06, 1.36e-04, 1.09e-06, 8.30e-05, 1.60e-04, 4.46e-04, 5.80e-04, 3.13e-03, 4.02e-05, 5.18e-05, 2.43e-05, 1.30e-05, 2.38e-05, 2.07e-07, 1.16e-04, 1.01e-06]    []  
501800    [3.61e-07, 6.06e-07, 5.25e-07, 2.82e-07, 4.67e-07, 4.05e-07, 1.88e-07, 1.69e-08, 1.03e-07, 4.27e-08, 5.14e-07, 1.31e-06, 1.16e-06, 1.14e-06, 3.49e-08, 6.22e-09, 4.36e-09, 8.36e-09, 0.00e+00, 0.00e+00, 2.45e-08, 8.16e-08]    [3.61e-07, 6.06e-07, 5.25e-07, 2.82e-07, 4.67e-07, 4.05e-07, 1.88e-07, 1.69e-08, 1.03e-07, 4.27e-08, 5.14e-07, 1.31e-06, 1.16e-06, 1.14e-06, 3.49e-08, 6.22e-09, 4.36e-09, 8.36e-09, 0.00e+00, 0.00e+00, 2.45e-08, 8.16e-08]    []  
501900    [3.74e-07, 8.43e-07, 5.93e-07, 4.63e-07, 4.58e-07, 4.34e-07, 1.78e-07, 2.81e-06, 1.39e-07, 1.39e-07, 9.37e-07, 2.13e-06, 5.77e-06, 6.43e-06, 3.71e-15, 4.90e-10, 2.12e-10, 0.00e+00, 2.49e-10, 6.26e-12, 1.99e-08, 6.51e-10]    [3.74e-07, 8.43e-07, 5.93e-07, 4.63e-07, 4.58e-07, 4.34e-07, 1.78e-07, 2.81e-06, 1.39e-07, 1.39e-07, 9.37e-07, 2.13e-06, 5.77e-06, 6.43e-06, 3.71e-15, 4.90e-10, 2.12e-10, 0.00e+00, 2.49e-10, 6.26e-12, 1.99e-08, 6.51e-10]    []  
502000    [3.03e-05, 6.35e-06, 3.28e-06, 6.31e-06, 5.83e-06, 3.25e-06, 2.67e-06, 4.80e-06, 5.86e-10, 3.06e-05, 5.58e-05, 3.31e-04, 4.80e-04, 1.87e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.19e-12, 5.82e-06, 1.87e-08]    [3.03e-05, 6.35e-06, 3.28e-06, 6.31e-06, 5.83e-06, 3.25e-06, 2.67e-06, 4.80e-06, 5.86e-10, 3.06e-05, 5.58e-05, 3.31e-04, 4.80e-04, 1.87e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.19e-12, 5.82e-06, 1.87e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 53.907262 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
502000    [3.03e-05, 6.35e-06, 3.28e-06, 6.31e-06, 5.83e-06, 3.25e-06, 2.67e-06, 4.80e-06, 5.86e-10, 3.06e-05, 5.58e-05, 3.31e-04, 4.80e-04, 1.87e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.19e-12, 5.82e-06, 1.87e-08]    [3.03e-05, 6.35e-06, 3.28e-06, 6.31e-06, 5.83e-06, 3.25e-06, 2.67e-06, 4.80e-06, 5.86e-10, 3.06e-05, 5.58e-05, 3.31e-04, 4.80e-04, 1.87e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.19e-12, 5.82e-06, 1.87e-08]    []  
502100    [2.94e-07, 6.10e-07, 5.11e-07, 3.06e-07, 4.25e-07, 4.24e-07, 1.86e-07, 1.31e-08, 3.79e-09, 1.08e-08, 4.60e-07, 1.22e-06, 1.06e-06, 4.07e-07, 1.17e-09, 0.00e+00, 0.00e+00, 1.25e-11, 0.00e+00, 0.00e+00, 1.14e-08, 3.43e-09]    [2.94e-07, 6.10e-07, 5.11e-07, 3.06e-07, 4.25e-07, 4.24e-07, 1.86e-07, 1.31e-08, 3.79e-09, 1.08e-08, 4.60e-07, 1.22e-06, 1.06e-06, 4.07e-07, 1.17e-09, 0.00e+00, 0.00e+00, 1.25e-11, 0.00e+00, 0.00e+00, 1.14e-08, 3.43e-09]    []  
502200    [4.03e-07, 6.50e-07, 5.94e-07, 2.89e-07, 5.75e-07, 4.04e-07, 2.10e-07, 4.25e-07, 5.95e-07, 1.50e-07, 9.41e-07, 1.52e-06, 1.37e-06, 2.90e-06, 2.30e-08, 8.30e-09, 9.48e-09, 1.21e-08, 0.00e+00, 0.00e+00, 3.92e-07, 5.35e-07]    [4.03e-07, 6.50e-07, 5.94e-07, 2.89e-07, 5.75e-07, 4.04e-07, 2.10e-07, 4.25e-07, 5.95e-07, 1.50e-07, 9.41e-07, 1.52e-06, 1.37e-06, 2.90e-06, 2.30e-08, 8.30e-09, 9.48e-09, 1.21e-08, 0.00e+00, 0.00e+00, 3.92e-07, 5.35e-07]    []  
502300    [7.44e-07, 7.76e-07, 5.44e-07, 2.37e-07, 5.81e-07, 3.60e-07, 3.54e-07, 2.76e-05, 9.25e-09, 4.80e-10, 1.52e-05, 1.96e-05, 5.63e-05, 1.26e-05, 3.17e-08, 1.27e-08, 9.70e-08, 3.16e-09, 3.11e-06, 1.52e-08, 1.72e-05, 8.70e-08]    [7.44e-07, 7.76e-07, 5.44e-07, 2.37e-07, 5.81e-07, 3.60e-07, 3.54e-07, 2.76e-05, 9.25e-09, 4.80e-10, 1.52e-05, 1.96e-05, 5.63e-05, 1.26e-05, 3.17e-08, 1.27e-08, 9.70e-08, 3.16e-09, 3.11e-06, 1.52e-08, 1.72e-05, 8.70e-08]    []  
502400    [1.24e-05, 2.59e-06, 1.43e-06, 1.51e-06, 1.42e-06, 1.34e-06, 6.78e-07, 1.26e-05, 1.17e-07, 1.53e-05, 2.73e-05, 9.54e-05, 1.98e-04, 6.77e-04, 1.07e-05, 8.02e-06, 4.68e-06, 4.38e-06, 2.37e-06, 2.96e-08, 1.35e-05, 1.68e-07]    [1.24e-05, 2.59e-06, 1.43e-06, 1.51e-06, 1.42e-06, 1.34e-06, 6.78e-07, 1.26e-05, 1.17e-07, 1.53e-05, 2.73e-05, 9.54e-05, 1.98e-04, 6.77e-04, 1.07e-05, 8.02e-06, 4.68e-06, 4.38e-06, 2.37e-06, 2.96e-08, 1.35e-05, 1.68e-07]    []  
502500    [3.36e-07, 6.05e-07, 5.28e-07, 2.97e-07, 4.71e-07, 4.07e-07, 1.95e-07, 1.66e-08, 1.85e-07, 1.56e-08, 4.89e-07, 1.21e-06, 1.02e-06, 4.05e-07, 2.63e-08, 2.92e-09, 1.82e-09, 1.99e-09, 1.75e-09, 0.00e+00, 1.32e-08, 1.27e-07]    [3.36e-07, 6.05e-07, 5.28e-07, 2.97e-07, 4.71e-07, 4.07e-07, 1.95e-07, 1.66e-08, 1.85e-07, 1.56e-08, 4.89e-07, 1.21e-06, 1.02e-06, 4.05e-07, 2.63e-08, 2.92e-09, 1.82e-09, 1.99e-09, 1.75e-09, 0.00e+00, 1.32e-08, 1.27e-07]    []  
502600    [4.01e-07, 6.62e-07, 5.96e-07, 3.20e-07, 4.82e-07, 4.05e-07, 2.03e-07, 2.31e-08, 2.98e-07, 4.05e-07, 7.28e-07, 2.30e-06, 2.40e-06, 1.90e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.18e-10, 1.19e-09, 7.76e-09, 1.19e-08]    [4.01e-07, 6.62e-07, 5.96e-07, 3.20e-07, 4.82e-07, 4.05e-07, 2.03e-07, 2.31e-08, 2.98e-07, 4.05e-07, 7.28e-07, 2.30e-06, 2.40e-06, 1.90e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.18e-10, 1.19e-09, 7.76e-09, 1.19e-08]    []  
502700    [2.14e-06, 9.18e-07, 8.74e-07, 5.21e-07, 9.13e-07, 9.01e-07, 6.93e-07, 2.47e-06, 2.70e-07, 8.95e-06, 1.53e-05, 3.04e-05, 1.60e-05, 1.33e-04, 0.00e+00, 4.20e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.90e-06, 2.42e-07]    [2.14e-06, 9.18e-07, 8.74e-07, 5.21e-07, 9.13e-07, 9.01e-07, 6.93e-07, 2.47e-06, 2.70e-07, 8.95e-06, 1.53e-05, 3.04e-05, 1.60e-05, 1.33e-04, 0.00e+00, 4.20e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.90e-06, 2.42e-07]    []  
502800    [5.10e-07, 5.59e-07, 4.99e-07, 2.78e-07, 4.49e-07, 3.97e-07, 1.96e-07, 2.00e-08, 2.53e-09, 1.88e-07, 8.60e-07, 2.27e-06, 4.29e-06, 9.07e-06, 1.24e-07, 4.51e-08, 5.58e-08, 5.15e-08, 7.00e-09, 4.65e-12, 4.17e-08, 1.35e-10]    [5.10e-07, 5.59e-07, 4.99e-07, 2.78e-07, 4.49e-07, 3.97e-07, 1.96e-07, 2.00e-08, 2.53e-09, 1.88e-07, 8.60e-07, 2.27e-06, 4.29e-06, 9.07e-06, 1.24e-07, 4.51e-08, 5.58e-08, 5.15e-08, 7.00e-09, 4.65e-12, 4.17e-08, 1.35e-10]    []  
502900    [3.08e-07, 6.35e-07, 5.22e-07, 2.96e-07, 4.74e-07, 4.24e-07, 2.00e-07, 1.21e-08, 1.42e-09, 6.05e-09, 5.10e-07, 1.29e-06, 1.00e-06, 1.07e-07, 6.91e-09, 0.00e+00, 1.04e-12, 4.45e-10, 0.00e+00, 1.91e-10, 3.92e-07, 1.24e-09]    [3.08e-07, 6.35e-07, 5.22e-07, 2.96e-07, 4.74e-07, 4.24e-07, 2.00e-07, 1.21e-08, 1.42e-09, 6.05e-09, 5.10e-07, 1.29e-06, 1.00e-06, 1.07e-07, 6.91e-09, 0.00e+00, 1.04e-12, 4.45e-10, 0.00e+00, 1.91e-10, 3.92e-07, 1.24e-09]    []  
503000    [1.25e-06, 1.05e-06, 5.54e-07, 4.72e-07, 4.47e-07, 6.31e-07, 3.26e-07, 1.36e-05, 1.56e-05, 2.52e-06, 6.66e-06, 1.24e-05, 2.26e-05, 2.26e-05, 0.00e+00, 2.60e-09, 0.00e+00, 2.98e-09, 7.39e-08, 3.61e-07, 1.60e-07, 1.75e-06]    [1.25e-06, 1.05e-06, 5.54e-07, 4.72e-07, 4.47e-07, 6.31e-07, 3.26e-07, 1.36e-05, 1.56e-05, 2.52e-06, 6.66e-06, 1.24e-05, 2.26e-05, 2.26e-05, 0.00e+00, 2.60e-09, 0.00e+00, 2.98e-09, 7.39e-08, 3.61e-07, 1.60e-07, 1.75e-06]    []  
503100    [5.90e-07, 7.46e-07, 5.00e-07, 3.72e-07, 3.25e-07, 5.30e-07, 2.00e-07, 6.45e-08, 2.19e-09, 3.90e-07, 1.06e-06, 4.12e-06, 7.15e-06, 1.92e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.83e-07, 6.31e-09]    [5.90e-07, 7.46e-07, 5.00e-07, 3.72e-07, 3.25e-07, 5.30e-07, 2.00e-07, 6.45e-08, 2.19e-09, 3.90e-07, 1.06e-06, 4.12e-06, 7.15e-06, 1.92e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.83e-07, 6.31e-09]    []  
503200    [2.90e-07, 6.22e-07, 5.36e-07, 3.22e-07, 4.05e-07, 4.25e-07, 1.98e-07, 3.16e-07, 6.44e-11, 8.01e-09, 5.16e-07, 1.27e-06, 1.15e-06, 2.06e-07, 1.98e-09, 0.00e+00, 0.00e+00, 1.34e-11, 0.00e+00, 3.03e-12, 4.00e-07, 1.33e-10]    [2.90e-07, 6.22e-07, 5.36e-07, 3.22e-07, 4.05e-07, 4.25e-07, 1.98e-07, 3.16e-07, 6.44e-11, 8.01e-09, 5.16e-07, 1.27e-06, 1.15e-06, 2.06e-07, 1.98e-09, 0.00e+00, 0.00e+00, 1.34e-11, 0.00e+00, 3.03e-12, 4.00e-07, 1.33e-10]    []  
503300    [1.46e-06, 1.23e-06, 8.35e-07, 6.89e-07, 7.25e-07, 4.71e-07, 4.81e-07, 2.02e-05, 1.32e-07, 6.46e-07, 1.38e-05, 3.34e-05, 1.08e-04, 7.24e-05, 0.00e+00, 2.41e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-08, 2.20e-05, 6.24e-08]    [1.46e-06, 1.23e-06, 8.35e-07, 6.89e-07, 7.25e-07, 4.71e-07, 4.81e-07, 2.02e-05, 1.32e-07, 6.46e-07, 1.38e-05, 3.34e-05, 1.08e-04, 7.24e-05, 0.00e+00, 2.41e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-08, 2.20e-05, 6.24e-08]    []  
503400    [2.90e-07, 5.78e-07, 5.11e-07, 2.98e-07, 4.12e-07, 4.16e-07, 1.94e-07, 3.59e-08, 9.73e-10, 1.51e-10, 4.55e-07, 1.13e-06, 9.45e-07, 4.27e-08, 2.20e-09, 1.00e-12, 5.72e-12, 3.68e-13, 0.00e+00, 1.87e-10, 1.63e-08, 1.17e-09]    [2.90e-07, 5.78e-07, 5.11e-07, 2.98e-07, 4.12e-07, 4.16e-07, 1.94e-07, 3.59e-08, 9.73e-10, 1.51e-10, 4.55e-07, 1.13e-06, 9.45e-07, 4.27e-08, 2.20e-09, 1.00e-12, 5.72e-12, 3.68e-13, 0.00e+00, 1.87e-10, 1.63e-08, 1.17e-09]    []  
503500    [6.24e-07, 7.24e-07, 6.16e-07, 3.46e-07, 5.07e-07, 4.47e-07, 2.28e-07, 4.96e-08, 2.85e-09, 1.46e-07, 2.23e-06, 4.43e-06, 8.31e-06, 1.07e-05, 0.00e+00, 1.68e-10, 0.00e+00, 7.21e-11, 1.41e-08, 0.00e+00, 8.84e-08, 3.08e-09]    [6.24e-07, 7.24e-07, 6.16e-07, 3.46e-07, 5.07e-07, 4.47e-07, 2.28e-07, 4.96e-08, 2.85e-09, 1.46e-07, 2.23e-06, 4.43e-06, 8.31e-06, 1.07e-05, 0.00e+00, 1.68e-10, 0.00e+00, 7.21e-11, 1.41e-08, 0.00e+00, 8.84e-08, 3.08e-09]    []  
503600    [1.28e-06, 7.78e-07, 6.36e-07, 4.41e-07, 5.59e-07, 5.16e-07, 2.80e-07, 5.12e-06, 4.90e-05, 1.37e-06, 2.21e-06, 1.05e-05, 7.14e-06, 4.74e-05, 1.08e-06, 3.30e-07, 2.50e-07, 2.71e-07, 6.29e-07, 0.00e+00, 3.94e-06, 1.08e-05]    [1.28e-06, 7.78e-07, 6.36e-07, 4.41e-07, 5.59e-07, 5.16e-07, 2.80e-07, 5.12e-06, 4.90e-05, 1.37e-06, 2.21e-06, 1.05e-05, 7.14e-06, 4.74e-05, 1.08e-06, 3.30e-07, 2.50e-07, 2.71e-07, 6.29e-07, 0.00e+00, 3.94e-06, 1.08e-05]    []  
503700    [3.89e-07, 1.02e-06, 7.45e-07, 5.98e-07, 3.65e-07, 5.86e-07, 1.51e-07, 1.76e-07, 1.70e-09, 1.04e-09, 6.56e-07, 1.80e-06, 1.58e-06, 4.42e-07, 7.47e-09, 5.59e-09, 0.00e+00, 4.69e-10, 0.00e+00, 1.42e-09, 5.86e-08, 9.47e-09]    [3.89e-07, 1.02e-06, 7.45e-07, 5.98e-07, 3.65e-07, 5.86e-07, 1.51e-07, 1.76e-07, 1.70e-09, 1.04e-09, 6.56e-07, 1.80e-06, 1.58e-06, 4.42e-07, 7.47e-09, 5.59e-09, 0.00e+00, 4.69e-10, 0.00e+00, 1.42e-09, 5.86e-08, 9.47e-09]    []  
503800    [3.03e-07, 6.70e-07, 5.81e-07, 4.79e-07, 2.61e-07, 4.83e-07, 1.47e-07, 3.16e-08, 1.32e-11, 6.70e-10, 4.93e-07, 1.20e-06, 9.33e-07, 6.42e-08, 4.20e-09, 4.77e-10, 2.09e-11, 1.45e-13, 2.82e-10, 7.29e-11, 7.92e-09, 4.34e-10]    [3.03e-07, 6.70e-07, 5.81e-07, 4.79e-07, 2.61e-07, 4.83e-07, 1.47e-07, 3.16e-08, 1.32e-11, 6.70e-10, 4.93e-07, 1.20e-06, 9.33e-07, 6.42e-08, 4.20e-09, 4.77e-10, 2.09e-11, 1.45e-13, 2.82e-10, 7.29e-11, 7.92e-09, 4.34e-10]    []  
503900    [3.28e-07, 7.33e-07, 6.75e-07, 3.83e-07, 4.61e-07, 4.26e-07, 1.75e-07, 1.01e-05, 1.50e-07, 5.30e-08, 1.56e-06, 2.21e-06, 3.03e-06, 4.79e-08, 1.84e-08, 1.00e-10, 4.79e-09, 3.31e-10, 7.37e-07, 0.00e+00, 4.51e-06, 7.90e-08]    [3.28e-07, 7.33e-07, 6.75e-07, 3.83e-07, 4.61e-07, 4.26e-07, 1.75e-07, 1.01e-05, 1.50e-07, 5.30e-08, 1.56e-06, 2.21e-06, 3.03e-06, 4.79e-08, 1.84e-08, 1.00e-10, 4.79e-09, 3.31e-10, 7.37e-07, 0.00e+00, 4.51e-06, 7.90e-08]    []  
504000    [2.87e-07, 5.89e-07, 5.40e-07, 3.71e-07, 3.25e-07, 4.21e-07, 1.61e-07, 2.00e-08, 4.14e-10, 3.38e-12, 4.67e-07, 1.11e-06, 8.97e-07, 1.51e-09, 5.09e-09, 2.31e-10, 5.38e-10, 1.41e-10, 1.49e-08, 0.00e+00, 9.19e-08, 8.51e-10]    [2.87e-07, 5.89e-07, 5.40e-07, 3.71e-07, 3.25e-07, 4.21e-07, 1.61e-07, 2.00e-08, 4.14e-10, 3.38e-12, 4.67e-07, 1.11e-06, 8.97e-07, 1.51e-09, 5.09e-09, 2.31e-10, 5.38e-10, 1.41e-10, 1.49e-08, 0.00e+00, 9.19e-08, 8.51e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 45.357006 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Best train step: 302150
lambda_a: 2.166892767
lambda_b: 1.8063528538
kappa_a: 0.76282000542
kappa_b: 0.44990721345
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
504000    [2.87e-07, 5.89e-07, 5.40e-07, 3.71e-07, 3.25e-07, 4.21e-07, 1.61e-07, 2.00e-08, 4.14e-10, 3.38e-12, 4.67e-07, 1.11e-06, 8.97e-07, 1.51e-09, 5.09e-09, 2.31e-10, 5.38e-10, 1.41e-10, 1.49e-08, 0.00e+00, 9.19e-08, 8.51e-10]    [2.87e-07, 5.89e-07, 5.40e-07, 3.71e-07, 3.25e-07, 4.21e-07, 1.61e-07, 2.00e-08, 4.14e-10, 3.38e-12, 4.67e-07, 1.11e-06, 8.97e-07, 1.51e-09, 5.09e-09, 2.31e-10, 5.38e-10, 1.41e-10, 1.49e-08, 0.00e+00, 9.19e-08, 8.51e-10]    []  
504100    [3.58e-07, 6.91e-07, 7.15e-07, 4.46e-07, 4.67e-07, 4.89e-07, 2.05e-07, 1.16e-06, 5.47e-07, 1.63e-09, 2.47e-06, 3.55e-06, 5.22e-06, 1.66e-06, 2.49e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-07, 1.76e-06, 6.64e-07]    [3.58e-07, 6.91e-07, 7.15e-07, 4.46e-07, 4.67e-07, 4.89e-07, 2.05e-07, 1.16e-06, 5.47e-07, 1.63e-09, 2.47e-06, 3.55e-06, 5.22e-06, 1.66e-06, 2.49e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-07, 1.76e-06, 6.64e-07]    []  
504200    [2.71e-07, 5.56e-07, 5.15e-07, 3.29e-07, 3.63e-07, 4.06e-07, 2.13e-07, 4.87e-09, 4.33e-11, 4.84e-11, 4.45e-07, 1.09e-06, 8.91e-07, 8.39e-09, 3.83e-09, 9.11e-12, 4.55e-11, 7.42e-11, 0.00e+00, 5.18e-11, 3.40e-08, 3.42e-10]    [2.71e-07, 5.56e-07, 5.15e-07, 3.29e-07, 3.63e-07, 4.06e-07, 2.13e-07, 4.87e-09, 4.33e-11, 4.84e-11, 4.45e-07, 1.09e-06, 8.91e-07, 8.39e-09, 3.83e-09, 9.11e-12, 4.55e-11, 7.42e-11, 0.00e+00, 5.18e-11, 3.40e-08, 3.42e-10]    []  
504300    [9.70e-07, 7.20e-07, 7.01e-07, 4.27e-07, 6.07e-07, 4.35e-07, 2.03e-07, 1.90e-06, 1.73e-08, 1.57e-07, 9.99e-07, 3.96e-06, 4.96e-06, 1.37e-05, 3.75e-07, 2.87e-07, 8.21e-08, 5.91e-08, 3.16e-07, 9.53e-10, 2.03e-06, 6.34e-09]    [9.70e-07, 7.20e-07, 7.01e-07, 4.27e-07, 6.07e-07, 4.35e-07, 2.03e-07, 1.90e-06, 1.73e-08, 1.57e-07, 9.99e-07, 3.96e-06, 4.96e-06, 1.37e-05, 3.75e-07, 2.87e-07, 8.21e-08, 5.91e-08, 3.16e-07, 9.53e-10, 2.03e-06, 6.34e-09]    []  
504400    [2.81e-07, 5.54e-07, 5.07e-07, 3.13e-07, 3.94e-07, 4.00e-07, 2.01e-07, 3.48e-09, 2.41e-12, 6.35e-11, 4.53e-07, 1.08e-06, 9.04e-07, 1.33e-08, 7.25e-09, 3.93e-10, 4.63e-10, 5.29e-10, 2.75e-09, 7.34e-12, 1.81e-08, 9.69e-11]    [2.81e-07, 5.54e-07, 5.07e-07, 3.13e-07, 3.94e-07, 4.00e-07, 2.01e-07, 3.48e-09, 2.41e-12, 6.35e-11, 4.53e-07, 1.08e-06, 9.04e-07, 1.33e-08, 7.25e-09, 3.93e-10, 4.63e-10, 5.29e-10, 2.75e-09, 7.34e-12, 1.81e-08, 9.69e-11]    []  
504500    [5.61e-07, 7.81e-07, 7.72e-07, 3.45e-07, 7.22e-07, 4.47e-07, 2.38e-07, 8.21e-07, 9.92e-06, 1.27e-07, 1.33e-06, 3.59e-06, 1.83e-06, 1.02e-05, 4.01e-08, 1.57e-07, 2.37e-08, 1.31e-08, 9.36e-08, 1.42e-06, 6.31e-07, 6.13e-06]    [5.61e-07, 7.81e-07, 7.72e-07, 3.45e-07, 7.22e-07, 4.47e-07, 2.38e-07, 8.21e-07, 9.92e-06, 1.27e-07, 1.33e-06, 3.59e-06, 1.83e-06, 1.02e-05, 4.01e-08, 1.57e-07, 2.37e-08, 1.31e-08, 9.36e-08, 1.42e-06, 6.31e-07, 6.13e-06]    []  
504600    [2.82e-07, 5.66e-07, 4.98e-07, 3.11e-07, 4.07e-07, 4.16e-07, 2.04e-07, 8.74e-09, 2.34e-10, 2.87e-11, 4.52e-07, 1.09e-06, 9.00e-07, 8.08e-09, 3.95e-09, 2.75e-11, 5.46e-11, 8.72e-11, 4.81e-11, 1.34e-11, 1.00e-08, 1.44e-10]    [2.82e-07, 5.66e-07, 4.98e-07, 3.11e-07, 4.07e-07, 4.16e-07, 2.04e-07, 8.74e-09, 2.34e-10, 2.87e-11, 4.52e-07, 1.09e-06, 9.00e-07, 8.08e-09, 3.95e-09, 2.75e-11, 5.46e-11, 8.72e-11, 4.81e-11, 1.34e-11, 1.00e-08, 1.44e-10]    []  
504700    [5.95e-07, 6.49e-07, 5.92e-07, 3.84e-07, 6.00e-07, 3.99e-07, 2.23e-07, 2.36e-08, 4.79e-07, 3.41e-09, 3.63e-06, 3.73e-06, 1.08e-05, 6.64e-06, 2.24e-07, 3.44e-08, 3.19e-08, 1.63e-08, 2.85e-08, 0.00e+00, 1.89e-07, 2.39e-07]    [5.95e-07, 6.49e-07, 5.92e-07, 3.84e-07, 6.00e-07, 3.99e-07, 2.23e-07, 2.36e-08, 4.79e-07, 3.41e-09, 3.63e-06, 3.73e-06, 1.08e-05, 6.64e-06, 2.24e-07, 3.44e-08, 3.19e-08, 1.63e-08, 2.85e-08, 0.00e+00, 1.89e-07, 2.39e-07]    []  
504800    [2.98e-07, 5.86e-07, 6.60e-07, 3.79e-07, 5.57e-07, 4.24e-07, 2.16e-07, 1.27e-07, 5.06e-04, 4.25e-10, 7.71e-07, 1.50e-06, 1.92e-06, 8.32e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.40e-08, 5.54e-04]    [2.98e-07, 5.86e-07, 6.60e-07, 3.79e-07, 5.57e-07, 4.24e-07, 2.16e-07, 1.27e-07, 5.06e-04, 4.25e-10, 7.71e-07, 1.50e-06, 1.92e-06, 8.32e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.40e-08, 5.54e-04]    []  
504900    [3.26e-07, 6.42e-07, 5.51e-07, 3.47e-07, 4.58e-07, 4.10e-07, 2.44e-07, 5.99e-09, 4.22e-07, 7.34e-08, 5.18e-07, 1.31e-06, 1.12e-06, 8.17e-07, 2.00e-08, 6.52e-09, 9.18e-09, 7.31e-09, 1.51e-08, 4.21e-07, 9.33e-08, 2.08e-06]    [3.26e-07, 6.42e-07, 5.51e-07, 3.47e-07, 4.58e-07, 4.10e-07, 2.44e-07, 5.99e-09, 4.22e-07, 7.34e-08, 5.18e-07, 1.31e-06, 1.12e-06, 8.17e-07, 2.00e-08, 6.52e-09, 9.18e-09, 7.31e-09, 1.51e-08, 4.21e-07, 9.33e-08, 2.08e-06]    []  
505000    [1.13e-06, 7.26e-07, 7.06e-07, 3.59e-07, 5.78e-07, 5.26e-07, 3.63e-07, 1.88e-06, 6.08e-07, 2.60e-06, 7.41e-06, 9.85e-06, 1.87e-05, 6.05e-05, 0.00e+00, 7.26e-09, 0.00e+00, 1.04e-13, 0.00e+00, 2.21e-08, 2.71e-06, 1.26e-07]    [1.13e-06, 7.26e-07, 7.06e-07, 3.59e-07, 5.78e-07, 5.26e-07, 3.63e-07, 1.88e-06, 6.08e-07, 2.60e-06, 7.41e-06, 9.85e-06, 1.87e-05, 6.05e-05, 0.00e+00, 7.26e-09, 0.00e+00, 1.04e-13, 0.00e+00, 2.21e-08, 2.71e-06, 1.26e-07]    []  
505100    [2.96e-07, 5.62e-07, 5.11e-07, 3.11e-07, 4.31e-07, 4.07e-07, 2.03e-07, 1.49e-10, 2.67e-10, 3.44e-09, 4.69e-07, 1.11e-06, 9.29e-07, 3.48e-08, 7.21e-09, 3.18e-10, 2.54e-10, 6.68e-10, 1.55e-10, 1.46e-12, 6.46e-09, 2.04e-10]    [2.96e-07, 5.62e-07, 5.11e-07, 3.11e-07, 4.31e-07, 4.07e-07, 2.03e-07, 1.49e-10, 2.67e-10, 3.44e-09, 4.69e-07, 1.11e-06, 9.29e-07, 3.48e-08, 7.21e-09, 3.18e-10, 2.54e-10, 6.68e-10, 1.55e-10, 1.46e-12, 6.46e-09, 2.04e-10]    []  
505200    [4.52e-07, 8.10e-07, 5.95e-07, 3.55e-07, 6.01e-07, 5.34e-07, 2.39e-07, 4.73e-07, 3.99e-07, 1.81e-07, 6.68e-07, 2.76e-06, 1.56e-06, 4.88e-06, 0.00e+00, 2.33e-09, 0.00e+00, 1.04e-09, 0.00e+00, 0.00e+00, 3.15e-07, 3.09e-07]    [4.52e-07, 8.10e-07, 5.95e-07, 3.55e-07, 6.01e-07, 5.34e-07, 2.39e-07, 4.73e-07, 3.99e-07, 1.81e-07, 6.68e-07, 2.76e-06, 1.56e-06, 4.88e-06, 0.00e+00, 2.33e-09, 0.00e+00, 1.04e-09, 0.00e+00, 0.00e+00, 3.15e-07, 3.09e-07]    []  
505300    [1.84e-06, 7.13e-07, 6.07e-07, 4.15e-07, 5.50e-07, 4.52e-07, 2.31e-07, 1.39e-06, 1.57e-07, 1.43e-06, 3.76e-06, 1.14e-05, 2.78e-05, 7.57e-05, 9.83e-07, 5.70e-07, 5.34e-07, 4.81e-07, 2.08e-07, 2.36e-08, 1.37e-06, 1.35e-07]    [1.84e-06, 7.13e-07, 6.07e-07, 4.15e-07, 5.50e-07, 4.52e-07, 2.31e-07, 1.39e-06, 1.57e-07, 1.43e-06, 3.76e-06, 1.14e-05, 2.78e-05, 7.57e-05, 9.83e-07, 5.70e-07, 5.34e-07, 4.81e-07, 2.08e-07, 2.36e-08, 1.37e-06, 1.35e-07]    []  
505400    [3.10e-07, 6.56e-07, 5.53e-07, 3.35e-07, 4.60e-07, 4.55e-07, 1.99e-07, 5.81e-08, 5.28e-08, 9.02e-10, 5.66e-07, 1.35e-06, 1.41e-06, 4.52e-07, 0.00e+00, 2.39e-15, 0.00e+00, 2.42e-11, 0.00e+00, 0.00e+00, 5.29e-08, 7.13e-08]    [3.10e-07, 6.56e-07, 5.53e-07, 3.35e-07, 4.60e-07, 4.55e-07, 1.99e-07, 5.81e-08, 5.28e-08, 9.02e-10, 5.66e-07, 1.35e-06, 1.41e-06, 4.52e-07, 0.00e+00, 2.39e-15, 0.00e+00, 2.42e-11, 0.00e+00, 0.00e+00, 5.29e-08, 7.13e-08]    []  
505500    [1.09e-05, 2.23e-06, 2.37e-06, 1.68e-06, 2.48e-06, 4.34e-07, 9.47e-07, 1.47e-06, 1.97e-06, 1.08e-05, 3.41e-05, 8.35e-05, 1.85e-05, 2.93e-04, 9.20e-07, 9.63e-06, 9.70e-07, 2.88e-07, 9.19e-07, 0.00e+00, 5.40e-06, 3.63e-06]    [1.09e-05, 2.23e-06, 2.37e-06, 1.68e-06, 2.48e-06, 4.34e-07, 9.47e-07, 1.47e-06, 1.97e-06, 1.08e-05, 3.41e-05, 8.35e-05, 1.85e-05, 2.93e-04, 9.20e-07, 9.63e-06, 9.70e-07, 2.88e-07, 9.19e-07, 0.00e+00, 5.40e-06, 3.63e-06]    []  
505600    [2.93e-07, 5.54e-07, 4.95e-07, 2.94e-07, 4.20e-07, 4.20e-07, 1.87e-07, 3.73e-08, 3.04e-07, 2.83e-10, 4.77e-07, 1.12e-06, 9.13e-07, 1.47e-08, 2.05e-09, 2.61e-12, 1.81e-11, 2.05e-11, 0.00e+00, 0.00e+00, 1.15e-07, 2.39e-07]    [2.93e-07, 5.54e-07, 4.95e-07, 2.94e-07, 4.20e-07, 4.20e-07, 1.87e-07, 3.73e-08, 3.04e-07, 2.83e-10, 4.77e-07, 1.12e-06, 9.13e-07, 1.47e-08, 2.05e-09, 2.61e-12, 1.81e-11, 2.05e-11, 0.00e+00, 0.00e+00, 1.15e-07, 2.39e-07]    []  
505700    [3.39e-07, 6.25e-07, 5.41e-07, 4.03e-07, 4.40e-07, 4.40e-07, 2.32e-07, 9.99e-08, 1.82e-07, 6.39e-15, 6.96e-07, 1.48e-06, 2.60e-06, 1.23e-06, 1.68e-08, 6.10e-09, 1.00e-08, 5.71e-09, 0.00e+00, 6.25e-08, 1.85e-07, 3.55e-07]    [3.39e-07, 6.25e-07, 5.41e-07, 4.03e-07, 4.40e-07, 4.40e-07, 2.32e-07, 9.99e-08, 1.82e-07, 6.39e-15, 6.96e-07, 1.48e-06, 2.60e-06, 1.23e-06, 1.68e-08, 6.10e-09, 1.00e-08, 5.71e-09, 0.00e+00, 6.25e-08, 1.85e-07, 3.55e-07]    []  
505800    [1.52e-06, 1.83e-06, 5.87e-07, 1.23e-06, 4.67e-07, 8.61e-07, 1.94e-07, 2.68e-05, 1.61e-09, 1.16e-06, 8.77e-06, 1.65e-05, 7.73e-05, 1.43e-04, 6.11e-06, 4.83e-08, 3.45e-07, 1.05e-06, 0.00e+00, 0.00e+00, 3.82e-05, 2.16e-09]    [1.52e-06, 1.83e-06, 5.87e-07, 1.23e-06, 4.67e-07, 8.61e-07, 1.94e-07, 2.68e-05, 1.61e-09, 1.16e-06, 8.77e-06, 1.65e-05, 7.73e-05, 1.43e-04, 6.11e-06, 4.83e-08, 3.45e-07, 1.05e-06, 0.00e+00, 0.00e+00, 3.82e-05, 2.16e-09]    []  
505900    [2.97e-07, 5.81e-07, 5.31e-07, 3.38e-07, 4.04e-07, 4.24e-07, 1.91e-07, 2.20e-09, 4.56e-10, 6.24e-10, 4.79e-07, 1.16e-06, 9.45e-07, 2.12e-08, 3.02e-09, 1.20e-11, 3.29e-11, 8.54e-11, 3.81e-10, 1.61e-10, 7.10e-09, 9.86e-10]    [2.97e-07, 5.81e-07, 5.31e-07, 3.38e-07, 4.04e-07, 4.24e-07, 1.91e-07, 2.20e-09, 4.56e-10, 6.24e-10, 4.79e-07, 1.16e-06, 9.45e-07, 2.12e-08, 3.02e-09, 1.20e-11, 3.29e-11, 8.54e-11, 3.81e-10, 1.61e-10, 7.10e-09, 9.86e-10]    []  
506000    [1.14e-06, 6.49e-07, 6.88e-07, 5.11e-07, 5.73e-07, 4.93e-07, 2.96e-07, 2.23e-07, 4.65e-09, 6.53e-08, 8.38e-07, 7.22e-06, 2.51e-06, 1.05e-05, 7.77e-08, 8.00e-10, 0.00e+00, 2.14e-09, 0.00e+00, 3.27e-11, 1.10e-06, 1.09e-10]    [1.14e-06, 6.49e-07, 6.88e-07, 5.11e-07, 5.73e-07, 4.93e-07, 2.96e-07, 2.23e-07, 4.65e-09, 6.53e-08, 8.38e-07, 7.22e-06, 2.51e-06, 1.05e-05, 7.77e-08, 8.00e-10, 0.00e+00, 2.14e-09, 0.00e+00, 3.27e-11, 1.10e-06, 1.09e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 52.493382 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
506000    [1.14e-06, 6.49e-07, 6.88e-07, 5.11e-07, 5.73e-07, 4.93e-07, 2.96e-07, 2.23e-07, 4.65e-09, 6.53e-08, 8.38e-07, 7.22e-06, 2.51e-06, 1.05e-05, 7.77e-08, 8.00e-10, 0.00e+00, 2.14e-09, 0.00e+00, 3.27e-11, 1.10e-06, 1.09e-10]    [1.14e-06, 6.49e-07, 6.88e-07, 5.11e-07, 5.73e-07, 4.93e-07, 2.96e-07, 2.23e-07, 4.65e-09, 6.53e-08, 8.38e-07, 7.22e-06, 2.51e-06, 1.05e-05, 7.77e-08, 8.00e-10, 0.00e+00, 2.14e-09, 0.00e+00, 3.27e-11, 1.10e-06, 1.09e-10]    []  
506100    [5.64e-07, 6.44e-07, 4.91e-07, 3.72e-07, 4.27e-07, 4.83e-07, 2.63e-07, 1.65e-06, 1.62e-05, 4.76e-08, 9.62e-07, 2.62e-06, 5.24e-06, 8.19e-06, 1.63e-07, 5.76e-08, 8.10e-08, 8.41e-08, 2.09e-07, 1.24e-06, 1.38e-06, 5.89e-06]    [5.64e-07, 6.44e-07, 4.91e-07, 3.72e-07, 4.27e-07, 4.83e-07, 2.63e-07, 1.65e-06, 1.62e-05, 4.76e-08, 9.62e-07, 2.62e-06, 5.24e-06, 8.19e-06, 1.63e-07, 5.76e-08, 8.10e-08, 8.41e-08, 2.09e-07, 1.24e-06, 1.38e-06, 5.89e-06]    []  
506200    [5.21e-07, 5.75e-07, 5.19e-07, 3.15e-07, 4.46e-07, 3.88e-07, 2.27e-07, 3.53e-07, 9.03e-07, 1.32e-07, 8.78e-07, 2.55e-06, 4.57e-06, 9.61e-06, 1.40e-07, 3.53e-08, 5.90e-08, 3.92e-08, 4.05e-08, 1.96e-07, 2.73e-07, 1.04e-06]    [5.21e-07, 5.75e-07, 5.19e-07, 3.15e-07, 4.46e-07, 3.88e-07, 2.27e-07, 3.53e-07, 9.03e-07, 1.32e-07, 8.78e-07, 2.55e-06, 4.57e-06, 9.61e-06, 1.40e-07, 3.53e-08, 5.90e-08, 3.92e-08, 4.05e-08, 1.96e-07, 2.73e-07, 1.04e-06]    []  
506300    [3.02e-07, 6.11e-07, 5.41e-07, 3.03e-07, 4.52e-07, 4.21e-07, 2.02e-07, 8.41e-08, 2.08e-11, 5.71e-09, 6.97e-07, 1.35e-06, 1.37e-06, 1.70e-07, 1.41e-09, 0.00e+00, 3.09e-11, 0.00e+00, 0.00e+00, 9.70e-11, 2.19e-07, 5.61e-10]    [3.02e-07, 6.11e-07, 5.41e-07, 3.03e-07, 4.52e-07, 4.21e-07, 2.02e-07, 8.41e-08, 2.08e-11, 5.71e-09, 6.97e-07, 1.35e-06, 1.37e-06, 1.70e-07, 1.41e-09, 0.00e+00, 3.09e-11, 0.00e+00, 0.00e+00, 9.70e-11, 2.19e-07, 5.61e-10]    []  
506400    [4.02e-07, 6.84e-07, 6.12e-07, 3.50e-07, 4.81e-07, 4.46e-07, 2.11e-07, 1.70e-06, 1.57e-07, 1.09e-09, 2.22e-06, 3.55e-06, 8.68e-06, 3.92e-06, 6.33e-11, 6.44e-10, 0.00e+00, 5.82e-10, 0.00e+00, 1.16e-08, 1.11e-06, 6.88e-08]    [4.02e-07, 6.84e-07, 6.12e-07, 3.50e-07, 4.81e-07, 4.46e-07, 2.11e-07, 1.70e-06, 1.57e-07, 1.09e-09, 2.22e-06, 3.55e-06, 8.68e-06, 3.92e-06, 6.33e-11, 6.44e-10, 0.00e+00, 5.82e-10, 0.00e+00, 1.16e-08, 1.11e-06, 6.88e-08]    []  
506500    [1.67e-05, 4.73e-06, 5.42e-06, 3.37e-06, 2.06e-06, 2.66e-06, 1.30e-06, 1.31e-05, 9.42e-05, 4.09e-05, 7.10e-05, 1.38e-04, 4.03e-04, 1.11e-03, 1.37e-05, 6.34e-06, 3.79e-06, 7.31e-06, 3.61e-06, 0.00e+00, 1.92e-05, 9.89e-05]    [1.67e-05, 4.73e-06, 5.42e-06, 3.37e-06, 2.06e-06, 2.66e-06, 1.30e-06, 1.31e-05, 9.42e-05, 4.09e-05, 7.10e-05, 1.38e-04, 4.03e-04, 1.11e-03, 1.37e-05, 6.34e-06, 3.79e-06, 7.31e-06, 3.61e-06, 0.00e+00, 1.92e-05, 9.89e-05]    []  
506600    [2.97e-07, 5.83e-07, 5.16e-07, 3.06e-07, 4.43e-07, 4.31e-07, 2.09e-07, 2.80e-08, 2.50e-09, 7.67e-09, 4.82e-07, 1.19e-06, 9.79e-07, 8.23e-08, 1.93e-09, 4.00e-13, 2.74e-11, 1.17e-13, 1.53e-10, 0.00e+00, 2.76e-08, 7.77e-10]    [2.97e-07, 5.83e-07, 5.16e-07, 3.06e-07, 4.43e-07, 4.31e-07, 2.09e-07, 2.80e-08, 2.50e-09, 7.67e-09, 4.82e-07, 1.19e-06, 9.79e-07, 8.23e-08, 1.93e-09, 4.00e-13, 2.74e-11, 1.17e-13, 1.53e-10, 0.00e+00, 2.76e-08, 7.77e-10]    []  
506700    [7.49e-07, 8.08e-07, 7.61e-07, 5.09e-07, 5.44e-07, 4.44e-07, 2.57e-07, 3.72e-06, 1.38e-07, 3.36e-06, 8.08e-06, 5.75e-06, 4.49e-06, 3.27e-05, 3.20e-07, 4.69e-08, 1.34e-08, 1.01e-07, 2.02e-08, 0.00e+00, 1.79e-07, 6.84e-10]    [7.49e-07, 8.08e-07, 7.61e-07, 5.09e-07, 5.44e-07, 4.44e-07, 2.57e-07, 3.72e-06, 1.38e-07, 3.36e-06, 8.08e-06, 5.75e-06, 4.49e-06, 3.27e-05, 3.20e-07, 4.69e-08, 1.34e-08, 1.01e-07, 2.02e-08, 0.00e+00, 1.79e-07, 6.84e-10]    []  
506800    [3.40e-07, 5.51e-07, 4.84e-07, 3.08e-07, 4.04e-07, 4.04e-07, 1.94e-07, 1.15e-09, 9.95e-09, 3.14e-08, 5.22e-07, 1.28e-06, 1.25e-06, 1.33e-06, 3.36e-08, 8.36e-09, 7.29e-09, 6.91e-09, 2.27e-11, 5.97e-10, 7.38e-09, 3.99e-09]    [3.40e-07, 5.51e-07, 4.84e-07, 3.08e-07, 4.04e-07, 4.04e-07, 1.94e-07, 1.15e-09, 9.95e-09, 3.14e-08, 5.22e-07, 1.28e-06, 1.25e-06, 1.33e-06, 3.36e-08, 8.36e-09, 7.29e-09, 6.91e-09, 2.27e-11, 5.97e-10, 7.38e-09, 3.99e-09]    []  
506900    [3.45e-07, 6.91e-07, 5.97e-07, 4.12e-07, 4.62e-07, 4.48e-07, 2.17e-07, 4.64e-07, 5.64e-06, 7.12e-10, 6.11e-07, 1.32e-06, 1.48e-06, 4.76e-07, 4.68e-08, 2.18e-09, 8.17e-10, 9.50e-10, 5.40e-09, 4.91e-07, 2.52e-08, 2.42e-06]    [3.45e-07, 6.91e-07, 5.97e-07, 4.12e-07, 4.62e-07, 4.48e-07, 2.17e-07, 4.64e-07, 5.64e-06, 7.12e-10, 6.11e-07, 1.32e-06, 1.48e-06, 4.76e-07, 4.68e-08, 2.18e-09, 8.17e-10, 9.50e-10, 5.40e-09, 4.91e-07, 2.52e-08, 2.42e-06]    []  
507000    [2.54e-05, 1.06e-05, 5.10e-06, 7.25e-06, 2.86e-06, 6.77e-06, 2.09e-06, 4.70e-05, 1.33e-08, 8.45e-05, 5.97e-05, 3.06e-04, 3.31e-04, 1.78e-03, 7.23e-05, 1.66e-05, 1.27e-05, 1.07e-05, 6.02e-06, 0.00e+00, 3.18e-05, 3.08e-09]    [2.54e-05, 1.06e-05, 5.10e-06, 7.25e-06, 2.86e-06, 6.77e-06, 2.09e-06, 4.70e-05, 1.33e-08, 8.45e-05, 5.97e-05, 3.06e-04, 3.31e-04, 1.78e-03, 7.23e-05, 1.66e-05, 1.27e-05, 1.07e-05, 6.02e-06, 0.00e+00, 3.18e-05, 3.08e-09]    []  
507100    [3.06e-07, 6.07e-07, 5.39e-07, 3.37e-07, 4.24e-07, 4.36e-07, 2.04e-07, 1.09e-08, 8.78e-09, 4.11e-10, 4.74e-07, 1.15e-06, 9.57e-07, 3.57e-08, 3.99e-09, 4.76e-14, 2.52e-12, 1.15e-10, 1.50e-09, 5.31e-10, 1.17e-08, 3.52e-09]    [3.06e-07, 6.07e-07, 5.39e-07, 3.37e-07, 4.24e-07, 4.36e-07, 2.04e-07, 1.09e-08, 8.78e-09, 4.11e-10, 4.74e-07, 1.15e-06, 9.57e-07, 3.57e-08, 3.99e-09, 4.76e-14, 2.52e-12, 1.15e-10, 1.50e-09, 5.31e-10, 1.17e-08, 3.52e-09]    []  
507200    [4.10e-07, 7.72e-07, 6.50e-07, 3.66e-07, 5.02e-07, 4.24e-07, 2.15e-07, 5.35e-07, 9.90e-08, 2.00e-08, 1.73e-06, 3.10e-06, 3.63e-06, 3.48e-07, 2.50e-08, 1.51e-09, 8.44e-09, 1.21e-08, 5.20e-09, 0.00e+00, 2.19e-08, 6.14e-08]    [4.10e-07, 7.72e-07, 6.50e-07, 3.66e-07, 5.02e-07, 4.24e-07, 2.15e-07, 5.35e-07, 9.90e-08, 2.00e-08, 1.73e-06, 3.10e-06, 3.63e-06, 3.48e-07, 2.50e-08, 1.51e-09, 8.44e-09, 1.21e-08, 5.20e-09, 0.00e+00, 2.19e-08, 6.14e-08]    []  
507300    [2.93e-07, 6.00e-07, 4.92e-07, 3.25e-07, 3.72e-07, 4.32e-07, 1.90e-07, 3.71e-10, 1.27e-11, 2.63e-08, 5.02e-07, 1.37e-06, 1.25e-06, 1.35e-06, 1.16e-11, 0.00e+00, 4.58e-12, 0.00e+00, 7.99e-12, 7.80e-15, 8.05e-09, 1.18e-10]    [2.93e-07, 6.00e-07, 4.92e-07, 3.25e-07, 3.72e-07, 4.32e-07, 1.90e-07, 3.71e-10, 1.27e-11, 2.63e-08, 5.02e-07, 1.37e-06, 1.25e-06, 1.35e-06, 1.16e-11, 0.00e+00, 4.58e-12, 0.00e+00, 7.99e-12, 7.80e-15, 8.05e-09, 1.18e-10]    []  
507400    [3.93e-07, 8.56e-07, 6.85e-07, 4.97e-07, 4.66e-07, 5.03e-07, 2.08e-07, 5.79e-08, 2.55e-07, 4.93e-08, 5.75e-07, 2.06e-06, 1.14e-06, 1.51e-06, 1.18e-07, 1.16e-10, 0.00e+00, 3.93e-10, 6.20e-09, 1.62e-08, 3.72e-08, 9.65e-08]    [3.93e-07, 8.56e-07, 6.85e-07, 4.97e-07, 4.66e-07, 5.03e-07, 2.08e-07, 5.79e-08, 2.55e-07, 4.93e-08, 5.75e-07, 2.06e-06, 1.14e-06, 1.51e-06, 1.18e-07, 1.16e-10, 0.00e+00, 3.93e-10, 6.20e-09, 1.62e-08, 3.72e-08, 9.65e-08]    []  
507500    [2.85e-07, 5.98e-07, 5.03e-07, 3.55e-07, 3.49e-07, 4.54e-07, 1.92e-07, 1.42e-07, 1.36e-09, 9.51e-10, 4.72e-07, 1.17e-06, 9.60e-07, 2.20e-07, 8.18e-10, 5.19e-13, 1.18e-12, 0.00e+00, 0.00e+00, 0.00e+00, 7.56e-08, 2.91e-10]    [2.85e-07, 5.98e-07, 5.03e-07, 3.55e-07, 3.49e-07, 4.54e-07, 1.92e-07, 1.42e-07, 1.36e-09, 9.51e-10, 4.72e-07, 1.17e-06, 9.60e-07, 2.20e-07, 8.18e-10, 5.19e-13, 1.18e-12, 0.00e+00, 0.00e+00, 0.00e+00, 7.56e-08, 2.91e-10]    []  
507600    [3.24e-07, 7.14e-07, 5.83e-07, 3.62e-07, 4.48e-07, 4.46e-07, 1.83e-07, 3.76e-07, 3.88e-08, 8.00e-08, 5.72e-07, 1.31e-06, 1.31e-06, 6.27e-07, 7.02e-09, 0.00e+00, 3.06e-11, 0.00e+00, 3.29e-08, 0.00e+00, 2.20e-07, 3.62e-08]    [3.24e-07, 7.14e-07, 5.83e-07, 3.62e-07, 4.48e-07, 4.46e-07, 1.83e-07, 3.76e-07, 3.88e-08, 8.00e-08, 5.72e-07, 1.31e-06, 1.31e-06, 6.27e-07, 7.02e-09, 0.00e+00, 3.06e-11, 0.00e+00, 3.29e-08, 0.00e+00, 2.20e-07, 3.62e-08]    []  
507700    [5.38e-06, 2.09e-06, 1.21e-06, 1.20e-06, 8.23e-07, 1.01e-06, 5.13e-07, 7.37e-07, 2.20e-07, 8.61e-06, 1.21e-05, 4.08e-05, 5.16e-05, 2.41e-04, 5.00e-06, 1.11e-06, 1.22e-06, 1.16e-06, 9.78e-08, 4.88e-08, 6.56e-07, 2.78e-07]    [5.38e-06, 2.09e-06, 1.21e-06, 1.20e-06, 8.23e-07, 1.01e-06, 5.13e-07, 7.37e-07, 2.20e-07, 8.61e-06, 1.21e-05, 4.08e-05, 5.16e-05, 2.41e-04, 5.00e-06, 1.11e-06, 1.22e-06, 1.16e-06, 9.78e-08, 4.88e-08, 6.56e-07, 2.78e-07]    []  
507800    [2.51e-06, 2.91e-06, 3.22e-06, 6.76e-06, 1.79e-06, 1.20e-06, 1.83e-06, 3.38e-05, 1.49e-06, 6.57e-06, 1.76e-05, 1.99e-05, 6.27e-05, 1.30e-04, 1.38e-09, 2.77e-06, 4.96e-07, 4.44e-07, 0.00e+00, 0.00e+00, 5.53e-05, 1.53e-06]    [2.51e-06, 2.91e-06, 3.22e-06, 6.76e-06, 1.79e-06, 1.20e-06, 1.83e-06, 3.38e-05, 1.49e-06, 6.57e-06, 1.76e-05, 1.99e-05, 6.27e-05, 1.30e-04, 1.38e-09, 2.77e-06, 4.96e-07, 4.44e-07, 0.00e+00, 0.00e+00, 5.53e-05, 1.53e-06]    []  
507900    [3.11e-07, 5.92e-07, 5.33e-07, 3.30e-07, 4.23e-07, 4.12e-07, 2.06e-07, 3.00e-10, 9.23e-10, 3.08e-09, 5.00e-07, 1.16e-06, 9.55e-07, 2.94e-08, 7.07e-09, 2.56e-12, 6.22e-11, 6.40e-10, 0.00e+00, 1.09e-13, 1.36e-08, 1.37e-10]    [3.11e-07, 5.92e-07, 5.33e-07, 3.30e-07, 4.23e-07, 4.12e-07, 2.06e-07, 3.00e-10, 9.23e-10, 3.08e-09, 5.00e-07, 1.16e-06, 9.55e-07, 2.94e-08, 7.07e-09, 2.56e-12, 6.22e-11, 6.40e-10, 0.00e+00, 1.09e-13, 1.36e-08, 1.37e-10]    []  
508000    [1.03e-06, 7.67e-07, 6.68e-07, 4.74e-07, 4.99e-07, 4.73e-07, 2.39e-07, 7.80e-07, 4.52e-09, 9.45e-07, 8.78e-07, 7.27e-06, 4.71e-06, 1.92e-05, 0.00e+00, 7.06e-11, 0.00e+00, 0.00e+00, 8.47e-09, 0.00e+00, 6.53e-08, 5.22e-09]    [1.03e-06, 7.67e-07, 6.68e-07, 4.74e-07, 4.99e-07, 4.73e-07, 2.39e-07, 7.80e-07, 4.52e-09, 9.45e-07, 8.78e-07, 7.27e-06, 4.71e-06, 1.92e-05, 0.00e+00, 7.06e-11, 0.00e+00, 0.00e+00, 8.47e-09, 0.00e+00, 6.53e-08, 5.22e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 46.632979 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
508000    [1.03e-06, 7.67e-07, 6.68e-07, 4.74e-07, 4.99e-07, 4.73e-07, 2.39e-07, 7.80e-07, 4.52e-09, 9.45e-07, 8.78e-07, 7.27e-06, 4.71e-06, 1.92e-05, 0.00e+00, 7.06e-11, 0.00e+00, 0.00e+00, 8.47e-09, 0.00e+00, 6.53e-08, 5.22e-09]    [1.03e-06, 7.67e-07, 6.68e-07, 4.74e-07, 4.99e-07, 4.73e-07, 2.39e-07, 7.80e-07, 4.52e-09, 9.45e-07, 8.78e-07, 7.27e-06, 4.71e-06, 1.92e-05, 0.00e+00, 7.06e-11, 0.00e+00, 0.00e+00, 8.47e-09, 0.00e+00, 6.53e-08, 5.22e-09]    []  
508100    [1.85e-05, 3.91e-06, 2.05e-06, 2.29e-06, 1.86e-06, 2.01e-06, 1.01e-06, 1.19e-07, 6.26e-05, 2.40e-05, 4.57e-05, 1.48e-04, 3.08e-04, 1.10e-03, 1.70e-05, 1.30e-05, 7.50e-06, 7.26e-06, 6.40e-08, 4.61e-06, 4.29e-07, 2.00e-05]    [1.85e-05, 3.91e-06, 2.05e-06, 2.29e-06, 1.86e-06, 2.01e-06, 1.01e-06, 1.19e-07, 6.26e-05, 2.40e-05, 4.57e-05, 1.48e-04, 3.08e-04, 1.10e-03, 1.70e-05, 1.30e-05, 7.50e-06, 7.26e-06, 6.40e-08, 4.61e-06, 4.29e-07, 2.00e-05]    []  
508200    [2.96e-07, 6.00e-07, 5.17e-07, 3.64e-07, 3.83e-07, 4.25e-07, 2.23e-07, 7.77e-09, 6.96e-09, 3.31e-09, 4.84e-07, 1.17e-06, 9.71e-07, 8.59e-08, 1.10e-08, 3.97e-10, 1.35e-09, 1.05e-09, 0.00e+00, 6.07e-11, 6.47e-08, 3.10e-10]    [2.96e-07, 6.00e-07, 5.17e-07, 3.64e-07, 3.83e-07, 4.25e-07, 2.23e-07, 7.77e-09, 6.96e-09, 3.31e-09, 4.84e-07, 1.17e-06, 9.71e-07, 8.59e-08, 1.10e-08, 3.97e-10, 1.35e-09, 1.05e-09, 0.00e+00, 6.07e-11, 6.47e-08, 3.10e-10]    []  
508300    [3.90e-07, 6.72e-07, 6.37e-07, 3.73e-07, 4.49e-07, 4.46e-07, 2.01e-07, 3.06e-06, 1.21e-08, 5.79e-09, 1.46e-06, 2.57e-06, 5.51e-06, 4.22e-06, 2.02e-11, 6.64e-10, 0.00e+00, 8.43e-10, 0.00e+00, 0.00e+00, 3.71e-06, 6.09e-09]    [3.90e-07, 6.72e-07, 6.37e-07, 3.73e-07, 4.49e-07, 4.46e-07, 2.01e-07, 3.06e-06, 1.21e-08, 5.79e-09, 1.46e-06, 2.57e-06, 5.51e-06, 4.22e-06, 2.02e-11, 6.64e-10, 0.00e+00, 8.43e-10, 0.00e+00, 0.00e+00, 3.71e-06, 6.09e-09]    []  
508400    [7.32e-05, 2.57e-05, 6.21e-06, 2.06e-05, 7.51e-06, 1.43e-05, 3.21e-06, 8.33e-05, 1.66e-06, 1.03e-04, 7.55e-05, 7.61e-04, 7.48e-04, 3.71e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-04, 1.80e-06]    [7.32e-05, 2.57e-05, 6.21e-06, 2.06e-05, 7.51e-06, 1.43e-05, 3.21e-06, 8.33e-05, 1.66e-06, 1.03e-04, 7.55e-05, 7.61e-04, 7.48e-04, 3.71e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-04, 1.80e-06]    []  
508500    [3.14e-07, 6.05e-07, 5.33e-07, 3.48e-07, 4.08e-07, 4.37e-07, 1.97e-07, 1.99e-08, 1.54e-09, 2.65e-10, 5.00e-07, 1.18e-06, 1.06e-06, 3.95e-08, 7.05e-09, 1.56e-09, 5.54e-10, 2.98e-10, 6.36e-10, 2.87e-10, 7.94e-09, 1.91e-09]    [3.14e-07, 6.05e-07, 5.33e-07, 3.48e-07, 4.08e-07, 4.37e-07, 1.97e-07, 1.99e-08, 1.54e-09, 2.65e-10, 5.00e-07, 1.18e-06, 1.06e-06, 3.95e-08, 7.05e-09, 1.56e-09, 5.54e-10, 2.98e-10, 6.36e-10, 2.87e-10, 7.94e-09, 1.91e-09]    []  
508600    [8.47e-07, 8.67e-07, 7.23e-07, 6.47e-07, 3.85e-07, 5.22e-07, 2.07e-07, 1.14e-06, 4.21e-07, 1.80e-07, 3.58e-06, 6.76e-06, 6.22e-06, 8.34e-07, 1.59e-08, 0.00e+00, 0.00e+00, 4.33e-08, 0.00e+00, 0.00e+00, 3.73e-06, 1.57e-06]    [8.47e-07, 8.67e-07, 7.23e-07, 6.47e-07, 3.85e-07, 5.22e-07, 2.07e-07, 1.14e-06, 4.21e-07, 1.80e-07, 3.58e-06, 6.76e-06, 6.22e-06, 8.34e-07, 1.59e-08, 0.00e+00, 0.00e+00, 4.33e-08, 0.00e+00, 0.00e+00, 3.73e-06, 1.57e-06]    []  
508700    [3.14e-07, 6.03e-07, 4.91e-07, 3.51e-07, 3.26e-07, 4.22e-07, 1.68e-07, 2.60e-08, 7.48e-11, 1.10e-08, 5.04e-07, 1.12e-06, 9.51e-07, 2.81e-07, 1.65e-08, 2.09e-09, 2.21e-09, 1.74e-09, 4.63e-11, 0.00e+00, 7.46e-09, 1.23e-09]    [3.14e-07, 6.03e-07, 4.91e-07, 3.51e-07, 3.26e-07, 4.22e-07, 1.68e-07, 2.60e-08, 7.48e-11, 1.10e-08, 5.04e-07, 1.12e-06, 9.51e-07, 2.81e-07, 1.65e-08, 2.09e-09, 2.21e-09, 1.74e-09, 4.63e-11, 0.00e+00, 7.46e-09, 1.23e-09]    []  
508800    [3.00e-07, 7.11e-07, 5.77e-07, 3.61e-07, 4.18e-07, 4.49e-07, 1.84e-07, 3.02e-06, 6.45e-08, 1.61e-07, 7.38e-07, 1.38e-06, 1.16e-06, 2.77e-07, 2.33e-08, 0.00e+00, 1.26e-09, 7.19e-10, 3.59e-07, 0.00e+00, 2.30e-06, 1.13e-08]    [3.00e-07, 7.11e-07, 5.77e-07, 3.61e-07, 4.18e-07, 4.49e-07, 1.84e-07, 3.02e-06, 6.45e-08, 1.61e-07, 7.38e-07, 1.38e-06, 1.16e-06, 2.77e-07, 2.33e-08, 0.00e+00, 1.26e-09, 7.19e-10, 3.59e-07, 0.00e+00, 2.30e-06, 1.13e-08]    []  
508900    [5.60e-05, 1.26e-05, 9.56e-06, 9.16e-06, 1.23e-05, 6.30e-06, 8.26e-06, 2.18e-04, 8.41e-05, 1.52e-04, 2.50e-04, 7.92e-04, 5.32e-04, 4.40e-03, 5.69e-05, 1.31e-04, 2.43e-05, 1.41e-05, 0.00e+00, 0.00e+00, 1.92e-04, 1.11e-04]    [5.60e-05, 1.26e-05, 9.56e-06, 9.16e-06, 1.23e-05, 6.30e-06, 8.26e-06, 2.18e-04, 8.41e-05, 1.52e-04, 2.50e-04, 7.92e-04, 5.32e-04, 4.40e-03, 5.69e-05, 1.31e-04, 2.43e-05, 1.41e-05, 0.00e+00, 0.00e+00, 1.92e-04, 1.11e-04]    []  
509000    [3.14e-07, 6.54e-07, 5.26e-07, 3.53e-07, 4.07e-07, 4.28e-07, 1.93e-07, 1.16e-07, 2.52e-08, 1.80e-10, 4.85e-07, 1.16e-06, 9.79e-07, 1.01e-08, 5.08e-09, 1.44e-12, 3.55e-10, 8.10e-10, 0.00e+00, 1.37e-10, 1.14e-07, 1.46e-08]    [3.14e-07, 6.54e-07, 5.26e-07, 3.53e-07, 4.07e-07, 4.28e-07, 1.93e-07, 1.16e-07, 2.52e-08, 1.80e-10, 4.85e-07, 1.16e-06, 9.79e-07, 1.01e-08, 5.08e-09, 1.44e-12, 3.55e-10, 8.10e-10, 0.00e+00, 1.37e-10, 1.14e-07, 1.46e-08]    []  
509100    [3.75e-06, 1.50e-06, 7.46e-07, 8.22e-07, 8.46e-07, 5.98e-07, 2.41e-07, 1.48e-05, 5.69e-08, 2.64e-06, 6.00e-06, 1.32e-05, 1.24e-05, 7.27e-05, 1.85e-06, 5.71e-07, 5.00e-07, 5.14e-07, 1.09e-06, 3.10e-10, 6.49e-06, 4.87e-08]    [3.75e-06, 1.50e-06, 7.46e-07, 8.22e-07, 8.46e-07, 5.98e-07, 2.41e-07, 1.48e-05, 5.69e-08, 2.64e-06, 6.00e-06, 1.32e-05, 1.24e-05, 7.27e-05, 1.85e-06, 5.71e-07, 5.00e-07, 5.14e-07, 1.09e-06, 3.10e-10, 6.49e-06, 4.87e-08]    []  
509200    [2.87e-07, 5.76e-07, 4.87e-07, 3.13e-07, 3.79e-07, 4.03e-07, 1.86e-07, 1.43e-08, 1.00e-10, 5.13e-12, 4.69e-07, 1.11e-06, 9.29e-07, 4.28e-09, 5.01e-09, 4.91e-10, 8.07e-10, 4.03e-10, 3.33e-09, 9.69e-13, 2.11e-08, 9.14e-11]    [2.87e-07, 5.76e-07, 4.87e-07, 3.13e-07, 3.79e-07, 4.03e-07, 1.86e-07, 1.43e-08, 1.00e-10, 5.13e-12, 4.69e-07, 1.11e-06, 9.29e-07, 4.28e-09, 5.01e-09, 4.91e-10, 8.07e-10, 4.03e-10, 3.33e-09, 9.69e-13, 2.11e-08, 9.14e-11]    []  
509300    [4.15e-07, 6.94e-07, 6.08e-07, 3.81e-07, 4.99e-07, 4.45e-07, 2.11e-07, 5.89e-06, 3.20e-07, 1.04e-07, 7.76e-07, 1.91e-06, 1.85e-06, 8.19e-07, 1.54e-11, 4.99e-09, 0.00e+00, 4.43e-09, 0.00e+00, 1.75e-09, 6.49e-06, 3.02e-07]    [4.15e-07, 6.94e-07, 6.08e-07, 3.81e-07, 4.99e-07, 4.45e-07, 2.11e-07, 5.89e-06, 3.20e-07, 1.04e-07, 7.76e-07, 1.91e-06, 1.85e-06, 8.19e-07, 1.54e-11, 4.99e-09, 0.00e+00, 4.43e-09, 0.00e+00, 1.75e-09, 6.49e-06, 3.02e-07]    []  
509400    [5.38e-07, 6.86e-07, 4.65e-07, 3.41e-07, 3.40e-07, 5.16e-07, 2.07e-07, 3.13e-07, 2.13e-07, 2.79e-07, 8.75e-07, 3.77e-06, 4.99e-06, 1.56e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.03e-07, 4.16e-07]    [5.38e-07, 6.86e-07, 4.65e-07, 3.41e-07, 3.40e-07, 5.16e-07, 2.07e-07, 3.13e-07, 2.13e-07, 2.79e-07, 8.75e-07, 3.77e-06, 4.99e-06, 1.56e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.03e-07, 4.16e-07]    []  
509500    [2.96e-07, 6.58e-07, 5.35e-07, 3.53e-07, 3.92e-07, 4.36e-07, 1.93e-07, 2.38e-08, 2.98e-09, 2.25e-08, 5.62e-07, 1.33e-06, 1.70e-06, 1.29e-06, 7.16e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-09, 1.62e-11, 9.72e-09, 2.11e-09]    [2.96e-07, 6.58e-07, 5.35e-07, 3.53e-07, 3.92e-07, 4.36e-07, 1.93e-07, 2.38e-08, 2.98e-09, 2.25e-08, 5.62e-07, 1.33e-06, 1.70e-06, 1.29e-06, 7.16e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-09, 1.62e-11, 9.72e-09, 2.11e-09]    []  
509600    [1.23e-06, 1.31e-06, 8.54e-07, 9.35e-07, 7.81e-07, 4.52e-07, 6.82e-07, 1.47e-06, 1.48e-05, 8.24e-07, 9.69e-06, 2.84e-05, 9.72e-05, 1.53e-04, 6.36e-08, 0.00e+00, 0.00e+00, 0.00e+00, 8.45e-07, 3.86e-06, 5.05e-06, 1.61e-05]    [1.23e-06, 1.31e-06, 8.54e-07, 9.35e-07, 7.81e-07, 4.52e-07, 6.82e-07, 1.47e-06, 1.48e-05, 8.24e-07, 9.69e-06, 2.84e-05, 9.72e-05, 1.53e-04, 6.36e-08, 0.00e+00, 0.00e+00, 0.00e+00, 8.45e-07, 3.86e-06, 5.05e-06, 1.61e-05]    []  
509700    [3.01e-07, 5.69e-07, 4.87e-07, 3.19e-07, 3.83e-07, 4.13e-07, 1.88e-07, 2.30e-10, 1.41e-10, 3.85e-09, 4.87e-07, 1.12e-06, 9.31e-07, 1.93e-08, 4.47e-09, 8.06e-10, 6.88e-10, 7.69e-10, 5.79e-14, 4.08e-12, 1.23e-08, 9.47e-11]    [3.01e-07, 5.69e-07, 4.87e-07, 3.19e-07, 3.83e-07, 4.13e-07, 1.88e-07, 2.30e-10, 1.41e-10, 3.85e-09, 4.87e-07, 1.12e-06, 9.31e-07, 1.93e-08, 4.47e-09, 8.06e-10, 6.88e-10, 7.69e-10, 5.79e-14, 4.08e-12, 1.23e-08, 9.47e-11]    []  
509800    [4.69e-07, 7.62e-07, 6.26e-07, 3.77e-07, 5.03e-07, 4.76e-07, 1.97e-07, 1.42e-05, 2.97e-06, 3.07e-07, 1.13e-06, 1.80e-06, 1.56e-06, 2.04e-06, 5.62e-08, 1.27e-08, 7.86e-10, 1.21e-09, 1.92e-06, 5.81e-07, 1.11e-05, 2.73e-06]    [4.69e-07, 7.62e-07, 6.26e-07, 3.77e-07, 5.03e-07, 4.76e-07, 1.97e-07, 1.42e-05, 2.97e-06, 3.07e-07, 1.13e-06, 1.80e-06, 1.56e-06, 2.04e-06, 5.62e-08, 1.27e-08, 7.86e-10, 1.21e-09, 1.92e-06, 5.81e-07, 1.11e-05, 2.73e-06]    []  
509900    [4.06e-07, 6.28e-07, 4.77e-07, 3.22e-07, 3.57e-07, 4.76e-07, 1.95e-07, 2.34e-07, 4.24e-10, 1.04e-07, 7.47e-07, 2.50e-06, 3.61e-06, 7.77e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.63e-07, 1.02e-09]    [4.06e-07, 6.28e-07, 4.77e-07, 3.22e-07, 3.57e-07, 4.76e-07, 1.95e-07, 2.34e-07, 4.24e-10, 1.04e-07, 7.47e-07, 2.50e-06, 3.61e-06, 7.77e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.63e-07, 1.02e-09]    []  
510000    [3.31e-07, 7.32e-07, 5.73e-07, 3.73e-07, 3.83e-07, 4.66e-07, 1.86e-07, 3.69e-11, 6.78e-09, 4.29e-08, 5.98e-07, 1.64e-06, 1.19e-06, 1.69e-06, 1.75e-09, 0.00e+00, 0.00e+00, 1.09e-11, 0.00e+00, 2.46e-12, 3.02e-07, 1.13e-10]    [3.31e-07, 7.32e-07, 5.73e-07, 3.73e-07, 3.83e-07, 4.66e-07, 1.86e-07, 3.69e-11, 6.78e-09, 4.29e-08, 5.98e-07, 1.64e-06, 1.19e-06, 1.69e-06, 1.75e-09, 0.00e+00, 0.00e+00, 1.09e-11, 0.00e+00, 2.46e-12, 3.02e-07, 1.13e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 59.069685 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
510000    [3.31e-07, 7.32e-07, 5.73e-07, 3.73e-07, 3.83e-07, 4.66e-07, 1.86e-07, 3.69e-11, 6.78e-09, 4.29e-08, 5.98e-07, 1.64e-06, 1.19e-06, 1.69e-06, 1.75e-09, 0.00e+00, 0.00e+00, 1.09e-11, 0.00e+00, 2.46e-12, 3.02e-07, 1.13e-10]    [3.31e-07, 7.32e-07, 5.73e-07, 3.73e-07, 3.83e-07, 4.66e-07, 1.86e-07, 3.69e-11, 6.78e-09, 4.29e-08, 5.98e-07, 1.64e-06, 1.19e-06, 1.69e-06, 1.75e-09, 0.00e+00, 0.00e+00, 1.09e-11, 0.00e+00, 2.46e-12, 3.02e-07, 1.13e-10]    []  
510100    [6.99e-06, 4.35e-06, 3.35e-06, 3.18e-06, 1.36e-06, 3.01e-06, 8.96e-07, 1.09e-05, 6.23e-06, 2.94e-05, 2.42e-05, 8.44e-05, 1.78e-04, 5.29e-04, 1.02e-05, 1.04e-07, 1.01e-06, 5.49e-06, 0.00e+00, 4.46e-06, 2.18e-05, 1.87e-05]    [6.99e-06, 4.35e-06, 3.35e-06, 3.18e-06, 1.36e-06, 3.01e-06, 8.96e-07, 1.09e-05, 6.23e-06, 2.94e-05, 2.42e-05, 8.44e-05, 1.78e-04, 5.29e-04, 1.02e-05, 1.04e-07, 1.01e-06, 5.49e-06, 0.00e+00, 4.46e-06, 2.18e-05, 1.87e-05]    []  
510200    [3.17e-07, 6.15e-07, 5.47e-07, 3.61e-07, 4.04e-07, 4.26e-07, 2.02e-07, 2.59e-10, 5.42e-10, 1.10e-09, 4.93e-07, 1.15e-06, 9.57e-07, 4.74e-08, 7.52e-09, 1.89e-09, 8.08e-10, 1.34e-09, 7.72e-12, 0.00e+00, 7.45e-09, 7.76e-10]    [3.17e-07, 6.15e-07, 5.47e-07, 3.61e-07, 4.04e-07, 4.26e-07, 2.02e-07, 2.59e-10, 5.42e-10, 1.10e-09, 4.93e-07, 1.15e-06, 9.57e-07, 4.74e-08, 7.52e-09, 1.89e-09, 8.08e-10, 1.34e-09, 7.72e-12, 0.00e+00, 7.45e-09, 7.76e-10]    []  
510300    [3.76e-06, 2.23e-06, 3.21e-06, 2.51e-06, 2.83e-06, 3.13e-07, 1.74e-06, 4.14e-07, 1.54e-06, 1.36e-05, 3.87e-05, 1.37e-04, 8.12e-05, 6.20e-04, 1.21e-06, 2.52e-05, 2.29e-06, 5.66e-07, 0.00e+00, 1.85e-06, 3.67e-07, 7.77e-06]    [3.76e-06, 2.23e-06, 3.21e-06, 2.51e-06, 2.83e-06, 3.13e-07, 1.74e-06, 4.14e-07, 1.54e-06, 1.36e-05, 3.87e-05, 1.37e-04, 8.12e-05, 6.20e-04, 1.21e-06, 2.52e-05, 2.29e-06, 5.66e-07, 0.00e+00, 1.85e-06, 3.67e-07, 7.77e-06]    []  
510400    [3.16e-07, 6.38e-07, 5.57e-07, 3.83e-07, 4.02e-07, 4.51e-07, 2.01e-07, 5.01e-10, 1.32e-10, 1.17e-10, 4.87e-07, 1.15e-06, 9.36e-07, 1.62e-08, 3.26e-09, 1.86e-12, 2.20e-10, 4.58e-11, 2.73e-12, 7.17e-13, 2.89e-08, 1.26e-09]    [3.16e-07, 6.38e-07, 5.57e-07, 3.83e-07, 4.02e-07, 4.51e-07, 2.01e-07, 5.01e-10, 1.32e-10, 1.17e-10, 4.87e-07, 1.15e-06, 9.36e-07, 1.62e-08, 3.26e-09, 1.86e-12, 2.20e-10, 4.58e-11, 2.73e-12, 7.17e-13, 2.89e-08, 1.26e-09]    []  
510500    [4.32e-06, 2.47e-06, 2.18e-06, 2.53e-06, 2.19e-06, 1.78e-06, 1.27e-06, 7.14e-05, 1.24e-04, 2.04e-05, 5.88e-05, 5.36e-05, 4.94e-05, 1.74e-04, 1.41e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-05, 3.64e-05, 4.15e-05]    [4.32e-06, 2.47e-06, 2.18e-06, 2.53e-06, 2.19e-06, 1.78e-06, 1.27e-06, 7.14e-05, 1.24e-04, 2.04e-05, 5.88e-05, 5.36e-05, 4.94e-05, 1.74e-04, 1.41e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-05, 3.64e-05, 4.15e-05]    []  
510600    [3.08e-07, 5.81e-07, 5.28e-07, 3.48e-07, 3.97e-07, 4.07e-07, 2.04e-07, 1.12e-09, 2.47e-08, 9.93e-10, 4.95e-07, 1.12e-06, 1.01e-06, 1.04e-07, 9.95e-09, 7.68e-10, 1.26e-09, 2.10e-09, 1.95e-09, 1.13e-09, 1.37e-08, 7.45e-09]    [3.08e-07, 5.81e-07, 5.28e-07, 3.48e-07, 3.97e-07, 4.07e-07, 2.04e-07, 1.12e-09, 2.47e-08, 9.93e-10, 4.95e-07, 1.12e-06, 1.01e-06, 1.04e-07, 9.95e-09, 7.68e-10, 1.26e-09, 2.10e-09, 1.95e-09, 1.13e-09, 1.37e-08, 7.45e-09]    []  
510700    [1.63e-06, 9.44e-07, 9.33e-07, 6.21e-07, 1.09e-06, 4.84e-07, 2.74e-07, 3.59e-08, 1.38e-08, 1.64e-06, 5.39e-06, 9.92e-06, 5.40e-06, 3.98e-05, 2.23e-07, 8.31e-07, 1.02e-08, 2.96e-08, 1.95e-10, 1.07e-07, 1.38e-07, 5.16e-07]    [1.63e-06, 9.44e-07, 9.33e-07, 6.21e-07, 1.09e-06, 4.84e-07, 2.74e-07, 3.59e-08, 1.38e-08, 1.64e-06, 5.39e-06, 9.92e-06, 5.40e-06, 3.98e-05, 2.23e-07, 8.31e-07, 1.02e-08, 2.96e-08, 1.95e-10, 1.07e-07, 1.38e-07, 5.16e-07]    []  
510800    [4.86e-06, 2.01e-06, 7.97e-07, 1.04e-06, 5.88e-07, 1.29e-06, 3.38e-07, 5.94e-07, 5.90e-07, 4.98e-06, 6.62e-06, 4.13e-05, 6.18e-05, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-06, 6.96e-07]    [4.86e-06, 2.01e-06, 7.97e-07, 1.04e-06, 5.88e-07, 1.29e-06, 3.38e-07, 5.94e-07, 5.90e-07, 4.98e-06, 6.62e-06, 4.13e-05, 6.18e-05, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-06, 6.96e-07]    []  
510900    [3.09e-07, 6.49e-07, 5.71e-07, 3.84e-07, 4.26e-07, 4.45e-07, 2.25e-07, 5.94e-08, 6.55e-08, 1.72e-08, 5.35e-07, 1.22e-06, 1.01e-06, 4.89e-08, 4.76e-09, 3.02e-09, 3.89e-10, 2.42e-09, 0.00e+00, 0.00e+00, 4.08e-08, 8.46e-08]    [3.09e-07, 6.49e-07, 5.71e-07, 3.84e-07, 4.26e-07, 4.45e-07, 2.25e-07, 5.94e-08, 6.55e-08, 1.72e-08, 5.35e-07, 1.22e-06, 1.01e-06, 4.89e-08, 4.76e-09, 3.02e-09, 3.89e-10, 2.42e-09, 0.00e+00, 0.00e+00, 4.08e-08, 8.46e-08]    []  
511000    [5.39e-06, 3.13e-06, 3.66e-06, 5.75e-06, 3.49e-06, 4.51e-06, 1.98e-06, 3.18e-05, 2.56e-06, 2.44e-05, 1.34e-05, 4.30e-05, 4.54e-05, 1.12e-04, 5.47e-06, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-06, 1.76e-07, 2.13e-05, 8.97e-07]    [5.39e-06, 3.13e-06, 3.66e-06, 5.75e-06, 3.49e-06, 4.51e-06, 1.98e-06, 3.18e-05, 2.56e-06, 2.44e-05, 1.34e-05, 4.30e-05, 4.54e-05, 1.12e-04, 5.47e-06, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-06, 1.76e-07, 2.13e-05, 8.97e-07]    []  
511100    [3.20e-07, 6.80e-07, 6.06e-07, 4.06e-07, 3.81e-07, 4.94e-07, 1.90e-07, 3.44e-08, 7.14e-12, 4.84e-11, 4.86e-07, 1.08e-06, 8.76e-07, 7.89e-09, 4.36e-09, 1.99e-09, 9.91e-10, 1.03e-09, 7.92e-10, 0.00e+00, 8.71e-09, 5.61e-10]    [3.20e-07, 6.80e-07, 6.06e-07, 4.06e-07, 3.81e-07, 4.94e-07, 1.90e-07, 3.44e-08, 7.14e-12, 4.84e-11, 4.86e-07, 1.08e-06, 8.76e-07, 7.89e-09, 4.36e-09, 1.99e-09, 9.91e-10, 1.03e-09, 7.92e-10, 0.00e+00, 8.71e-09, 5.61e-10]    []  
511200    [7.74e-05, 1.43e-05, 6.65e-06, 1.01e-05, 8.35e-06, 8.67e-06, 4.83e-06, 7.06e-04, 1.31e-05, 8.66e-05, 1.82e-04, 7.17e-04, 1.12e-03, 4.73e-03, 8.84e-05, 8.84e-05, 3.49e-05, 2.94e-05, 1.25e-04, 2.47e-06, 5.51e-04, 1.03e-05]    [7.74e-05, 1.43e-05, 6.65e-06, 1.01e-05, 8.35e-06, 8.67e-06, 4.83e-06, 7.06e-04, 1.31e-05, 8.66e-05, 1.82e-04, 7.17e-04, 1.12e-03, 4.73e-03, 8.84e-05, 8.84e-05, 3.49e-05, 2.94e-05, 1.25e-04, 2.47e-06, 5.51e-04, 1.03e-05]    []  
511300    [3.15e-07, 6.18e-07, 5.35e-07, 3.52e-07, 4.07e-07, 4.26e-07, 1.84e-07, 6.55e-07, 6.01e-07, 4.21e-12, 5.50e-07, 1.32e-06, 1.05e-06, 1.47e-08, 1.32e-09, 2.41e-12, 0.00e+00, 2.67e-10, 0.00e+00, 0.00e+00, 2.51e-06, 5.35e-07]    [3.15e-07, 6.18e-07, 5.35e-07, 3.52e-07, 4.07e-07, 4.26e-07, 1.84e-07, 6.55e-07, 6.01e-07, 4.21e-12, 5.50e-07, 1.32e-06, 1.05e-06, 1.47e-08, 1.32e-09, 2.41e-12, 0.00e+00, 2.67e-10, 0.00e+00, 0.00e+00, 2.51e-06, 5.35e-07]    []  
511400    [1.68e-06, 1.30e-06, 9.86e-07, 1.38e-06, 8.84e-07, 4.87e-07, 6.88e-07, 7.63e-08, 1.08e-08, 1.39e-07, 4.50e-06, 9.44e-06, 6.10e-06, 2.43e-06, 1.63e-09, 0.00e+00, 0.00e+00, 3.36e-10, 3.50e-08, 0.00e+00, 2.35e-07, 4.67e-09]    [1.68e-06, 1.30e-06, 9.86e-07, 1.38e-06, 8.84e-07, 4.87e-07, 6.88e-07, 7.63e-08, 1.08e-08, 1.39e-07, 4.50e-06, 9.44e-06, 6.10e-06, 2.43e-06, 1.63e-09, 0.00e+00, 0.00e+00, 3.36e-10, 3.50e-08, 0.00e+00, 2.35e-07, 4.67e-09]    []  
511500    [5.15e-07, 5.29e-07, 4.89e-07, 3.20e-07, 3.93e-07, 3.71e-07, 2.04e-07, 5.56e-08, 8.70e-09, 1.79e-07, 1.08e-06, 2.49e-06, 5.86e-06, 1.05e-05, 1.28e-07, 5.32e-08, 7.10e-08, 6.31e-08, 6.72e-09, 8.47e-10, 4.04e-08, 5.72e-09]    [5.15e-07, 5.29e-07, 4.89e-07, 3.20e-07, 3.93e-07, 3.71e-07, 2.04e-07, 5.56e-08, 8.70e-09, 1.79e-07, 1.08e-06, 2.49e-06, 5.86e-06, 1.05e-05, 1.28e-07, 5.32e-08, 7.10e-08, 6.31e-08, 6.72e-09, 8.47e-10, 4.04e-08, 5.72e-09]    []  
511600    [3.03e-07, 5.89e-07, 5.17e-07, 3.49e-07, 3.91e-07, 4.25e-07, 2.02e-07, 1.33e-07, 1.52e-08, 8.95e-09, 5.48e-07, 1.42e-06, 9.92e-07, 2.69e-07, 0.00e+00, 0.00e+00, 0.00e+00, 5.40e-12, 0.00e+00, 6.66e-09, 2.64e-07, 4.07e-08]    [3.03e-07, 5.89e-07, 5.17e-07, 3.49e-07, 3.91e-07, 4.25e-07, 2.02e-07, 1.33e-07, 1.52e-08, 8.95e-09, 5.48e-07, 1.42e-06, 9.92e-07, 2.69e-07, 0.00e+00, 0.00e+00, 0.00e+00, 5.40e-12, 0.00e+00, 6.66e-09, 2.64e-07, 4.07e-08]    []  
511700    [8.72e-07, 9.95e-07, 7.54e-07, 4.41e-07, 6.85e-07, 4.47e-07, 2.42e-07, 1.98e-05, 5.70e-06, 3.02e-08, 4.48e-06, 9.03e-06, 2.15e-05, 1.83e-05, 0.00e+00, 1.52e-08, 0.00e+00, 3.50e-09, 4.03e-06, 0.00e+00, 2.22e-05, 1.72e-05]    [8.72e-07, 9.95e-07, 7.54e-07, 4.41e-07, 6.85e-07, 4.47e-07, 2.42e-07, 1.98e-05, 5.70e-06, 3.02e-08, 4.48e-06, 9.03e-06, 2.15e-05, 1.83e-05, 0.00e+00, 1.52e-08, 0.00e+00, 3.50e-09, 4.03e-06, 0.00e+00, 2.22e-05, 1.72e-05]    []  
511800    [2.96e-07, 5.72e-07, 4.78e-07, 3.15e-07, 3.60e-07, 4.19e-07, 1.97e-07, 5.03e-08, 2.69e-10, 3.37e-08, 5.30e-07, 1.37e-06, 1.46e-06, 1.63e-06, 2.26e-13, 0.00e+00, 1.20e-11, 0.00e+00, 1.08e-12, 0.00e+00, 1.12e-08, 1.62e-09]    [2.96e-07, 5.72e-07, 4.78e-07, 3.15e-07, 3.60e-07, 4.19e-07, 1.97e-07, 5.03e-08, 2.69e-10, 3.37e-08, 5.30e-07, 1.37e-06, 1.46e-06, 1.63e-06, 2.26e-13, 0.00e+00, 1.20e-11, 0.00e+00, 1.08e-12, 0.00e+00, 1.12e-08, 1.62e-09]    []  
511900    [3.20e-07, 6.88e-07, 5.91e-07, 3.96e-07, 4.52e-07, 4.68e-07, 2.04e-07, 7.13e-08, 7.96e-09, 8.49e-10, 5.48e-07, 1.46e-06, 1.46e-06, 9.92e-07, 0.00e+00, 6.27e-10, 0.00e+00, 0.00e+00, 2.55e-10, 0.00e+00, 7.69e-09, 2.41e-07]    [3.20e-07, 6.88e-07, 5.91e-07, 3.96e-07, 4.52e-07, 4.68e-07, 2.04e-07, 7.13e-08, 7.96e-09, 8.49e-10, 5.48e-07, 1.46e-06, 1.46e-06, 9.92e-07, 0.00e+00, 6.27e-10, 0.00e+00, 0.00e+00, 2.55e-10, 0.00e+00, 7.69e-09, 2.41e-07]    []  
512000    [1.19e-06, 7.61e-07, 4.64e-07, 4.99e-07, 7.00e-07, 7.69e-07, 6.16e-07, 8.82e-05, 2.12e-08, 3.79e-08, 3.10e-06, 2.23e-05, 8.84e-06, 4.04e-05, 0.00e+00, 9.62e-10, 0.00e+00, 3.17e-10, 0.00e+00, 3.93e-07, 5.45e-05, 1.85e-06]    [1.19e-06, 7.61e-07, 4.64e-07, 4.99e-07, 7.00e-07, 7.69e-07, 6.16e-07, 8.82e-05, 2.12e-08, 3.79e-08, 3.10e-06, 2.23e-05, 8.84e-06, 4.04e-05, 0.00e+00, 9.62e-10, 0.00e+00, 3.17e-10, 0.00e+00, 3.93e-07, 5.45e-05, 1.85e-06]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 55.185553 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
512000    [1.19e-06, 7.61e-07, 4.64e-07, 4.99e-07, 7.00e-07, 7.69e-07, 6.16e-07, 8.82e-05, 2.12e-08, 3.79e-08, 3.10e-06, 2.23e-05, 8.84e-06, 4.04e-05, 0.00e+00, 9.62e-10, 0.00e+00, 3.17e-10, 0.00e+00, 3.93e-07, 5.45e-05, 1.85e-06]    [1.19e-06, 7.61e-07, 4.64e-07, 4.99e-07, 7.00e-07, 7.69e-07, 6.16e-07, 8.82e-05, 2.12e-08, 3.79e-08, 3.10e-06, 2.23e-05, 8.84e-06, 4.04e-05, 0.00e+00, 9.62e-10, 0.00e+00, 3.17e-10, 0.00e+00, 3.93e-07, 5.45e-05, 1.85e-06]    []  
512100    [4.76e-06, 2.89e-06, 7.05e-07, 2.13e-06, 1.05e-06, 2.38e-06, 1.07e-06, 2.31e-07, 1.07e-06, 1.23e-05, 8.73e-06, 8.85e-05, 6.54e-05, 3.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-09, 0.00e+00, 1.31e-08, 6.86e-09]    [4.76e-06, 2.89e-06, 7.05e-07, 2.13e-06, 1.05e-06, 2.38e-06, 1.07e-06, 2.31e-07, 1.07e-06, 1.23e-05, 8.73e-06, 8.85e-05, 6.54e-05, 3.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-09, 0.00e+00, 1.31e-08, 6.86e-09]    []  
512200    [4.03e-07, 5.51e-07, 5.04e-07, 3.32e-07, 4.05e-07, 3.81e-07, 2.04e-07, 1.49e-09, 2.39e-10, 7.13e-08, 6.25e-07, 1.59e-06, 2.05e-06, 3.50e-06, 6.34e-08, 1.66e-08, 2.17e-08, 1.81e-08, 1.82e-09, 5.37e-11, 1.30e-08, 3.21e-10]    [4.03e-07, 5.51e-07, 5.04e-07, 3.32e-07, 4.05e-07, 3.81e-07, 2.04e-07, 1.49e-09, 2.39e-10, 7.13e-08, 6.25e-07, 1.59e-06, 2.05e-06, 3.50e-06, 6.34e-08, 1.66e-08, 2.17e-08, 1.81e-08, 1.82e-09, 5.37e-11, 1.30e-08, 3.21e-10]    []  
512300    [3.07e-07, 6.62e-07, 5.76e-07, 3.84e-07, 4.35e-07, 4.40e-07, 2.02e-07, 3.14e-08, 1.85e-07, 2.10e-08, 6.12e-07, 1.29e-06, 1.02e-06, 3.14e-07, 3.53e-10, 0.00e+00, 1.30e-09, 3.27e-12, 0.00e+00, 2.22e-08, 1.73e-07, 1.25e-07]    [3.07e-07, 6.62e-07, 5.76e-07, 3.84e-07, 4.35e-07, 4.40e-07, 2.02e-07, 3.14e-08, 1.85e-07, 2.10e-08, 6.12e-07, 1.29e-06, 1.02e-06, 3.14e-07, 3.53e-10, 0.00e+00, 1.30e-09, 3.27e-12, 0.00e+00, 2.22e-08, 1.73e-07, 1.25e-07]    []  
512400    [2.00e-06, 2.26e-06, 1.28e-06, 1.61e-06, 9.55e-07, 1.27e-06, 3.85e-07, 2.74e-05, 3.91e-06, 3.00e-05, 1.52e-05, 6.50e-05, 3.59e-04, 3.85e-04, 5.18e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.60e-06, 3.45e-05]    [2.00e-06, 2.26e-06, 1.28e-06, 1.61e-06, 9.55e-07, 1.27e-06, 3.85e-07, 2.74e-05, 3.91e-06, 3.00e-05, 1.52e-05, 6.50e-05, 3.59e-04, 3.85e-04, 5.18e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.60e-06, 3.45e-05]    []  
512500    [3.23e-07, 6.46e-07, 5.74e-07, 4.36e-07, 3.21e-07, 4.41e-07, 2.09e-07, 3.57e-08, 1.46e-10, 1.08e-10, 5.40e-07, 1.20e-06, 9.26e-07, 3.10e-09, 6.07e-09, 2.73e-10, 4.26e-10, 2.87e-10, 2.11e-12, 5.93e-11, 1.00e-08, 3.60e-10]    [3.23e-07, 6.46e-07, 5.74e-07, 4.36e-07, 3.21e-07, 4.41e-07, 2.09e-07, 3.57e-08, 1.46e-10, 1.08e-10, 5.40e-07, 1.20e-06, 9.26e-07, 3.10e-09, 6.07e-09, 2.73e-10, 4.26e-10, 2.87e-10, 2.11e-12, 5.93e-11, 1.00e-08, 3.60e-10]    []  
512600    [3.65e-06, 8.98e-07, 8.78e-07, 5.94e-07, 7.89e-07, 6.92e-07, 4.76e-07, 3.05e-05, 1.30e-07, 1.69e-06, 2.60e-06, 2.53e-05, 2.06e-05, 8.88e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.72e-05, 1.01e-06]    [3.65e-06, 8.98e-07, 8.78e-07, 5.94e-07, 7.89e-07, 6.92e-07, 4.76e-07, 3.05e-05, 1.30e-07, 1.69e-06, 2.60e-06, 2.53e-05, 2.06e-05, 8.88e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.72e-05, 1.01e-06]    []  
512700    [5.17e-07, 6.18e-07, 5.35e-07, 4.17e-07, 3.64e-07, 4.01e-07, 2.07e-07, 4.04e-09, 1.39e-09, 2.16e-07, 7.99e-07, 2.40e-06, 3.18e-06, 8.96e-06, 1.30e-07, 4.62e-08, 4.72e-08, 3.97e-08, 3.18e-09, 1.73e-10, 1.97e-08, 1.12e-09]    [5.17e-07, 6.18e-07, 5.35e-07, 4.17e-07, 3.64e-07, 4.01e-07, 2.07e-07, 4.04e-09, 1.39e-09, 2.16e-07, 7.99e-07, 2.40e-06, 3.18e-06, 8.96e-06, 1.30e-07, 4.62e-08, 4.72e-08, 3.97e-08, 3.18e-09, 1.73e-10, 1.97e-08, 1.12e-09]    []  
512800    [3.41e-07, 6.46e-07, 6.23e-07, 4.07e-07, 4.28e-07, 4.07e-07, 2.17e-07, 5.57e-10, 2.34e-08, 3.93e-08, 5.71e-07, 1.48e-06, 1.88e-06, 1.87e-06, 3.99e-08, 2.77e-10, 1.25e-08, 1.04e-08, 1.38e-10, 5.25e-10, 5.80e-09, 3.20e-09]    [3.41e-07, 6.46e-07, 6.23e-07, 4.07e-07, 4.28e-07, 4.07e-07, 2.17e-07, 5.57e-10, 2.34e-08, 3.93e-08, 5.71e-07, 1.48e-06, 1.88e-06, 1.87e-06, 3.99e-08, 2.77e-10, 1.25e-08, 1.04e-08, 1.38e-10, 5.25e-10, 5.80e-09, 3.20e-09]    []  
512900    [1.49e-06, 6.76e-07, 5.85e-07, 4.50e-07, 4.68e-07, 4.05e-07, 2.57e-07, 4.70e-07, 1.26e-09, 1.26e-06, 2.86e-06, 1.01e-05, 1.99e-05, 6.36e-05, 8.15e-07, 4.86e-07, 3.92e-07, 3.33e-07, 9.24e-08, 6.95e-10, 6.23e-07, 4.65e-09]    [1.49e-06, 6.76e-07, 5.85e-07, 4.50e-07, 4.68e-07, 4.05e-07, 2.57e-07, 4.70e-07, 1.26e-09, 1.26e-06, 2.86e-06, 1.01e-05, 1.99e-05, 6.36e-05, 8.15e-07, 4.86e-07, 3.92e-07, 3.33e-07, 9.24e-08, 6.95e-10, 6.23e-07, 4.65e-09]    []  
513000    [3.24e-07, 6.61e-07, 6.26e-07, 4.21e-07, 3.86e-07, 4.48e-07, 2.24e-07, 1.78e-07, 8.02e-08, 3.16e-08, 6.30e-07, 1.22e-06, 1.04e-06, 1.29e-08, 5.19e-09, 0.00e+00, 8.00e-11, 4.92e-10, 0.00e+00, 0.00e+00, 1.47e-07, 4.02e-08]    [3.24e-07, 6.61e-07, 6.26e-07, 4.21e-07, 3.86e-07, 4.48e-07, 2.24e-07, 1.78e-07, 8.02e-08, 3.16e-08, 6.30e-07, 1.22e-06, 1.04e-06, 1.29e-08, 5.19e-09, 0.00e+00, 8.00e-11, 4.92e-10, 0.00e+00, 0.00e+00, 1.47e-07, 4.02e-08]    []  
513100    [1.86e-05, 6.28e-06, 1.70e-06, 6.56e-06, 2.50e-06, 3.91e-06, 9.37e-07, 1.64e-05, 8.17e-05, 8.65e-06, 4.30e-05, 1.90e-04, 2.99e-04, 8.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.79e-05, 2.21e-04]    [1.86e-05, 6.28e-06, 1.70e-06, 6.56e-06, 2.50e-06, 3.91e-06, 9.37e-07, 1.64e-05, 8.17e-05, 8.65e-06, 4.30e-05, 1.90e-04, 2.99e-04, 8.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.79e-05, 2.21e-04]    []  
513200    [1.52e-06, 1.14e-06, 1.29e-06, 1.74e-06, 4.64e-07, 7.61e-07, 7.06e-07, 3.33e-08, 1.43e-08, 6.69e-09, 6.74e-06, 1.66e-05, 3.54e-05, 1.87e-05, 5.01e-07, 0.00e+00, 7.19e-07, 8.35e-09, 1.51e-09, 7.07e-10, 1.15e-08, 4.64e-09]    [1.52e-06, 1.14e-06, 1.29e-06, 1.74e-06, 4.64e-07, 7.61e-07, 7.06e-07, 3.33e-08, 1.43e-08, 6.69e-09, 6.74e-06, 1.66e-05, 3.54e-05, 1.87e-05, 5.01e-07, 0.00e+00, 7.19e-07, 8.35e-09, 1.51e-09, 7.07e-10, 1.15e-08, 4.64e-09]    []  
513300    [3.01e-07, 5.59e-07, 5.05e-07, 3.30e-07, 3.68e-07, 3.94e-07, 2.21e-07, 4.25e-08, 5.13e-10, 2.22e-08, 5.69e-07, 1.45e-06, 1.51e-06, 1.49e-06, 1.24e-12, 0.00e+00, 1.23e-12, 0.00e+00, 0.00e+00, 1.03e-12, 6.35e-08, 1.41e-10]    [3.01e-07, 5.59e-07, 5.05e-07, 3.30e-07, 3.68e-07, 3.94e-07, 2.21e-07, 4.25e-08, 5.13e-10, 2.22e-08, 5.69e-07, 1.45e-06, 1.51e-06, 1.49e-06, 1.24e-12, 0.00e+00, 1.23e-12, 0.00e+00, 0.00e+00, 1.03e-12, 6.35e-08, 1.41e-10]    []  
513400    [3.18e-07, 5.97e-07, 5.80e-07, 3.69e-07, 4.36e-07, 4.42e-07, 2.14e-07, 2.81e-09, 8.80e-08, 1.02e-10, 5.15e-07, 1.28e-06, 1.08e-06, 7.99e-08, 6.47e-09, 4.61e-11, 1.24e-11, 8.42e-11, 1.03e-12, 9.20e-09, 9.19e-09, 5.62e-08]    [3.18e-07, 5.97e-07, 5.80e-07, 3.69e-07, 4.36e-07, 4.42e-07, 2.14e-07, 2.81e-09, 8.80e-08, 1.02e-10, 5.15e-07, 1.28e-06, 1.08e-06, 7.99e-08, 6.47e-09, 4.61e-11, 1.24e-11, 8.42e-11, 1.03e-12, 9.20e-09, 9.19e-09, 5.62e-08]    []  
513500    [4.07e-05, 9.42e-06, 3.35e-06, 9.25e-06, 4.73e-06, 4.90e-06, 2.47e-06, 8.44e-05, 9.47e-08, 4.10e-05, 5.80e-05, 3.92e-04, 8.64e-04, 2.22e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.69e-05, 3.86e-07]    [4.07e-05, 9.42e-06, 3.35e-06, 9.25e-06, 4.73e-06, 4.90e-06, 2.47e-06, 8.44e-05, 9.47e-08, 4.10e-05, 5.80e-05, 3.92e-04, 8.64e-04, 2.22e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.69e-05, 3.86e-07]    []  
513600    [3.21e-07, 5.68e-07, 5.51e-07, 3.49e-07, 4.31e-07, 4.00e-07, 2.11e-07, 1.29e-08, 6.23e-10, 4.05e-10, 5.12e-07, 1.18e-06, 9.91e-07, 4.37e-08, 6.82e-09, 1.02e-09, 8.61e-10, 7.98e-10, 1.78e-11, 1.53e-10, 7.20e-09, 9.86e-10]    [3.21e-07, 5.68e-07, 5.51e-07, 3.49e-07, 4.31e-07, 4.00e-07, 2.11e-07, 1.29e-08, 6.23e-10, 4.05e-10, 5.12e-07, 1.18e-06, 9.91e-07, 4.37e-08, 6.82e-09, 1.02e-09, 8.61e-10, 7.98e-10, 1.78e-11, 1.53e-10, 7.20e-09, 9.86e-10]    []  
513700    [1.26e-06, 1.18e-06, 8.08e-07, 4.79e-07, 5.99e-07, 4.57e-07, 2.21e-07, 1.92e-06, 7.12e-06, 1.74e-06, 6.92e-06, 9.09e-06, 1.22e-05, 1.17e-05, 8.62e-09, 6.03e-08, 2.72e-08, 6.07e-09, 1.04e-08, 1.06e-06, 2.88e-06, 4.79e-06]    [1.26e-06, 1.18e-06, 8.08e-07, 4.79e-07, 5.99e-07, 4.57e-07, 2.21e-07, 1.92e-06, 7.12e-06, 1.74e-06, 6.92e-06, 9.09e-06, 1.22e-05, 1.17e-05, 8.62e-09, 6.03e-08, 2.72e-08, 6.07e-09, 1.04e-08, 1.06e-06, 2.88e-06, 4.79e-06]    []  
513800    [3.04e-07, 5.56e-07, 5.19e-07, 3.35e-07, 3.98e-07, 3.98e-07, 2.13e-07, 2.79e-08, 1.55e-09, 1.80e-09, 5.02e-07, 1.13e-06, 9.40e-07, 2.91e-08, 8.63e-09, 1.15e-09, 1.16e-09, 6.29e-10, 9.70e-09, 1.26e-10, 5.88e-08, 7.65e-10]    [3.04e-07, 5.56e-07, 5.19e-07, 3.35e-07, 3.98e-07, 3.98e-07, 2.13e-07, 2.79e-08, 1.55e-09, 1.80e-09, 5.02e-07, 1.13e-06, 9.40e-07, 2.91e-08, 8.63e-09, 1.15e-09, 1.16e-09, 6.29e-10, 9.70e-09, 1.26e-10, 5.88e-08, 7.65e-10]    []  
513900    [4.06e-07, 7.44e-07, 6.74e-07, 4.12e-07, 5.44e-07, 4.44e-07, 2.18e-07, 3.17e-06, 1.18e-07, 2.77e-08, 8.53e-07, 1.33e-06, 2.30e-06, 1.56e-06, 3.47e-08, 1.29e-09, 3.14e-08, 4.12e-08, 3.46e-07, 8.95e-09, 2.21e-06, 5.23e-08]    [4.06e-07, 7.44e-07, 6.74e-07, 4.12e-07, 5.44e-07, 4.44e-07, 2.18e-07, 3.17e-06, 1.18e-07, 2.77e-08, 8.53e-07, 1.33e-06, 2.30e-06, 1.56e-06, 3.47e-08, 1.29e-09, 3.14e-08, 4.12e-08, 3.46e-07, 8.95e-09, 2.21e-06, 5.23e-08]    []  
514000    [1.99e-06, 7.46e-07, 6.24e-07, 4.67e-07, 5.38e-07, 4.36e-07, 2.39e-07, 9.23e-07, 1.22e-08, 1.70e-06, 4.04e-06, 1.30e-05, 3.01e-05, 8.61e-05, 1.11e-06, 6.89e-07, 5.79e-07, 5.02e-07, 1.50e-07, 2.60e-09, 9.97e-07, 1.66e-08]    [1.99e-06, 7.46e-07, 6.24e-07, 4.67e-07, 5.38e-07, 4.36e-07, 2.39e-07, 9.23e-07, 1.22e-08, 1.70e-06, 4.04e-06, 1.30e-05, 3.01e-05, 8.61e-05, 1.11e-06, 6.89e-07, 5.79e-07, 5.02e-07, 1.50e-07, 2.60e-09, 9.97e-07, 1.66e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 56.060023 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
514000    [1.99e-06, 7.46e-07, 6.24e-07, 4.67e-07, 5.38e-07, 4.36e-07, 2.39e-07, 9.23e-07, 1.22e-08, 1.70e-06, 4.04e-06, 1.30e-05, 3.01e-05, 8.61e-05, 1.11e-06, 6.89e-07, 5.79e-07, 5.02e-07, 1.50e-07, 2.60e-09, 9.97e-07, 1.66e-08]    [1.99e-06, 7.46e-07, 6.24e-07, 4.67e-07, 5.38e-07, 4.36e-07, 2.39e-07, 9.23e-07, 1.22e-08, 1.70e-06, 4.04e-06, 1.30e-05, 3.01e-05, 8.61e-05, 1.11e-06, 6.89e-07, 5.79e-07, 5.02e-07, 1.50e-07, 2.60e-09, 9.97e-07, 1.66e-08]    []  
514100    [3.19e-07, 5.95e-07, 5.55e-07, 3.64e-07, 4.37e-07, 4.20e-07, 2.07e-07, 1.07e-07, 3.31e-09, 7.74e-09, 5.01e-07, 1.18e-06, 9.92e-07, 2.20e-08, 2.91e-09, 4.26e-09, 1.56e-10, 1.25e-09, 0.00e+00, 0.00e+00, 1.57e-07, 9.72e-10]    [3.19e-07, 5.95e-07, 5.55e-07, 3.64e-07, 4.37e-07, 4.20e-07, 2.07e-07, 1.07e-07, 3.31e-09, 7.74e-09, 5.01e-07, 1.18e-06, 9.92e-07, 2.20e-08, 2.91e-09, 4.26e-09, 1.56e-10, 1.25e-09, 0.00e+00, 0.00e+00, 1.57e-07, 9.72e-10]    []  
514200    [1.55e-06, 1.31e-06, 1.01e-06, 1.02e-06, 8.95e-07, 1.04e-06, 2.68e-07, 8.88e-06, 3.39e-09, 4.44e-07, 2.02e-05, 2.15e-05, 4.95e-05, 1.02e-04, 0.00e+00, 2.27e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.19e-06, 7.39e-06]    [1.55e-06, 1.31e-06, 1.01e-06, 1.02e-06, 8.95e-07, 1.04e-06, 2.68e-07, 8.88e-06, 3.39e-09, 4.44e-07, 2.02e-05, 2.15e-05, 4.95e-05, 1.02e-04, 0.00e+00, 2.27e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.19e-06, 7.39e-06]    []  
514300    [9.92e-06, 3.28e-06, 1.23e-06, 1.76e-06, 9.93e-07, 2.17e-06, 4.79e-07, 2.00e-06, 4.37e-07, 1.03e-05, 1.14e-05, 8.64e-05, 1.01e-04, 4.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.63e-11, 3.29e-06, 1.50e-09]    [9.92e-06, 3.28e-06, 1.23e-06, 1.76e-06, 9.93e-07, 2.17e-06, 4.79e-07, 2.00e-06, 4.37e-07, 1.03e-05, 1.14e-05, 8.64e-05, 1.01e-04, 4.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.63e-11, 3.29e-06, 1.50e-09]    []  
514400    [3.31e-07, 5.87e-07, 5.61e-07, 3.83e-07, 3.88e-07, 4.01e-07, 1.82e-07, 1.18e-07, 9.34e-10, 3.92e-08, 5.64e-07, 1.20e-06, 1.04e-06, 4.54e-07, 1.23e-08, 8.34e-09, 3.46e-10, 2.15e-09, 0.00e+00, 0.00e+00, 1.87e-07, 5.20e-10]    [3.31e-07, 5.87e-07, 5.61e-07, 3.83e-07, 3.88e-07, 4.01e-07, 1.82e-07, 1.18e-07, 9.34e-10, 3.92e-08, 5.64e-07, 1.20e-06, 1.04e-06, 4.54e-07, 1.23e-08, 8.34e-09, 3.46e-10, 2.15e-09, 0.00e+00, 0.00e+00, 1.87e-07, 5.20e-10]    []  
514500    [6.53e-06, 1.42e-06, 1.11e-06, 1.25e-06, 8.18e-07, 1.23e-06, 5.02e-07, 1.92e-07, 1.00e-06, 6.73e-06, 2.02e-05, 5.48e-05, 1.41e-04, 2.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.44e-07, 7.56e-08, 2.72e-06, 3.73e-07]    [6.53e-06, 1.42e-06, 1.11e-06, 1.25e-06, 8.18e-07, 1.23e-06, 5.02e-07, 1.92e-07, 1.00e-06, 6.73e-06, 2.02e-05, 5.48e-05, 1.41e-04, 2.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.44e-07, 7.56e-08, 2.72e-06, 3.73e-07]    []  
514600    [4.45e-07, 6.61e-07, 7.84e-07, 4.51e-07, 5.65e-07, 4.39e-07, 2.13e-07, 3.66e-06, 2.45e-04, 3.16e-07, 1.45e-06, 3.41e-06, 1.32e-06, 6.16e-06, 1.52e-07, 1.41e-08, 1.42e-08, 3.15e-08, 3.59e-07, 0.00e+00, 2.31e-06, 1.87e-04]    [4.45e-07, 6.61e-07, 7.84e-07, 4.51e-07, 5.65e-07, 4.39e-07, 2.13e-07, 3.66e-06, 2.45e-04, 3.16e-07, 1.45e-06, 3.41e-06, 1.32e-06, 6.16e-06, 1.52e-07, 1.41e-08, 1.42e-08, 3.15e-08, 3.59e-07, 0.00e+00, 2.31e-06, 1.87e-04]    []  
514700    [2.56e-06, 9.67e-07, 7.21e-07, 4.14e-07, 8.63e-07, 2.47e-07, 3.04e-07, 1.24e-06, 2.10e-08, 2.17e-06, 5.71e-06, 1.29e-05, 2.46e-05, 8.97e-05, 5.03e-07, 1.03e-06, 4.85e-07, 6.82e-07, 4.41e-07, 5.16e-09, 2.74e-06, 3.28e-08]    [2.56e-06, 9.67e-07, 7.21e-07, 4.14e-07, 8.63e-07, 2.47e-07, 3.04e-07, 1.24e-06, 2.10e-08, 2.17e-06, 5.71e-06, 1.29e-05, 2.46e-05, 8.97e-05, 5.03e-07, 1.03e-06, 4.85e-07, 6.82e-07, 4.41e-07, 5.16e-09, 2.74e-06, 3.28e-08]    []  
514800    [3.39e-06, 9.67e-07, 7.16e-07, 6.21e-07, 6.44e-07, 5.37e-07, 3.21e-07, 8.07e-06, 1.67e-08, 2.51e-06, 6.86e-06, 2.41e-05, 5.27e-05, 1.57e-04, 2.19e-06, 1.51e-06, 1.12e-06, 9.34e-07, 1.39e-06, 4.23e-09, 8.24e-06, 2.72e-08]    [3.39e-06, 9.67e-07, 7.16e-07, 6.21e-07, 6.44e-07, 5.37e-07, 3.21e-07, 8.07e-06, 1.67e-08, 2.51e-06, 6.86e-06, 2.41e-05, 5.27e-05, 1.57e-04, 2.19e-06, 1.51e-06, 1.12e-06, 9.34e-07, 1.39e-06, 4.23e-09, 8.24e-06, 2.72e-08]    []  
514900    [3.20e-07, 5.77e-07, 5.52e-07, 3.64e-07, 4.42e-07, 4.05e-07, 2.10e-07, 2.84e-09, 1.11e-10, 2.22e-09, 5.25e-07, 1.23e-06, 1.12e-06, 4.40e-08, 5.97e-09, 2.58e-09, 9.84e-10, 3.34e-09, 1.55e-11, 2.62e-10, 2.59e-08, 1.70e-09]    [3.20e-07, 5.77e-07, 5.52e-07, 3.64e-07, 4.42e-07, 4.05e-07, 2.10e-07, 2.84e-09, 1.11e-10, 2.22e-09, 5.25e-07, 1.23e-06, 1.12e-06, 4.40e-08, 5.97e-09, 2.58e-09, 9.84e-10, 3.34e-09, 1.55e-11, 2.62e-10, 2.59e-08, 1.70e-09]    []  
515000    [4.57e-06, 1.97e-06, 7.88e-07, 2.18e-06, 8.20e-07, 1.68e-06, 7.47e-07, 1.38e-05, 2.32e-05, 1.99e-05, 1.14e-05, 4.57e-05, 3.24e-05, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.52e-08, 0.00e+00, 3.25e-06, 4.45e-06]    [4.57e-06, 1.97e-06, 7.88e-07, 2.18e-06, 8.20e-07, 1.68e-06, 7.47e-07, 1.38e-05, 2.32e-05, 1.99e-05, 1.14e-05, 4.57e-05, 3.24e-05, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.52e-08, 0.00e+00, 3.25e-06, 4.45e-06]    []  
515100    [3.08e-07, 5.60e-07, 5.41e-07, 3.58e-07, 3.90e-07, 3.93e-07, 1.99e-07, 5.93e-08, 7.42e-06, 9.10e-09, 5.23e-07, 1.15e-06, 9.69e-07, 4.25e-09, 4.37e-09, 4.03e-10, 1.01e-09, 2.26e-10, 1.60e-08, 1.07e-06, 1.02e-07, 4.73e-06]    [3.08e-07, 5.60e-07, 5.41e-07, 3.58e-07, 3.90e-07, 3.93e-07, 1.99e-07, 5.93e-08, 7.42e-06, 9.10e-09, 5.23e-07, 1.15e-06, 9.69e-07, 4.25e-09, 4.37e-09, 4.03e-10, 1.01e-09, 2.26e-10, 1.60e-08, 1.07e-06, 1.02e-07, 4.73e-06]    []  
515200    [5.08e-07, 6.10e-07, 5.40e-07, 3.37e-07, 4.24e-07, 3.67e-07, 2.14e-07, 8.75e-07, 5.34e-09, 2.43e-07, 8.87e-07, 2.38e-06, 3.19e-06, 8.76e-06, 1.16e-07, 9.22e-09, 1.15e-08, 2.69e-08, 1.38e-07, 2.91e-11, 9.19e-07, 7.92e-10]    [5.08e-07, 6.10e-07, 5.40e-07, 3.37e-07, 4.24e-07, 3.67e-07, 2.14e-07, 8.75e-07, 5.34e-09, 2.43e-07, 8.87e-07, 2.38e-06, 3.19e-06, 8.76e-06, 1.16e-07, 9.22e-09, 1.15e-08, 2.69e-08, 1.38e-07, 2.91e-11, 9.19e-07, 7.92e-10]    []  
515300    [4.61e-07, 5.88e-07, 5.84e-07, 3.66e-07, 4.25e-07, 4.45e-07, 2.13e-07, 5.17e-06, 4.92e-07, 1.97e-08, 9.74e-07, 2.90e-06, 2.50e-06, 5.70e-06, 0.00e+00, 6.13e-10, 0.00e+00, 1.29e-09, 0.00e+00, 0.00e+00, 6.50e-06, 5.62e-09]    [4.61e-07, 5.88e-07, 5.84e-07, 3.66e-07, 4.25e-07, 4.45e-07, 2.13e-07, 5.17e-06, 4.92e-07, 1.97e-08, 9.74e-07, 2.90e-06, 2.50e-06, 5.70e-06, 0.00e+00, 6.13e-10, 0.00e+00, 1.29e-09, 0.00e+00, 0.00e+00, 6.50e-06, 5.62e-09]    []  
515400    [2.70e-06, 7.73e-07, 9.08e-07, 4.95e-07, 7.26e-07, 7.68e-07, 4.94e-07, 3.10e-06, 2.96e-06, 2.17e-06, 4.76e-06, 2.55e-05, 4.43e-05, 1.36e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.80e-09, 2.45e-06, 3.83e-08]    [2.70e-06, 7.73e-07, 9.08e-07, 4.95e-07, 7.26e-07, 7.68e-07, 4.94e-07, 3.10e-06, 2.96e-06, 2.17e-06, 4.76e-06, 2.55e-05, 4.43e-05, 1.36e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.80e-09, 2.45e-06, 3.83e-08]    []  
515500    [4.00e-05, 1.21e-05, 2.91e-06, 1.21e-05, 2.53e-06, 6.46e-06, 1.35e-06, 1.37e-05, 9.35e-05, 5.49e-05, 6.31e-05, 3.07e-04, 7.96e-04, 1.89e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.66e-07, 8.97e-05]    [4.00e-05, 1.21e-05, 2.91e-06, 1.21e-05, 2.53e-06, 6.46e-06, 1.35e-06, 1.37e-05, 9.35e-05, 5.49e-05, 6.31e-05, 3.07e-04, 7.96e-04, 1.89e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.66e-07, 8.97e-05]    []  
515600    [8.67e-06, 3.21e-06, 1.21e-06, 1.74e-06, 8.95e-07, 2.04e-06, 4.60e-07, 4.96e-07, 2.54e-12, 1.16e-05, 1.39e-05, 7.89e-05, 1.04e-04, 4.75e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.68e-07, 1.58e-08]    [8.67e-06, 3.21e-06, 1.21e-06, 1.74e-06, 8.95e-07, 2.04e-06, 4.60e-07, 4.96e-07, 2.54e-12, 1.16e-05, 1.39e-05, 7.89e-05, 1.04e-04, 4.75e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.68e-07, 1.58e-08]    []  
515700    [3.08e-07, 6.07e-07, 5.50e-07, 3.83e-07, 4.14e-07, 4.04e-07, 2.01e-07, 1.96e-07, 3.65e-10, 1.57e-08, 5.15e-07, 1.23e-06, 1.04e-06, 1.69e-07, 1.48e-09, 0.00e+00, 3.46e-11, 0.00e+00, 2.74e-08, 6.55e-11, 1.83e-07, 3.89e-10]    [3.08e-07, 6.07e-07, 5.50e-07, 3.83e-07, 4.14e-07, 4.04e-07, 2.01e-07, 1.96e-07, 3.65e-10, 1.57e-08, 5.15e-07, 1.23e-06, 1.04e-06, 1.69e-07, 1.48e-09, 0.00e+00, 3.46e-11, 0.00e+00, 2.74e-08, 6.55e-11, 1.83e-07, 3.89e-10]    []  
515800    [4.65e-06, 3.82e-06, 1.05e-06, 2.93e-06, 6.11e-07, 2.02e-06, 2.69e-07, 2.13e-06, 3.61e-05, 8.10e-07, 8.51e-06, 4.50e-05, 3.51e-05, 7.17e-05, 0.00e+00, 4.08e-08, 1.83e-09, 1.83e-08, 1.16e-08, 2.98e-06, 4.27e-07, 1.25e-05]    [4.65e-06, 3.82e-06, 1.05e-06, 2.93e-06, 6.11e-07, 2.02e-06, 2.69e-07, 2.13e-06, 3.61e-05, 8.10e-07, 8.51e-06, 4.50e-05, 3.51e-05, 7.17e-05, 0.00e+00, 4.08e-08, 1.83e-09, 1.83e-08, 1.16e-08, 2.98e-06, 4.27e-07, 1.25e-05]    []  
515900    [3.26e-07, 6.40e-07, 5.76e-07, 4.42e-07, 3.51e-07, 4.28e-07, 1.74e-07, 1.25e-07, 5.12e-09, 1.27e-09, 5.27e-07, 1.18e-06, 9.36e-07, 1.43e-08, 3.37e-09, 3.11e-10, 7.74e-10, 8.68e-11, 0.00e+00, 2.20e-10, 9.15e-08, 1.39e-09]    [3.26e-07, 6.40e-07, 5.76e-07, 4.42e-07, 3.51e-07, 4.28e-07, 1.74e-07, 1.25e-07, 5.12e-09, 1.27e-09, 5.27e-07, 1.18e-06, 9.36e-07, 1.43e-08, 3.37e-09, 3.11e-10, 7.74e-10, 8.68e-11, 0.00e+00, 2.20e-10, 9.15e-08, 1.39e-09]    []  
516000    [1.17e-06, 1.06e-06, 6.56e-07, 6.68e-07, 8.79e-07, 5.25e-07, 5.23e-07, 3.58e-05, 5.27e-06, 1.87e-06, 9.93e-06, 2.30e-05, 1.65e-05, 1.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.89e-06, 0.00e+00, 3.12e-05, 3.53e-06]    [1.17e-06, 1.06e-06, 6.56e-07, 6.68e-07, 8.79e-07, 5.25e-07, 5.23e-07, 3.58e-05, 5.27e-06, 1.87e-06, 9.93e-06, 2.30e-05, 1.65e-05, 1.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.89e-06, 0.00e+00, 3.12e-05, 3.53e-06]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 56.229916 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
516000    [1.17e-06, 1.06e-06, 6.56e-07, 6.68e-07, 8.79e-07, 5.25e-07, 5.23e-07, 3.58e-05, 5.27e-06, 1.87e-06, 9.93e-06, 2.30e-05, 1.65e-05, 1.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.89e-06, 0.00e+00, 3.12e-05, 3.53e-06]    [1.17e-06, 1.06e-06, 6.56e-07, 6.68e-07, 8.79e-07, 5.25e-07, 5.23e-07, 3.58e-05, 5.27e-06, 1.87e-06, 9.93e-06, 2.30e-05, 1.65e-05, 1.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.89e-06, 0.00e+00, 3.12e-05, 3.53e-06]    []  
516100    [2.90e-07, 5.71e-07, 5.21e-07, 3.73e-07, 3.66e-07, 3.94e-07, 2.00e-07, 6.18e-09, 2.40e-09, 8.49e-10, 4.83e-07, 1.14e-06, 9.26e-07, 2.75e-08, 2.92e-09, 0.00e+00, 2.24e-10, 7.51e-11, 8.91e-10, 4.47e-11, 9.09e-09, 3.30e-10]    [2.90e-07, 5.71e-07, 5.21e-07, 3.73e-07, 3.66e-07, 3.94e-07, 2.00e-07, 6.18e-09, 2.40e-09, 8.49e-10, 4.83e-07, 1.14e-06, 9.26e-07, 2.75e-08, 2.92e-09, 0.00e+00, 2.24e-10, 7.51e-11, 8.91e-10, 4.47e-11, 9.09e-09, 3.30e-10]    []  
516200    [5.17e-07, 6.62e-07, 6.70e-07, 3.73e-07, 4.52e-07, 3.84e-07, 2.03e-07, 3.24e-06, 7.67e-08, 7.13e-08, 3.52e-06, 5.36e-06, 1.78e-05, 8.66e-06, 4.06e-08, 6.48e-08, 3.27e-07, 4.18e-07, 2.08e-07, 4.18e-10, 1.35e-06, 5.04e-08]    [5.17e-07, 6.62e-07, 6.70e-07, 3.73e-07, 4.52e-07, 3.84e-07, 2.03e-07, 3.24e-06, 7.67e-08, 7.13e-08, 3.52e-06, 5.36e-06, 1.78e-05, 8.66e-06, 4.06e-08, 6.48e-08, 3.27e-07, 4.18e-07, 2.08e-07, 4.18e-10, 1.35e-06, 5.04e-08]    []  
516300    [3.13e-07, 5.71e-07, 4.77e-07, 3.35e-07, 3.48e-07, 4.07e-07, 1.96e-07, 7.88e-09, 2.34e-08, 6.92e-08, 5.94e-07, 1.67e-06, 2.05e-06, 3.53e-06, 0.00e+00, 0.00e+00, 5.22e-11, 0.00e+00, 0.00e+00, 0.00e+00, 3.78e-08, 2.11e-08]    [3.13e-07, 5.71e-07, 4.77e-07, 3.35e-07, 3.48e-07, 4.07e-07, 1.96e-07, 7.88e-09, 2.34e-08, 6.92e-08, 5.94e-07, 1.67e-06, 2.05e-06, 3.53e-06, 0.00e+00, 0.00e+00, 5.22e-11, 0.00e+00, 0.00e+00, 0.00e+00, 3.78e-08, 2.11e-08]    []  
516400    [3.15e-07, 6.00e-07, 5.81e-07, 4.03e-07, 4.50e-07, 3.97e-07, 2.21e-07, 7.84e-08, 1.23e-08, 2.76e-08, 5.63e-07, 1.39e-06, 1.63e-06, 3.29e-07, 2.22e-08, 2.05e-09, 8.02e-09, 5.18e-10, 0.00e+00, 2.39e-09, 1.78e-08, 1.63e-08]    [3.15e-07, 6.00e-07, 5.81e-07, 4.03e-07, 4.50e-07, 3.97e-07, 2.21e-07, 7.84e-08, 1.23e-08, 2.76e-08, 5.63e-07, 1.39e-06, 1.63e-06, 3.29e-07, 2.22e-08, 2.05e-09, 8.02e-09, 5.18e-10, 0.00e+00, 2.39e-09, 1.78e-08, 1.63e-08]    []  
516500    [2.84e-05, 9.55e-06, 4.91e-06, 6.35e-06, 2.75e-06, 6.30e-06, 1.56e-06, 2.06e-05, 1.99e-08, 7.09e-05, 7.21e-05, 2.66e-04, 3.40e-04, 1.73e-03, 5.88e-05, 1.50e-05, 1.25e-05, 1.26e-05, 2.81e-06, 0.00e+00, 1.56e-05, 2.29e-08]    [2.84e-05, 9.55e-06, 4.91e-06, 6.35e-06, 2.75e-06, 6.30e-06, 1.56e-06, 2.06e-05, 1.99e-08, 7.09e-05, 7.21e-05, 2.66e-04, 3.40e-04, 1.73e-03, 5.88e-05, 1.50e-05, 1.25e-05, 1.26e-05, 2.81e-06, 0.00e+00, 1.56e-05, 2.29e-08]    []  
516600    [3.04e-07, 5.60e-07, 5.47e-07, 3.62e-07, 4.14e-07, 3.99e-07, 2.00e-07, 1.32e-08, 1.73e-10, 7.37e-09, 5.15e-07, 1.19e-06, 9.54e-07, 1.09e-07, 3.51e-09, 0.00e+00, 1.23e-10, 5.43e-12, 9.00e-09, 1.08e-11, 5.40e-08, 8.92e-11]    [3.04e-07, 5.60e-07, 5.47e-07, 3.62e-07, 4.14e-07, 3.99e-07, 2.00e-07, 1.32e-08, 1.73e-10, 7.37e-09, 5.15e-07, 1.19e-06, 9.54e-07, 1.09e-07, 3.51e-09, 0.00e+00, 1.23e-10, 5.43e-12, 9.00e-09, 1.08e-11, 5.40e-08, 8.92e-11]    []  
516700    [3.57e-06, 1.15e-06, 9.15e-07, 4.15e-07, 1.03e-06, 2.69e-07, 3.42e-07, 1.59e-05, 5.93e-08, 3.27e-06, 6.08e-06, 1.33e-05, 2.39e-05, 7.38e-05, 2.86e-07, 2.34e-06, 4.94e-07, 8.25e-07, 1.58e-06, 2.64e-09, 9.15e-06, 1.57e-08]    [3.57e-06, 1.15e-06, 9.15e-07, 4.15e-07, 1.03e-06, 2.69e-07, 3.42e-07, 1.59e-05, 5.93e-08, 3.27e-06, 6.08e-06, 1.33e-05, 2.39e-05, 7.38e-05, 2.86e-07, 2.34e-06, 4.94e-07, 8.25e-07, 1.58e-06, 2.64e-09, 9.15e-06, 1.57e-08]    []  
516800    [3.03e-07, 6.64e-07, 5.75e-07, 4.09e-07, 3.82e-07, 4.95e-07, 2.74e-07, 6.12e-07, 3.43e-05, 5.96e-08, 8.73e-07, 2.10e-06, 3.42e-06, 1.31e-06, 3.04e-09, 2.83e-10, 2.98e-11, 0.00e+00, 8.66e-08, 5.77e-06, 5.86e-07, 2.50e-05]    [3.03e-07, 6.64e-07, 5.75e-07, 4.09e-07, 3.82e-07, 4.95e-07, 2.74e-07, 6.12e-07, 3.43e-05, 5.96e-08, 8.73e-07, 2.10e-06, 3.42e-06, 1.31e-06, 3.04e-09, 2.83e-10, 2.98e-11, 0.00e+00, 8.66e-08, 5.77e-06, 5.86e-07, 2.50e-05]    []  
516900    [1.43e-06, 8.57e-07, 7.73e-07, 5.52e-07, 5.75e-07, 3.87e-07, 2.32e-07, 5.64e-07, 9.08e-09, 8.57e-07, 6.12e-06, 6.84e-06, 8.60e-06, 5.93e-06, 4.79e-07, 2.54e-07, 1.42e-07, 1.56e-08, 1.61e-08, 4.95e-11, 9.82e-08, 3.23e-07]    [1.43e-06, 8.57e-07, 7.73e-07, 5.52e-07, 5.75e-07, 3.87e-07, 2.32e-07, 5.64e-07, 9.08e-09, 8.57e-07, 6.12e-06, 6.84e-06, 8.60e-06, 5.93e-06, 4.79e-07, 2.54e-07, 1.42e-07, 1.56e-08, 1.61e-08, 4.95e-11, 9.82e-08, 3.23e-07]    []  
517000    [3.39e-07, 5.65e-07, 4.78e-07, 3.53e-07, 3.31e-07, 4.19e-07, 1.92e-07, 1.38e-07, 1.22e-09, 5.27e-08, 6.42e-07, 1.78e-06, 2.28e-06, 3.99e-06, 0.00e+00, 0.00e+00, 9.92e-12, 0.00e+00, 0.00e+00, 0.00e+00, 1.31e-07, 2.02e-09]    [3.39e-07, 5.65e-07, 4.78e-07, 3.53e-07, 3.31e-07, 4.19e-07, 1.92e-07, 1.38e-07, 1.22e-09, 5.27e-08, 6.42e-07, 1.78e-06, 2.28e-06, 3.99e-06, 0.00e+00, 0.00e+00, 9.92e-12, 0.00e+00, 0.00e+00, 0.00e+00, 1.31e-07, 2.02e-09]    []  
517100    [3.15e-07, 5.80e-07, 5.63e-07, 4.04e-07, 3.94e-07, 4.29e-07, 2.00e-07, 4.39e-07, 3.08e-08, 2.55e-09, 5.23e-07, 1.19e-06, 1.05e-06, 5.96e-08, 5.61e-09, 1.51e-11, 2.70e-09, 3.26e-09, 0.00e+00, 1.28e-09, 2.72e-07, 8.26e-09]    [3.15e-07, 5.80e-07, 5.63e-07, 4.04e-07, 3.94e-07, 4.29e-07, 2.00e-07, 4.39e-07, 3.08e-08, 2.55e-09, 5.23e-07, 1.19e-06, 1.05e-06, 5.96e-08, 5.61e-09, 1.51e-11, 2.70e-09, 3.26e-09, 0.00e+00, 1.28e-09, 2.72e-07, 8.26e-09]    []  
517200    [3.64e-05, 1.29e-05, 4.62e-06, 2.38e-05, 6.52e-06, 7.08e-06, 3.28e-06, 2.15e-05, 2.18e-04, 4.82e-06, 3.62e-05, 3.88e-04, 3.47e-04, 2.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.29e-05, 8.70e-06, 8.96e-05]    [3.64e-05, 1.29e-05, 4.62e-06, 2.38e-05, 6.52e-06, 7.08e-06, 3.28e-06, 2.15e-05, 2.18e-04, 4.82e-06, 3.62e-05, 3.88e-04, 3.47e-04, 2.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.29e-05, 8.70e-06, 8.96e-05]    []  
517300    [3.87e-07, 1.27e-06, 9.26e-07, 1.55e-06, 5.91e-07, 1.55e-06, 4.19e-07, 3.74e-09, 2.55e-08, 5.20e-08, 4.84e-07, 1.66e-06, 1.33e-06, 6.71e-07, 2.33e-08, 7.04e-09, 0.00e+00, 0.00e+00, 4.65e-09, 0.00e+00, 2.75e-08, 2.51e-08]    [3.87e-07, 1.27e-06, 9.26e-07, 1.55e-06, 5.91e-07, 1.55e-06, 4.19e-07, 3.74e-09, 2.55e-08, 5.20e-08, 4.84e-07, 1.66e-06, 1.33e-06, 6.71e-07, 2.33e-08, 7.04e-09, 0.00e+00, 0.00e+00, 4.65e-09, 0.00e+00, 2.75e-08, 2.51e-08]    []  
517400    [2.94e-07, 8.65e-07, 6.72e-07, 8.10e-07, 2.98e-07, 7.91e-07, 2.22e-07, 8.46e-09, 1.10e-10, 1.78e-14, 4.54e-07, 1.10e-06, 8.19e-07, 4.48e-09, 1.66e-08, 5.20e-09, 1.30e-09, 2.69e-10, 5.91e-09, 1.34e-12, 3.51e-08, 6.89e-11]    [2.94e-07, 8.65e-07, 6.72e-07, 8.10e-07, 2.98e-07, 7.91e-07, 2.22e-07, 8.46e-09, 1.10e-10, 1.78e-14, 4.54e-07, 1.10e-06, 8.19e-07, 4.48e-09, 1.66e-08, 5.20e-09, 1.30e-09, 2.69e-10, 5.91e-09, 1.34e-12, 3.51e-08, 6.89e-11]    []  
517500    [1.41e-05, 3.87e-06, 4.73e-06, 4.63e-06, 1.75e-06, 3.06e-06, 1.87e-06, 5.19e-05, 6.41e-07, 1.04e-05, 2.56e-05, 9.85e-05, 1.05e-04, 5.00e-04, 1.06e-05, 9.28e-06, 2.31e-06, 4.10e-07, 8.31e-06, 9.72e-08, 4.33e-05, 4.96e-07]    [1.41e-05, 3.87e-06, 4.73e-06, 4.63e-06, 1.75e-06, 3.06e-06, 1.87e-06, 5.19e-05, 6.41e-07, 1.04e-05, 2.56e-05, 9.85e-05, 1.05e-04, 5.00e-04, 1.06e-05, 9.28e-06, 2.31e-06, 4.10e-07, 8.31e-06, 9.72e-08, 4.33e-05, 4.96e-07]    []  
517600    [2.93e-07, 6.89e-07, 5.80e-07, 4.74e-07, 3.07e-07, 4.52e-07, 1.65e-07, 8.09e-08, 3.47e-10, 1.45e-11, 4.89e-07, 1.17e-06, 9.36e-07, 6.40e-09, 5.52e-09, 1.39e-09, 5.45e-10, 2.41e-10, 9.39e-09, 3.18e-15, 5.71e-08, 2.84e-10]    [2.93e-07, 6.89e-07, 5.80e-07, 4.74e-07, 3.07e-07, 4.52e-07, 1.65e-07, 8.09e-08, 3.47e-10, 1.45e-11, 4.89e-07, 1.17e-06, 9.36e-07, 6.40e-09, 5.52e-09, 1.39e-09, 5.45e-10, 2.41e-10, 9.39e-09, 3.18e-15, 5.71e-08, 2.84e-10]    []  
517700    [1.38e-04, 3.97e-05, 1.04e-05, 2.41e-05, 9.31e-06, 2.13e-05, 4.07e-06, 2.02e-06, 4.22e-04, 1.59e-04, 1.90e-04, 1.11e-03, 1.47e-03, 6.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.19e-06, 6.59e-04]    [1.38e-04, 3.97e-05, 1.04e-05, 2.41e-05, 9.31e-06, 2.13e-05, 4.07e-06, 2.02e-06, 4.22e-04, 1.59e-04, 1.90e-04, 1.11e-03, 1.47e-03, 6.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.19e-06, 6.59e-04]    []  
517800    [3.45e-07, 8.93e-07, 6.85e-07, 6.44e-07, 3.26e-07, 5.65e-07, 1.92e-07, 1.46e-08, 3.66e-06, 7.23e-09, 5.62e-07, 1.29e-06, 1.13e-06, 6.15e-08, 1.84e-08, 1.06e-09, 2.54e-10, 3.78e-09, 9.62e-11, 6.87e-08, 6.10e-09, 3.43e-07]    [3.45e-07, 8.93e-07, 6.85e-07, 6.44e-07, 3.26e-07, 5.65e-07, 1.92e-07, 1.46e-08, 3.66e-06, 7.23e-09, 5.62e-07, 1.29e-06, 1.13e-06, 6.15e-08, 1.84e-08, 1.06e-09, 2.54e-10, 3.78e-09, 9.62e-11, 6.87e-08, 6.10e-09, 3.43e-07]    []  
517900    [2.95e-07, 6.77e-07, 5.52e-07, 5.04e-07, 2.77e-07, 4.66e-07, 1.90e-07, 1.34e-08, 1.26e-10, 3.09e-10, 4.88e-07, 1.13e-06, 8.86e-07, 1.88e-09, 4.50e-09, 2.68e-10, 1.29e-09, 2.33e-10, 1.95e-09, 2.15e-11, 1.38e-08, 1.79e-10]    [2.95e-07, 6.77e-07, 5.52e-07, 5.04e-07, 2.77e-07, 4.66e-07, 1.90e-07, 1.34e-08, 1.26e-10, 3.09e-10, 4.88e-07, 1.13e-06, 8.86e-07, 1.88e-09, 4.50e-09, 2.68e-10, 1.29e-09, 2.33e-10, 1.95e-09, 2.15e-11, 1.38e-08, 1.79e-10]    []  
518000    [1.45e-06, 1.02e-06, 8.00e-07, 5.78e-07, 5.12e-07, 6.76e-07, 2.22e-07, 7.62e-06, 3.65e-07, 1.33e-06, 3.50e-06, 1.07e-05, 9.57e-06, 5.01e-05, 0.00e+00, 6.74e-09, 0.00e+00, 0.00e+00, 1.00e-06, 4.06e-08, 6.04e-06, 2.17e-07]    [1.45e-06, 1.02e-06, 8.00e-07, 5.78e-07, 5.12e-07, 6.76e-07, 2.22e-07, 7.62e-06, 3.65e-07, 1.33e-06, 3.50e-06, 1.07e-05, 9.57e-06, 5.01e-05, 0.00e+00, 6.74e-09, 0.00e+00, 0.00e+00, 1.00e-06, 4.06e-08, 6.04e-06, 2.17e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 54.180630 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
518000    [1.45e-06, 1.02e-06, 8.00e-07, 5.78e-07, 5.12e-07, 6.76e-07, 2.22e-07, 7.62e-06, 3.65e-07, 1.33e-06, 3.50e-06, 1.07e-05, 9.57e-06, 5.01e-05, 0.00e+00, 6.74e-09, 0.00e+00, 0.00e+00, 1.00e-06, 4.06e-08, 6.04e-06, 2.17e-07]    [1.45e-06, 1.02e-06, 8.00e-07, 5.78e-07, 5.12e-07, 6.76e-07, 2.22e-07, 7.62e-06, 3.65e-07, 1.33e-06, 3.50e-06, 1.07e-05, 9.57e-06, 5.01e-05, 0.00e+00, 6.74e-09, 0.00e+00, 0.00e+00, 1.00e-06, 4.06e-08, 6.04e-06, 2.17e-07]    []  
518100    [3.00e-07, 6.17e-07, 5.74e-07, 4.27e-07, 3.48e-07, 4.01e-07, 1.78e-07, 1.40e-08, 1.95e-10, 2.35e-10, 5.00e-07, 1.17e-06, 9.28e-07, 7.49e-09, 2.80e-09, 1.61e-10, 7.77e-10, 1.44e-10, 2.26e-09, 2.98e-11, 1.56e-08, 1.84e-10]    [3.00e-07, 6.17e-07, 5.74e-07, 4.27e-07, 3.48e-07, 4.01e-07, 1.78e-07, 1.40e-08, 1.95e-10, 2.35e-10, 5.00e-07, 1.17e-06, 9.28e-07, 7.49e-09, 2.80e-09, 1.61e-10, 7.77e-10, 1.44e-10, 2.26e-09, 2.98e-11, 1.56e-08, 1.84e-10]    []  
518200    [1.51e-04, 5.17e-05, 1.43e-05, 3.25e-05, 1.17e-05, 2.80e-05, 5.28e-06, 2.65e-04, 3.84e-05, 1.69e-04, 2.14e-04, 1.43e-03, 1.66e-03, 8.11e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.41e-04, 4.66e-05]    [1.51e-04, 5.17e-05, 1.43e-05, 3.25e-05, 1.17e-05, 2.80e-05, 5.28e-06, 2.65e-04, 3.84e-05, 1.69e-04, 2.14e-04, 1.43e-03, 1.66e-03, 8.11e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.41e-04, 4.66e-05]    []  
518300    [3.15e-07, 6.43e-07, 6.00e-07, 4.21e-07, 4.06e-07, 4.06e-07, 1.82e-07, 1.40e-08, 7.27e-09, 2.80e-09, 5.12e-07, 1.21e-06, 9.52e-07, 2.05e-08, 1.53e-09, 4.89e-11, 4.72e-11, 2.90e-11, 1.41e-14, 3.40e-10, 1.30e-08, 2.24e-09]    [3.15e-07, 6.43e-07, 6.00e-07, 4.21e-07, 4.06e-07, 4.06e-07, 1.82e-07, 1.40e-08, 7.27e-09, 2.80e-09, 5.12e-07, 1.21e-06, 9.52e-07, 2.05e-08, 1.53e-09, 4.89e-11, 4.72e-11, 2.90e-11, 1.41e-14, 3.40e-10, 1.30e-08, 2.24e-09]    []  
518400    [7.87e-07, 6.63e-07, 8.35e-07, 6.31e-07, 5.62e-07, 4.77e-07, 1.90e-07, 2.02e-05, 5.03e-04, 3.06e-07, 1.11e-05, 9.88e-06, 2.35e-05, 1.04e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.09e-05, 7.78e-04]    [7.87e-07, 6.63e-07, 8.35e-07, 6.31e-07, 5.62e-07, 4.77e-07, 1.90e-07, 2.02e-05, 5.03e-04, 3.06e-07, 1.11e-05, 9.88e-06, 2.35e-05, 1.04e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.09e-05, 7.78e-04]    []  
518500    [3.14e-07, 6.21e-07, 5.03e-07, 4.07e-07, 3.84e-07, 3.80e-07, 2.42e-07, 9.89e-09, 5.02e-09, 8.45e-09, 5.16e-07, 1.22e-06, 1.09e-06, 4.62e-07, 1.84e-08, 4.91e-10, 2.91e-09, 2.50e-09, 6.38e-09, 2.73e-11, 3.80e-08, 8.29e-09]    [3.14e-07, 6.21e-07, 5.03e-07, 4.07e-07, 3.84e-07, 3.80e-07, 2.42e-07, 9.89e-09, 5.02e-09, 8.45e-09, 5.16e-07, 1.22e-06, 1.09e-06, 4.62e-07, 1.84e-08, 4.91e-10, 2.91e-09, 2.50e-09, 6.38e-09, 2.73e-11, 3.80e-08, 8.29e-09]    []  
518600    [1.22e-05, 5.81e-06, 6.23e-06, 6.76e-06, 3.63e-06, 2.65e-06, 3.04e-06, 3.24e-05, 4.81e-07, 1.68e-05, 1.17e-04, 2.70e-04, 8.04e-04, 1.81e-03, 2.28e-05, 3.55e-05, 1.06e-05, 1.09e-05, 1.13e-05, 2.29e-07, 5.48e-05, 1.12e-06]    [1.22e-05, 5.81e-06, 6.23e-06, 6.76e-06, 3.63e-06, 2.65e-06, 3.04e-06, 3.24e-05, 4.81e-07, 1.68e-05, 1.17e-04, 2.70e-04, 8.04e-04, 1.81e-03, 2.28e-05, 3.55e-05, 1.06e-05, 1.09e-05, 1.13e-05, 2.29e-07, 5.48e-05, 1.12e-06]    []  
518700    [3.17e-07, 5.97e-07, 5.61e-07, 4.06e-07, 4.18e-07, 4.11e-07, 1.94e-07, 1.26e-09, 2.02e-11, 1.97e-09, 5.07e-07, 1.18e-06, 9.49e-07, 6.46e-08, 2.11e-09, 9.15e-11, 1.77e-10, 0.00e+00, 1.40e-10, 2.94e-11, 5.76e-09, 1.94e-10]    [3.17e-07, 5.97e-07, 5.61e-07, 4.06e-07, 4.18e-07, 4.11e-07, 1.94e-07, 1.26e-09, 2.02e-11, 1.97e-09, 5.07e-07, 1.18e-06, 9.49e-07, 6.46e-08, 2.11e-09, 9.15e-11, 1.77e-10, 0.00e+00, 1.40e-10, 2.94e-11, 5.76e-09, 1.94e-10]    []  
518800    [1.38e-05, 4.44e-06, 1.48e-06, 2.34e-06, 1.07e-06, 2.71e-06, 5.38e-07, 4.56e-05, 8.38e-08, 8.57e-06, 2.34e-05, 1.15e-04, 2.14e-04, 6.57e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.34e-05, 1.93e-07]    [1.38e-05, 4.44e-06, 1.48e-06, 2.34e-06, 1.07e-06, 2.71e-06, 5.38e-07, 4.56e-05, 8.38e-08, 8.57e-06, 2.34e-05, 1.15e-04, 2.14e-04, 6.57e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.34e-05, 1.93e-07]    []  
518900    [3.28e-07, 6.23e-07, 5.90e-07, 4.30e-07, 3.98e-07, 4.47e-07, 1.83e-07, 3.52e-08, 1.87e-09, 2.67e-10, 5.11e-07, 1.16e-06, 9.41e-07, 1.57e-08, 3.22e-09, 2.77e-10, 1.17e-10, 9.79e-11, 3.08e-09, 0.00e+00, 1.96e-08, 6.82e-09]    [3.28e-07, 6.23e-07, 5.90e-07, 4.30e-07, 3.98e-07, 4.47e-07, 1.83e-07, 3.52e-08, 1.87e-09, 2.67e-10, 5.11e-07, 1.16e-06, 9.41e-07, 1.57e-08, 3.22e-09, 2.77e-10, 1.17e-10, 9.79e-11, 3.08e-09, 0.00e+00, 1.96e-08, 6.82e-09]    []  
519000    [3.96e-07, 6.01e-07, 4.77e-07, 3.54e-07, 3.26e-07, 4.34e-07, 1.73e-07, 5.99e-08, 4.03e-09, 2.13e-07, 7.76e-07, 2.49e-06, 3.70e-06, 9.60e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.90e-08, 5.18e-09]    [3.96e-07, 6.01e-07, 4.77e-07, 3.54e-07, 3.26e-07, 4.34e-07, 1.73e-07, 5.99e-08, 4.03e-09, 2.13e-07, 7.76e-07, 2.49e-06, 3.70e-06, 9.60e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.90e-08, 5.18e-09]    []  
519100    [3.08e-07, 6.43e-07, 5.61e-07, 4.04e-07, 4.06e-07, 4.65e-07, 1.84e-07, 2.36e-09, 6.58e-09, 7.15e-08, 6.21e-07, 1.64e-06, 1.14e-06, 1.99e-06, 9.01e-11, 0.00e+00, 0.00e+00, 0.00e+00, 2.66e-10, 3.34e-09, 6.01e-09, 2.05e-08]    [3.08e-07, 6.43e-07, 5.61e-07, 4.04e-07, 4.06e-07, 4.65e-07, 1.84e-07, 2.36e-09, 6.58e-09, 7.15e-08, 6.21e-07, 1.64e-06, 1.14e-06, 1.99e-06, 9.01e-11, 0.00e+00, 0.00e+00, 0.00e+00, 2.66e-10, 3.34e-09, 6.01e-09, 2.05e-08]    []  
519200    [1.95e-05, 4.06e-06, 2.79e-06, 4.16e-06, 2.08e-06, 2.37e-06, 2.36e-06, 9.74e-05, 2.93e-06, 1.78e-05, 4.01e-05, 1.68e-04, 2.68e-04, 1.06e-03, 1.53e-05, 1.21e-05, 9.22e-06, 3.23e-06, 2.01e-05, 3.10e-07, 9.87e-05, 1.56e-06]    [1.95e-05, 4.06e-06, 2.79e-06, 4.16e-06, 2.08e-06, 2.37e-06, 2.36e-06, 9.74e-05, 2.93e-06, 1.78e-05, 4.01e-05, 1.68e-04, 2.68e-04, 1.06e-03, 1.53e-05, 1.21e-05, 9.22e-06, 3.23e-06, 2.01e-05, 3.10e-07, 9.87e-05, 1.56e-06]    []  
519300    [2.90e-07, 5.37e-07, 4.88e-07, 3.55e-07, 3.87e-07, 3.92e-07, 1.84e-07, 1.68e-09, 3.42e-11, 1.45e-08, 5.07e-07, 1.22e-06, 9.74e-07, 4.85e-07, 4.25e-10, 0.00e+00, 3.40e-11, 0.00e+00, 2.50e-09, 1.70e-12, 1.62e-08, 1.04e-10]    [2.90e-07, 5.37e-07, 4.88e-07, 3.55e-07, 3.87e-07, 3.92e-07, 1.84e-07, 1.68e-09, 3.42e-11, 1.45e-08, 5.07e-07, 1.22e-06, 9.74e-07, 4.85e-07, 4.25e-10, 0.00e+00, 3.40e-11, 0.00e+00, 2.50e-09, 1.70e-12, 1.62e-08, 1.04e-10]    []  
519400    [3.42e-07, 6.53e-07, 5.70e-07, 3.58e-07, 4.89e-07, 4.46e-07, 1.93e-07, 1.65e-07, 1.61e-07, 8.54e-09, 6.10e-07, 1.56e-06, 1.30e-06, 8.72e-08, 3.86e-09, 1.26e-09, 1.59e-09, 6.65e-09, 1.72e-09, 9.98e-10, 1.07e-08, 1.76e-09]    [3.42e-07, 6.53e-07, 5.70e-07, 3.58e-07, 4.89e-07, 4.46e-07, 1.93e-07, 1.65e-07, 1.61e-07, 8.54e-09, 6.10e-07, 1.56e-06, 1.30e-06, 8.72e-08, 3.86e-09, 1.26e-09, 1.59e-09, 6.65e-09, 1.72e-09, 9.98e-10, 1.07e-08, 1.76e-09]    []  
519500    [6.29e-06, 2.35e-06, 8.96e-07, 1.23e-06, 6.57e-07, 1.55e-06, 3.48e-07, 1.70e-05, 5.60e-07, 4.08e-06, 1.17e-05, 5.36e-05, 1.04e-04, 3.12e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.35e-05, 8.17e-07]    [6.29e-06, 2.35e-06, 8.96e-07, 1.23e-06, 6.57e-07, 1.55e-06, 3.48e-07, 1.70e-05, 5.60e-07, 4.08e-06, 1.17e-05, 5.36e-05, 1.04e-04, 3.12e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.35e-05, 8.17e-07]    []  
519600    [3.36e-07, 6.07e-07, 5.80e-07, 3.88e-07, 4.44e-07, 4.47e-07, 1.87e-07, 2.48e-08, 9.78e-08, 9.07e-08, 6.61e-07, 1.19e-06, 9.63e-07, 3.89e-08, 2.40e-09, 1.68e-09, 3.67e-11, 2.36e-09, 1.35e-10, 0.00e+00, 2.25e-07, 1.78e-07]    [3.36e-07, 6.07e-07, 5.80e-07, 3.88e-07, 4.44e-07, 4.47e-07, 1.87e-07, 2.48e-08, 9.78e-08, 9.07e-08, 6.61e-07, 1.19e-06, 9.63e-07, 3.89e-08, 2.40e-09, 1.68e-09, 3.67e-11, 2.36e-09, 1.35e-10, 0.00e+00, 2.25e-07, 1.78e-07]    []  
519700    [1.59e-05, 5.45e-06, 2.78e-06, 4.83e-06, 4.38e-06, 3.47e-06, 2.06e-06, 1.04e-08, 1.08e-05, 4.98e-05, 1.09e-04, 3.19e-04, 1.63e-04, 1.47e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.42e-08, 2.43e-06, 2.26e-07, 1.03e-05]    [1.59e-05, 5.45e-06, 2.78e-06, 4.83e-06, 4.38e-06, 3.47e-06, 2.06e-06, 1.04e-08, 1.08e-05, 4.98e-05, 1.09e-04, 3.19e-04, 1.63e-04, 1.47e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.42e-08, 2.43e-06, 2.26e-07, 1.03e-05]    []  
519800    [3.14e-07, 5.99e-07, 5.86e-07, 3.98e-07, 4.35e-07, 4.42e-07, 1.87e-07, 1.38e-08, 1.87e-09, 4.21e-09, 5.01e-07, 1.12e-06, 9.01e-07, 3.36e-08, 3.27e-09, 1.28e-10, 8.89e-11, 6.38e-10, 6.74e-09, 1.02e-11, 4.03e-08, 6.15e-10]    [3.14e-07, 5.99e-07, 5.86e-07, 3.98e-07, 4.35e-07, 4.42e-07, 1.87e-07, 1.38e-08, 1.87e-09, 4.21e-09, 5.01e-07, 1.12e-06, 9.01e-07, 3.36e-08, 3.27e-09, 1.28e-10, 8.89e-11, 6.38e-10, 6.74e-09, 1.02e-11, 4.03e-08, 6.15e-10]    []  
519900    [4.95e-06, 2.98e-06, 8.11e-07, 2.16e-06, 1.15e-06, 2.70e-06, 8.81e-07, 1.20e-05, 1.94e-07, 1.14e-05, 4.70e-05, 8.21e-05, 2.40e-05, 3.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.58e-06, 4.64e-07, 2.43e-05, 2.01e-06]    [4.95e-06, 2.98e-06, 8.11e-07, 2.16e-06, 1.15e-06, 2.70e-06, 8.81e-07, 1.20e-05, 1.94e-07, 1.14e-05, 4.70e-05, 8.21e-05, 2.40e-05, 3.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.58e-06, 4.64e-07, 2.43e-05, 2.01e-06]    []  
520000    [3.15e-07, 5.54e-07, 5.33e-07, 3.66e-07, 4.17e-07, 4.01e-07, 1.78e-07, 2.40e-08, 1.86e-08, 1.19e-10, 4.97e-07, 1.10e-06, 9.06e-07, 2.94e-09, 4.17e-09, 6.80e-10, 3.43e-10, 3.43e-10, 5.65e-09, 0.00e+00, 3.41e-08, 1.40e-08]    [3.15e-07, 5.54e-07, 5.33e-07, 3.66e-07, 4.17e-07, 4.01e-07, 1.78e-07, 2.40e-08, 1.86e-08, 1.19e-10, 4.97e-07, 1.10e-06, 9.06e-07, 2.94e-09, 4.17e-09, 6.80e-10, 3.43e-10, 3.43e-10, 5.65e-09, 0.00e+00, 3.41e-08, 1.40e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 62.147349 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
520000    [3.15e-07, 5.54e-07, 5.33e-07, 3.66e-07, 4.17e-07, 4.01e-07, 1.78e-07, 2.40e-08, 1.86e-08, 1.19e-10, 4.97e-07, 1.10e-06, 9.06e-07, 2.94e-09, 4.17e-09, 6.80e-10, 3.43e-10, 3.43e-10, 5.65e-09, 0.00e+00, 3.41e-08, 1.40e-08]    [3.15e-07, 5.54e-07, 5.33e-07, 3.66e-07, 4.17e-07, 4.01e-07, 1.78e-07, 2.40e-08, 1.86e-08, 1.19e-10, 4.97e-07, 1.10e-06, 9.06e-07, 2.94e-09, 4.17e-09, 6.80e-10, 3.43e-10, 3.43e-10, 5.65e-09, 0.00e+00, 3.41e-08, 1.40e-08]    []  
520100    [8.21e-05, 2.22e-04, 1.26e-05, 2.11e-04, 3.50e-05, 3.77e-05, 3.77e-06, 1.80e-04, 4.84e-07, 3.55e-04, 1.40e-03, 8.25e-03, 2.76e-03, 3.41e-03, 9.78e-07, 0.00e+00, 1.49e-07, 0.00e+00, 5.11e-05, 0.00e+00, 9.63e-05, 7.66e-06]    [8.21e-05, 2.22e-04, 1.26e-05, 2.11e-04, 3.50e-05, 3.77e-05, 3.77e-06, 1.80e-04, 4.84e-07, 3.55e-04, 1.40e-03, 8.25e-03, 2.76e-03, 3.41e-03, 9.78e-07, 0.00e+00, 1.49e-07, 0.00e+00, 5.11e-05, 0.00e+00, 9.63e-05, 7.66e-06]    []  
520200    [2.09e-05, 1.79e-05, 2.37e-06, 3.24e-05, 9.23e-07, 1.02e-05, 2.14e-07, 1.98e-08, 1.40e-08, 6.88e-07, 6.12e-05, 6.91e-04, 8.52e-04, 1.02e-05, 6.80e-09, 2.38e-06, 0.00e+00, 0.00e+00, 1.08e-10, 7.74e-11, 4.72e-08, 7.92e-11]    [2.09e-05, 1.79e-05, 2.37e-06, 3.24e-05, 9.23e-07, 1.02e-05, 2.14e-07, 1.98e-08, 1.40e-08, 6.88e-07, 6.12e-05, 6.91e-04, 8.52e-04, 1.02e-05, 6.80e-09, 2.38e-06, 0.00e+00, 0.00e+00, 1.08e-10, 7.74e-11, 4.72e-08, 7.92e-11]    []  
520300    [1.40e-05, 1.14e-05, 3.68e-06, 1.90e-05, 1.33e-06, 5.67e-06, 1.52e-07, 5.93e-11, 1.83e-12, 1.83e-09, 2.31e-05, 6.28e-04, 7.33e-04, 2.14e-07, 1.39e-08, 8.40e-08, 3.03e-07, 2.62e-08, 2.86e-12, 1.13e-12, 2.29e-09, 2.03e-11]    [1.40e-05, 1.14e-05, 3.68e-06, 1.90e-05, 1.33e-06, 5.67e-06, 1.52e-07, 5.93e-11, 1.83e-12, 1.83e-09, 2.31e-05, 6.28e-04, 7.33e-04, 2.14e-07, 1.39e-08, 8.40e-08, 3.03e-07, 2.62e-08, 2.86e-12, 1.13e-12, 2.29e-09, 2.03e-11]    []  
520400    [1.14e-05, 9.67e-06, 3.63e-06, 1.29e-05, 1.46e-06, 4.33e-06, 9.92e-08, 3.91e-11, 1.65e-11, 5.05e-10, 1.41e-05, 6.22e-04, 7.12e-04, 1.36e-07, 3.94e-08, 5.82e-11, 2.09e-07, 1.59e-08, 2.79e-12, 1.01e-11, 3.51e-09, 6.64e-11]    [1.14e-05, 9.67e-06, 3.63e-06, 1.29e-05, 1.46e-06, 4.33e-06, 9.92e-08, 3.91e-11, 1.65e-11, 5.05e-10, 1.41e-05, 6.22e-04, 7.12e-04, 1.36e-07, 3.94e-08, 5.82e-11, 2.09e-07, 1.59e-08, 2.79e-12, 1.01e-11, 3.51e-09, 6.64e-11]    []  
520500    [1.00e-05, 9.02e-06, 3.19e-06, 9.97e-06, 1.18e-06, 4.04e-06, 6.45e-08, 3.13e-11, 1.35e-10, 7.03e-10, 1.16e-05, 6.19e-04, 7.03e-04, 1.13e-07, 4.28e-08, 0.00e+00, 1.03e-07, 1.48e-08, 6.09e-12, 1.24e-11, 3.58e-09, 8.16e-11]    [1.00e-05, 9.02e-06, 3.19e-06, 9.97e-06, 1.18e-06, 4.04e-06, 6.45e-08, 3.13e-11, 1.35e-10, 7.03e-10, 1.16e-05, 6.19e-04, 7.03e-04, 1.13e-07, 4.28e-08, 0.00e+00, 1.03e-07, 1.48e-08, 6.09e-12, 1.24e-11, 3.58e-09, 8.16e-11]    []  
520600    [9.09e-06, 8.59e-06, 3.05e-06, 7.93e-06, 1.04e-06, 3.98e-06, 8.34e-07, 1.88e-11, 5.04e-06, 9.15e-10, 1.07e-05, 6.15e-04, 6.94e-04, 1.68e-07, 3.63e-08, 0.00e+00, 4.59e-08, 1.56e-08, 1.64e-12, 0.00e+00, 9.85e-09, 8.24e-06]    [9.09e-06, 8.59e-06, 3.05e-06, 7.93e-06, 1.04e-06, 3.98e-06, 8.34e-07, 1.88e-11, 5.04e-06, 9.15e-10, 1.07e-05, 6.15e-04, 6.94e-04, 1.68e-07, 3.63e-08, 0.00e+00, 4.59e-08, 1.56e-08, 1.64e-12, 0.00e+00, 9.85e-09, 8.24e-06]    []  
520700    [8.30e-06, 8.46e-06, 2.60e-06, 7.20e-06, 1.26e-06, 4.08e-06, 4.84e-07, 1.96e-09, 4.66e-10, 1.17e-09, 1.00e-05, 6.09e-04, 6.83e-04, 1.24e-07, 2.51e-08, 0.00e+00, 2.70e-08, 1.78e-08, 3.30e-12, 5.99e-11, 1.03e-08, 8.05e-10]    [8.30e-06, 8.46e-06, 2.60e-06, 7.20e-06, 1.26e-06, 4.08e-06, 4.84e-07, 1.96e-09, 4.66e-10, 1.17e-09, 1.00e-05, 6.09e-04, 6.83e-04, 1.24e-07, 2.51e-08, 0.00e+00, 2.70e-08, 1.78e-08, 3.30e-12, 5.99e-11, 1.03e-08, 8.05e-10]    []  
520800    [7.88e-06, 8.34e-06, 2.39e-06, 6.60e-06, 1.58e-06, 4.14e-06, 4.13e-07, 2.72e-09, 2.59e-11, 1.74e-09, 9.61e-06, 6.01e-04, 6.69e-04, 1.33e-07, 1.57e-08, 0.00e+00, 2.16e-08, 2.33e-08, 2.47e-10, 1.82e-11, 5.61e-09, 8.75e-10]    [7.88e-06, 8.34e-06, 2.39e-06, 6.60e-06, 1.58e-06, 4.14e-06, 4.13e-07, 2.72e-09, 2.59e-11, 1.74e-09, 9.61e-06, 6.01e-04, 6.69e-04, 1.33e-07, 1.57e-08, 0.00e+00, 2.16e-08, 2.33e-08, 2.47e-10, 1.82e-11, 5.61e-09, 8.75e-10]    []  
520900    [7.53e-06, 8.08e-06, 2.37e-06, 6.02e-06, 1.93e-06, 4.10e-06, 3.49e-07, 7.81e-09, 7.83e-12, 1.89e-09, 9.54e-06, 5.90e-04, 6.50e-04, 1.45e-07, 8.40e-09, 0.00e+00, 2.88e-08, 3.74e-08, 1.00e-09, 3.12e-11, 1.14e-08, 1.26e-09]    [7.53e-06, 8.08e-06, 2.37e-06, 6.02e-06, 1.93e-06, 4.10e-06, 3.49e-07, 7.81e-09, 7.83e-12, 1.89e-09, 9.54e-06, 5.90e-04, 6.50e-04, 1.45e-07, 8.40e-09, 0.00e+00, 2.88e-08, 3.74e-08, 1.00e-09, 3.12e-11, 1.14e-08, 1.26e-09]    []  
521000    [7.10e-06, 7.60e-06, 2.46e-06, 5.48e-06, 2.22e-06, 4.03e-06, 2.96e-07, 1.50e-08, 7.83e-14, 1.86e-09, 1.06e-05, 5.73e-04, 6.23e-04, 1.59e-07, 3.84e-09, 0.00e+00, 4.48e-08, 5.66e-08, 1.79e-09, 3.96e-11, 1.62e-08, 1.18e-09]    [7.10e-06, 7.60e-06, 2.46e-06, 5.48e-06, 2.22e-06, 4.03e-06, 2.96e-07, 1.50e-08, 7.83e-14, 1.86e-09, 1.06e-05, 5.73e-04, 6.23e-04, 1.59e-07, 3.84e-09, 0.00e+00, 4.48e-08, 5.66e-08, 1.79e-09, 3.96e-11, 1.62e-08, 1.18e-09]    []  
521100    [6.91e-06, 7.27e-06, 2.58e-06, 5.09e-06, 2.48e-06, 3.79e-06, 2.57e-07, 2.33e-07, 5.88e-08, 3.69e-08, 2.15e-05, 5.47e-04, 5.82e-04, 1.58e-07, 1.80e-09, 0.00e+00, 1.55e-07, 1.89e-07, 1.90e-07, 1.49e-08, 1.26e-06, 1.00e-07]    [6.91e-06, 7.27e-06, 2.58e-06, 5.09e-06, 2.48e-06, 3.79e-06, 2.57e-07, 2.33e-07, 5.88e-08, 3.69e-08, 2.15e-05, 5.47e-04, 5.82e-04, 1.58e-07, 1.80e-09, 0.00e+00, 1.55e-07, 1.89e-07, 1.90e-07, 1.49e-08, 1.26e-06, 1.00e-07]    []  
521200    [6.75e-06, 5.98e-06, 2.63e-06, 4.67e-06, 2.49e-06, 3.57e-06, 2.35e-07, 8.56e-08, 6.65e-10, 3.39e-09, 2.59e-05, 4.98e-04, 5.14e-04, 2.20e-07, 3.48e-10, 0.00e+00, 1.17e-07, 1.20e-07, 0.00e+00, 2.25e-10, 9.60e-08, 3.03e-09]    [6.75e-06, 5.98e-06, 2.63e-06, 4.67e-06, 2.49e-06, 3.57e-06, 2.35e-07, 8.56e-08, 6.65e-10, 3.39e-09, 2.59e-05, 4.98e-04, 5.14e-04, 2.20e-07, 3.48e-10, 0.00e+00, 1.17e-07, 1.20e-07, 0.00e+00, 2.25e-10, 9.60e-08, 3.03e-09]    []  
521300    [8.14e-06, 4.63e-06, 2.54e-06, 4.24e-06, 2.37e-06, 3.39e-06, 2.28e-07, 1.04e-06, 5.07e-09, 2.51e-08, 7.33e-05, 4.25e-04, 4.29e-04, 1.81e-05, 1.74e-07, 1.07e-07, 9.31e-07, 8.21e-07, 1.27e-07, 7.09e-09, 8.28e-07, 4.29e-08]    [8.14e-06, 4.63e-06, 2.54e-06, 4.24e-06, 2.37e-06, 3.39e-06, 2.28e-07, 1.04e-06, 5.07e-09, 2.51e-08, 7.33e-05, 4.25e-04, 4.29e-04, 1.81e-05, 1.74e-07, 1.07e-07, 9.31e-07, 8.21e-07, 1.27e-07, 7.09e-09, 8.28e-07, 4.29e-08]    []  
521400    [8.82e-06, 3.45e-06, 2.38e-06, 4.18e-06, 2.24e-06, 3.33e-06, 2.52e-07, 3.36e-08, 1.07e-08, 3.16e-07, 7.11e-05, 3.33e-04, 3.14e-04, 2.31e-05, 2.25e-07, 2.15e-07, 7.72e-07, 7.16e-07, 4.44e-08, 5.72e-09, 2.55e-07, 3.30e-08]    [8.82e-06, 3.45e-06, 2.38e-06, 4.18e-06, 2.24e-06, 3.33e-06, 2.52e-07, 3.36e-08, 1.07e-08, 3.16e-07, 7.11e-05, 3.33e-04, 3.14e-04, 2.31e-05, 2.25e-07, 2.15e-07, 7.72e-07, 7.16e-07, 4.44e-08, 5.72e-09, 2.55e-07, 3.30e-08]    []  
521500    [8.75e-06, 2.89e-06, 2.34e-06, 4.12e-06, 2.12e-06, 3.21e-06, 2.74e-07, 1.94e-07, 3.48e-08, 1.13e-07, 8.98e-05, 2.46e-04, 2.23e-04, 2.39e-05, 3.97e-07, 4.59e-07, 1.34e-06, 1.23e-06, 1.17e-07, 7.02e-09, 6.96e-07, 4.11e-08]    [8.75e-06, 2.89e-06, 2.34e-06, 4.12e-06, 2.12e-06, 3.21e-06, 2.74e-07, 1.94e-07, 3.48e-08, 1.13e-07, 8.98e-05, 2.46e-04, 2.23e-04, 2.39e-05, 3.97e-07, 4.59e-07, 1.34e-06, 1.23e-06, 1.17e-07, 7.02e-09, 6.96e-07, 4.11e-08]    []  
521600    [1.03e-05, 2.94e-06, 2.48e-06, 3.78e-06, 1.78e-06, 3.04e-06, 2.90e-07, 1.18e-05, 7.20e-07, 2.50e-06, 1.39e-04, 1.96e-04, 3.01e-04, 1.74e-04, 1.31e-06, 1.12e-06, 5.01e-06, 5.00e-06, 6.43e-08, 4.90e-07, 6.98e-07, 2.99e-06]    [1.03e-05, 2.94e-06, 2.48e-06, 3.78e-06, 1.78e-06, 3.04e-06, 2.90e-07, 1.18e-05, 7.20e-07, 2.50e-06, 1.39e-04, 1.96e-04, 3.01e-04, 1.74e-04, 1.31e-06, 1.12e-06, 5.01e-06, 5.00e-06, 6.43e-08, 4.90e-07, 6.98e-07, 2.99e-06]    []  
521700    [1.26e-05, 3.07e-06, 2.49e-06, 4.17e-06, 2.03e-06, 2.95e-06, 3.09e-07, 2.19e-06, 1.52e-06, 6.61e-06, 1.05e-04, 1.85e-04, 1.65e-04, 1.76e-04, 2.46e-06, 1.73e-06, 3.37e-06, 3.08e-06, 4.66e-07, 2.47e-07, 3.08e-06, 1.60e-06]    [1.26e-05, 3.07e-06, 2.49e-06, 4.17e-06, 2.03e-06, 2.95e-06, 3.09e-07, 2.19e-06, 1.52e-06, 6.61e-06, 1.05e-04, 1.85e-04, 1.65e-04, 1.76e-04, 2.46e-06, 1.73e-06, 3.37e-06, 3.08e-06, 4.66e-07, 2.47e-07, 3.08e-06, 1.60e-06]    []  
521800    [9.78e-06, 2.97e-06, 2.63e-06, 3.92e-06, 1.90e-06, 2.92e-06, 3.14e-07, 4.88e-06, 3.46e-09, 1.80e-07, 9.15e-05, 1.41e-04, 1.02e-04, 3.31e-06, 7.04e-07, 7.92e-07, 8.75e-07, 6.73e-07, 0.00e+00, 7.27e-09, 4.88e-06, 4.13e-08]    [9.78e-06, 2.97e-06, 2.63e-06, 3.92e-06, 1.90e-06, 2.92e-06, 3.14e-07, 4.88e-06, 3.46e-09, 1.80e-07, 9.15e-05, 1.41e-04, 1.02e-04, 3.31e-06, 7.04e-07, 7.92e-07, 8.75e-07, 6.73e-07, 0.00e+00, 7.27e-09, 4.88e-06, 4.13e-08]    []  
521900    [8.39e-06, 2.78e-06, 2.51e-06, 5.17e-06, 2.22e-06, 2.98e-06, 3.27e-07, 1.49e-05, 9.08e-06, 2.00e-06, 8.75e-05, 1.88e-04, 1.89e-04, 2.87e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.37e-05, 9.99e-06]    [8.39e-06, 2.78e-06, 2.51e-06, 5.17e-06, 2.22e-06, 2.98e-06, 3.27e-07, 1.49e-05, 9.08e-06, 2.00e-06, 8.75e-05, 1.88e-04, 1.89e-04, 2.87e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.37e-05, 9.99e-06]    []  
522000    [1.44e-05, 3.66e-06, 3.17e-06, 3.88e-06, 3.12e-06, 3.16e-06, 2.99e-07, 2.34e-06, 4.64e-06, 3.08e-09, 7.56e-05, 2.21e-04, 2.07e-04, 1.11e-05, 1.96e-08, 3.75e-06, 1.73e-11, 5.50e-09, 4.04e-07, 3.03e-08, 2.78e-06, 2.73e-07]    [1.44e-05, 3.66e-06, 3.17e-06, 3.88e-06, 3.12e-06, 3.16e-06, 2.99e-07, 2.34e-06, 4.64e-06, 3.08e-09, 7.56e-05, 2.21e-04, 2.07e-04, 1.11e-05, 1.96e-08, 3.75e-06, 1.73e-11, 5.50e-09, 4.04e-07, 3.03e-08, 2.78e-06, 2.73e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 44.937580 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
522000    [1.44e-05, 3.66e-06, 3.17e-06, 3.88e-06, 3.12e-06, 3.16e-06, 2.99e-07, 2.34e-06, 4.64e-06, 3.08e-09, 7.56e-05, 2.21e-04, 2.07e-04, 1.11e-05, 1.96e-08, 3.75e-06, 1.73e-11, 5.50e-09, 4.04e-07, 3.03e-08, 2.78e-06, 2.73e-07]    [1.44e-05, 3.66e-06, 3.17e-06, 3.88e-06, 3.12e-06, 3.16e-06, 2.99e-07, 2.34e-06, 4.64e-06, 3.08e-09, 7.56e-05, 2.21e-04, 2.07e-04, 1.11e-05, 1.96e-08, 3.75e-06, 1.73e-11, 5.50e-09, 4.04e-07, 3.03e-08, 2.78e-06, 2.73e-07]    []  
522100    [8.11e-06, 3.28e-06, 2.71e-06, 4.36e-06, 2.52e-06, 2.72e-06, 2.72e-07, 1.07e-07, 2.29e-07, 3.20e-10, 7.61e-05, 1.28e-04, 8.89e-05, 1.47e-07, 3.25e-07, 3.48e-07, 5.79e-07, 5.27e-07, 6.33e-09, 0.00e+00, 1.19e-07, 3.41e-07]    [8.11e-06, 3.28e-06, 2.71e-06, 4.36e-06, 2.52e-06, 2.72e-06, 2.72e-07, 1.07e-07, 2.29e-07, 3.20e-10, 7.61e-05, 1.28e-04, 8.89e-05, 1.47e-07, 3.25e-07, 3.48e-07, 5.79e-07, 5.27e-07, 6.33e-09, 0.00e+00, 1.19e-07, 3.41e-07]    []  
522200    [8.01e-06, 3.08e-06, 2.55e-06, 4.31e-06, 2.54e-06, 2.81e-06, 3.41e-07, 6.16e-07, 8.02e-08, 6.92e-10, 8.17e-05, 1.15e-04, 7.58e-05, 1.30e-07, 5.10e-07, 5.25e-07, 7.95e-07, 7.13e-07, 0.00e+00, 2.82e-07, 4.66e-07, 1.77e-06]    [8.01e-06, 3.08e-06, 2.55e-06, 4.31e-06, 2.54e-06, 2.81e-06, 3.41e-07, 6.16e-07, 8.02e-08, 6.92e-10, 8.17e-05, 1.15e-04, 7.58e-05, 1.30e-07, 5.10e-07, 5.25e-07, 7.95e-07, 7.13e-07, 0.00e+00, 2.82e-07, 4.66e-07, 1.77e-06]    []  
522300    [8.37e-06, 3.24e-06, 2.84e-06, 4.10e-06, 2.33e-06, 2.76e-06, 3.59e-07, 2.78e-07, 2.89e-08, 5.94e-08, 7.80e-05, 1.12e-04, 7.27e-05, 4.29e-06, 2.68e-07, 2.85e-07, 5.18e-07, 4.51e-07, 5.82e-08, 0.00e+00, 3.47e-07, 1.05e-07]    [8.37e-06, 3.24e-06, 2.84e-06, 4.10e-06, 2.33e-06, 2.76e-06, 3.59e-07, 2.78e-07, 2.89e-08, 5.94e-08, 7.80e-05, 1.12e-04, 7.27e-05, 4.29e-06, 2.68e-07, 2.85e-07, 5.18e-07, 4.51e-07, 5.82e-08, 0.00e+00, 3.47e-07, 1.05e-07]    []  
522400    [8.20e-06, 3.21e-06, 2.63e-06, 4.31e-06, 2.55e-06, 2.89e-06, 3.77e-07, 2.41e-09, 4.37e-10, 1.54e-10, 7.90e-05, 1.04e-04, 6.58e-05, 1.70e-07, 5.00e-07, 5.10e-07, 7.93e-07, 7.02e-07, 3.37e-09, 3.35e-10, 1.30e-07, 1.52e-08]    [8.20e-06, 3.21e-06, 2.63e-06, 4.31e-06, 2.55e-06, 2.89e-06, 3.77e-07, 2.41e-09, 4.37e-10, 1.54e-10, 7.90e-05, 1.04e-04, 6.58e-05, 1.70e-07, 5.00e-07, 5.10e-07, 7.93e-07, 7.02e-07, 3.37e-09, 3.35e-10, 1.30e-07, 1.52e-08]    []  
522500    [1.56e-04, 1.95e-05, 1.15e-05, 2.52e-05, 1.48e-05, 7.30e-06, 1.51e-06, 5.28e-05, 2.29e-05, 2.16e-04, 3.62e-04, 2.80e-03, 2.73e-03, 1.34e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.16e-05, 3.44e-05]    [1.56e-04, 1.95e-05, 1.15e-05, 2.52e-05, 1.48e-05, 7.30e-06, 1.51e-06, 5.28e-05, 2.29e-05, 2.16e-04, 3.62e-04, 2.80e-03, 2.73e-03, 1.34e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.16e-05, 3.44e-05]    []  
522600    [8.47e-06, 3.46e-06, 2.80e-06, 4.35e-06, 2.62e-06, 2.98e-06, 4.33e-07, 3.17e-07, 6.15e-07, 1.32e-08, 7.32e-05, 9.76e-05, 6.06e-05, 6.93e-07, 4.51e-07, 4.61e-07, 6.22e-07, 5.35e-07, 3.83e-08, 7.15e-08, 2.55e-07, 4.75e-07]    [8.47e-06, 3.46e-06, 2.80e-06, 4.35e-06, 2.62e-06, 2.98e-06, 4.33e-07, 3.17e-07, 6.15e-07, 1.32e-08, 7.32e-05, 9.76e-05, 6.06e-05, 6.93e-07, 4.51e-07, 4.61e-07, 6.22e-07, 5.35e-07, 3.83e-08, 7.15e-08, 2.55e-07, 4.75e-07]    []  
522700    [8.52e-06, 3.44e-06, 2.70e-06, 4.34e-06, 2.63e-06, 3.13e-06, 4.82e-07, 7.34e-07, 2.59e-06, 1.43e-08, 7.25e-05, 9.35e-05, 5.73e-05, 2.14e-07, 5.43e-07, 5.52e-07, 7.66e-07, 6.87e-07, 1.67e-08, 0.00e+00, 1.74e-07, 2.53e-06]    [8.52e-06, 3.44e-06, 2.70e-06, 4.34e-06, 2.63e-06, 3.13e-06, 4.82e-07, 7.34e-07, 2.59e-06, 1.43e-08, 7.25e-05, 9.35e-05, 5.73e-05, 2.14e-07, 5.43e-07, 5.52e-07, 7.66e-07, 6.87e-07, 1.67e-08, 0.00e+00, 1.74e-07, 2.53e-06]    []  
522800    [9.70e-06, 3.68e-06, 3.11e-06, 4.28e-06, 2.26e-06, 3.35e-06, 5.92e-07, 3.04e-06, 3.20e-07, 1.23e-06, 6.40e-05, 1.18e-04, 9.61e-05, 1.08e-04, 4.14e-10, 1.73e-09, 6.04e-12, 0.00e+00, 0.00e+00, 1.52e-08, 4.16e-06, 8.64e-08]    [9.70e-06, 3.68e-06, 3.11e-06, 4.28e-06, 2.26e-06, 3.35e-06, 5.92e-07, 3.04e-06, 3.20e-07, 1.23e-06, 6.40e-05, 1.18e-04, 9.61e-05, 1.08e-04, 4.14e-10, 1.73e-09, 6.04e-12, 0.00e+00, 0.00e+00, 1.52e-08, 4.16e-06, 8.64e-08]    []  
522900    [8.67e-06, 3.65e-06, 2.81e-06, 4.37e-06, 2.73e-06, 3.19e-06, 5.25e-07, 1.16e-06, 5.14e-08, 6.41e-09, 6.76e-05, 8.87e-05, 5.41e-05, 1.03e-07, 4.92e-07, 4.99e-07, 6.22e-07, 5.59e-07, 0.00e+00, 0.00e+00, 9.83e-07, 1.69e-07]    [8.67e-06, 3.65e-06, 2.81e-06, 4.37e-06, 2.73e-06, 3.19e-06, 5.25e-07, 1.16e-06, 5.14e-08, 6.41e-09, 6.76e-05, 8.87e-05, 5.41e-05, 1.03e-07, 4.92e-07, 4.99e-07, 6.22e-07, 5.59e-07, 0.00e+00, 0.00e+00, 9.83e-07, 1.69e-07]    []  
523000    [8.90e-06, 3.84e-06, 2.97e-06, 4.41e-06, 2.60e-06, 3.26e-06, 5.68e-07, 1.76e-06, 2.42e-06, 8.96e-07, 6.19e-05, 9.41e-05, 6.18e-05, 2.07e-05, 1.15e-07, 1.13e-07, 1.57e-07, 1.17e-07, 0.00e+00, 0.00e+00, 1.35e-06, 2.93e-06]    [8.90e-06, 3.84e-06, 2.97e-06, 4.41e-06, 2.60e-06, 3.26e-06, 5.68e-07, 1.76e-06, 2.42e-06, 8.96e-07, 6.19e-05, 9.41e-05, 6.18e-05, 2.07e-05, 1.15e-07, 1.13e-07, 1.57e-07, 1.17e-07, 0.00e+00, 0.00e+00, 1.35e-06, 2.93e-06]    []  
523100    [1.54e-05, 4.20e-06, 3.31e-06, 6.07e-06, 3.69e-06, 3.78e-06, 7.40e-07, 2.46e-05, 5.03e-07, 1.36e-05, 1.30e-04, 3.19e-04, 4.36e-04, 1.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.24e-05, 8.77e-07]    [1.54e-05, 4.20e-06, 3.31e-06, 6.07e-06, 3.69e-06, 3.78e-06, 7.40e-07, 2.46e-05, 5.03e-07, 1.36e-05, 1.30e-04, 3.19e-04, 4.36e-04, 1.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.24e-05, 8.77e-07]    []  
523200    [8.79e-06, 4.02e-06, 2.92e-06, 4.47e-06, 2.94e-06, 3.24e-06, 5.68e-07, 1.24e-06, 3.08e-08, 6.06e-09, 6.30e-05, 8.23e-05, 5.01e-05, 5.96e-07, 4.51e-07, 4.38e-07, 4.98e-07, 4.43e-07, 1.13e-07, 9.74e-11, 6.53e-07, 2.13e-08]    [8.79e-06, 4.02e-06, 2.92e-06, 4.47e-06, 2.94e-06, 3.24e-06, 5.68e-07, 1.24e-06, 3.08e-08, 6.06e-09, 6.30e-05, 8.23e-05, 5.01e-05, 5.96e-07, 4.51e-07, 4.38e-07, 4.98e-07, 4.43e-07, 1.13e-07, 9.74e-11, 6.53e-07, 2.13e-08]    []  
523300    [9.67e-06, 4.24e-06, 3.16e-06, 4.38e-06, 2.84e-06, 3.20e-06, 5.82e-07, 2.04e-06, 2.53e-07, 1.73e-08, 5.72e-05, 8.64e-05, 5.58e-05, 4.19e-06, 1.87e-07, 2.46e-07, 2.06e-07, 1.61e-07, 0.00e+00, 1.46e-08, 2.14e-06, 8.35e-08]    [9.67e-06, 4.24e-06, 3.16e-06, 4.38e-06, 2.84e-06, 3.20e-06, 5.82e-07, 2.04e-06, 2.53e-07, 1.73e-08, 5.72e-05, 8.64e-05, 5.58e-05, 4.19e-06, 1.87e-07, 2.46e-07, 2.06e-07, 1.61e-07, 0.00e+00, 1.46e-08, 2.14e-06, 8.35e-08]    []  
523400    [8.86e-06, 4.19e-06, 2.99e-06, 4.51e-06, 3.00e-06, 3.29e-06, 5.90e-07, 2.79e-09, 1.33e-08, 1.65e-08, 5.95e-05, 8.02e-05, 4.96e-05, 2.26e-06, 3.77e-07, 3.64e-07, 3.68e-07, 3.25e-07, 4.90e-09, 1.08e-09, 1.15e-07, 1.84e-08]    [8.86e-06, 4.19e-06, 2.99e-06, 4.51e-06, 3.00e-06, 3.29e-06, 5.90e-07, 2.79e-09, 1.33e-08, 1.65e-08, 5.95e-05, 8.02e-05, 4.96e-05, 2.26e-06, 3.77e-07, 3.64e-07, 3.68e-07, 3.25e-07, 4.90e-09, 1.08e-09, 1.15e-07, 1.84e-08]    []  
523500    [9.36e-06, 4.41e-06, 3.09e-06, 4.47e-06, 3.10e-06, 3.20e-06, 5.85e-07, 2.16e-07, 2.69e-07, 9.84e-10, 5.90e-05, 7.77e-05, 4.86e-05, 3.09e-07, 5.12e-07, 5.13e-07, 5.35e-07, 4.92e-07, 4.17e-08, 0.00e+00, 2.57e-07, 4.58e-07]    [9.36e-06, 4.41e-06, 3.09e-06, 4.47e-06, 3.10e-06, 3.20e-06, 5.85e-07, 2.16e-07, 2.69e-07, 9.84e-10, 5.90e-05, 7.77e-05, 4.86e-05, 3.09e-07, 5.12e-07, 5.13e-07, 5.35e-07, 4.92e-07, 4.17e-08, 0.00e+00, 2.57e-07, 4.58e-07]    []  
523600    [1.73e-05, 4.44e-06, 3.20e-06, 6.35e-06, 3.79e-06, 3.94e-06, 8.33e-07, 2.75e-05, 8.79e-05, 2.11e-05, 1.05e-04, 3.06e-04, 4.80e-04, 1.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-05, 6.07e-05, 5.93e-05]    [1.73e-05, 4.44e-06, 3.20e-06, 6.35e-06, 3.79e-06, 3.94e-06, 8.33e-07, 2.75e-05, 8.79e-05, 2.11e-05, 1.05e-04, 3.06e-04, 4.80e-04, 1.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-05, 6.07e-05, 5.93e-05]    []  
523700    [9.00e-06, 4.51e-06, 3.08e-06, 4.58e-06, 3.11e-06, 3.30e-06, 6.50e-07, 1.35e-07, 9.12e-10, 5.86e-08, 5.56e-05, 7.86e-05, 5.13e-05, 6.91e-06, 2.79e-07, 2.49e-07, 2.19e-07, 1.89e-07, 3.59e-11, 3.21e-11, 1.79e-07, 2.35e-08]    [9.00e-06, 4.51e-06, 3.08e-06, 4.58e-06, 3.11e-06, 3.30e-06, 6.50e-07, 1.35e-07, 9.12e-10, 5.86e-08, 5.56e-05, 7.86e-05, 5.13e-05, 6.91e-06, 2.79e-07, 2.49e-07, 2.19e-07, 1.89e-07, 3.59e-11, 3.21e-11, 1.79e-07, 2.35e-08]    []  
523800    [1.00e-05, 4.66e-06, 3.15e-06, 4.44e-06, 3.15e-06, 3.26e-06, 6.49e-07, 1.60e-07, 3.04e-09, 1.51e-07, 5.77e-05, 7.42e-05, 5.00e-05, 8.71e-06, 8.36e-07, 7.49e-07, 8.06e-07, 7.88e-07, 1.62e-08, 0.00e+00, 1.45e-07, 5.35e-08]    [1.00e-05, 4.66e-06, 3.15e-06, 4.44e-06, 3.15e-06, 3.26e-06, 6.49e-07, 1.60e-07, 3.04e-09, 1.51e-07, 5.77e-05, 7.42e-05, 5.00e-05, 8.71e-06, 8.36e-07, 7.49e-07, 8.06e-07, 7.88e-07, 1.62e-08, 0.00e+00, 1.45e-07, 5.35e-08]    []  
523900    [9.54e-06, 4.75e-06, 3.18e-06, 4.54e-06, 3.20e-06, 3.31e-06, 6.68e-07, 2.37e-08, 2.68e-07, 4.51e-10, 5.37e-05, 7.41e-05, 4.65e-05, 2.53e-07, 4.00e-07, 4.18e-07, 3.76e-07, 3.61e-07, 9.55e-08, 3.65e-09, 5.33e-07, 2.66e-08]    [9.54e-06, 4.75e-06, 3.18e-06, 4.54e-06, 3.20e-06, 3.31e-06, 6.68e-07, 2.37e-08, 2.68e-07, 4.51e-10, 5.37e-05, 7.41e-05, 4.65e-05, 2.53e-07, 4.00e-07, 4.18e-07, 3.76e-07, 3.61e-07, 9.55e-08, 3.65e-09, 5.33e-07, 2.66e-08]    []  
524000    [9.32e-06, 4.84e-06, 3.21e-06, 4.64e-06, 3.21e-06, 3.29e-06, 6.66e-07, 7.84e-07, 1.44e-07, 1.17e-07, 5.20e-05, 7.62e-05, 5.12e-05, 8.93e-06, 2.52e-07, 1.86e-07, 1.29e-07, 1.10e-07, 0.00e+00, 0.00e+00, 4.10e-07, 2.41e-07]    [9.32e-06, 4.84e-06, 3.21e-06, 4.64e-06, 3.21e-06, 3.29e-06, 6.66e-07, 7.84e-07, 1.44e-07, 1.17e-07, 5.20e-05, 7.62e-05, 5.12e-05, 8.93e-06, 2.52e-07, 1.86e-07, 1.29e-07, 1.10e-07, 0.00e+00, 0.00e+00, 4.10e-07, 2.41e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 46.673923 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
524000    [9.32e-06, 4.84e-06, 3.21e-06, 4.64e-06, 3.21e-06, 3.29e-06, 6.66e-07, 7.84e-07, 1.44e-07, 1.17e-07, 5.20e-05, 7.62e-05, 5.12e-05, 8.93e-06, 2.52e-07, 1.86e-07, 1.29e-07, 1.10e-07, 0.00e+00, 0.00e+00, 4.10e-07, 2.41e-07]    [9.32e-06, 4.84e-06, 3.21e-06, 4.64e-06, 3.21e-06, 3.29e-06, 6.66e-07, 7.84e-07, 1.44e-07, 1.17e-07, 5.20e-05, 7.62e-05, 5.12e-05, 8.93e-06, 2.52e-07, 1.86e-07, 1.29e-07, 1.10e-07, 0.00e+00, 0.00e+00, 4.10e-07, 2.41e-07]    []  
524100    [1.12e-05, 5.12e-06, 3.43e-06, 4.38e-06, 3.15e-06, 3.26e-06, 6.73e-07, 1.80e-06, 9.06e-07, 4.64e-07, 5.17e-05, 7.52e-05, 4.91e-05, 1.40e-05, 8.67e-07, 7.96e-07, 8.44e-07, 8.42e-07, 1.19e-07, 2.82e-08, 6.94e-07, 1.62e-07]    [1.12e-05, 5.12e-06, 3.43e-06, 4.38e-06, 3.15e-06, 3.26e-06, 6.73e-07, 1.80e-06, 9.06e-07, 4.64e-07, 5.17e-05, 7.52e-05, 4.91e-05, 1.40e-05, 8.67e-07, 7.96e-07, 8.44e-07, 8.42e-07, 1.19e-07, 2.82e-08, 6.94e-07, 1.62e-07]    []  
524200    [1.26e-05, 5.20e-06, 3.54e-06, 3.97e-06, 2.84e-06, 3.45e-06, 7.19e-07, 4.40e-07, 1.69e-08, 2.12e-07, 5.06e-05, 7.71e-05, 5.40e-05, 2.26e-05, 7.43e-07, 9.88e-07, 8.99e-07, 7.51e-07, 3.45e-08, 2.60e-09, 2.11e-07, 2.20e-08]    [1.26e-05, 5.20e-06, 3.54e-06, 3.97e-06, 2.84e-06, 3.45e-06, 7.19e-07, 4.40e-07, 1.69e-08, 2.12e-07, 5.06e-05, 7.71e-05, 5.40e-05, 2.26e-05, 7.43e-07, 9.88e-07, 8.99e-07, 7.51e-07, 3.45e-08, 2.60e-09, 2.11e-07, 2.20e-08]    []  
524300    [1.05e-05, 5.14e-06, 3.43e-06, 4.70e-06, 3.03e-06, 3.51e-06, 7.40e-07, 1.12e-08, 1.25e-05, 1.77e-06, 5.25e-05, 1.00e-04, 9.48e-05, 1.19e-04, 0.00e+00, 3.16e-13, 0.00e+00, 0.00e+00, 6.09e-11, 0.00e+00, 1.96e-07, 1.44e-05]    [1.05e-05, 5.14e-06, 3.43e-06, 4.70e-06, 3.03e-06, 3.51e-06, 7.40e-07, 1.12e-08, 1.25e-05, 1.77e-06, 5.25e-05, 1.00e-04, 9.48e-05, 1.19e-04, 0.00e+00, 3.16e-13, 0.00e+00, 0.00e+00, 6.09e-11, 0.00e+00, 1.96e-07, 1.44e-05]    []  
524400    [2.34e-05, 5.53e-06, 3.32e-06, 4.85e-06, 4.26e-06, 3.58e-06, 7.41e-07, 1.86e-05, 2.67e-06, 1.64e-05, 1.38e-04, 1.98e-04, 3.60e-04, 8.98e-04, 1.33e-05, 1.31e-05, 8.65e-06, 7.74e-06, 4.08e-06, 6.28e-07, 2.47e-05, 3.83e-06]    [2.34e-05, 5.53e-06, 3.32e-06, 4.85e-06, 4.26e-06, 3.58e-06, 7.41e-07, 1.86e-05, 2.67e-06, 1.64e-05, 1.38e-04, 1.98e-04, 3.60e-04, 8.98e-04, 1.33e-05, 1.31e-05, 8.65e-06, 7.74e-06, 4.08e-06, 6.28e-07, 2.47e-05, 3.83e-06]    []  
524500    [1.27e-05, 5.25e-06, 3.54e-06, 4.82e-06, 3.07e-06, 3.64e-06, 7.77e-07, 1.55e-05, 4.72e-05, 6.27e-06, 6.71e-05, 1.53e-04, 2.16e-04, 3.82e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-05, 9.09e-05]    [1.27e-05, 5.25e-06, 3.54e-06, 4.82e-06, 3.07e-06, 3.64e-06, 7.77e-07, 1.55e-05, 4.72e-05, 6.27e-06, 6.71e-05, 1.53e-04, 2.16e-04, 3.82e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-05, 9.09e-05]    []  
524600    [1.36e-05, 5.44e-06, 3.60e-06, 4.06e-06, 3.11e-06, 3.41e-06, 7.45e-07, 6.12e-07, 7.80e-05, 1.31e-06, 5.76e-05, 7.81e-05, 7.36e-05, 7.31e-05, 1.72e-06, 1.88e-06, 1.49e-06, 1.29e-06, 6.17e-08, 1.99e-05, 3.49e-07, 9.09e-05]    [1.36e-05, 5.44e-06, 3.60e-06, 4.06e-06, 3.11e-06, 3.41e-06, 7.45e-07, 6.12e-07, 7.80e-05, 1.31e-06, 5.76e-05, 7.81e-05, 7.36e-05, 7.31e-05, 1.72e-06, 1.88e-06, 1.49e-06, 1.29e-06, 6.17e-08, 1.99e-05, 3.49e-07, 9.09e-05]    []  
524700    [1.02e-05, 5.19e-06, 3.37e-06, 4.38e-06, 3.23e-06, 3.39e-06, 7.07e-07, 1.76e-09, 1.51e-08, 9.64e-09, 4.91e-05, 6.86e-05, 4.70e-05, 3.55e-07, 3.72e-07, 3.70e-07, 3.24e-07, 3.27e-07, 9.57e-12, 3.06e-08, 5.13e-07, 1.86e-07]    [1.02e-05, 5.19e-06, 3.37e-06, 4.38e-06, 3.23e-06, 3.39e-06, 7.07e-07, 1.76e-09, 1.51e-08, 9.64e-09, 4.91e-05, 6.86e-05, 4.70e-05, 3.55e-07, 3.72e-07, 3.70e-07, 3.24e-07, 3.27e-07, 9.57e-12, 3.06e-08, 5.13e-07, 1.86e-07]    []  
524800    [2.07e-05, 5.57e-06, 3.35e-06, 4.59e-06, 4.06e-06, 3.56e-06, 7.45e-07, 1.02e-05, 1.30e-07, 1.27e-05, 1.18e-04, 1.64e-04, 2.89e-04, 6.86e-04, 1.01e-05, 1.04e-05, 6.65e-06, 6.15e-06, 2.71e-06, 2.22e-07, 1.69e-05, 1.42e-06]    [2.07e-05, 5.57e-06, 3.35e-06, 4.59e-06, 4.06e-06, 3.56e-06, 7.45e-07, 1.02e-05, 1.30e-07, 1.27e-05, 1.18e-04, 1.64e-04, 2.89e-04, 6.86e-04, 1.01e-05, 1.04e-05, 6.65e-06, 6.15e-06, 2.71e-06, 2.22e-07, 1.69e-05, 1.42e-06]    []  
524900    [1.21e-05, 5.36e-06, 3.46e-06, 4.10e-06, 3.20e-06, 3.38e-06, 6.95e-07, 6.17e-07, 8.96e-06, 5.66e-07, 5.77e-05, 7.12e-05, 7.11e-05, 4.46e-05, 1.16e-06, 1.31e-06, 1.11e-06, 1.15e-06, 1.38e-07, 0.00e+00, 8.26e-07, 2.02e-06]    [1.21e-05, 5.36e-06, 3.46e-06, 4.10e-06, 3.20e-06, 3.38e-06, 6.95e-07, 6.17e-07, 8.96e-06, 5.66e-07, 5.77e-05, 7.12e-05, 7.11e-05, 4.46e-05, 1.16e-06, 1.31e-06, 1.11e-06, 1.15e-06, 1.38e-07, 0.00e+00, 8.26e-07, 2.02e-06]    []  
525000    [9.92e-06, 5.36e-06, 3.36e-06, 4.57e-06, 3.31e-06, 3.40e-06, 7.04e-07, 2.98e-07, 1.37e-07, 4.54e-08, 4.64e-05, 6.83e-05, 4.68e-05, 1.94e-06, 3.22e-07, 2.45e-07, 2.08e-07, 1.83e-07, 1.19e-08, 0.00e+00, 1.34e-07, 5.14e-07]    [9.92e-06, 5.36e-06, 3.36e-06, 4.57e-06, 3.31e-06, 3.40e-06, 7.04e-07, 2.98e-07, 1.37e-07, 4.54e-08, 4.64e-05, 6.83e-05, 4.68e-05, 1.94e-06, 3.22e-07, 2.45e-07, 2.08e-07, 1.83e-07, 1.19e-08, 0.00e+00, 1.34e-07, 5.14e-07]    []  
525100    [2.04e-05, 5.62e-06, 3.35e-06, 4.60e-06, 4.05e-06, 3.61e-06, 7.60e-07, 2.27e-05, 7.37e-06, 1.20e-05, 1.18e-04, 1.59e-04, 2.88e-04, 6.61e-04, 9.78e-06, 9.84e-06, 6.45e-06, 5.91e-06, 4.08e-06, 1.45e-06, 2.49e-05, 8.35e-06]    [2.04e-05, 5.62e-06, 3.35e-06, 4.60e-06, 4.05e-06, 3.61e-06, 7.60e-07, 2.27e-05, 7.37e-06, 1.20e-05, 1.18e-04, 1.59e-04, 2.88e-04, 6.61e-04, 9.78e-06, 9.84e-06, 6.45e-06, 5.91e-06, 4.08e-06, 1.45e-06, 2.49e-05, 8.35e-06]    []  
525200    [1.02e-05, 5.57e-06, 3.44e-06, 4.97e-06, 3.34e-06, 3.48e-06, 7.27e-07, 4.56e-07, 4.14e-06, 1.62e-06, 4.97e-05, 9.42e-05, 1.01e-04, 1.18e-04, 1.58e-09, 0.00e+00, 0.00e+00, 0.00e+00, 8.62e-10, 0.00e+00, 1.45e-07, 4.25e-06]    [1.02e-05, 5.57e-06, 3.44e-06, 4.97e-06, 3.34e-06, 3.48e-06, 7.27e-07, 4.56e-07, 4.14e-06, 1.62e-06, 4.97e-05, 9.42e-05, 1.01e-04, 1.18e-04, 1.58e-09, 0.00e+00, 0.00e+00, 0.00e+00, 8.62e-10, 0.00e+00, 1.45e-07, 4.25e-06]    []  
525300    [1.12e-05, 5.47e-06, 3.49e-06, 4.64e-06, 3.11e-06, 3.57e-06, 7.30e-07, 4.26e-06, 2.66e-05, 2.78e-06, 5.35e-05, 1.09e-04, 1.32e-04, 1.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.22e-06, 4.63e-05]    [1.12e-05, 5.47e-06, 3.49e-06, 4.64e-06, 3.11e-06, 3.57e-06, 7.30e-07, 4.26e-06, 2.66e-05, 2.78e-06, 5.35e-05, 1.09e-04, 1.32e-04, 1.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.22e-06, 4.63e-05]    []  
525400    [1.87e-05, 5.55e-06, 3.33e-06, 4.48e-06, 3.91e-06, 3.54e-06, 7.25e-07, 2.34e-07, 3.81e-07, 9.80e-06, 1.07e-04, 1.39e-04, 2.54e-04, 5.40e-04, 8.15e-06, 8.11e-06, 5.52e-06, 5.04e-06, 3.06e-07, 2.74e-07, 1.97e-06, 1.75e-06]    [1.87e-05, 5.55e-06, 3.33e-06, 4.48e-06, 3.91e-06, 3.54e-06, 7.25e-07, 2.34e-07, 3.81e-07, 9.80e-06, 1.07e-04, 1.39e-04, 2.54e-04, 5.40e-04, 8.15e-06, 8.11e-06, 5.52e-06, 5.04e-06, 3.06e-07, 2.74e-07, 1.97e-06, 1.75e-06]    []  
525500    [1.09e-05, 5.39e-06, 3.55e-06, 4.09e-06, 2.82e-06, 3.70e-06, 7.80e-07, 1.90e-08, 1.21e-11, 3.03e-06, 5.51e-05, 1.00e-04, 5.16e-05, 1.10e-04, 5.73e-11, 0.00e+00, 1.84e-08, 0.00e+00, 1.18e-08, 7.29e-09, 1.21e-07, 4.11e-08]    [1.09e-05, 5.39e-06, 3.55e-06, 4.09e-06, 2.82e-06, 3.70e-06, 7.80e-07, 1.90e-08, 1.21e-11, 3.03e-06, 5.51e-05, 1.00e-04, 5.16e-05, 1.10e-04, 5.73e-11, 0.00e+00, 1.84e-08, 0.00e+00, 1.18e-08, 7.29e-09, 1.21e-07, 4.11e-08]    []  
525600    [9.79e-06, 5.37e-06, 3.42e-06, 4.54e-06, 3.24e-06, 3.54e-06, 7.41e-07, 3.73e-06, 1.78e-05, 9.24e-07, 4.43e-05, 7.62e-05, 5.21e-05, 4.06e-05, 4.63e-08, 3.31e-08, 3.38e-08, 1.55e-08, 0.00e+00, 2.31e-06, 9.06e-07, 1.30e-05]    [9.79e-06, 5.37e-06, 3.42e-06, 4.54e-06, 3.24e-06, 3.54e-06, 7.41e-07, 3.73e-06, 1.78e-05, 9.24e-07, 4.43e-05, 7.62e-05, 5.21e-05, 4.06e-05, 4.63e-08, 3.31e-08, 3.38e-08, 1.55e-08, 0.00e+00, 2.31e-06, 9.06e-07, 1.30e-05]    []  
525700    [1.15e-05, 5.48e-06, 3.50e-06, 4.04e-06, 3.11e-06, 3.53e-06, 7.21e-07, 3.10e-07, 8.72e-06, 5.57e-08, 4.44e-05, 6.55e-05, 5.03e-05, 4.85e-06, 4.73e-07, 5.64e-07, 3.78e-07, 3.79e-07, 8.42e-09, 1.35e-06, 1.21e-07, 7.94e-06]    [1.15e-05, 5.48e-06, 3.50e-06, 4.04e-06, 3.11e-06, 3.53e-06, 7.21e-07, 3.10e-07, 8.72e-06, 5.57e-08, 4.44e-05, 6.55e-05, 5.03e-05, 4.85e-06, 4.73e-07, 5.64e-07, 3.78e-07, 3.79e-07, 8.42e-09, 1.35e-06, 1.21e-07, 7.94e-06]    []  
525800    [1.03e-05, 5.42e-06, 3.42e-06, 4.33e-06, 3.15e-06, 3.55e-06, 7.08e-07, 1.60e-07, 1.62e-06, 3.84e-07, 4.13e-05, 7.05e-05, 5.25e-05, 1.87e-05, 8.88e-08, 8.28e-08, 5.22e-08, 3.96e-08, 8.73e-10, 0.00e+00, 2.04e-07, 1.51e-06]    [1.03e-05, 5.42e-06, 3.42e-06, 4.33e-06, 3.15e-06, 3.55e-06, 7.08e-07, 1.60e-07, 1.62e-06, 3.84e-07, 4.13e-05, 7.05e-05, 5.25e-05, 1.87e-05, 8.88e-08, 8.28e-08, 5.22e-08, 3.96e-08, 8.73e-10, 0.00e+00, 2.04e-07, 1.51e-06]    []  
525900    [1.04e-05, 5.35e-06, 3.31e-06, 4.38e-06, 3.41e-06, 3.41e-06, 6.73e-07, 8.09e-07, 5.25e-08, 2.56e-07, 4.61e-05, 6.38e-05, 5.11e-05, 7.47e-06, 6.51e-07, 6.82e-07, 4.97e-07, 4.92e-07, 7.10e-09, 5.12e-10, 1.39e-07, 2.23e-08]    [1.04e-05, 5.35e-06, 3.31e-06, 4.38e-06, 3.41e-06, 3.41e-06, 6.73e-07, 8.09e-07, 5.25e-08, 2.56e-07, 4.61e-05, 6.38e-05, 5.11e-05, 7.47e-06, 6.51e-07, 6.82e-07, 4.97e-07, 4.92e-07, 7.10e-09, 5.12e-10, 1.39e-07, 2.23e-08]    []  
526000    [1.02e-05, 5.39e-06, 3.34e-06, 4.41e-06, 3.37e-06, 3.50e-06, 6.94e-07, 6.38e-08, 2.97e-09, 5.31e-08, 4.35e-05, 6.39e-05, 4.91e-05, 1.80e-06, 4.63e-07, 5.01e-07, 3.31e-07, 3.62e-07, 1.99e-09, 0.00e+00, 1.23e-07, 8.64e-08]    [1.02e-05, 5.39e-06, 3.34e-06, 4.41e-06, 3.37e-06, 3.50e-06, 6.94e-07, 6.38e-08, 2.97e-09, 5.31e-08, 4.35e-05, 6.39e-05, 4.91e-05, 1.80e-06, 4.63e-07, 5.01e-07, 3.31e-07, 3.62e-07, 1.99e-09, 0.00e+00, 1.23e-07, 8.64e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 40.771568 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
526000    [1.02e-05, 5.39e-06, 3.34e-06, 4.41e-06, 3.37e-06, 3.50e-06, 6.94e-07, 6.38e-08, 2.97e-09, 5.31e-08, 4.35e-05, 6.39e-05, 4.91e-05, 1.80e-06, 4.63e-07, 5.01e-07, 3.31e-07, 3.62e-07, 1.99e-09, 0.00e+00, 1.23e-07, 8.64e-08]    [1.02e-05, 5.39e-06, 3.34e-06, 4.41e-06, 3.37e-06, 3.50e-06, 6.94e-07, 6.38e-08, 2.97e-09, 5.31e-08, 4.35e-05, 6.39e-05, 4.91e-05, 1.80e-06, 4.63e-07, 5.01e-07, 3.31e-07, 3.62e-07, 1.99e-09, 0.00e+00, 1.23e-07, 8.64e-08]    []  
526100    [1.15e-05, 5.31e-06, 3.25e-06, 4.25e-06, 3.40e-06, 3.52e-06, 7.03e-07, 1.11e-06, 3.45e-07, 9.57e-07, 5.83e-05, 6.89e-05, 8.02e-05, 5.85e-05, 1.59e-06, 1.65e-06, 1.30e-06, 1.24e-06, 3.32e-07, 6.41e-08, 2.16e-06, 4.20e-07]    [1.15e-05, 5.31e-06, 3.25e-06, 4.25e-06, 3.40e-06, 3.52e-06, 7.03e-07, 1.11e-06, 3.45e-07, 9.57e-07, 5.83e-05, 6.89e-05, 8.02e-05, 5.85e-05, 1.59e-06, 1.65e-06, 1.30e-06, 1.24e-06, 3.32e-07, 6.41e-08, 2.16e-06, 4.20e-07]    []  
526200    [1.08e-05, 5.65e-06, 3.46e-06, 5.28e-06, 3.50e-06, 3.58e-06, 7.43e-07, 3.07e-07, 4.70e-11, 3.49e-06, 6.31e-05, 1.18e-04, 1.75e-04, 2.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.56e-13, 1.73e-06, 4.39e-07]    [1.08e-05, 5.65e-06, 3.46e-06, 5.28e-06, 3.50e-06, 3.58e-06, 7.43e-07, 3.07e-07, 4.70e-11, 3.49e-06, 6.31e-05, 1.18e-04, 1.75e-04, 2.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.56e-13, 1.73e-06, 4.39e-07]    []  
526300    [2.79e-05, 7.06e-06, 4.06e-06, 4.05e-06, 4.27e-06, 4.11e-06, 1.01e-06, 2.55e-05, 1.76e-06, 1.91e-05, 1.63e-04, 2.45e-04, 4.46e-04, 1.24e-03, 1.40e-05, 1.88e-05, 8.70e-06, 8.28e-06, 4.60e-06, 2.56e-06, 2.76e-05, 1.36e-05]    [2.79e-05, 7.06e-06, 4.06e-06, 4.05e-06, 4.27e-06, 4.11e-06, 1.01e-06, 2.55e-05, 1.76e-06, 1.91e-05, 1.63e-04, 2.45e-04, 4.46e-04, 1.24e-03, 1.40e-05, 1.88e-05, 8.70e-06, 8.28e-06, 4.60e-06, 2.56e-06, 2.76e-05, 1.36e-05]    []  
526400    [1.48e-05, 5.29e-06, 3.15e-06, 4.27e-06, 3.62e-06, 3.60e-06, 7.06e-07, 9.22e-06, 3.35e-08, 4.35e-06, 1.10e-04, 1.03e-04, 2.22e-04, 2.95e-04, 4.39e-06, 4.62e-06, 3.86e-06, 3.76e-06, 1.76e-06, 1.46e-07, 1.14e-05, 9.42e-07]    [1.48e-05, 5.29e-06, 3.15e-06, 4.27e-06, 3.62e-06, 3.60e-06, 7.06e-07, 9.22e-06, 3.35e-08, 4.35e-06, 1.10e-04, 1.03e-04, 2.22e-04, 2.95e-04, 4.39e-06, 4.62e-06, 3.86e-06, 3.76e-06, 1.76e-06, 1.46e-07, 1.14e-05, 9.42e-07]    []  
526500    [1.38e-05, 5.52e-06, 3.40e-06, 3.83e-06, 3.11e-06, 3.63e-06, 7.54e-07, 1.04e-06, 3.89e-05, 2.06e-06, 6.85e-05, 7.84e-05, 1.20e-04, 1.35e-04, 2.46e-06, 2.37e-06, 1.94e-06, 1.45e-06, 3.21e-07, 9.23e-06, 2.08e-06, 4.56e-05]    [1.38e-05, 5.52e-06, 3.40e-06, 3.83e-06, 3.11e-06, 3.63e-06, 7.54e-07, 1.04e-06, 3.89e-05, 2.06e-06, 6.85e-05, 7.84e-05, 1.20e-04, 1.35e-04, 2.46e-06, 2.37e-06, 1.94e-06, 1.45e-06, 3.21e-07, 9.23e-06, 2.08e-06, 4.56e-05]    []  
526600    [1.40e-05, 5.71e-06, 3.61e-06, 4.09e-06, 3.65e-06, 3.46e-06, 6.91e-07, 1.31e-07, 1.35e-07, 4.68e-06, 4.29e-05, 9.27e-05, 6.54e-05, 1.32e-04, 3.17e-06, 4.23e-06, 1.19e-06, 1.27e-06, 5.57e-09, 1.13e-11, 1.22e-07, 3.52e-08]    [1.40e-05, 5.71e-06, 3.61e-06, 4.09e-06, 3.65e-06, 3.46e-06, 6.91e-07, 1.31e-07, 1.35e-07, 4.68e-06, 4.29e-05, 9.27e-05, 6.54e-05, 1.32e-04, 3.17e-06, 4.23e-06, 1.19e-06, 1.27e-06, 5.57e-09, 1.13e-11, 1.22e-07, 3.52e-08]    []  
526700    [1.19e-05, 5.63e-06, 3.60e-06, 3.44e-06, 2.59e-06, 3.59e-06, 6.84e-07, 2.13e-07, 1.45e-04, 9.24e-08, 4.31e-05, 6.00e-05, 5.87e-05, 6.50e-06, 5.08e-07, 5.24e-07, 4.55e-07, 1.45e-07, 8.13e-10, 0.00e+00, 1.92e-07, 2.72e-04]    [1.19e-05, 5.63e-06, 3.60e-06, 3.44e-06, 2.59e-06, 3.59e-06, 6.84e-07, 2.13e-07, 1.45e-04, 9.24e-08, 4.31e-05, 6.00e-05, 5.87e-05, 6.50e-06, 5.08e-07, 5.24e-07, 4.55e-07, 1.45e-07, 8.13e-10, 0.00e+00, 1.92e-07, 2.72e-04]    []  
526800    [9.88e-06, 5.52e-06, 3.29e-06, 4.71e-06, 3.23e-06, 3.60e-06, 7.49e-07, 5.37e-07, 1.72e-06, 1.04e-05, 5.41e-05, 1.00e-04, 5.65e-05, 1.81e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-07, 1.71e-07, 5.32e-07, 9.86e-07]    [9.88e-06, 5.52e-06, 3.29e-06, 4.71e-06, 3.23e-06, 3.60e-06, 7.49e-07, 5.37e-07, 1.72e-06, 1.04e-05, 5.41e-05, 1.00e-04, 5.65e-05, 1.81e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-07, 1.71e-07, 5.32e-07, 9.86e-07]    []  
526900    [1.21e-05, 5.42e-06, 3.35e-06, 3.82e-06, 3.30e-06, 3.33e-06, 6.16e-07, 4.82e-09, 1.46e-08, 1.75e-06, 3.74e-05, 6.80e-05, 7.71e-05, 9.27e-05, 1.89e-06, 1.93e-06, 1.01e-06, 8.03e-07, 2.36e-07, 5.43e-08, 1.04e-06, 2.59e-07]    [1.21e-05, 5.42e-06, 3.35e-06, 3.82e-06, 3.30e-06, 3.33e-06, 6.16e-07, 4.82e-09, 1.46e-08, 1.75e-06, 3.74e-05, 6.80e-05, 7.71e-05, 9.27e-05, 1.89e-06, 1.93e-06, 1.01e-06, 8.03e-07, 2.36e-07, 5.43e-08, 1.04e-06, 2.59e-07]    []  
527000    [9.83e-06, 5.42e-06, 3.43e-06, 4.10e-06, 3.07e-06, 3.32e-06, 5.94e-07, 4.14e-06, 4.38e-08, 1.59e-06, 2.63e-05, 7.82e-05, 8.75e-05, 1.01e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.39e-10, 9.41e-06, 5.74e-07]    [9.83e-06, 5.42e-06, 3.43e-06, 4.10e-06, 3.07e-06, 3.32e-06, 5.94e-07, 4.14e-06, 4.38e-08, 1.59e-06, 2.63e-05, 7.82e-05, 8.75e-05, 1.01e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.39e-10, 9.41e-06, 5.74e-07]    []  
527100    [8.82e-06, 5.52e-06, 3.35e-06, 4.23e-06, 3.50e-06, 3.21e-06, 5.22e-07, 1.47e-07, 7.95e-07, 6.96e-12, 2.19e-05, 5.35e-05, 4.77e-05, 9.21e-07, 1.73e-07, 2.19e-07, 7.22e-08, 7.59e-08, 0.00e+00, 0.00e+00, 4.77e-07, 1.08e-06]    [8.82e-06, 5.52e-06, 3.35e-06, 4.23e-06, 3.50e-06, 3.21e-06, 5.22e-07, 1.47e-07, 7.95e-07, 6.96e-12, 2.19e-05, 5.35e-05, 4.77e-05, 9.21e-07, 1.73e-07, 2.19e-07, 7.22e-08, 7.59e-08, 0.00e+00, 0.00e+00, 4.77e-07, 1.08e-06]    []  
527200    [1.27e-05, 5.84e-06, 3.79e-06, 3.42e-06, 2.71e-06, 3.28e-06, 5.18e-07, 5.89e-10, 6.52e-07, 2.65e-08, 2.81e-05, 5.52e-05, 6.01e-05, 2.72e-05, 1.27e-06, 5.94e-07, 5.28e-07, 5.87e-07, 3.45e-07, 0.00e+00, 1.63e-06, 2.99e-07]    [1.27e-05, 5.84e-06, 3.79e-06, 3.42e-06, 2.71e-06, 3.28e-06, 5.18e-07, 5.89e-10, 6.52e-07, 2.65e-08, 2.81e-05, 5.52e-05, 6.01e-05, 2.72e-05, 1.27e-06, 5.94e-07, 5.28e-07, 5.87e-07, 3.45e-07, 0.00e+00, 1.63e-06, 2.99e-07]    []  
527300    [9.70e-06, 5.45e-06, 3.59e-06, 4.20e-06, 2.92e-06, 3.17e-06, 5.39e-07, 9.17e-07, 5.19e-06, 1.64e-06, 2.46e-05, 6.29e-05, 5.21e-05, 2.90e-05, 0.00e+00, 1.46e-10, 0.00e+00, 2.34e-09, 1.78e-07, 3.83e-07, 9.31e-07, 2.14e-06]    [9.70e-06, 5.45e-06, 3.59e-06, 4.20e-06, 2.92e-06, 3.17e-06, 5.39e-07, 9.17e-07, 5.19e-06, 1.64e-06, 2.46e-05, 6.29e-05, 5.21e-05, 2.90e-05, 0.00e+00, 1.46e-10, 0.00e+00, 2.34e-09, 1.78e-07, 3.83e-07, 9.31e-07, 2.14e-06]    []  
527400    [1.09e-05, 5.57e-06, 3.37e-06, 5.14e-06, 3.54e-06, 3.28e-06, 5.65e-07, 1.97e-06, 6.79e-07, 7.21e-06, 3.84e-05, 1.35e-04, 1.70e-04, 3.99e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.47e-06, 1.86e-06]    [1.09e-05, 5.57e-06, 3.37e-06, 5.14e-06, 3.54e-06, 3.28e-06, 5.65e-07, 1.97e-06, 6.79e-07, 7.21e-06, 3.84e-05, 1.35e-04, 1.70e-04, 3.99e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.47e-06, 1.86e-06]    []  
527500    [1.17e-05, 5.37e-06, 3.27e-06, 3.80e-06, 3.41e-06, 3.22e-06, 4.87e-07, 2.46e-06, 9.89e-07, 1.47e-06, 4.13e-05, 6.54e-05, 9.95e-05, 1.12e-04, 1.99e-06, 2.33e-06, 1.27e-06, 1.28e-06, 1.08e-06, 3.97e-07, 5.65e-06, 2.10e-06]    [1.17e-05, 5.37e-06, 3.27e-06, 3.80e-06, 3.41e-06, 3.22e-06, 4.87e-07, 2.46e-06, 9.89e-07, 1.47e-06, 4.13e-05, 6.54e-05, 9.95e-05, 1.12e-04, 1.99e-06, 2.33e-06, 1.27e-06, 1.28e-06, 1.08e-06, 3.97e-07, 5.65e-06, 2.10e-06]    []  
527600    [1.10e-05, 5.40e-06, 3.32e-06, 3.69e-06, 3.30e-06, 3.13e-06, 4.44e-07, 7.07e-07, 5.96e-07, 9.87e-07, 2.97e-05, 5.67e-05, 7.05e-05, 6.80e-05, 1.35e-06, 1.64e-06, 6.10e-07, 7.23e-07, 2.56e-07, 1.99e-07, 1.30e-06, 1.09e-06]    [1.10e-05, 5.40e-06, 3.32e-06, 3.69e-06, 3.30e-06, 3.13e-06, 4.44e-07, 7.07e-07, 5.96e-07, 9.87e-07, 2.97e-05, 5.67e-05, 7.05e-05, 6.80e-05, 1.35e-06, 1.64e-06, 6.10e-07, 7.23e-07, 2.56e-07, 1.99e-07, 1.30e-06, 1.09e-06]    []  
527700    [1.18e-05, 6.05e-06, 4.01e-06, 3.17e-06, 2.65e-06, 3.03e-06, 4.48e-07, 4.80e-05, 7.31e-06, 9.14e-08, 3.45e-05, 4.61e-05, 5.02e-05, 3.26e-06, 3.50e-07, 9.77e-08, 8.28e-08, 5.41e-09, 6.88e-06, 0.00e+00, 3.45e-05, 5.76e-06]    [1.18e-05, 6.05e-06, 4.01e-06, 3.17e-06, 2.65e-06, 3.03e-06, 4.48e-07, 4.80e-05, 7.31e-06, 9.14e-08, 3.45e-05, 4.61e-05, 5.02e-05, 3.26e-06, 3.50e-07, 9.77e-08, 8.28e-08, 5.41e-09, 6.88e-06, 0.00e+00, 3.45e-05, 5.76e-06]    []  
527800    [9.56e-06, 5.58e-06, 3.50e-06, 3.58e-06, 2.86e-06, 2.94e-06, 3.89e-07, 7.39e-07, 1.07e-05, 7.26e-08, 2.16e-05, 4.69e-05, 5.10e-05, 6.20e-06, 1.49e-07, 1.09e-08, 1.92e-08, 8.20e-09, 0.00e+00, 0.00e+00, 2.32e-06, 1.18e-05]    [9.56e-06, 5.58e-06, 3.50e-06, 3.58e-06, 2.86e-06, 2.94e-06, 3.89e-07, 7.39e-07, 1.07e-05, 7.26e-08, 2.16e-05, 4.69e-05, 5.10e-05, 6.20e-06, 1.49e-07, 1.09e-08, 1.92e-08, 8.20e-09, 0.00e+00, 0.00e+00, 2.32e-06, 1.18e-05]    []  
527900    [7.86e-06, 5.58e-06, 3.30e-06, 4.32e-06, 3.52e-06, 2.85e-06, 3.63e-07, 3.70e-06, 2.89e-07, 8.55e-08, 2.24e-05, 4.76e-05, 5.71e-05, 1.07e-05, 3.80e-09, 5.05e-09, 1.10e-08, 5.92e-09, 0.00e+00, 0.00e+00, 4.93e-06, 8.09e-07]    [7.86e-06, 5.58e-06, 3.30e-06, 4.32e-06, 3.52e-06, 2.85e-06, 3.63e-07, 3.70e-06, 2.89e-07, 8.55e-08, 2.24e-05, 4.76e-05, 5.71e-05, 1.07e-05, 3.80e-09, 5.05e-09, 1.10e-08, 5.92e-09, 0.00e+00, 0.00e+00, 4.93e-06, 8.09e-07]    []  
528000    [2.78e-05, 7.19e-06, 3.82e-06, 7.33e-06, 5.30e-06, 3.31e-06, 6.85e-07, 8.86e-05, 5.31e-05, 1.74e-05, 1.79e-04, 4.19e-04, 7.68e-04, 1.63e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.26e-04, 1.44e-04]    [2.78e-05, 7.19e-06, 3.82e-06, 7.33e-06, 5.30e-06, 3.31e-06, 6.85e-07, 8.86e-05, 5.31e-05, 1.74e-05, 1.79e-04, 4.19e-04, 7.68e-04, 1.63e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.26e-04, 1.44e-04]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 46.341023 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
528000    [2.78e-05, 7.19e-06, 3.82e-06, 7.33e-06, 5.30e-06, 3.31e-06, 6.85e-07, 8.86e-05, 5.31e-05, 1.74e-05, 1.79e-04, 4.19e-04, 7.68e-04, 1.63e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.26e-04, 1.44e-04]    [2.78e-05, 7.19e-06, 3.82e-06, 7.33e-06, 5.30e-06, 3.31e-06, 6.85e-07, 8.86e-05, 5.31e-05, 1.74e-05, 1.79e-04, 4.19e-04, 7.68e-04, 1.63e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.26e-04, 1.44e-04]    []  
528100    [1.24e-05, 6.00e-06, 3.51e-06, 4.67e-06, 3.63e-06, 2.78e-06, 3.60e-07, 7.83e-07, 4.07e-06, 1.02e-05, 5.52e-05, 1.18e-04, 2.25e-04, 5.21e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.19e-07, 1.28e-06, 2.42e-06]    [1.24e-05, 6.00e-06, 3.51e-06, 4.67e-06, 3.63e-06, 2.78e-06, 3.60e-07, 7.83e-07, 4.07e-06, 1.02e-05, 5.52e-05, 1.18e-04, 2.25e-04, 5.21e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.19e-07, 1.28e-06, 2.42e-06]    []  
528200    [7.88e-06, 5.60e-06, 3.27e-06, 4.19e-06, 3.57e-06, 2.63e-06, 3.10e-07, 5.82e-07, 5.25e-08, 9.84e-10, 2.12e-05, 3.71e-05, 4.32e-05, 7.75e-07, 7.13e-08, 5.82e-08, 3.86e-08, 3.29e-08, 6.11e-11, 3.76e-12, 3.40e-07, 2.70e-07]    [7.88e-06, 5.60e-06, 3.27e-06, 4.19e-06, 3.57e-06, 2.63e-06, 3.10e-07, 5.82e-07, 5.25e-08, 9.84e-10, 2.12e-05, 3.71e-05, 4.32e-05, 7.75e-07, 7.13e-08, 5.82e-08, 3.86e-08, 3.29e-08, 6.11e-11, 3.76e-12, 3.40e-07, 2.70e-07]    []  
528300    [7.61e-06, 5.68e-06, 3.23e-06, 4.44e-06, 3.70e-06, 2.51e-06, 2.91e-07, 1.04e-07, 1.78e-07, 3.45e-08, 2.16e-05, 3.80e-05, 4.65e-05, 7.33e-06, 1.19e-08, 1.44e-08, 8.34e-09, 6.01e-09, 4.86e-08, 5.63e-11, 2.06e-07, 2.80e-07]    [7.61e-06, 5.68e-06, 3.23e-06, 4.44e-06, 3.70e-06, 2.51e-06, 2.91e-07, 1.04e-07, 1.78e-07, 3.45e-08, 2.16e-05, 3.80e-05, 4.65e-05, 7.33e-06, 1.19e-08, 1.44e-08, 8.34e-09, 6.01e-09, 4.86e-08, 5.63e-11, 2.06e-07, 2.80e-07]    []  
528400    [1.08e-05, 5.77e-06, 3.72e-06, 4.04e-06, 3.72e-06, 3.14e-06, 6.01e-07, 3.90e-05, 3.89e-06, 7.77e-06, 3.25e-05, 1.56e-04, 9.01e-05, 3.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.44e-05, 1.54e-05]    [1.08e-05, 5.77e-06, 3.72e-06, 4.04e-06, 3.72e-06, 3.14e-06, 6.01e-07, 3.90e-05, 3.89e-06, 7.77e-06, 3.25e-05, 1.56e-04, 9.01e-05, 3.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.44e-05, 1.54e-05]    []  
528500    [9.99e-06, 6.01e-06, 3.49e-06, 3.80e-06, 3.38e-06, 2.59e-06, 4.92e-07, 2.32e-06, 6.20e-07, 4.08e-07, 6.71e-05, 6.50e-05, 1.27e-04, 2.65e-05, 2.84e-06, 1.01e-06, 1.04e-09, 0.00e+00, 0.00e+00, 1.92e-07, 3.54e-06, 1.20e-06]    [9.99e-06, 6.01e-06, 3.49e-06, 3.80e-06, 3.38e-06, 2.59e-06, 4.92e-07, 2.32e-06, 6.20e-07, 4.08e-07, 6.71e-05, 6.50e-05, 1.27e-04, 2.65e-05, 2.84e-06, 1.01e-06, 1.04e-09, 0.00e+00, 0.00e+00, 1.92e-07, 3.54e-06, 1.20e-06]    []  
528600    [8.56e-06, 5.62e-06, 3.22e-06, 3.79e-06, 3.42e-06, 2.37e-06, 3.68e-07, 5.79e-08, 2.53e-05, 6.90e-07, 3.47e-05, 4.74e-05, 4.08e-05, 1.26e-05, 8.28e-08, 4.75e-08, 1.09e-07, 2.62e-08, 2.95e-08, 0.00e+00, 1.35e-07, 3.48e-05]    [8.56e-06, 5.62e-06, 3.22e-06, 3.79e-06, 3.42e-06, 2.37e-06, 3.68e-07, 5.79e-08, 2.53e-05, 6.90e-07, 3.47e-05, 4.74e-05, 4.08e-05, 1.26e-05, 8.28e-08, 4.75e-08, 1.09e-07, 2.62e-08, 2.95e-08, 0.00e+00, 1.35e-07, 3.48e-05]    []  
528700    [1.24e-05, 6.12e-06, 3.63e-06, 3.65e-06, 3.77e-06, 2.21e-06, 2.67e-07, 1.11e-06, 1.19e-06, 7.02e-07, 2.84e-05, 5.47e-05, 4.42e-05, 4.49e-05, 2.18e-06, 3.21e-06, 1.35e-07, 1.08e-07, 1.33e-12, 1.58e-07, 5.61e-07, 9.29e-07]    [1.24e-05, 6.12e-06, 3.63e-06, 3.65e-06, 3.77e-06, 2.21e-06, 2.67e-07, 1.11e-06, 1.19e-06, 7.02e-07, 2.84e-05, 5.47e-05, 4.42e-05, 4.49e-05, 2.18e-06, 3.21e-06, 1.35e-07, 1.08e-07, 1.33e-12, 1.58e-07, 5.61e-07, 9.29e-07]    []  
528800    [1.64e-05, 8.43e-06, 4.50e-06, 3.82e-06, 3.68e-06, 2.05e-06, 6.58e-07, 2.44e-05, 4.35e-05, 2.41e-05, 2.68e-04, 1.36e-04, 4.58e-04, 3.18e-04, 3.22e-06, 1.79e-06, 6.12e-06, 3.95e-06, 1.87e-09, 7.75e-06, 3.79e-07, 3.79e-05]    [1.64e-05, 8.43e-06, 4.50e-06, 3.82e-06, 3.68e-06, 2.05e-06, 6.58e-07, 2.44e-05, 4.35e-05, 2.41e-05, 2.68e-04, 1.36e-04, 4.58e-04, 3.18e-04, 3.22e-06, 1.79e-06, 6.12e-06, 3.95e-06, 1.87e-09, 7.75e-06, 3.79e-07, 3.79e-05]    []  
528900    [8.14e-06, 6.04e-06, 3.28e-06, 4.22e-06, 4.20e-06, 1.87e-06, 2.18e-07, 2.96e-07, 9.26e-07, 1.76e-07, 2.46e-05, 2.49e-05, 3.87e-05, 1.13e-05, 3.04e-07, 4.30e-07, 1.92e-07, 1.85e-07, 9.47e-08, 4.14e-08, 4.17e-07, 1.66e-07]    [8.14e-06, 6.04e-06, 3.28e-06, 4.22e-06, 4.20e-06, 1.87e-06, 2.18e-07, 2.96e-07, 9.26e-07, 1.76e-07, 2.46e-05, 2.49e-05, 3.87e-05, 1.13e-05, 3.04e-07, 4.30e-07, 1.92e-07, 1.85e-07, 9.47e-08, 4.14e-08, 4.17e-07, 1.66e-07]    []  
529000    [1.44e-05, 7.03e-06, 3.53e-06, 5.86e-06, 5.06e-06, 1.84e-06, 3.27e-07, 2.40e-05, 7.34e-06, 6.36e-06, 8.22e-05, 1.62e-04, 2.74e-04, 5.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.30e-05, 1.98e-05]    [1.44e-05, 7.03e-06, 3.53e-06, 5.86e-06, 5.06e-06, 1.84e-06, 3.27e-07, 2.40e-05, 7.34e-06, 6.36e-06, 8.22e-05, 1.62e-04, 2.74e-04, 5.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.30e-05, 1.98e-05]    []  
529100    [4.26e-05, 9.94e-06, 4.30e-06, 8.87e-06, 8.20e-06, 2.66e-06, 8.44e-07, 7.64e-05, 2.80e-05, 3.71e-05, 1.24e-04, 6.33e-04, 6.91e-04, 2.45e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.88e-04, 5.81e-05]    [4.26e-05, 9.94e-06, 4.30e-06, 8.87e-06, 8.20e-06, 2.66e-06, 8.44e-07, 7.64e-05, 2.80e-05, 3.71e-05, 1.24e-04, 6.33e-04, 6.91e-04, 2.45e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.88e-04, 5.81e-05]    []  
529200    [1.22e-05, 6.83e-06, 3.46e-06, 5.11e-06, 5.05e-06, 1.43e-06, 2.08e-07, 3.55e-06, 1.18e-05, 7.90e-06, 7.00e-05, 9.35e-05, 2.69e-04, 4.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.55e-06, 1.60e-05]    [1.22e-05, 6.83e-06, 3.46e-06, 5.11e-06, 5.05e-06, 1.43e-06, 2.08e-07, 3.55e-06, 1.18e-05, 7.90e-06, 7.00e-05, 9.35e-05, 2.69e-04, 4.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.55e-06, 1.60e-05]    []  
529300    [1.36e-05, 6.91e-06, 3.72e-06, 4.36e-06, 4.89e-06, 1.41e-06, 2.55e-07, 1.77e-07, 4.45e-06, 2.46e-06, 4.23e-05, 3.96e-05, 6.09e-05, 1.49e-04, 2.68e-06, 2.63e-06, 1.02e-06, 1.07e-06, 5.09e-07, 0.00e+00, 2.89e-06, 2.26e-06]    [1.36e-05, 6.91e-06, 3.72e-06, 4.36e-06, 4.89e-06, 1.41e-06, 2.55e-07, 1.77e-07, 4.45e-06, 2.46e-06, 4.23e-05, 3.96e-05, 6.09e-05, 1.49e-04, 2.68e-06, 2.63e-06, 1.02e-06, 1.07e-06, 5.09e-07, 0.00e+00, 2.89e-06, 2.26e-06]    []  
529400    [1.26e-05, 7.25e-06, 3.86e-06, 3.99e-06, 4.83e-06, 1.28e-06, 2.90e-07, 3.24e-06, 2.16e-05, 8.85e-06, 3.67e-05, 4.34e-05, 3.48e-05, 1.08e-04, 3.49e-06, 3.41e-06, 1.97e-07, 2.14e-07, 5.87e-07, 0.00e+00, 3.36e-06, 1.54e-05]    [1.26e-05, 7.25e-06, 3.86e-06, 3.99e-06, 4.83e-06, 1.28e-06, 2.90e-07, 3.24e-06, 2.16e-05, 8.85e-06, 3.67e-05, 4.34e-05, 3.48e-05, 1.08e-04, 3.49e-06, 3.41e-06, 1.97e-07, 2.14e-07, 5.87e-07, 0.00e+00, 3.36e-06, 1.54e-05]    []  
529500    [1.00e-05, 6.80e-06, 3.36e-06, 4.87e-06, 5.30e-06, 1.29e-06, 2.29e-07, 3.70e-06, 1.78e-06, 3.23e-06, 3.29e-05, 6.17e-05, 9.70e-05, 2.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.18e-07, 1.10e-05, 1.86e-06]    [1.00e-05, 6.80e-06, 3.36e-06, 4.87e-06, 5.30e-06, 1.29e-06, 2.29e-07, 3.70e-06, 1.78e-06, 3.23e-06, 3.29e-05, 6.17e-05, 9.70e-05, 2.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.18e-07, 1.10e-05, 1.86e-06]    []  
529600    [1.08e-05, 7.36e-06, 4.09e-06, 4.31e-06, 5.29e-06, 1.45e-06, 2.87e-07, 1.37e-05, 8.87e-05, 2.94e-06, 9.87e-05, 3.57e-05, 6.18e-05, 1.43e-04, 3.51e-08, 5.06e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-06, 9.67e-06, 1.10e-05]    [1.08e-05, 7.36e-06, 4.09e-06, 4.31e-06, 5.29e-06, 1.45e-06, 2.87e-07, 1.37e-05, 8.87e-05, 2.94e-06, 9.87e-05, 3.57e-05, 6.18e-05, 1.43e-04, 3.51e-08, 5.06e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-06, 9.67e-06, 1.10e-05]    []  
529700    [7.23e-06, 6.74e-06, 3.33e-06, 4.41e-06, 5.16e-06, 9.80e-07, 2.06e-07, 1.34e-06, 7.12e-08, 1.56e-09, 2.33e-05, 1.45e-05, 2.42e-05, 4.33e-07, 6.10e-08, 1.04e-07, 3.09e-08, 2.34e-08, 0.00e+00, 3.89e-08, 2.89e-06, 1.52e-07]    [7.23e-06, 6.74e-06, 3.33e-06, 4.41e-06, 5.16e-06, 9.80e-07, 2.06e-07, 1.34e-06, 7.12e-08, 1.56e-09, 2.33e-05, 1.45e-05, 2.42e-05, 4.33e-07, 6.10e-08, 1.04e-07, 3.09e-08, 2.34e-08, 0.00e+00, 3.89e-08, 2.89e-06, 1.52e-07]    []  
529800    [7.57e-06, 6.86e-06, 3.32e-06, 4.67e-06, 5.48e-06, 9.57e-07, 2.58e-07, 1.82e-08, 3.49e-08, 6.68e-08, 2.40e-05, 1.58e-05, 2.57e-05, 3.13e-06, 1.90e-08, 2.40e-08, 1.04e-09, 2.48e-10, 3.95e-08, 1.28e-09, 3.26e-07, 5.57e-07]    [7.57e-06, 6.86e-06, 3.32e-06, 4.67e-06, 5.48e-06, 9.57e-07, 2.58e-07, 1.82e-08, 3.49e-08, 6.68e-08, 2.40e-05, 1.58e-05, 2.57e-05, 3.13e-06, 1.90e-08, 2.40e-08, 1.04e-09, 2.48e-10, 3.95e-08, 1.28e-09, 3.26e-07, 5.57e-07]    []  
529900    [8.20e-06, 6.73e-06, 3.32e-06, 4.58e-06, 5.53e-06, 9.13e-07, 2.47e-07, 4.00e-07, 2.27e-07, 1.04e-06, 2.82e-05, 2.32e-05, 4.95e-05, 5.44e-05, 4.48e-10, 0.00e+00, 0.00e+00, 0.00e+00, 9.01e-08, 3.52e-08, 3.41e-07, 1.83e-07]    [8.20e-06, 6.73e-06, 3.32e-06, 4.58e-06, 5.53e-06, 9.13e-07, 2.47e-07, 4.00e-07, 2.27e-07, 1.04e-06, 2.82e-05, 2.32e-05, 4.95e-05, 5.44e-05, 4.48e-10, 0.00e+00, 0.00e+00, 0.00e+00, 9.01e-08, 3.52e-08, 3.41e-07, 1.83e-07]    []  
530000    [9.63e-06, 6.63e-06, 3.37e-06, 4.26e-06, 5.53e-06, 9.49e-07, 2.70e-07, 5.86e-06, 1.22e-05, 1.45e-07, 2.53e-05, 1.88e-05, 2.56e-05, 2.95e-06, 1.77e-07, 1.99e-07, 1.43e-08, 9.74e-09, 5.10e-07, 0.00e+00, 2.87e-06, 8.90e-06]    [9.63e-06, 6.63e-06, 3.37e-06, 4.26e-06, 5.53e-06, 9.49e-07, 2.70e-07, 5.86e-06, 1.22e-05, 1.45e-07, 2.53e-05, 1.88e-05, 2.56e-05, 2.95e-06, 1.77e-07, 1.99e-07, 1.43e-08, 9.74e-09, 5.10e-07, 0.00e+00, 2.87e-06, 8.90e-06]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 46.751222 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
530000    [9.63e-06, 6.63e-06, 3.37e-06, 4.26e-06, 5.53e-06, 9.49e-07, 2.70e-07, 5.86e-06, 1.22e-05, 1.45e-07, 2.53e-05, 1.88e-05, 2.56e-05, 2.95e-06, 1.77e-07, 1.99e-07, 1.43e-08, 9.74e-09, 5.10e-07, 0.00e+00, 2.87e-06, 8.90e-06]    [9.63e-06, 6.63e-06, 3.37e-06, 4.26e-06, 5.53e-06, 9.49e-07, 2.70e-07, 5.86e-06, 1.22e-05, 1.45e-07, 2.53e-05, 1.88e-05, 2.56e-05, 2.95e-06, 1.77e-07, 1.99e-07, 1.43e-08, 9.74e-09, 5.10e-07, 0.00e+00, 2.87e-06, 8.90e-06]    []  
530100    [1.02e-05, 7.34e-06, 3.56e-06, 3.89e-06, 5.30e-06, 9.13e-07, 2.76e-07, 6.18e-07, 2.83e-07, 3.61e-07, 3.14e-05, 1.55e-05, 3.24e-05, 1.39e-05, 6.65e-07, 2.50e-07, 5.86e-07, 5.46e-07, 3.92e-09, 6.86e-08, 3.73e-07, 3.39e-07]    [1.02e-05, 7.34e-06, 3.56e-06, 3.89e-06, 5.30e-06, 9.13e-07, 2.76e-07, 6.18e-07, 2.83e-07, 3.61e-07, 3.14e-05, 1.55e-05, 3.24e-05, 1.39e-05, 6.65e-07, 2.50e-07, 5.86e-07, 5.46e-07, 3.92e-09, 6.86e-08, 3.73e-07, 3.39e-07]    []  
530200    [7.16e-06, 6.95e-06, 3.31e-06, 4.56e-06, 5.68e-06, 7.88e-07, 2.28e-07, 5.76e-06, 2.77e-09, 6.24e-07, 2.44e-05, 1.83e-05, 3.38e-05, 2.69e-05, 0.00e+00, 2.36e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.71e-08, 5.59e-06, 1.03e-07]    [7.16e-06, 6.95e-06, 3.31e-06, 4.56e-06, 5.68e-06, 7.88e-07, 2.28e-07, 5.76e-06, 2.77e-09, 6.24e-07, 2.44e-05, 1.83e-05, 3.38e-05, 2.69e-05, 0.00e+00, 2.36e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.71e-08, 5.59e-06, 1.03e-07]    []  
530300    [7.73e-06, 7.06e-06, 3.27e-06, 4.66e-06, 5.86e-06, 8.47e-07, 2.54e-07, 1.56e-06, 6.91e-07, 4.90e-08, 2.37e-05, 1.45e-05, 1.93e-05, 1.25e-05, 3.69e-07, 5.08e-07, 1.68e-07, 1.56e-07, 1.89e-07, 1.54e-07, 1.03e-06, 9.31e-07]    [7.73e-06, 7.06e-06, 3.27e-06, 4.66e-06, 5.86e-06, 8.47e-07, 2.54e-07, 1.56e-06, 6.91e-07, 4.90e-08, 2.37e-05, 1.45e-05, 1.93e-05, 1.25e-05, 3.69e-07, 5.08e-07, 1.68e-07, 1.56e-07, 1.89e-07, 1.54e-07, 1.03e-06, 9.31e-07]    []  
530400    [7.00e-06, 7.11e-06, 3.33e-06, 4.49e-06, 5.72e-06, 7.99e-07, 2.23e-07, 1.32e-06, 8.44e-09, 9.06e-09, 2.34e-05, 1.06e-05, 1.70e-05, 1.26e-06, 1.21e-07, 9.46e-08, 1.13e-07, 9.83e-08, 9.31e-08, 1.32e-08, 4.13e-07, 6.98e-08]    [7.00e-06, 7.11e-06, 3.33e-06, 4.49e-06, 5.72e-06, 7.99e-07, 2.23e-07, 1.32e-06, 8.44e-09, 9.06e-09, 2.34e-05, 1.06e-05, 1.70e-05, 1.26e-06, 1.21e-07, 9.46e-08, 1.13e-07, 9.83e-08, 9.31e-08, 1.32e-08, 4.13e-07, 6.98e-08]    []  
530500    [6.29e-06, 7.12e-06, 3.29e-06, 4.45e-06, 5.69e-06, 7.49e-07, 2.15e-07, 6.70e-06, 1.34e-06, 1.33e-08, 2.51e-05, 1.28e-05, 1.56e-05, 1.33e-06, 1.42e-08, 5.45e-09, 1.29e-08, 1.83e-08, 0.00e+00, 0.00e+00, 8.91e-06, 2.58e-06]    [6.29e-06, 7.12e-06, 3.29e-06, 4.45e-06, 5.69e-06, 7.49e-07, 2.15e-07, 6.70e-06, 1.34e-06, 1.33e-08, 2.51e-05, 1.28e-05, 1.56e-05, 1.33e-06, 1.42e-08, 5.45e-09, 1.29e-08, 1.83e-08, 0.00e+00, 0.00e+00, 8.91e-06, 2.58e-06]    []  
530600    [6.05e-06, 7.20e-06, 3.32e-06, 4.66e-06, 5.80e-06, 7.54e-07, 1.93e-07, 9.19e-08, 6.07e-07, 8.51e-07, 2.22e-05, 1.73e-05, 3.47e-05, 3.89e-05, 0.00e+00, 0.00e+00, 1.87e-09, 0.00e+00, 0.00e+00, 6.37e-09, 1.04e-06, 7.69e-08]    [6.05e-06, 7.20e-06, 3.32e-06, 4.66e-06, 5.80e-06, 7.54e-07, 1.93e-07, 9.19e-08, 6.07e-07, 8.51e-07, 2.22e-05, 1.73e-05, 3.47e-05, 3.89e-05, 0.00e+00, 0.00e+00, 1.87e-09, 0.00e+00, 0.00e+00, 6.37e-09, 1.04e-06, 7.69e-08]    []  
530700    [3.01e-05, 8.62e-06, 3.71e-06, 5.30e-06, 7.45e-06, 1.56e-06, 5.32e-07, 3.63e-05, 6.03e-06, 2.83e-05, 9.81e-05, 2.24e-04, 3.77e-04, 1.23e-03, 2.25e-05, 2.26e-05, 1.17e-05, 1.05e-05, 1.14e-05, 1.59e-06, 5.67e-05, 8.44e-06]    [3.01e-05, 8.62e-06, 3.71e-06, 5.30e-06, 7.45e-06, 1.56e-06, 5.32e-07, 3.63e-05, 6.03e-06, 2.83e-05, 9.81e-05, 2.24e-04, 3.77e-04, 1.23e-03, 2.25e-05, 2.26e-05, 1.17e-05, 1.05e-05, 1.14e-05, 1.59e-06, 5.67e-05, 8.44e-06]    []  
530800    [6.77e-06, 7.13e-06, 3.36e-06, 4.11e-06, 5.71e-06, 7.77e-07, 2.01e-07, 1.42e-08, 1.25e-07, 6.13e-08, 2.23e-05, 9.02e-06, 1.59e-05, 4.33e-06, 1.19e-07, 1.92e-07, 1.79e-07, 1.83e-07, 2.16e-08, 1.48e-08, 1.25e-07, 5.32e-08]    [6.77e-06, 7.13e-06, 3.36e-06, 4.11e-06, 5.71e-06, 7.77e-07, 2.01e-07, 1.42e-08, 1.25e-07, 6.13e-08, 2.23e-05, 9.02e-06, 1.59e-05, 4.33e-06, 1.19e-07, 1.92e-07, 1.79e-07, 1.83e-07, 2.16e-08, 1.48e-08, 1.25e-07, 5.32e-08]    []  
530900    [6.37e-06, 7.27e-06, 3.31e-06, 4.15e-06, 5.77e-06, 8.03e-07, 2.21e-07, 6.88e-07, 2.66e-08, 3.42e-09, 1.96e-05, 9.26e-06, 1.32e-05, 1.70e-06, 7.07e-08, 1.54e-07, 9.34e-08, 7.63e-08, 8.80e-08, 4.10e-09, 4.23e-07, 5.30e-08]    [6.37e-06, 7.27e-06, 3.31e-06, 4.15e-06, 5.77e-06, 8.03e-07, 2.21e-07, 6.88e-07, 2.66e-08, 3.42e-09, 1.96e-05, 9.26e-06, 1.32e-05, 1.70e-06, 7.07e-08, 1.54e-07, 9.34e-08, 7.63e-08, 8.80e-08, 4.10e-09, 4.23e-07, 5.30e-08]    []  
531000    [5.71e-06, 7.27e-06, 3.35e-06, 4.30e-06, 5.74e-06, 7.73e-07, 1.92e-07, 5.94e-08, 5.20e-07, 1.30e-07, 1.86e-05, 9.48e-06, 1.41e-05, 5.63e-06, 1.04e-08, 2.50e-09, 1.98e-08, 5.92e-09, 9.53e-12, 4.61e-08, 3.15e-07, 2.73e-07]    [5.71e-06, 7.27e-06, 3.35e-06, 4.30e-06, 5.74e-06, 7.73e-07, 1.92e-07, 5.94e-08, 5.20e-07, 1.30e-07, 1.86e-05, 9.48e-06, 1.41e-05, 5.63e-06, 1.04e-08, 2.50e-09, 1.98e-08, 5.92e-09, 9.53e-12, 4.61e-08, 3.15e-07, 2.73e-07]    []  
531100    [7.56e-06, 7.36e-06, 3.38e-06, 4.03e-06, 5.72e-06, 8.42e-07, 2.08e-07, 2.38e-06, 4.09e-09, 4.44e-07, 2.90e-05, 1.44e-05, 3.32e-05, 3.47e-05, 5.53e-07, 7.14e-07, 8.02e-07, 7.02e-07, 7.65e-07, 1.21e-09, 4.17e-06, 2.70e-08]    [7.56e-06, 7.36e-06, 3.38e-06, 4.03e-06, 5.72e-06, 8.42e-07, 2.08e-07, 2.38e-06, 4.09e-09, 4.44e-07, 2.90e-05, 1.44e-05, 3.32e-05, 3.47e-05, 5.53e-07, 7.14e-07, 8.02e-07, 7.02e-07, 7.65e-07, 1.21e-09, 4.17e-06, 2.70e-08]    []  
531200    [1.69e-05, 8.54e-06, 3.66e-06, 6.55e-06, 7.03e-06, 9.54e-07, 2.70e-07, 2.72e-05, 7.32e-07, 1.73e-05, 9.59e-05, 1.94e-04, 4.45e-04, 9.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.57e-05, 1.60e-06]    [1.69e-05, 8.54e-06, 3.66e-06, 6.55e-06, 7.03e-06, 9.54e-07, 2.70e-07, 2.72e-05, 7.32e-07, 1.73e-05, 9.59e-05, 1.94e-04, 4.45e-04, 9.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.57e-05, 1.60e-06]    []  
531300    [7.66e-06, 7.28e-06, 3.38e-06, 3.96e-06, 5.60e-06, 8.34e-07, 1.94e-07, 2.45e-06, 4.99e-09, 5.36e-07, 2.63e-05, 1.30e-05, 3.06e-05, 3.42e-05, 4.79e-07, 4.82e-07, 7.54e-07, 6.76e-07, 6.73e-07, 1.22e-08, 3.58e-06, 5.98e-08]    [7.66e-06, 7.28e-06, 3.38e-06, 3.96e-06, 5.60e-06, 8.34e-07, 1.94e-07, 2.45e-06, 4.99e-09, 5.36e-07, 2.63e-05, 1.30e-05, 3.06e-05, 3.42e-05, 4.79e-07, 4.82e-07, 7.54e-07, 6.76e-07, 6.73e-07, 1.22e-08, 3.58e-06, 5.98e-08]    []  
531400    [1.96e-05, 8.31e-06, 3.62e-06, 4.55e-06, 6.25e-06, 1.11e-06, 3.17e-07, 3.57e-05, 2.51e-05, 1.20e-05, 1.14e-04, 1.14e-04, 3.89e-04, 6.55e-04, 8.76e-06, 8.06e-06, 9.89e-06, 8.37e-06, 1.34e-05, 6.89e-06, 6.42e-05, 3.16e-05]    [1.96e-05, 8.31e-06, 3.62e-06, 4.55e-06, 6.25e-06, 1.11e-06, 3.17e-07, 3.57e-05, 2.51e-05, 1.20e-05, 1.14e-04, 1.14e-04, 3.89e-04, 6.55e-04, 8.76e-06, 8.06e-06, 9.89e-06, 8.37e-06, 1.34e-05, 6.89e-06, 6.42e-05, 3.16e-05]    []  
531500    [6.25e-06, 7.16e-06, 3.31e-06, 4.11e-06, 5.66e-06, 8.05e-07, 2.00e-07, 5.02e-06, 4.61e-06, 1.23e-06, 2.27e-05, 2.44e-05, 3.62e-05, 8.85e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.27e-06, 7.77e-06]    [6.25e-06, 7.16e-06, 3.31e-06, 4.11e-06, 5.66e-06, 8.05e-07, 2.00e-07, 5.02e-06, 4.61e-06, 1.23e-06, 2.27e-05, 2.44e-05, 3.62e-05, 8.85e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.27e-06, 7.77e-06]    []  
531600    [6.14e-06, 7.42e-06, 3.36e-06, 4.16e-06, 5.70e-06, 8.24e-07, 1.86e-07, 1.97e-06, 4.57e-07, 4.90e-08, 2.29e-05, 9.68e-06, 1.88e-05, 9.30e-06, 1.55e-07, 2.16e-07, 4.36e-07, 3.85e-07, 4.34e-07, 7.66e-11, 2.32e-06, 3.98e-08]    [6.14e-06, 7.42e-06, 3.36e-06, 4.16e-06, 5.70e-06, 8.24e-07, 1.86e-07, 1.97e-06, 4.57e-07, 4.90e-08, 2.29e-05, 9.68e-06, 1.88e-05, 9.30e-06, 1.55e-07, 2.16e-07, 4.36e-07, 3.85e-07, 4.34e-07, 7.66e-11, 2.32e-06, 3.98e-08]    []  
531700    [1.04e-05, 7.47e-06, 3.33e-06, 4.77e-06, 6.27e-06, 8.46e-07, 1.71e-07, 1.49e-06, 1.59e-05, 1.14e-05, 3.55e-05, 9.71e-05, 1.67e-04, 4.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.72e-06, 1.62e-05]    [1.04e-05, 7.47e-06, 3.33e-06, 4.77e-06, 6.27e-06, 8.46e-07, 1.71e-07, 1.49e-06, 1.59e-05, 1.14e-05, 3.55e-05, 9.71e-05, 1.67e-04, 4.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.72e-06, 1.62e-05]    []  
531800    [5.31e-06, 7.33e-06, 3.33e-06, 4.39e-06, 5.68e-06, 8.17e-07, 1.51e-07, 1.24e-06, 4.94e-08, 4.34e-07, 1.86e-05, 1.19e-05, 2.81e-05, 2.31e-05, 0.00e+00, 1.11e-09, 3.24e-09, 0.00e+00, 0.00e+00, 2.69e-10, 2.46e-06, 8.65e-07]    [5.31e-06, 7.33e-06, 3.33e-06, 4.39e-06, 5.68e-06, 8.17e-07, 1.51e-07, 1.24e-06, 4.94e-08, 4.34e-07, 1.86e-05, 1.19e-05, 2.81e-05, 2.31e-05, 0.00e+00, 1.11e-09, 3.24e-09, 0.00e+00, 0.00e+00, 2.69e-10, 2.46e-06, 8.65e-07]    []  
531900    [8.05e-06, 7.61e-06, 3.43e-06, 4.00e-06, 5.55e-06, 9.22e-07, 1.87e-07, 5.47e-06, 8.79e-06, 1.21e-06, 4.59e-05, 2.56e-05, 8.99e-05, 8.46e-05, 1.06e-06, 9.10e-07, 2.09e-06, 1.78e-06, 2.18e-06, 1.81e-06, 1.10e-05, 8.92e-06]    [8.05e-06, 7.61e-06, 3.43e-06, 4.00e-06, 5.55e-06, 9.22e-07, 1.87e-07, 5.47e-06, 8.79e-06, 1.21e-06, 4.59e-05, 2.56e-05, 8.99e-05, 8.46e-05, 1.06e-06, 9.10e-07, 2.09e-06, 1.78e-06, 2.18e-06, 1.81e-06, 1.10e-05, 8.92e-06]    []  
532000    [2.52e-05, 9.47e-06, 3.82e-06, 7.39e-06, 8.04e-06, 1.43e-06, 3.63e-07, 1.15e-05, 1.52e-07, 3.68e-05, 6.39e-05, 3.84e-04, 3.45e-04, 1.69e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-05, 1.23e-06]    [2.52e-05, 9.47e-06, 3.82e-06, 7.39e-06, 8.04e-06, 1.43e-06, 3.63e-07, 1.15e-05, 1.52e-07, 3.68e-05, 6.39e-05, 3.84e-04, 3.45e-04, 1.69e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-05, 1.23e-06]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 47.954692 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
532000    [2.52e-05, 9.47e-06, 3.82e-06, 7.39e-06, 8.04e-06, 1.43e-06, 3.63e-07, 1.15e-05, 1.52e-07, 3.68e-05, 6.39e-05, 3.84e-04, 3.45e-04, 1.69e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-05, 1.23e-06]    [2.52e-05, 9.47e-06, 3.82e-06, 7.39e-06, 8.04e-06, 1.43e-06, 3.63e-07, 1.15e-05, 1.52e-07, 3.68e-05, 6.39e-05, 3.84e-04, 3.45e-04, 1.69e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-05, 1.23e-06]    []  
532100    [1.22e-05, 7.54e-06, 3.79e-06, 3.59e-06, 5.58e-06, 1.02e-06, 2.64e-07, 1.30e-04, 2.15e-06, 2.41e-06, 3.42e-05, 3.73e-05, 8.65e-05, 1.81e-04, 1.25e-06, 2.63e-06, 2.46e-06, 2.52e-06, 2.23e-05, 2.34e-07, 1.10e-04, 1.37e-06]    [1.22e-05, 7.54e-06, 3.79e-06, 3.59e-06, 5.58e-06, 1.02e-06, 2.64e-07, 1.30e-04, 2.15e-06, 2.41e-06, 3.42e-05, 3.73e-05, 8.65e-05, 1.81e-04, 1.25e-06, 2.63e-06, 2.46e-06, 2.52e-06, 2.23e-05, 2.34e-07, 1.10e-04, 1.37e-06]    []  
532200    [1.10e-05, 7.51e-06, 3.47e-06, 3.66e-06, 5.52e-06, 1.15e-06, 2.89e-07, 9.75e-08, 1.92e-06, 3.26e-06, 2.27e-05, 3.09e-05, 1.51e-05, 9.08e-05, 1.65e-06, 2.46e-06, 1.25e-06, 9.80e-07, 9.44e-08, 1.92e-07, 1.85e-07, 1.05e-06]    [1.10e-05, 7.51e-06, 3.47e-06, 3.66e-06, 5.52e-06, 1.15e-06, 2.89e-07, 9.75e-08, 1.92e-06, 3.26e-06, 2.27e-05, 3.09e-05, 1.51e-05, 9.08e-05, 1.65e-06, 2.46e-06, 1.25e-06, 9.80e-07, 9.44e-08, 1.92e-07, 1.85e-07, 1.05e-06]    []  
532300    [7.25e-06, 7.41e-06, 3.41e-06, 3.93e-06, 5.52e-06, 9.67e-07, 1.75e-07, 1.71e-06, 6.36e-08, 9.45e-07, 2.81e-05, 1.57e-05, 4.46e-05, 5.62e-05, 4.48e-07, 8.21e-07, 1.22e-06, 1.04e-06, 6.08e-07, 5.66e-08, 2.91e-06, 3.17e-07]    [7.25e-06, 7.41e-06, 3.41e-06, 3.93e-06, 5.52e-06, 9.67e-07, 1.75e-07, 1.71e-06, 6.36e-08, 9.45e-07, 2.81e-05, 1.57e-05, 4.46e-05, 5.62e-05, 4.48e-07, 8.21e-07, 1.22e-06, 1.04e-06, 6.08e-07, 5.66e-08, 2.91e-06, 3.17e-07]    []  
532400    [6.63e-06, 7.18e-06, 3.32e-06, 4.08e-06, 5.39e-06, 9.58e-07, 1.57e-07, 5.53e-07, 7.75e-07, 1.71e-06, 1.86e-05, 2.01e-05, 3.24e-05, 7.69e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.27e-07, 1.72e-06, 1.23e-06]    [6.63e-06, 7.18e-06, 3.32e-06, 4.08e-06, 5.39e-06, 9.58e-07, 1.57e-07, 5.53e-07, 7.75e-07, 1.71e-06, 1.86e-05, 2.01e-05, 3.24e-05, 7.69e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.27e-07, 1.72e-06, 1.23e-06]    []  
532500    [5.48e-06, 7.50e-06, 3.31e-06, 4.77e-06, 5.60e-06, 9.57e-07, 1.36e-07, 3.48e-06, 2.95e-06, 2.64e-06, 2.10e-05, 3.06e-05, 6.26e-05, 1.30e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.63e-06, 5.44e-06]    [5.48e-06, 7.50e-06, 3.31e-06, 4.77e-06, 5.60e-06, 9.57e-07, 1.36e-07, 3.48e-06, 2.95e-06, 2.64e-06, 2.10e-05, 3.06e-05, 6.26e-05, 1.30e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.63e-06, 5.44e-06]    []  
532600    [1.56e-05, 8.24e-06, 3.42e-06, 5.40e-06, 7.32e-06, 1.24e-06, 2.54e-07, 6.67e-06, 2.70e-05, 3.29e-05, 6.78e-05, 2.96e-04, 1.57e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.50e-07, 0.00e+00, 3.26e-06, 1.64e-05]    [1.56e-05, 8.24e-06, 3.42e-06, 5.40e-06, 7.32e-06, 1.24e-06, 2.54e-07, 6.67e-06, 2.70e-05, 3.29e-05, 6.78e-05, 2.96e-04, 1.57e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.50e-07, 0.00e+00, 3.26e-06, 1.64e-05]    []  
532700    [8.99e-06, 7.46e-06, 3.34e-06, 4.24e-06, 5.70e-06, 1.11e-06, 1.85e-07, 4.46e-08, 1.03e-04, 7.72e-06, 3.18e-05, 9.61e-05, 3.11e-05, 3.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-07, 0.00e+00, 2.05e-07, 1.18e-04]    [8.99e-06, 7.46e-06, 3.34e-06, 4.24e-06, 5.70e-06, 1.11e-06, 1.85e-07, 4.46e-08, 1.03e-04, 7.72e-06, 3.18e-05, 9.61e-05, 3.11e-05, 3.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-07, 0.00e+00, 2.05e-07, 1.18e-04]    []  
532800    [8.86e-06, 8.43e-06, 4.18e-06, 3.40e-06, 4.96e-06, 1.12e-06, 2.93e-07, 5.38e-06, 1.72e-07, 1.17e-06, 1.17e-04, 7.83e-05, 2.26e-04, 4.23e-05, 5.64e-07, 1.05e-07, 2.54e-06, 2.10e-06, 3.98e-06, 2.20e-07, 1.79e-05, 1.12e-06]    [8.86e-06, 8.43e-06, 4.18e-06, 3.40e-06, 4.96e-06, 1.12e-06, 2.93e-07, 5.38e-06, 1.72e-07, 1.17e-06, 1.17e-04, 7.83e-05, 2.26e-04, 4.23e-05, 5.64e-07, 1.05e-07, 2.54e-06, 2.10e-06, 3.98e-06, 2.20e-07, 1.79e-05, 1.12e-06]    []  
532900    [2.30e-05, 9.88e-06, 3.94e-06, 7.45e-06, 7.18e-06, 1.23e-06, 2.38e-07, 6.35e-05, 8.08e-05, 2.75e-05, 2.78e-04, 3.30e-04, 1.14e-03, 1.72e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-04, 1.74e-04]    [2.30e-05, 9.88e-06, 3.94e-06, 7.45e-06, 7.18e-06, 1.23e-06, 2.38e-07, 6.35e-05, 8.08e-05, 2.75e-05, 2.78e-04, 3.30e-04, 1.14e-03, 1.72e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-04, 1.74e-04]    []  
533000    [5.07e-06, 7.42e-06, 3.32e-06, 4.14e-06, 5.34e-06, 1.07e-06, 1.36e-07, 1.09e-09, 2.26e-08, 3.58e-09, 1.30e-05, 6.01e-06, 6.19e-06, 3.39e-08, 9.29e-09, 2.77e-08, 1.11e-07, 7.66e-08, 2.01e-08, 1.16e-09, 3.55e-08, 4.71e-09]    [5.07e-06, 7.42e-06, 3.32e-06, 4.14e-06, 5.34e-06, 1.07e-06, 1.36e-07, 1.09e-09, 2.26e-08, 3.58e-09, 1.30e-05, 6.01e-06, 6.19e-06, 3.39e-08, 9.29e-09, 2.77e-08, 1.11e-07, 7.66e-08, 2.01e-08, 1.16e-09, 3.55e-08, 4.71e-09]    []  
533100    [4.75e-06, 7.59e-06, 3.28e-06, 4.41e-06, 5.43e-06, 1.09e-06, 1.45e-07, 3.97e-09, 1.83e-08, 5.92e-08, 1.33e-05, 8.01e-06, 1.20e-05, 5.57e-06, 7.93e-10, 1.33e-11, 1.96e-08, 4.61e-09, 1.28e-09, 1.59e-09, 1.12e-07, 6.94e-09]    [4.75e-06, 7.59e-06, 3.28e-06, 4.41e-06, 5.43e-06, 1.09e-06, 1.45e-07, 3.97e-09, 1.83e-08, 5.92e-08, 1.33e-05, 8.01e-06, 1.20e-05, 5.57e-06, 7.93e-10, 1.33e-11, 1.96e-08, 4.61e-09, 1.28e-09, 1.59e-09, 1.12e-07, 6.94e-09]    []  
533200    [5.33e-06, 7.48e-06, 3.31e-06, 4.12e-06, 5.33e-06, 1.14e-06, 1.46e-07, 1.27e-06, 1.32e-06, 7.17e-08, 1.58e-05, 7.19e-06, 1.08e-05, 5.78e-06, 6.06e-08, 1.30e-07, 3.19e-07, 2.82e-07, 3.22e-07, 2.28e-07, 1.42e-06, 1.19e-06]    [5.33e-06, 7.48e-06, 3.31e-06, 4.12e-06, 5.33e-06, 1.14e-06, 1.46e-07, 1.27e-06, 1.32e-06, 7.17e-08, 1.58e-05, 7.19e-06, 1.08e-05, 5.78e-06, 6.06e-08, 1.30e-07, 3.19e-07, 2.82e-07, 3.22e-07, 2.28e-07, 1.42e-06, 1.19e-06]    []  
533300    [3.16e-05, 9.41e-06, 3.80e-06, 5.30e-06, 7.27e-06, 2.09e-06, 4.74e-07, 2.07e-05, 1.36e-09, 3.73e-05, 8.40e-05, 2.58e-04, 3.77e-04, 1.51e-03, 2.67e-05, 2.58e-05, 1.30e-05, 1.14e-05, 7.47e-06, 4.72e-07, 3.48e-05, 2.22e-06]    [3.16e-05, 9.41e-06, 3.80e-06, 5.30e-06, 7.27e-06, 2.09e-06, 4.74e-07, 2.07e-05, 1.36e-09, 3.73e-05, 8.40e-05, 2.58e-04, 3.77e-04, 1.51e-03, 2.67e-05, 2.58e-05, 1.30e-05, 1.14e-05, 7.47e-06, 4.72e-07, 3.48e-05, 2.22e-06]    []  
533400    [7.98e-06, 7.60e-06, 3.35e-06, 4.04e-06, 5.27e-06, 1.27e-06, 1.60e-07, 3.17e-06, 1.86e-07, 2.31e-06, 2.42e-05, 2.13e-05, 5.23e-05, 1.09e-04, 1.18e-06, 1.10e-06, 1.60e-06, 1.53e-06, 1.20e-06, 5.95e-08, 5.72e-06, 3.14e-07]    [7.98e-06, 7.60e-06, 3.35e-06, 4.04e-06, 5.27e-06, 1.27e-06, 1.60e-07, 3.17e-06, 1.86e-07, 2.31e-06, 2.42e-05, 2.13e-05, 5.23e-05, 1.09e-04, 1.18e-06, 1.10e-06, 1.60e-06, 1.53e-06, 1.20e-06, 5.95e-08, 5.72e-06, 3.14e-07]    []  
533500    [8.44e-06, 7.81e-06, 3.65e-06, 3.37e-06, 5.13e-06, 1.24e-06, 1.86e-07, 2.76e-06, 1.04e-05, 1.28e-06, 5.25e-05, 3.02e-05, 1.33e-04, 1.22e-04, 3.92e-07, 1.19e-06, 2.04e-06, 2.08e-06, 1.94e-06, 0.00e+00, 9.23e-06, 6.94e-06]    [8.44e-06, 7.81e-06, 3.65e-06, 3.37e-06, 5.13e-06, 1.24e-06, 1.86e-07, 2.76e-06, 1.04e-05, 1.28e-06, 5.25e-05, 3.02e-05, 1.33e-04, 1.22e-04, 3.92e-07, 1.19e-06, 2.04e-06, 2.08e-06, 1.94e-06, 0.00e+00, 9.23e-06, 6.94e-06]    []  
533600    [6.97e-06, 7.59e-06, 3.32e-06, 4.01e-06, 5.25e-06, 1.27e-06, 1.58e-07, 5.97e-07, 1.19e-05, 1.48e-06, 2.19e-05, 1.61e-05, 4.24e-05, 7.33e-05, 6.66e-07, 7.49e-07, 1.31e-06, 1.17e-06, 5.28e-07, 2.74e-06, 2.37e-06, 1.27e-05]    [6.97e-06, 7.59e-06, 3.32e-06, 4.01e-06, 5.25e-06, 1.27e-06, 1.58e-07, 5.97e-07, 1.19e-05, 1.48e-06, 2.19e-05, 1.61e-05, 4.24e-05, 7.33e-05, 6.66e-07, 7.49e-07, 1.31e-06, 1.17e-06, 5.28e-07, 2.74e-06, 2.37e-06, 1.27e-05]    []  
533700    [6.64e-06, 7.61e-06, 3.48e-06, 3.43e-06, 5.07e-06, 1.25e-06, 1.68e-07, 2.50e-07, 4.75e-06, 1.68e-07, 2.93e-05, 1.51e-05, 4.88e-05, 2.99e-05, 9.85e-08, 4.39e-07, 8.04e-07, 7.54e-07, 5.75e-07, 0.00e+00, 2.61e-06, 2.73e-06]    [6.64e-06, 7.61e-06, 3.48e-06, 3.43e-06, 5.07e-06, 1.25e-06, 1.68e-07, 2.50e-07, 4.75e-06, 1.68e-07, 2.93e-05, 1.51e-05, 4.88e-05, 2.99e-05, 9.85e-08, 4.39e-07, 8.04e-07, 7.54e-07, 5.75e-07, 0.00e+00, 2.61e-06, 2.73e-06]    []  
533800    [4.60e-06, 7.52e-06, 3.23e-06, 4.23e-06, 5.34e-06, 1.23e-06, 1.31e-07, 1.28e-06, 8.54e-08, 7.76e-08, 1.42e-05, 9.04e-06, 2.10e-05, 7.26e-06, 0.00e+00, 4.88e-09, 7.53e-09, 8.91e-10, 0.00e+00, 4.69e-10, 5.00e-06, 1.86e-08]    [4.60e-06, 7.52e-06, 3.23e-06, 4.23e-06, 5.34e-06, 1.23e-06, 1.31e-07, 1.28e-06, 8.54e-08, 7.76e-08, 1.42e-05, 9.04e-06, 2.10e-05, 7.26e-06, 0.00e+00, 4.88e-09, 7.53e-09, 8.91e-10, 0.00e+00, 4.69e-10, 5.00e-06, 1.86e-08]    []  
533900    [5.63e-06, 7.75e-06, 3.24e-06, 4.93e-06, 5.47e-06, 1.25e-06, 1.24e-07, 5.96e-06, 1.74e-06, 3.80e-06, 4.17e-05, 4.45e-05, 1.59e-04, 2.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.94e-05, 4.49e-06]    [5.63e-06, 7.75e-06, 3.24e-06, 4.93e-06, 5.47e-06, 1.25e-06, 1.24e-07, 5.96e-06, 1.74e-06, 3.80e-06, 4.17e-05, 4.45e-05, 1.59e-04, 2.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.94e-05, 4.49e-06]    []  
534000    [6.69e-06, 7.48e-06, 3.26e-06, 3.78e-06, 5.17e-06, 1.35e-06, 1.52e-07, 1.75e-07, 1.49e-06, 1.33e-06, 1.66e-05, 1.29e-05, 2.62e-05, 5.56e-05, 3.50e-07, 6.62e-07, 1.04e-06, 8.45e-07, 1.72e-07, 2.74e-07, 6.35e-07, 1.40e-06]    [6.69e-06, 7.48e-06, 3.26e-06, 3.78e-06, 5.17e-06, 1.35e-06, 1.52e-07, 1.75e-07, 1.49e-06, 1.33e-06, 1.66e-05, 1.29e-05, 2.62e-05, 5.56e-05, 3.50e-07, 6.62e-07, 1.04e-06, 8.45e-07, 1.72e-07, 2.74e-07, 6.35e-07, 1.40e-06]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 51.003917 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
534000    [6.69e-06, 7.48e-06, 3.26e-06, 3.78e-06, 5.17e-06, 1.35e-06, 1.52e-07, 1.75e-07, 1.49e-06, 1.33e-06, 1.66e-05, 1.29e-05, 2.62e-05, 5.56e-05, 3.50e-07, 6.62e-07, 1.04e-06, 8.45e-07, 1.72e-07, 2.74e-07, 6.35e-07, 1.40e-06]    [6.69e-06, 7.48e-06, 3.26e-06, 3.78e-06, 5.17e-06, 1.35e-06, 1.52e-07, 1.75e-07, 1.49e-06, 1.33e-06, 1.66e-05, 1.29e-05, 2.62e-05, 5.56e-05, 3.50e-07, 6.62e-07, 1.04e-06, 8.45e-07, 1.72e-07, 2.74e-07, 6.35e-07, 1.40e-06]    []  
534100    [4.67e-06, 7.51e-06, 3.19e-06, 4.08e-06, 5.21e-06, 1.33e-06, 1.31e-07, 1.62e-08, 3.13e-07, 2.27e-08, 1.08e-05, 5.54e-06, 5.74e-06, 1.62e-07, 7.54e-09, 3.19e-08, 1.16e-07, 7.97e-08, 0.00e+00, 9.17e-09, 1.08e-06, 4.25e-08]    [4.67e-06, 7.51e-06, 3.19e-06, 4.08e-06, 5.21e-06, 1.33e-06, 1.31e-07, 1.62e-08, 3.13e-07, 2.27e-08, 1.08e-05, 5.54e-06, 5.74e-06, 1.62e-07, 7.54e-09, 3.19e-08, 1.16e-07, 7.97e-08, 0.00e+00, 9.17e-09, 1.08e-06, 4.25e-08]    []  
534200    [4.43e-06, 7.59e-06, 3.18e-06, 4.10e-06, 5.23e-06, 1.34e-06, 1.33e-07, 1.47e-07, 2.36e-07, 3.24e-08, 1.08e-05, 5.56e-06, 5.09e-06, 4.18e-08, 1.83e-09, 2.93e-08, 1.29e-07, 8.49e-08, 2.83e-08, 1.71e-08, 4.85e-08, 8.65e-08]    [4.43e-06, 7.59e-06, 3.18e-06, 4.10e-06, 5.23e-06, 1.34e-06, 1.33e-07, 1.47e-07, 2.36e-07, 3.24e-08, 1.08e-05, 5.56e-06, 5.09e-06, 4.18e-08, 1.83e-09, 2.93e-08, 1.29e-07, 8.49e-08, 2.83e-08, 1.71e-08, 4.85e-08, 8.65e-08]    []  
534300    [4.50e-06, 7.52e-06, 3.17e-06, 4.05e-06, 5.11e-06, 1.39e-06, 1.23e-07, 8.64e-08, 1.06e-08, 1.52e-09, 1.15e-05, 5.41e-06, 6.25e-06, 9.59e-07, 1.66e-08, 4.27e-08, 1.96e-07, 1.51e-07, 1.29e-07, 6.05e-10, 4.52e-07, 3.53e-09]    [4.50e-06, 7.52e-06, 3.17e-06, 4.05e-06, 5.11e-06, 1.39e-06, 1.23e-07, 8.64e-08, 1.06e-08, 1.52e-09, 1.15e-05, 5.41e-06, 6.25e-06, 9.59e-07, 1.66e-08, 4.27e-08, 1.96e-07, 1.51e-07, 1.29e-07, 6.05e-10, 4.52e-07, 3.53e-09]    []  
534400    [4.09e-06, 7.53e-06, 3.14e-06, 4.18e-06, 5.13e-06, 1.39e-06, 1.18e-07, 5.65e-07, 7.66e-08, 4.25e-07, 1.03e-05, 7.93e-06, 1.23e-05, 1.60e-05, 0.00e+00, 0.00e+00, 7.00e-09, 1.33e-09, 0.00e+00, 0.00e+00, 8.30e-07, 5.56e-08]    [4.09e-06, 7.53e-06, 3.14e-06, 4.18e-06, 5.13e-06, 1.39e-06, 1.18e-07, 5.65e-07, 7.66e-08, 4.25e-07, 1.03e-05, 7.93e-06, 1.23e-05, 1.60e-05, 0.00e+00, 0.00e+00, 7.00e-09, 1.33e-09, 0.00e+00, 0.00e+00, 8.30e-07, 5.56e-08]    []  
534500    [3.96e-05, 1.02e-05, 3.76e-06, 6.14e-06, 7.68e-06, 2.40e-06, 5.18e-07, 7.59e-05, 5.26e-05, 5.04e-05, 1.39e-04, 3.22e-04, 7.65e-04, 2.16e-03, 3.20e-05, 3.03e-05, 2.20e-05, 1.90e-05, 2.53e-05, 1.83e-05, 1.15e-04, 7.45e-05]    [3.96e-05, 1.02e-05, 3.76e-06, 6.14e-06, 7.68e-06, 2.40e-06, 5.18e-07, 7.59e-05, 5.26e-05, 5.04e-05, 1.39e-04, 3.22e-04, 7.65e-04, 2.16e-03, 3.20e-05, 3.03e-05, 2.20e-05, 1.90e-05, 2.53e-05, 1.83e-05, 1.15e-04, 7.45e-05]    []  
534600    [3.57e-05, 1.13e-05, 3.88e-06, 7.79e-06, 8.78e-06, 2.60e-06, 5.21e-07, 1.88e-05, 7.74e-05, 5.66e-05, 8.34e-05, 6.20e-04, 4.58e-04, 2.66e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.64e-05, 1.48e-04]    [3.57e-05, 1.13e-05, 3.88e-06, 7.79e-06, 8.78e-06, 2.60e-06, 5.21e-07, 1.88e-05, 7.74e-05, 5.66e-05, 8.34e-05, 6.20e-04, 4.58e-04, 2.66e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.64e-05, 1.48e-04]    []  
534700    [7.57e-06, 7.79e-06, 3.33e-06, 3.54e-06, 4.88e-06, 1.55e-06, 1.54e-07, 1.49e-05, 9.10e-07, 1.93e-06, 2.83e-05, 1.91e-05, 6.98e-05, 8.23e-05, 7.21e-07, 6.85e-07, 1.48e-06, 1.48e-06, 3.96e-06, 0.00e+00, 1.90e-05, 1.60e-07]    [7.57e-06, 7.79e-06, 3.33e-06, 3.54e-06, 4.88e-06, 1.55e-06, 1.54e-07, 1.49e-05, 9.10e-07, 1.93e-06, 2.83e-05, 1.91e-05, 6.98e-05, 8.23e-05, 7.21e-07, 6.85e-07, 1.48e-06, 1.48e-06, 3.96e-06, 0.00e+00, 1.90e-05, 1.60e-07]    []  
534800    [4.35e-06, 7.66e-06, 3.08e-06, 4.21e-06, 5.12e-06, 1.52e-06, 1.38e-07, 2.32e-06, 4.66e-08, 1.95e-10, 9.54e-06, 5.82e-06, 6.16e-06, 1.61e-07, 1.76e-08, 1.03e-08, 5.19e-08, 3.24e-08, 0.00e+00, 3.27e-10, 8.98e-06, 9.74e-09]    [4.35e-06, 7.66e-06, 3.08e-06, 4.21e-06, 5.12e-06, 1.52e-06, 1.38e-07, 2.32e-06, 4.66e-08, 1.95e-10, 9.54e-06, 5.82e-06, 6.16e-06, 1.61e-07, 1.76e-08, 1.03e-08, 5.19e-08, 3.24e-08, 0.00e+00, 3.27e-10, 8.98e-06, 9.74e-09]    []  
534900    [5.27e-06, 7.60e-06, 3.14e-06, 3.71e-06, 5.14e-06, 1.56e-06, 1.72e-07, 1.72e-05, 1.03e-06, 1.09e-07, 1.80e-05, 1.09e-05, 3.16e-05, 3.30e-05, 1.47e-07, 4.36e-07, 9.60e-07, 9.65e-07, 0.00e+00, 0.00e+00, 2.07e-05, 2.03e-07]    [5.27e-06, 7.60e-06, 3.14e-06, 3.71e-06, 5.14e-06, 1.56e-06, 1.72e-07, 1.72e-05, 1.03e-06, 1.09e-07, 1.80e-05, 1.09e-05, 3.16e-05, 3.30e-05, 1.47e-07, 4.36e-07, 9.60e-07, 9.65e-07, 0.00e+00, 0.00e+00, 2.07e-05, 2.03e-07]    []  
535000    [6.08e-06, 7.85e-06, 3.06e-06, 4.82e-06, 5.21e-06, 1.59e-06, 1.28e-07, 4.01e-06, 9.83e-07, 5.55e-06, 3.13e-05, 5.59e-05, 1.44e-04, 2.97e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.25e-05, 5.14e-06]    [6.08e-06, 7.85e-06, 3.06e-06, 4.82e-06, 5.21e-06, 1.59e-06, 1.28e-07, 4.01e-06, 9.83e-07, 5.55e-06, 3.13e-05, 5.59e-05, 1.44e-04, 2.97e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.25e-05, 5.14e-06]    []  
535100    [5.27e-06, 7.57e-06, 3.09e-06, 3.71e-06, 5.01e-06, 1.63e-06, 1.52e-07, 1.41e-06, 3.91e-08, 4.82e-07, 1.64e-05, 9.35e-06, 2.70e-05, 3.25e-05, 1.56e-07, 3.96e-07, 7.26e-07, 7.55e-07, 4.20e-07, 2.98e-08, 1.85e-06, 1.39e-07]    [5.27e-06, 7.57e-06, 3.09e-06, 3.71e-06, 5.01e-06, 1.63e-06, 1.52e-07, 1.41e-06, 3.91e-08, 4.82e-07, 1.64e-05, 9.35e-06, 2.70e-05, 3.25e-05, 1.56e-07, 3.96e-07, 7.26e-07, 7.55e-07, 4.20e-07, 2.98e-08, 1.85e-06, 1.39e-07]    []  
535200    [1.02e-05, 8.13e-06, 3.19e-06, 4.67e-06, 5.92e-06, 1.67e-06, 2.14e-07, 2.94e-06, 1.05e-05, 1.92e-05, 4.61e-05, 1.21e-04, 2.82e-04, 6.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.27e-08, 0.00e+00, 1.93e-07, 2.06e-05]    [1.02e-05, 8.13e-06, 3.19e-06, 4.67e-06, 5.92e-06, 1.67e-06, 2.14e-07, 2.94e-06, 1.05e-05, 1.92e-05, 4.61e-05, 1.21e-04, 2.82e-04, 6.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.27e-08, 0.00e+00, 1.93e-07, 2.06e-05]    []  
535300    [5.39e-06, 7.73e-06, 3.19e-06, 3.51e-06, 4.74e-06, 1.69e-06, 1.60e-07, 9.61e-06, 7.87e-06, 1.44e-07, 2.18e-05, 1.11e-05, 2.76e-05, 3.62e-06, 8.84e-08, 4.29e-08, 4.35e-07, 3.98e-07, 1.66e-06, 1.85e-06, 7.90e-06, 8.70e-06]    [5.39e-06, 7.73e-06, 3.19e-06, 3.51e-06, 4.74e-06, 1.69e-06, 1.60e-07, 9.61e-06, 7.87e-06, 1.44e-07, 2.18e-05, 1.11e-05, 2.76e-05, 3.62e-06, 8.84e-08, 4.29e-08, 4.35e-07, 3.98e-07, 1.66e-06, 1.85e-06, 7.90e-06, 8.70e-06]    []  
535400    [3.57e-06, 7.82e-06, 2.96e-06, 4.23e-06, 5.06e-06, 1.64e-06, 1.25e-07, 3.26e-07, 2.10e-06, 1.09e-06, 8.54e-06, 1.03e-05, 9.52e-06, 2.73e-05, 0.00e+00, 1.94e-11, 4.79e-09, 1.70e-10, 1.70e-07, 0.00e+00, 6.53e-07, 5.76e-07]    [3.57e-06, 7.82e-06, 2.96e-06, 4.23e-06, 5.06e-06, 1.64e-06, 1.25e-07, 3.26e-07, 2.10e-06, 1.09e-06, 8.54e-06, 1.03e-05, 9.52e-06, 2.73e-05, 0.00e+00, 1.94e-11, 4.79e-09, 1.70e-10, 1.70e-07, 0.00e+00, 6.53e-07, 5.76e-07]    []  
535500    [2.25e-05, 9.93e-06, 3.41e-06, 6.40e-06, 7.17e-06, 2.33e-06, 3.39e-07, 2.14e-05, 2.25e-07, 3.71e-05, 5.75e-05, 3.78e-04, 3.34e-04, 1.71e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.81e-05, 2.45e-06]    [2.25e-05, 9.93e-06, 3.41e-06, 6.40e-06, 7.17e-06, 2.33e-06, 3.39e-07, 2.14e-05, 2.25e-07, 3.71e-05, 5.75e-05, 3.78e-04, 3.34e-04, 1.71e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.81e-05, 2.45e-06]    []  
535600    [3.57e-06, 7.76e-06, 2.92e-06, 4.15e-06, 4.93e-06, 1.70e-06, 1.26e-07, 3.99e-06, 9.80e-07, 5.23e-07, 8.75e-06, 7.77e-06, 6.30e-06, 1.68e-05, 0.00e+00, 8.58e-11, 1.54e-08, 8.34e-09, 5.26e-07, 0.00e+00, 2.51e-06, 1.65e-06]    [3.57e-06, 7.76e-06, 2.92e-06, 4.15e-06, 4.93e-06, 1.70e-06, 1.26e-07, 3.99e-06, 9.80e-07, 5.23e-07, 8.75e-06, 7.77e-06, 6.30e-06, 1.68e-05, 0.00e+00, 8.58e-11, 1.54e-08, 8.34e-09, 5.26e-07, 0.00e+00, 2.51e-06, 1.65e-06]    []  
535700    [1.84e-05, 9.57e-06, 3.40e-06, 6.32e-06, 6.45e-06, 2.00e-06, 3.09e-07, 4.45e-05, 4.93e-05, 2.78e-05, 9.87e-05, 2.53e-04, 5.44e-04, 1.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-04, 1.07e-04]    [1.84e-05, 9.57e-06, 3.40e-06, 6.32e-06, 6.45e-06, 2.00e-06, 3.09e-07, 4.45e-05, 4.93e-05, 2.78e-05, 9.87e-05, 2.53e-04, 5.44e-04, 1.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-04, 1.07e-04]    []  
535800    [5.03e-06, 7.66e-06, 3.03e-06, 3.75e-06, 4.85e-06, 1.70e-06, 1.31e-07, 2.85e-05, 1.45e-06, 5.06e-08, 3.64e-05, 2.69e-05, 8.29e-05, 2.49e-05, 1.96e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.47e-05, 4.20e-06]    [5.03e-06, 7.66e-06, 3.03e-06, 3.75e-06, 4.85e-06, 1.70e-06, 1.31e-07, 2.85e-05, 1.45e-06, 5.06e-08, 3.64e-05, 2.69e-05, 8.29e-05, 2.49e-05, 1.96e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.47e-05, 4.20e-06]    []  
535900    [3.51e-06, 7.76e-06, 2.90e-06, 4.38e-06, 4.93e-06, 1.74e-06, 1.20e-07, 2.58e-06, 1.03e-06, 2.33e-07, 9.51e-06, 7.59e-06, 1.87e-05, 1.63e-05, 0.00e+00, 0.00e+00, 5.04e-10, 0.00e+00, 0.00e+00, 5.85e-08, 5.66e-06, 2.94e-07]    [3.51e-06, 7.76e-06, 2.90e-06, 4.38e-06, 4.93e-06, 1.74e-06, 1.20e-07, 2.58e-06, 1.03e-06, 2.33e-07, 9.51e-06, 7.59e-06, 1.87e-05, 1.63e-05, 0.00e+00, 0.00e+00, 5.04e-10, 0.00e+00, 0.00e+00, 5.85e-08, 5.66e-06, 2.94e-07]    []  
536000    [4.26e-05, 1.26e-05, 3.64e-06, 7.84e-06, 9.66e-06, 3.37e-06, 7.02e-07, 1.93e-05, 1.71e-04, 6.95e-05, 9.33e-05, 7.91e-04, 4.51e-04, 3.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.32e-05, 3.41e-04]    [4.26e-05, 1.26e-05, 3.64e-06, 7.84e-06, 9.66e-06, 3.37e-06, 7.02e-07, 1.93e-05, 1.71e-04, 6.95e-05, 9.33e-05, 7.91e-04, 4.51e-04, 3.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.32e-05, 3.41e-04]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 49.957709 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
536000    [4.26e-05, 1.26e-05, 3.64e-06, 7.84e-06, 9.66e-06, 3.37e-06, 7.02e-07, 1.93e-05, 1.71e-04, 6.95e-05, 9.33e-05, 7.91e-04, 4.51e-04, 3.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.32e-05, 3.41e-04]    [4.26e-05, 1.26e-05, 3.64e-06, 7.84e-06, 9.66e-06, 3.37e-06, 7.02e-07, 1.93e-05, 1.71e-04, 6.95e-05, 9.33e-05, 7.91e-04, 4.51e-04, 3.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.32e-05, 3.41e-04]    []  
536100    [6.81e-06, 7.99e-06, 2.91e-06, 4.19e-06, 5.20e-06, 1.94e-06, 1.55e-07, 1.40e-06, 7.91e-07, 8.30e-06, 1.99e-05, 9.44e-05, 3.83e-05, 3.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-08, 0.00e+00, 2.16e-07, 3.61e-07]    [6.81e-06, 7.99e-06, 2.91e-06, 4.19e-06, 5.20e-06, 1.94e-06, 1.55e-07, 1.40e-06, 7.91e-07, 8.30e-06, 1.99e-05, 9.44e-05, 3.83e-05, 3.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-08, 0.00e+00, 2.16e-07, 3.61e-07]    []  
536200    [3.57e-06, 7.64e-06, 2.84e-06, 4.05e-06, 4.83e-06, 1.81e-06, 1.14e-07, 3.32e-08, 3.85e-09, 1.00e-07, 6.83e-06, 4.58e-06, 4.47e-06, 4.00e-06, 0.00e+00, 3.04e-10, 4.98e-08, 3.50e-08, 4.02e-09, 0.00e+00, 1.91e-07, 1.88e-07]    [3.57e-06, 7.64e-06, 2.84e-06, 4.05e-06, 4.83e-06, 1.81e-06, 1.14e-07, 3.32e-08, 3.85e-09, 1.00e-07, 6.83e-06, 4.58e-06, 4.47e-06, 4.00e-06, 0.00e+00, 3.04e-10, 4.98e-08, 3.50e-08, 4.02e-09, 0.00e+00, 1.91e-07, 1.88e-07]    []  
536300    [3.39e-06, 7.58e-06, 2.83e-06, 4.17e-06, 4.74e-06, 1.83e-06, 1.03e-07, 1.57e-07, 2.46e-07, 3.67e-07, 6.92e-06, 5.96e-06, 9.43e-06, 1.51e-05, 0.00e+00, 0.00e+00, 1.06e-08, 1.99e-09, 1.42e-08, 0.00e+00, 1.08e-07, 1.73e-07]    [3.39e-06, 7.58e-06, 2.83e-06, 4.17e-06, 4.74e-06, 1.83e-06, 1.03e-07, 1.57e-07, 2.46e-07, 3.67e-07, 6.92e-06, 5.96e-06, 9.43e-06, 1.51e-05, 0.00e+00, 0.00e+00, 1.06e-08, 1.99e-09, 1.42e-08, 0.00e+00, 1.08e-07, 1.73e-07]    []  
536400    [1.55e-05, 8.39e-06, 3.04e-06, 4.17e-06, 5.23e-06, 2.11e-06, 2.41e-07, 3.17e-05, 2.27e-05, 1.28e-05, 1.27e-04, 1.19e-04, 5.37e-04, 7.19e-04, 6.00e-06, 5.97e-06, 1.04e-05, 9.07e-06, 1.45e-05, 8.06e-06, 6.66e-05, 3.44e-05]    [1.55e-05, 8.39e-06, 3.04e-06, 4.17e-06, 5.23e-06, 2.11e-06, 2.41e-07, 3.17e-05, 2.27e-05, 1.28e-05, 1.27e-04, 1.19e-04, 5.37e-04, 7.19e-04, 6.00e-06, 5.97e-06, 1.04e-05, 9.07e-06, 1.45e-05, 8.06e-06, 6.66e-05, 3.44e-05]    []  
536500    [1.30e-05, 8.16e-06, 2.97e-06, 3.99e-06, 5.02e-06, 2.10e-06, 2.11e-07, 2.89e-05, 3.98e-07, 9.72e-06, 1.14e-04, 9.88e-05, 4.54e-04, 5.61e-04, 4.44e-06, 4.47e-06, 8.56e-06, 7.34e-06, 1.20e-05, 3.56e-07, 5.55e-05, 1.66e-06]    [1.30e-05, 8.16e-06, 2.97e-06, 3.99e-06, 5.02e-06, 2.10e-06, 2.11e-07, 2.89e-05, 3.98e-07, 9.72e-06, 1.14e-04, 9.88e-05, 4.54e-04, 5.61e-04, 4.44e-06, 4.47e-06, 8.56e-06, 7.34e-06, 1.20e-05, 3.56e-07, 5.55e-05, 1.66e-06]    []  
536600    [7.29e-06, 8.15e-06, 2.86e-06, 4.39e-06, 5.23e-06, 1.97e-06, 1.51e-07, 1.60e-08, 6.53e-09, 1.03e-05, 1.98e-05, 8.36e-05, 1.25e-04, 4.33e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.74e-11, 0.00e+00, 7.94e-07, 1.38e-07]    [7.29e-06, 8.15e-06, 2.86e-06, 4.39e-06, 5.23e-06, 1.97e-06, 1.51e-07, 1.60e-08, 6.53e-09, 1.03e-05, 1.98e-05, 8.36e-05, 1.25e-04, 4.33e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.74e-11, 0.00e+00, 7.94e-07, 1.38e-07]    []  
536700    [4.53e-06, 7.62e-06, 2.81e-06, 3.84e-06, 4.84e-06, 1.92e-06, 1.51e-07, 8.69e-07, 6.28e-06, 4.98e-07, 1.10e-05, 7.89e-06, 1.88e-05, 3.33e-05, 9.53e-08, 4.42e-07, 6.02e-07, 6.06e-07, 2.36e-10, 9.40e-07, 3.94e-07, 4.62e-06]    [4.53e-06, 7.62e-06, 2.81e-06, 3.84e-06, 4.84e-06, 1.92e-06, 1.51e-07, 8.69e-07, 6.28e-06, 4.98e-07, 1.10e-05, 7.89e-06, 1.88e-05, 3.33e-05, 9.53e-08, 4.42e-07, 6.02e-07, 6.06e-07, 2.36e-10, 9.40e-07, 3.94e-07, 4.62e-06]    []  
536800    [2.80e-05, 9.84e-06, 3.32e-06, 4.96e-06, 6.85e-06, 3.10e-06, 6.60e-07, 5.74e-06, 8.27e-06, 3.68e-05, 6.57e-05, 2.62e-04, 1.96e-04, 1.34e-03, 2.80e-05, 2.73e-05, 8.77e-06, 7.01e-06, 1.68e-06, 2.07e-06, 8.17e-06, 9.77e-06]    [2.80e-05, 9.84e-06, 3.32e-06, 4.96e-06, 6.85e-06, 3.10e-06, 6.60e-07, 5.74e-06, 8.27e-06, 3.68e-05, 6.57e-05, 2.62e-04, 1.96e-04, 1.34e-03, 2.80e-05, 2.73e-05, 8.77e-06, 7.01e-06, 1.68e-06, 2.07e-06, 8.17e-06, 9.77e-06]    []  
536900    [4.27e-06, 7.81e-06, 2.82e-06, 3.85e-06, 4.73e-06, 1.96e-06, 1.40e-07, 7.37e-08, 4.02e-06, 4.69e-08, 7.73e-06, 4.38e-06, 6.03e-06, 6.72e-06, 1.04e-07, 5.35e-08, 1.89e-07, 1.84e-07, 6.70e-10, 8.50e-07, 2.95e-07, 4.21e-06]    [4.27e-06, 7.81e-06, 2.82e-06, 3.85e-06, 4.73e-06, 1.96e-06, 1.40e-07, 7.37e-08, 4.02e-06, 4.69e-08, 7.73e-06, 4.38e-06, 6.03e-06, 6.72e-06, 1.04e-07, 5.35e-08, 1.89e-07, 1.84e-07, 6.70e-10, 8.50e-07, 2.95e-07, 4.21e-06]    []  
537000    [3.89e-06, 7.56e-06, 2.73e-06, 3.85e-06, 4.63e-06, 1.99e-06, 1.19e-07, 9.95e-07, 1.35e-07, 2.52e-07, 1.52e-05, 8.63e-06, 2.85e-05, 2.00e-05, 6.77e-08, 2.18e-07, 6.51e-07, 6.16e-07, 5.17e-07, 7.15e-08, 2.35e-06, 3.46e-07]    [3.89e-06, 7.56e-06, 2.73e-06, 3.85e-06, 4.63e-06, 1.99e-06, 1.19e-07, 9.95e-07, 1.35e-07, 2.52e-07, 1.52e-05, 8.63e-06, 2.85e-05, 2.00e-05, 6.77e-08, 2.18e-07, 6.51e-07, 6.16e-07, 5.17e-07, 7.15e-08, 2.35e-06, 3.46e-07]    []  
537100    [4.28e-06, 7.47e-06, 2.71e-06, 3.82e-06, 4.55e-06, 2.02e-06, 1.17e-07, 2.86e-07, 6.83e-07, 3.28e-07, 1.34e-05, 8.29e-06, 2.62e-05, 2.27e-05, 7.62e-08, 2.52e-07, 6.56e-07, 6.28e-07, 8.45e-07, 5.36e-09, 3.92e-06, 2.27e-08]    [4.28e-06, 7.47e-06, 2.71e-06, 3.82e-06, 4.55e-06, 2.02e-06, 1.17e-07, 2.86e-07, 6.83e-07, 3.28e-07, 1.34e-05, 8.29e-06, 2.62e-05, 2.27e-05, 7.62e-08, 2.52e-07, 6.56e-07, 6.28e-07, 8.45e-07, 5.36e-09, 3.92e-06, 2.27e-08]    []  
537200    [4.03e-06, 7.40e-06, 2.69e-06, 3.84e-06, 4.51e-06, 2.04e-06, 1.14e-07, 6.91e-08, 2.39e-08, 2.09e-07, 8.07e-06, 4.93e-06, 1.25e-05, 1.40e-05, 4.80e-08, 1.85e-07, 4.26e-07, 3.88e-07, 1.21e-07, 9.63e-12, 4.21e-07, 2.46e-08]    [4.03e-06, 7.40e-06, 2.69e-06, 3.84e-06, 4.51e-06, 2.04e-06, 1.14e-07, 6.91e-08, 2.39e-08, 2.09e-07, 8.07e-06, 4.93e-06, 1.25e-05, 1.40e-05, 4.80e-08, 1.85e-07, 4.26e-07, 3.88e-07, 1.21e-07, 9.63e-12, 4.21e-07, 2.46e-08]    []  
537300    [3.93e-06, 7.51e-06, 2.67e-06, 3.96e-06, 4.57e-06, 2.07e-06, 1.17e-07, 5.28e-08, 3.95e-07, 3.08e-09, 6.07e-06, 3.69e-06, 3.05e-06, 5.45e-07, 4.22e-09, 5.70e-08, 1.57e-07, 1.39e-07, 3.19e-08, 0.00e+00, 1.16e-07, 2.41e-07]    [3.93e-06, 7.51e-06, 2.67e-06, 3.96e-06, 4.57e-06, 2.07e-06, 1.17e-07, 5.28e-08, 3.95e-07, 3.08e-09, 6.07e-06, 3.69e-06, 3.05e-06, 5.45e-07, 4.22e-09, 5.70e-08, 1.57e-07, 1.39e-07, 3.19e-08, 0.00e+00, 1.16e-07, 2.41e-07]    []  
537400    [3.37e-06, 7.93e-06, 2.68e-06, 4.21e-06, 4.70e-06, 2.07e-06, 1.37e-07, 3.21e-06, 1.21e-06, 2.26e-06, 7.89e-06, 1.67e-05, 2.91e-05, 8.91e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.37e-07, 0.00e+00, 1.64e-06, 6.56e-06]    [3.37e-06, 7.93e-06, 2.68e-06, 4.21e-06, 4.70e-06, 2.07e-06, 1.37e-07, 3.21e-06, 1.21e-06, 2.26e-06, 7.89e-06, 1.67e-05, 2.91e-05, 8.91e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.37e-07, 0.00e+00, 1.64e-06, 6.56e-06]    []  
537500    [3.96e-06, 7.87e-06, 2.70e-06, 4.60e-06, 4.62e-06, 2.10e-06, 9.60e-08, 7.12e-06, 2.90e-07, 2.98e-06, 2.62e-05, 3.29e-05, 1.10e-04, 1.74e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-05, 1.43e-06]    [3.96e-06, 7.87e-06, 2.70e-06, 4.60e-06, 4.62e-06, 2.10e-06, 9.60e-08, 7.12e-06, 2.90e-07, 2.98e-06, 2.62e-05, 3.29e-05, 1.10e-04, 1.74e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-05, 1.43e-06]    []  
537600    [2.10e-05, 1.01e-05, 2.92e-06, 5.93e-06, 7.04e-06, 2.90e-06, 3.35e-07, 4.46e-07, 6.72e-05, 3.68e-05, 5.09e-05, 3.93e-04, 2.35e-04, 1.64e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.98e-06, 1.13e-04]    [2.10e-05, 1.01e-05, 2.92e-06, 5.93e-06, 7.04e-06, 2.90e-06, 3.35e-07, 4.46e-07, 6.72e-05, 3.68e-05, 5.09e-05, 3.93e-04, 2.35e-04, 1.64e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.98e-06, 1.13e-04]    []  
537700    [4.18e-06, 8.15e-06, 2.75e-06, 4.04e-06, 4.85e-06, 2.08e-06, 1.27e-07, 2.05e-06, 8.61e-07, 2.64e-06, 1.32e-05, 2.11e-05, 6.27e-05, 1.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.46e-07, 5.12e-08, 5.75e-07, 2.61e-07]    [4.18e-06, 8.15e-06, 2.75e-06, 4.04e-06, 4.85e-06, 2.08e-06, 1.27e-07, 2.05e-06, 8.61e-07, 2.64e-06, 1.32e-05, 2.11e-05, 6.27e-05, 1.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.46e-07, 5.12e-08, 5.75e-07, 2.61e-07]    []  
537800    [2.87e-06, 7.93e-06, 2.63e-06, 4.40e-06, 4.53e-06, 2.09e-06, 9.97e-08, 1.32e-08, 1.42e-06, 1.07e-06, 6.75e-06, 1.14e-05, 1.83e-05, 5.16e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.04e-08, 2.10e-07, 6.49e-08, 1.09e-06]    [2.87e-06, 7.93e-06, 2.63e-06, 4.40e-06, 4.53e-06, 2.09e-06, 9.97e-08, 1.32e-08, 1.42e-06, 1.07e-06, 6.75e-06, 1.14e-05, 1.83e-05, 5.16e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.04e-08, 2.10e-07, 6.49e-08, 1.09e-06]    []  
537900    [3.36e-06, 7.67e-06, 2.61e-06, 4.09e-06, 4.53e-06, 2.12e-06, 1.06e-07, 6.65e-08, 1.01e-06, 5.45e-09, 5.42e-06, 3.38e-06, 4.51e-06, 6.78e-08, 1.07e-09, 3.16e-08, 6.73e-08, 4.77e-08, 1.41e-08, 1.52e-07, 1.30e-07, 7.81e-07]    [3.36e-06, 7.67e-06, 2.61e-06, 4.09e-06, 4.53e-06, 2.12e-06, 1.06e-07, 6.65e-08, 1.01e-06, 5.45e-09, 5.42e-06, 3.38e-06, 4.51e-06, 6.78e-08, 1.07e-09, 3.16e-08, 6.73e-08, 4.77e-08, 1.41e-08, 1.52e-07, 1.30e-07, 7.81e-07]    []  
538000    [9.52e-06, 7.94e-06, 2.71e-06, 3.93e-06, 4.69e-06, 2.30e-06, 1.87e-07, 7.96e-06, 1.55e-06, 6.81e-06, 4.48e-05, 5.22e-05, 1.91e-04, 3.42e-04, 2.84e-06, 2.98e-06, 4.13e-06, 3.74e-06, 3.34e-06, 3.36e-07, 1.62e-05, 1.65e-06]    [9.52e-06, 7.94e-06, 2.71e-06, 3.93e-06, 4.69e-06, 2.30e-06, 1.87e-07, 7.96e-06, 1.55e-06, 6.81e-06, 4.48e-05, 5.22e-05, 1.91e-04, 3.42e-04, 2.84e-06, 2.98e-06, 4.13e-06, 3.74e-06, 3.34e-06, 3.36e-07, 1.62e-05, 1.65e-06]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 44.699866 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
538000    [9.52e-06, 7.94e-06, 2.71e-06, 3.93e-06, 4.69e-06, 2.30e-06, 1.87e-07, 7.96e-06, 1.55e-06, 6.81e-06, 4.48e-05, 5.22e-05, 1.91e-04, 3.42e-04, 2.84e-06, 2.98e-06, 4.13e-06, 3.74e-06, 3.34e-06, 3.36e-07, 1.62e-05, 1.65e-06]    [9.52e-06, 7.94e-06, 2.71e-06, 3.93e-06, 4.69e-06, 2.30e-06, 1.87e-07, 7.96e-06, 1.55e-06, 6.81e-06, 4.48e-05, 5.22e-05, 1.91e-04, 3.42e-04, 2.84e-06, 2.98e-06, 4.13e-06, 3.74e-06, 3.34e-06, 3.36e-07, 1.62e-05, 1.65e-06]    []  
538100    [4.88e-06, 8.56e-06, 2.87e-06, 4.14e-06, 5.02e-06, 2.15e-06, 1.46e-07, 1.48e-05, 9.08e-07, 3.04e-06, 2.00e-05, 4.10e-05, 8.56e-05, 2.05e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.71e-06, 4.65e-08, 8.91e-06, 2.38e-07]    [4.88e-06, 8.56e-06, 2.87e-06, 4.14e-06, 5.02e-06, 2.15e-06, 1.46e-07, 1.48e-05, 9.08e-07, 3.04e-06, 2.00e-05, 4.10e-05, 8.56e-05, 2.05e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.71e-06, 4.65e-08, 8.91e-06, 2.38e-07]    []  
538200    [4.14e-06, 8.07e-06, 2.76e-06, 3.69e-06, 4.60e-06, 2.07e-06, 1.32e-07, 1.23e-05, 7.85e-07, 3.75e-07, 6.57e-06, 6.09e-06, 5.13e-06, 8.20e-07, 2.66e-08, 9.37e-09, 1.74e-07, 7.38e-08, 0.00e+00, 1.12e-07, 1.47e-05, 5.86e-07]    [4.14e-06, 8.07e-06, 2.76e-06, 3.69e-06, 4.60e-06, 2.07e-06, 1.32e-07, 1.23e-05, 7.85e-07, 3.75e-07, 6.57e-06, 6.09e-06, 5.13e-06, 8.20e-07, 2.66e-08, 9.37e-09, 1.74e-07, 7.38e-08, 0.00e+00, 1.12e-07, 1.47e-05, 5.86e-07]    []  
538300    [5.17e-06, 8.38e-06, 2.90e-06, 3.88e-06, 4.71e-06, 2.15e-06, 1.79e-07, 3.36e-05, 2.28e-06, 2.89e-07, 8.21e-06, 6.31e-06, 6.05e-06, 2.03e-05, 3.17e-07, 5.75e-08, 2.46e-07, 1.67e-07, 4.04e-06, 3.65e-07, 2.11e-05, 1.90e-06]    [5.17e-06, 8.38e-06, 2.90e-06, 3.88e-06, 4.71e-06, 2.15e-06, 1.79e-07, 3.36e-05, 2.28e-06, 2.89e-07, 8.21e-06, 6.31e-06, 6.05e-06, 2.03e-05, 3.17e-07, 5.75e-08, 2.46e-07, 1.67e-07, 4.04e-06, 3.65e-07, 2.11e-05, 1.90e-06]    []  
538400    [4.80e-06, 8.09e-06, 2.77e-06, 3.66e-06, 4.56e-06, 2.17e-06, 1.48e-07, 5.78e-06, 2.21e-05, 3.62e-07, 5.63e-06, 6.30e-06, 3.98e-06, 7.56e-06, 3.41e-07, 8.21e-08, 1.59e-07, 1.10e-07, 0.00e+00, 0.00e+00, 4.38e-06, 2.91e-05]    [4.80e-06, 8.09e-06, 2.77e-06, 3.66e-06, 4.56e-06, 2.17e-06, 1.48e-07, 5.78e-06, 2.21e-05, 3.62e-07, 5.63e-06, 6.30e-06, 3.98e-06, 7.56e-06, 3.41e-07, 8.21e-08, 1.59e-07, 1.10e-07, 0.00e+00, 0.00e+00, 4.38e-06, 2.91e-05]    []  
538500    [3.26e-06, 8.02e-06, 2.56e-06, 4.07e-06, 4.58e-06, 2.15e-06, 1.38e-07, 3.02e-05, 6.84e-09, 1.35e-06, 7.11e-06, 1.10e-05, 2.46e-05, 5.20e-05, 0.00e+00, 2.49e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-10, 3.32e-05, 1.09e-08]    [3.26e-06, 8.02e-06, 2.56e-06, 4.07e-06, 4.58e-06, 2.15e-06, 1.38e-07, 3.02e-05, 6.84e-09, 1.35e-06, 7.11e-06, 1.10e-05, 2.46e-05, 5.20e-05, 0.00e+00, 2.49e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-10, 3.32e-05, 1.09e-08]    []  
538600    [4.04e-06, 7.97e-06, 2.63e-06, 3.84e-06, 4.46e-06, 2.21e-06, 1.31e-07, 1.01e-05, 2.12e-07, 8.56e-08, 1.71e-05, 8.92e-06, 3.02e-05, 1.93e-05, 1.71e-07, 9.07e-08, 4.59e-07, 5.01e-07, 2.22e-06, 1.16e-07, 1.15e-05, 5.96e-07]    [4.04e-06, 7.97e-06, 2.63e-06, 3.84e-06, 4.46e-06, 2.21e-06, 1.31e-07, 1.01e-05, 2.12e-07, 8.56e-08, 1.71e-05, 8.92e-06, 3.02e-05, 1.93e-05, 1.71e-07, 9.07e-08, 4.59e-07, 5.01e-07, 2.22e-06, 1.16e-07, 1.15e-05, 5.96e-07]    []  
538700    [2.93e-06, 7.65e-06, 2.51e-06, 4.07e-06, 4.33e-06, 2.21e-06, 9.53e-08, 2.78e-08, 3.18e-09, 1.11e-08, 3.98e-06, 2.04e-06, 2.87e-06, 3.43e-07, 5.46e-10, 1.22e-08, 5.07e-08, 3.96e-08, 1.61e-08, 1.52e-09, 8.67e-08, 5.60e-09]    [2.93e-06, 7.65e-06, 2.51e-06, 4.07e-06, 4.33e-06, 2.21e-06, 9.53e-08, 2.78e-08, 3.18e-09, 1.11e-08, 3.98e-06, 2.04e-06, 2.87e-06, 3.43e-07, 5.46e-10, 1.22e-08, 5.07e-08, 3.96e-08, 1.61e-08, 1.52e-09, 8.67e-08, 5.60e-09]    []  
538800    [3.25e-06, 7.56e-06, 2.39e-06, 3.87e-06, 4.26e-06, 2.24e-06, 9.40e-08, 1.83e-08, 1.18e-04, 1.52e-08, 5.52e-06, 3.21e-06, 3.63e-06, 2.84e-07, 7.80e-12, 2.09e-08, 1.51e-07, 1.31e-07, 6.89e-09, 0.00e+00, 2.23e-07, 1.85e-04]    [3.25e-06, 7.56e-06, 2.39e-06, 3.87e-06, 4.26e-06, 2.24e-06, 9.40e-08, 1.83e-08, 1.18e-04, 1.52e-08, 5.52e-06, 3.21e-06, 3.63e-06, 2.84e-07, 7.80e-12, 2.09e-08, 1.51e-07, 1.31e-07, 6.89e-09, 0.00e+00, 2.23e-07, 1.85e-04]    []  
538900    [3.57e-06, 7.96e-06, 2.51e-06, 4.12e-06, 4.52e-06, 2.19e-06, 1.11e-07, 1.13e-05, 6.79e-08, 1.33e-06, 2.03e-05, 2.13e-05, 7.18e-05, 9.52e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.70e-10, 1.88e-05, 1.36e-06]    [3.57e-06, 7.96e-06, 2.51e-06, 4.12e-06, 4.52e-06, 2.19e-06, 1.11e-07, 1.13e-05, 6.79e-08, 1.33e-06, 2.03e-05, 2.13e-05, 7.18e-05, 9.52e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.70e-10, 1.88e-05, 1.36e-06]    []  
539000    [4.63e-06, 8.11e-06, 2.55e-06, 4.76e-06, 4.46e-06, 2.28e-06, 9.42e-08, 8.98e-06, 1.17e-06, 4.84e-06, 3.56e-05, 4.81e-05, 1.61e-04, 2.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.53e-05, 3.20e-06]    [4.63e-06, 8.11e-06, 2.55e-06, 4.76e-06, 4.46e-06, 2.28e-06, 9.42e-08, 8.98e-06, 1.17e-06, 4.84e-06, 3.56e-05, 4.81e-05, 1.61e-04, 2.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.53e-05, 3.20e-06]    []  
539100    [4.29e-06, 8.26e-06, 2.70e-06, 3.89e-06, 4.58e-06, 2.16e-06, 1.62e-07, 1.89e-05, 2.90e-05, 9.23e-09, 2.32e-05, 1.84e-05, 4.29e-05, 7.03e-06, 3.86e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.62e-06, 2.68e-05, 1.73e-05]    [4.29e-06, 8.26e-06, 2.70e-06, 3.89e-06, 4.58e-06, 2.16e-06, 1.62e-07, 1.89e-05, 2.90e-05, 9.23e-09, 2.32e-05, 1.84e-05, 4.29e-05, 7.03e-06, 3.86e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.62e-06, 2.68e-05, 1.73e-05]    []  
539200    [3.40e-06, 8.16e-06, 2.58e-06, 3.98e-06, 4.49e-06, 2.20e-06, 1.47e-07, 2.32e-06, 4.60e-06, 6.38e-09, 5.79e-06, 3.05e-06, 3.83e-06, 2.59e-07, 1.06e-08, 2.35e-08, 1.12e-07, 1.05e-07, 1.06e-06, 9.92e-07, 5.67e-06, 4.98e-06]    [3.40e-06, 8.16e-06, 2.58e-06, 3.98e-06, 4.49e-06, 2.20e-06, 1.47e-07, 2.32e-06, 4.60e-06, 6.38e-09, 5.79e-06, 3.05e-06, 3.83e-06, 2.59e-07, 1.06e-08, 2.35e-08, 1.12e-07, 1.05e-07, 1.06e-06, 9.92e-07, 5.67e-06, 4.98e-06]    []  
539300    [3.76e-06, 8.12e-06, 2.56e-06, 4.07e-06, 4.52e-06, 2.19e-06, 1.36e-07, 2.66e-05, 9.82e-06, 1.84e-06, 2.56e-05, 2.19e-05, 8.82e-05, 7.16e-05, 9.38e-10, 3.08e-11, 0.00e+00, 0.00e+00, 0.00e+00, 7.99e-07, 3.79e-05, 4.13e-06]    [3.76e-06, 8.12e-06, 2.56e-06, 4.07e-06, 4.52e-06, 2.19e-06, 1.36e-07, 2.66e-05, 9.82e-06, 1.84e-06, 2.56e-05, 2.19e-05, 8.82e-05, 7.16e-05, 9.38e-10, 3.08e-11, 0.00e+00, 0.00e+00, 0.00e+00, 7.99e-07, 3.79e-05, 4.13e-06]    []  
539400    [5.44e-06, 8.67e-06, 3.09e-06, 3.77e-06, 4.92e-06, 2.24e-06, 2.29e-07, 4.59e-05, 1.94e-06, 1.34e-07, 8.21e-06, 4.24e-06, 1.02e-05, 6.26e-06, 1.12e-08, 1.44e-07, 6.55e-09, 0.00e+00, 8.39e-06, 4.66e-07, 4.24e-05, 2.37e-06]    [5.44e-06, 8.67e-06, 3.09e-06, 3.77e-06, 4.92e-06, 2.24e-06, 2.29e-07, 4.59e-05, 1.94e-06, 1.34e-07, 8.21e-06, 4.24e-06, 1.02e-05, 6.26e-06, 1.12e-08, 1.44e-07, 6.55e-09, 0.00e+00, 8.39e-06, 4.66e-07, 4.24e-05, 2.37e-06]    []  
539500    [3.28e-05, 1.02e-05, 3.03e-06, 5.63e-06, 6.76e-06, 3.06e-06, 6.16e-07, 7.60e-05, 1.88e-05, 4.55e-05, 1.21e-04, 2.75e-04, 7.26e-04, 1.93e-03, 2.51e-05, 2.51e-05, 1.81e-05, 1.48e-05, 2.35e-05, 7.42e-06, 1.10e-04, 3.22e-05]    [3.28e-05, 1.02e-05, 3.03e-06, 5.63e-06, 6.76e-06, 3.06e-06, 6.16e-07, 7.60e-05, 1.88e-05, 4.55e-05, 1.21e-04, 2.75e-04, 7.26e-04, 1.93e-03, 2.51e-05, 2.51e-05, 1.81e-05, 1.48e-05, 2.35e-05, 7.42e-06, 1.10e-04, 3.22e-05]    []  
539600    [4.76e-06, 8.07e-06, 2.54e-06, 3.90e-06, 4.49e-06, 2.41e-06, 1.95e-07, 4.80e-06, 7.44e-05, 1.99e-06, 1.27e-05, 2.46e-05, 6.12e-06, 7.73e-05, 0.00e+00, 0.00e+00, 3.75e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.94e-06, 1.35e-04]    [4.76e-06, 8.07e-06, 2.54e-06, 3.90e-06, 4.49e-06, 2.41e-06, 1.95e-07, 4.80e-06, 7.44e-05, 1.99e-06, 1.27e-05, 2.46e-05, 6.12e-06, 7.73e-05, 0.00e+00, 0.00e+00, 3.75e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.94e-06, 1.35e-04]    []  
539700    [5.10e-06, 8.79e-06, 2.92e-06, 3.76e-06, 4.57e-06, 2.16e-06, 2.56e-07, 1.64e-06, 1.28e-08, 1.87e-07, 5.28e-05, 2.78e-05, 1.20e-04, 4.84e-05, 3.11e-07, 1.36e-07, 7.09e-07, 1.03e-06, 1.79e-06, 1.20e-07, 8.96e-06, 5.92e-07]    [5.10e-06, 8.79e-06, 2.92e-06, 3.76e-06, 4.57e-06, 2.16e-06, 2.56e-07, 1.64e-06, 1.28e-08, 1.87e-07, 5.28e-05, 2.78e-05, 1.20e-04, 4.84e-05, 3.11e-07, 1.36e-07, 7.09e-07, 1.03e-06, 1.79e-06, 1.20e-07, 8.96e-06, 5.92e-07]    []  
539800    [5.57e-06, 8.12e-06, 2.60e-06, 3.68e-06, 4.56e-06, 2.25e-06, 1.55e-07, 5.15e-06, 4.21e-06, 1.58e-06, 2.44e-05, 1.82e-05, 7.45e-05, 1.15e-04, 3.13e-07, 8.61e-07, 1.71e-06, 1.27e-06, 6.84e-07, 0.00e+00, 3.44e-06, 4.70e-06]    [5.57e-06, 8.12e-06, 2.60e-06, 3.68e-06, 4.56e-06, 2.25e-06, 1.55e-07, 5.15e-06, 4.21e-06, 1.58e-06, 2.44e-05, 1.82e-05, 7.45e-05, 1.15e-04, 3.13e-07, 8.61e-07, 1.71e-06, 1.27e-06, 6.84e-07, 0.00e+00, 3.44e-06, 4.70e-06]    []  
539900    [2.83e-06, 7.75e-06, 2.39e-06, 4.36e-06, 4.14e-06, 2.29e-06, 7.42e-08, 5.03e-06, 1.99e-07, 9.64e-07, 1.57e-05, 1.37e-05, 5.30e-05, 5.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.89e-05, 9.03e-07]    [2.83e-06, 7.75e-06, 2.39e-06, 4.36e-06, 4.14e-06, 2.29e-06, 7.42e-08, 5.03e-06, 1.99e-07, 9.64e-07, 1.57e-05, 1.37e-05, 5.30e-05, 5.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.89e-05, 9.03e-07]    []  
540000    [1.75e-05, 8.83e-06, 2.69e-06, 4.49e-06, 5.24e-06, 2.57e-06, 3.04e-07, 5.44e-05, 1.47e-07, 1.89e-05, 1.18e-04, 1.38e-04, 5.69e-04, 9.54e-04, 7.85e-06, 8.59e-06, 1.11e-05, 9.74e-06, 1.92e-05, 7.70e-07, 8.95e-05, 3.55e-06]    [1.75e-05, 8.83e-06, 2.69e-06, 4.49e-06, 5.24e-06, 2.57e-06, 3.04e-07, 5.44e-05, 1.47e-07, 1.89e-05, 1.18e-04, 1.38e-04, 5.69e-04, 9.54e-04, 7.85e-06, 8.59e-06, 1.11e-05, 9.74e-06, 1.92e-05, 7.70e-07, 8.95e-05, 3.55e-06]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 55.847384 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
540000    [1.75e-05, 8.83e-06, 2.69e-06, 4.49e-06, 5.24e-06, 2.57e-06, 3.04e-07, 5.44e-05, 1.47e-07, 1.89e-05, 1.18e-04, 1.38e-04, 5.69e-04, 9.54e-04, 7.85e-06, 8.59e-06, 1.11e-05, 9.74e-06, 1.92e-05, 7.70e-07, 8.95e-05, 3.55e-06]    [1.75e-05, 8.83e-06, 2.69e-06, 4.49e-06, 5.24e-06, 2.57e-06, 3.04e-07, 5.44e-05, 1.47e-07, 1.89e-05, 1.18e-04, 1.38e-04, 5.69e-04, 9.54e-04, 7.85e-06, 8.59e-06, 1.11e-05, 9.74e-06, 1.92e-05, 7.70e-07, 8.95e-05, 3.55e-06]    []  
540100    [2.93e-06, 7.60e-06, 2.32e-06, 4.16e-06, 4.11e-06, 2.30e-06, 8.09e-08, 3.77e-07, 2.67e-05, 1.25e-07, 6.21e-06, 4.33e-06, 1.40e-05, 1.02e-05, 0.00e+00, 0.00e+00, 2.58e-09, 0.00e+00, 0.00e+00, 0.00e+00, 8.58e-07, 4.59e-05]    [2.93e-06, 7.60e-06, 2.32e-06, 4.16e-06, 4.11e-06, 2.30e-06, 8.09e-08, 3.77e-07, 2.67e-05, 1.25e-07, 6.21e-06, 4.33e-06, 1.40e-05, 1.02e-05, 0.00e+00, 0.00e+00, 2.58e-09, 0.00e+00, 0.00e+00, 0.00e+00, 8.58e-07, 4.59e-05]    []  
540200    [4.26e-06, 7.97e-06, 2.49e-06, 3.84e-06, 4.29e-06, 2.32e-06, 1.66e-07, 4.45e-07, 2.48e-06, 9.99e-09, 6.16e-06, 6.40e-06, 1.31e-05, 2.67e-06, 1.10e-08, 2.10e-09, 8.05e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-06, 3.69e-06]    [4.26e-06, 7.97e-06, 2.49e-06, 3.84e-06, 4.29e-06, 2.32e-06, 1.66e-07, 4.45e-07, 2.48e-06, 9.99e-09, 6.16e-06, 6.40e-06, 1.31e-05, 2.67e-06, 1.10e-08, 2.10e-09, 8.05e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-06, 3.69e-06]    []  
540300    [5.32e-06, 8.35e-06, 2.42e-06, 4.93e-06, 4.37e-06, 2.35e-06, 9.97e-08, 1.57e-05, 1.46e-05, 6.54e-06, 4.09e-05, 6.04e-05, 1.92e-04, 3.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.43e-05, 3.08e-05]    [5.32e-06, 8.35e-06, 2.42e-06, 4.93e-06, 4.37e-06, 2.35e-06, 9.97e-08, 1.57e-05, 1.46e-05, 6.54e-06, 4.09e-05, 6.04e-05, 1.92e-04, 3.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.43e-05, 3.08e-05]    []  
540400    [3.09e-06, 7.83e-06, 2.35e-06, 4.11e-06, 4.11e-06, 2.27e-06, 9.69e-08, 2.29e-05, 5.21e-06, 8.98e-07, 1.13e-05, 1.07e-05, 3.68e-05, 3.78e-05, 4.12e-10, 5.54e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-05, 1.09e-05]    [3.09e-06, 7.83e-06, 2.35e-06, 4.11e-06, 4.11e-06, 2.27e-06, 9.69e-08, 2.29e-05, 5.21e-06, 8.98e-07, 1.13e-05, 1.07e-05, 3.68e-05, 3.78e-05, 4.12e-10, 5.54e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-05, 1.09e-05]    []  
540500    [2.86e-06, 7.68e-06, 2.32e-06, 4.09e-06, 4.04e-06, 2.29e-06, 8.50e-08, 3.36e-07, 2.58e-08, 2.59e-10, 5.04e-06, 2.96e-06, 4.79e-06, 5.71e-07, 3.99e-10, 2.80e-08, 1.21e-07, 9.44e-08, 2.14e-10, 8.23e-10, 3.80e-07, 1.01e-08]    [2.86e-06, 7.68e-06, 2.32e-06, 4.09e-06, 4.04e-06, 2.29e-06, 8.50e-08, 3.36e-07, 2.58e-08, 2.59e-10, 5.04e-06, 2.96e-06, 4.79e-06, 5.71e-07, 3.99e-10, 2.80e-08, 1.21e-07, 9.44e-08, 2.14e-10, 8.23e-10, 3.80e-07, 1.01e-08]    []  
540600    [3.21e-06, 7.69e-06, 2.31e-06, 4.18e-06, 4.05e-06, 2.32e-06, 9.38e-08, 2.18e-07, 2.26e-08, 4.80e-08, 4.42e-06, 2.76e-06, 5.31e-06, 4.25e-06, 1.26e-08, 7.94e-08, 2.36e-07, 2.20e-07, 1.65e-07, 1.05e-08, 6.76e-07, 4.35e-08]    [3.21e-06, 7.69e-06, 2.31e-06, 4.18e-06, 4.05e-06, 2.32e-06, 9.38e-08, 2.18e-07, 2.26e-08, 4.80e-08, 4.42e-06, 2.76e-06, 5.31e-06, 4.25e-06, 1.26e-08, 7.94e-08, 2.36e-07, 2.20e-07, 1.65e-07, 1.05e-08, 6.76e-07, 4.35e-08]    []  
540700    [3.56e-06, 7.94e-06, 2.38e-06, 4.12e-06, 4.19e-06, 2.34e-06, 1.06e-07, 2.77e-05, 3.98e-06, 3.65e-09, 4.78e-06, 2.72e-06, 4.55e-06, 4.53e-06, 5.81e-09, 1.11e-07, 2.24e-07, 1.01e-07, 5.44e-06, 0.00e+00, 2.87e-05, 3.73e-06]    [3.56e-06, 7.94e-06, 2.38e-06, 4.12e-06, 4.19e-06, 2.34e-06, 1.06e-07, 2.77e-05, 3.98e-06, 3.65e-09, 4.78e-06, 2.72e-06, 4.55e-06, 4.53e-06, 5.81e-09, 1.11e-07, 2.24e-07, 1.01e-07, 5.44e-06, 0.00e+00, 2.87e-05, 3.73e-06]    []  
540800    [3.45e-06, 7.71e-06, 2.34e-06, 4.04e-06, 4.06e-06, 2.30e-06, 1.01e-07, 2.00e-06, 2.49e-07, 3.90e-08, 4.12e-06, 2.73e-06, 2.98e-06, 7.17e-06, 7.70e-09, 1.15e-07, 1.56e-07, 1.79e-07, 0.00e+00, 0.00e+00, 2.29e-06, 6.10e-07]    [3.45e-06, 7.71e-06, 2.34e-06, 4.04e-06, 4.06e-06, 2.30e-06, 1.01e-07, 2.00e-06, 2.49e-07, 3.90e-08, 4.12e-06, 2.73e-06, 2.98e-06, 7.17e-06, 7.70e-09, 1.15e-07, 1.56e-07, 1.79e-07, 0.00e+00, 0.00e+00, 2.29e-06, 6.10e-07]    []  
540900    [2.49e-06, 7.84e-06, 2.28e-06, 4.37e-06, 3.88e-06, 2.30e-06, 7.67e-08, 9.99e-07, 7.78e-06, 2.36e-07, 4.40e-06, 4.32e-06, 8.34e-06, 1.28e-05, 0.00e+00, 1.04e-09, 6.59e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.54e-06, 1.07e-05]    [2.49e-06, 7.84e-06, 2.28e-06, 4.37e-06, 3.88e-06, 2.30e-06, 7.67e-08, 9.99e-07, 7.78e-06, 2.36e-07, 4.40e-06, 4.32e-06, 8.34e-06, 1.28e-05, 0.00e+00, 1.04e-09, 6.59e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.54e-06, 1.07e-05]    []  
541000    [3.19e-06, 7.72e-06, 2.29e-06, 4.18e-06, 3.93e-06, 2.31e-06, 9.48e-08, 1.15e-06, 2.30e-07, 1.88e-07, 6.17e-06, 3.73e-06, 1.06e-05, 8.23e-06, 2.24e-08, 9.38e-08, 2.77e-07, 1.91e-07, 1.48e-07, 4.39e-08, 5.73e-07, 2.18e-07]    [3.19e-06, 7.72e-06, 2.29e-06, 4.18e-06, 3.93e-06, 2.31e-06, 9.48e-08, 1.15e-06, 2.30e-07, 1.88e-07, 6.17e-06, 3.73e-06, 1.06e-05, 8.23e-06, 2.24e-08, 9.38e-08, 2.77e-07, 1.91e-07, 1.48e-07, 4.39e-08, 5.73e-07, 2.18e-07]    []  
541100    [3.06e-06, 7.74e-06, 2.32e-06, 4.30e-06, 3.86e-06, 2.32e-06, 9.17e-08, 7.21e-07, 1.14e-07, 6.90e-08, 3.45e-06, 1.91e-06, 3.29e-06, 4.78e-06, 7.01e-09, 9.59e-08, 2.23e-07, 1.39e-07, 2.10e-08, 1.27e-07, 2.06e-07, 6.21e-07]    [3.06e-06, 7.74e-06, 2.32e-06, 4.30e-06, 3.86e-06, 2.32e-06, 9.17e-08, 7.21e-07, 1.14e-07, 6.90e-08, 3.45e-06, 1.91e-06, 3.29e-06, 4.78e-06, 7.01e-09, 9.59e-08, 2.23e-07, 1.39e-07, 2.10e-08, 1.27e-07, 2.06e-07, 6.21e-07]    []  
541200    [3.91e-06, 7.75e-06, 2.32e-06, 4.19e-06, 3.83e-06, 2.30e-06, 1.08e-07, 1.06e-08, 1.51e-06, 7.70e-07, 8.29e-06, 7.12e-06, 2.43e-05, 3.57e-05, 1.62e-07, 4.15e-07, 5.73e-07, 6.93e-07, 4.55e-08, 4.03e-07, 1.05e-07, 1.99e-06]    [3.91e-06, 7.75e-06, 2.32e-06, 4.19e-06, 3.83e-06, 2.30e-06, 1.08e-07, 1.06e-08, 1.51e-06, 7.70e-07, 8.29e-06, 7.12e-06, 2.43e-05, 3.57e-05, 1.62e-07, 4.15e-07, 5.73e-07, 6.93e-07, 4.55e-08, 4.03e-07, 1.05e-07, 1.99e-06]    []  
541300    [7.48e-06, 8.66e-06, 2.56e-06, 5.65e-06, 4.14e-06, 2.32e-06, 1.17e-07, 3.32e-05, 1.20e-05, 9.11e-06, 1.34e-04, 1.22e-04, 4.76e-04, 5.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.33e-05, 3.46e-05]    [7.48e-06, 8.66e-06, 2.56e-06, 5.65e-06, 4.14e-06, 2.32e-06, 1.17e-07, 3.32e-05, 1.20e-05, 9.11e-06, 1.34e-04, 1.22e-04, 4.76e-04, 5.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.33e-05, 3.46e-05]    []  
541400    [2.91e-06, 7.70e-06, 2.31e-06, 4.32e-06, 3.71e-06, 2.28e-06, 8.74e-08, 4.02e-07, 1.21e-08, 2.37e-09, 2.86e-06, 1.67e-06, 1.77e-06, 7.64e-08, 1.22e-09, 1.29e-08, 9.10e-08, 5.57e-08, 3.56e-13, 6.16e-10, 6.30e-07, 1.73e-08]    [2.91e-06, 7.70e-06, 2.31e-06, 4.32e-06, 3.71e-06, 2.28e-06, 8.74e-08, 4.02e-07, 1.21e-08, 2.37e-09, 2.86e-06, 1.67e-06, 1.77e-06, 7.64e-08, 1.22e-09, 1.29e-08, 9.10e-08, 5.57e-08, 3.56e-13, 6.16e-10, 6.30e-07, 1.73e-08]    []  
541500    [3.09e-06, 7.90e-06, 2.37e-06, 5.00e-06, 3.17e-06, 2.27e-06, 9.24e-08, 3.51e-08, 1.91e-08, 3.10e-11, 3.62e-06, 1.97e-06, 2.34e-06, 6.00e-08, 6.06e-09, 3.56e-08, 1.53e-07, 1.63e-07, 2.32e-08, 1.09e-09, 3.48e-07, 3.82e-08]    [3.09e-06, 7.90e-06, 2.37e-06, 5.00e-06, 3.17e-06, 2.27e-06, 9.24e-08, 3.51e-08, 1.91e-08, 3.10e-11, 3.62e-06, 1.97e-06, 2.34e-06, 6.00e-08, 6.06e-09, 3.56e-08, 1.53e-07, 1.63e-07, 2.32e-08, 1.09e-09, 3.48e-07, 3.82e-08]    []  
541600    [3.34e-06, 8.09e-06, 2.39e-06, 5.27e-06, 3.20e-06, 2.20e-06, 1.03e-07, 2.51e-09, 3.47e-06, 3.63e-09, 7.79e-06, 4.79e-06, 9.76e-06, 2.08e-07, 6.60e-08, 5.65e-08, 6.22e-08, 4.56e-08, 3.20e-08, 5.16e-07, 2.51e-07, 2.50e-06]    [3.34e-06, 8.09e-06, 2.39e-06, 5.27e-06, 3.20e-06, 2.20e-06, 1.03e-07, 2.51e-09, 3.47e-06, 3.63e-09, 7.79e-06, 4.79e-06, 9.76e-06, 2.08e-07, 6.60e-08, 5.65e-08, 6.22e-08, 4.56e-08, 3.20e-08, 5.16e-07, 2.51e-07, 2.50e-06]    []  
541700    [3.34e-06, 8.15e-06, 2.42e-06, 5.55e-06, 2.91e-06, 2.16e-06, 1.05e-07, 6.69e-08, 1.06e-07, 3.59e-09, 6.63e-06, 4.34e-06, 1.05e-05, 2.05e-06, 4.57e-08, 2.52e-08, 2.96e-08, 6.37e-08, 3.86e-09, 3.04e-08, 6.89e-07, 8.81e-08]    [3.34e-06, 8.15e-06, 2.42e-06, 5.55e-06, 2.91e-06, 2.16e-06, 1.05e-07, 6.69e-08, 1.06e-07, 3.59e-09, 6.63e-06, 4.34e-06, 1.05e-05, 2.05e-06, 4.57e-08, 2.52e-08, 2.96e-08, 6.37e-08, 3.86e-09, 3.04e-08, 6.89e-07, 8.81e-08]    []  
541800    [8.00e-06, 8.54e-06, 2.45e-06, 5.78e-06, 4.14e-06, 2.44e-06, 1.30e-07, 3.46e-05, 1.34e-05, 1.08e-05, 3.77e-05, 7.22e-05, 2.00e-04, 4.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.92e-05, 3.16e-05]    [8.00e-06, 8.54e-06, 2.45e-06, 5.78e-06, 4.14e-06, 2.44e-06, 1.30e-07, 3.46e-05, 1.34e-05, 1.08e-05, 3.77e-05, 7.22e-05, 2.00e-04, 4.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.92e-05, 3.16e-05]    []  
541900    [4.97e-06, 8.88e-06, 2.53e-06, 5.74e-06, 3.95e-06, 2.13e-06, 1.10e-07, 1.05e-06, 1.75e-05, 3.80e-06, 3.70e-05, 3.76e-05, 1.37e-04, 1.53e-04, 1.77e-07, 0.00e+00, 0.00e+00, 1.24e-08, 0.00e+00, 3.22e-06, 5.23e-06, 1.45e-05]    [4.97e-06, 8.88e-06, 2.53e-06, 5.74e-06, 3.95e-06, 2.13e-06, 1.10e-07, 1.05e-06, 1.75e-05, 3.80e-06, 3.70e-05, 3.76e-05, 1.37e-04, 1.53e-04, 1.77e-07, 0.00e+00, 0.00e+00, 1.24e-08, 0.00e+00, 3.22e-06, 5.23e-06, 1.45e-05]    []  
542000    [3.92e-06, 8.34e-06, 2.43e-06, 5.20e-06, 3.04e-06, 2.06e-06, 1.21e-07, 6.95e-08, 2.50e-08, 2.25e-07, 1.10e-05, 5.68e-06, 2.20e-05, 1.60e-05, 7.40e-08, 1.59e-07, 3.66e-07, 6.62e-07, 2.04e-07, 3.78e-08, 5.54e-07, 1.23e-07]    [3.92e-06, 8.34e-06, 2.43e-06, 5.20e-06, 3.04e-06, 2.06e-06, 1.21e-07, 6.95e-08, 2.50e-08, 2.25e-07, 1.10e-05, 5.68e-06, 2.20e-05, 1.60e-05, 7.40e-08, 1.59e-07, 3.66e-07, 6.62e-07, 2.04e-07, 3.78e-08, 5.54e-07, 1.23e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 53.700978 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
542000    [3.92e-06, 8.34e-06, 2.43e-06, 5.20e-06, 3.04e-06, 2.06e-06, 1.21e-07, 6.95e-08, 2.50e-08, 2.25e-07, 1.10e-05, 5.68e-06, 2.20e-05, 1.60e-05, 7.40e-08, 1.59e-07, 3.66e-07, 6.62e-07, 2.04e-07, 3.78e-08, 5.54e-07, 1.23e-07]    [3.92e-06, 8.34e-06, 2.43e-06, 5.20e-06, 3.04e-06, 2.06e-06, 1.21e-07, 6.95e-08, 2.50e-08, 2.25e-07, 1.10e-05, 5.68e-06, 2.20e-05, 1.60e-05, 7.40e-08, 1.59e-07, 3.66e-07, 6.62e-07, 2.04e-07, 3.78e-08, 5.54e-07, 1.23e-07]    []  
542100    [6.68e-06, 8.45e-06, 2.43e-06, 5.22e-06, 3.04e-06, 2.07e-06, 1.64e-07, 5.24e-06, 4.19e-07, 3.87e-06, 2.77e-05, 2.67e-05, 1.05e-04, 1.81e-04, 9.81e-07, 1.54e-06, 2.33e-06, 2.12e-06, 1.94e-06, 2.29e-07, 8.37e-06, 9.63e-07]    [6.68e-06, 8.45e-06, 2.43e-06, 5.22e-06, 3.04e-06, 2.07e-06, 1.64e-07, 5.24e-06, 4.19e-07, 3.87e-06, 2.77e-05, 2.67e-05, 1.05e-04, 1.81e-04, 9.81e-07, 1.54e-06, 2.33e-06, 2.12e-06, 1.94e-06, 2.29e-07, 8.37e-06, 9.63e-07]    []  
542200    [9.38e-06, 9.14e-06, 2.81e-06, 5.34e-06, 4.00e-06, 2.37e-06, 2.25e-07, 1.79e-05, 9.54e-06, 3.88e-06, 1.25e-05, 5.46e-05, 1.65e-05, 1.81e-04, 8.04e-06, 2.10e-06, 2.22e-07, 2.24e-06, 0.00e+00, 1.14e-06, 3.51e-05, 5.53e-06]    [9.38e-06, 9.14e-06, 2.81e-06, 5.34e-06, 4.00e-06, 2.37e-06, 2.25e-07, 1.79e-05, 9.54e-06, 3.88e-06, 1.25e-05, 5.46e-05, 1.65e-05, 1.81e-04, 8.04e-06, 2.10e-06, 2.22e-07, 2.24e-06, 0.00e+00, 1.14e-06, 3.51e-05, 5.53e-06]    []  
542300    [5.41e-06, 8.71e-06, 2.51e-06, 5.07e-06, 3.73e-06, 2.02e-06, 1.24e-07, 9.47e-06, 7.45e-09, 4.43e-07, 8.84e-06, 8.55e-06, 1.79e-05, 4.10e-05, 1.18e-06, 2.55e-08, 6.99e-07, 9.69e-07, 0.00e+00, 2.76e-09, 1.25e-05, 1.89e-08]    [5.41e-06, 8.71e-06, 2.51e-06, 5.07e-06, 3.73e-06, 2.02e-06, 1.24e-07, 9.47e-06, 7.45e-09, 4.43e-07, 8.84e-06, 8.55e-06, 1.79e-05, 4.10e-05, 1.18e-06, 2.55e-08, 6.99e-07, 9.69e-07, 0.00e+00, 2.76e-09, 1.25e-05, 1.89e-08]    []  
542400    [3.44e-06, 8.67e-06, 2.37e-06, 5.42e-06, 2.99e-06, 1.97e-06, 1.30e-07, 8.28e-07, 1.08e-05, 4.30e-07, 1.18e-05, 9.70e-06, 2.98e-05, 2.38e-05, 6.68e-08, 0.00e+00, 0.00e+00, 7.21e-08, 0.00e+00, 0.00e+00, 3.99e-06, 1.92e-05]    [3.44e-06, 8.67e-06, 2.37e-06, 5.42e-06, 2.99e-06, 1.97e-06, 1.30e-07, 8.28e-07, 1.08e-05, 4.30e-07, 1.18e-05, 9.70e-06, 2.98e-05, 2.38e-05, 6.68e-08, 0.00e+00, 0.00e+00, 7.21e-08, 0.00e+00, 0.00e+00, 3.99e-06, 1.92e-05]    []  
542500    [2.95e-06, 8.66e-06, 2.38e-06, 5.63e-06, 2.74e-06, 1.97e-06, 1.41e-07, 2.89e-08, 1.54e-06, 7.09e-08, 4.26e-06, 3.01e-06, 6.38e-06, 6.78e-06, 2.52e-11, 8.55e-10, 4.85e-08, 6.40e-08, 3.18e-08, 2.64e-07, 2.66e-07, 1.17e-06]    [2.95e-06, 8.66e-06, 2.38e-06, 5.63e-06, 2.74e-06, 1.97e-06, 1.41e-07, 2.89e-08, 1.54e-06, 7.09e-08, 4.26e-06, 3.01e-06, 6.38e-06, 6.78e-06, 2.52e-11, 8.55e-10, 4.85e-08, 6.40e-08, 3.18e-08, 2.64e-07, 2.66e-07, 1.17e-06]    []  
542600    [3.52e-06, 8.62e-06, 2.40e-06, 5.45e-06, 2.68e-06, 1.92e-06, 1.51e-07, 7.23e-08, 2.81e-07, 2.16e-08, 4.60e-06, 2.25e-06, 3.68e-06, 2.01e-06, 2.87e-08, 9.94e-08, 2.49e-07, 2.79e-07, 7.30e-08, 0.00e+00, 2.65e-07, 2.19e-07]    [3.52e-06, 8.62e-06, 2.40e-06, 5.45e-06, 2.68e-06, 1.92e-06, 1.51e-07, 7.23e-08, 2.81e-07, 2.16e-08, 4.60e-06, 2.25e-06, 3.68e-06, 2.01e-06, 2.87e-08, 9.94e-08, 2.49e-07, 2.79e-07, 7.30e-08, 0.00e+00, 2.65e-07, 2.19e-07]    []  
542700    [2.92e-06, 8.71e-06, 2.38e-06, 5.22e-06, 3.10e-06, 1.95e-06, 1.47e-07, 3.33e-07, 3.86e-07, 3.27e-07, 4.74e-06, 3.21e-06, 4.45e-06, 5.30e-06, 3.09e-10, 1.37e-08, 1.87e-08, 1.01e-07, 0.00e+00, 0.00e+00, 1.61e-06, 5.38e-07]    [2.92e-06, 8.71e-06, 2.38e-06, 5.22e-06, 3.10e-06, 1.95e-06, 1.47e-07, 3.33e-07, 3.86e-07, 3.27e-07, 4.74e-06, 3.21e-06, 4.45e-06, 5.30e-06, 3.09e-10, 1.37e-08, 1.87e-08, 1.01e-07, 0.00e+00, 0.00e+00, 1.61e-06, 5.38e-07]    []  
542800    [3.64e-06, 8.79e-06, 2.38e-06, 4.62e-06, 3.92e-06, 2.01e-06, 1.58e-07, 8.03e-06, 1.89e-07, 1.33e-06, 7.67e-06, 9.76e-06, 2.26e-05, 2.92e-05, 3.30e-09, 0.00e+00, 1.60e-11, 3.05e-08, 1.33e-06, 4.42e-07, 6.82e-06, 2.06e-06]    [3.64e-06, 8.79e-06, 2.38e-06, 4.62e-06, 3.92e-06, 2.01e-06, 1.58e-07, 8.03e-06, 1.89e-07, 1.33e-06, 7.67e-06, 9.76e-06, 2.26e-05, 2.92e-05, 3.30e-09, 0.00e+00, 1.60e-11, 3.05e-08, 1.33e-06, 4.42e-07, 6.82e-06, 2.06e-06]    []  
542900    [3.60e-06, 8.45e-06, 2.35e-06, 4.66e-06, 3.21e-06, 1.99e-06, 1.63e-07, 2.86e-08, 4.49e-07, 4.15e-07, 6.62e-06, 4.05e-06, 1.26e-05, 1.65e-05, 4.57e-08, 2.45e-07, 4.12e-07, 4.60e-07, 2.02e-08, 7.38e-08, 1.39e-07, 3.50e-07]    [3.60e-06, 8.45e-06, 2.35e-06, 4.66e-06, 3.21e-06, 1.99e-06, 1.63e-07, 2.86e-08, 4.49e-07, 4.15e-07, 6.62e-06, 4.05e-06, 1.26e-05, 1.65e-05, 4.57e-08, 2.45e-07, 4.12e-07, 4.60e-07, 2.02e-08, 7.38e-08, 1.39e-07, 3.50e-07]    []  
543000    [3.69e-06, 8.95e-06, 2.35e-06, 5.50e-06, 2.92e-06, 2.04e-06, 1.53e-07, 8.52e-06, 8.68e-06, 2.72e-06, 2.96e-05, 3.26e-05, 1.08e-04, 1.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.26e-05, 1.74e-05]    [3.69e-06, 8.95e-06, 2.35e-06, 5.50e-06, 2.92e-06, 2.04e-06, 1.53e-07, 8.52e-06, 8.68e-06, 2.72e-06, 2.96e-05, 3.26e-05, 1.08e-04, 1.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.26e-05, 1.74e-05]    []  
543100    [4.39e-06, 9.15e-06, 2.37e-06, 4.75e-06, 3.84e-06, 1.99e-06, 1.50e-07, 4.76e-07, 1.62e-06, 3.45e-06, 2.72e-05, 3.85e-05, 1.05e-04, 1.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.83e-07, 1.27e-06, 1.41e-06]    [4.39e-06, 9.15e-06, 2.37e-06, 4.75e-06, 3.84e-06, 1.99e-06, 1.50e-07, 4.76e-07, 1.62e-06, 3.45e-06, 2.72e-05, 3.85e-05, 1.05e-04, 1.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.83e-07, 1.27e-06, 1.41e-06]    []  
543200    [2.64e-06, 8.63e-06, 2.32e-06, 4.84e-06, 3.11e-06, 2.01e-06, 1.39e-07, 8.21e-11, 1.05e-06, 1.20e-07, 4.28e-06, 3.12e-06, 6.05e-06, 6.40e-06, 8.45e-12, 1.05e-11, 1.00e-08, 9.47e-08, 1.95e-09, 0.00e+00, 1.61e-07, 1.72e-06]    [2.64e-06, 8.63e-06, 2.32e-06, 4.84e-06, 3.11e-06, 2.01e-06, 1.39e-07, 8.21e-11, 1.05e-06, 1.20e-07, 4.28e-06, 3.12e-06, 6.05e-06, 6.40e-06, 8.45e-12, 1.05e-11, 1.00e-08, 9.47e-08, 1.95e-09, 0.00e+00, 1.61e-07, 1.72e-06]    []  
543300    [2.80e-06, 8.58e-06, 2.33e-06, 4.85e-06, 3.06e-06, 2.04e-06, 1.52e-07, 1.01e-08, 2.87e-07, 1.15e-07, 3.90e-06, 2.48e-06, 3.63e-06, 4.69e-06, 0.00e+00, 1.39e-10, 3.69e-08, 7.28e-08, 2.03e-08, 3.12e-08, 1.28e-07, 1.37e-07]    [2.80e-06, 8.58e-06, 2.33e-06, 4.85e-06, 3.06e-06, 2.04e-06, 1.52e-07, 1.01e-08, 2.87e-07, 1.15e-07, 3.90e-06, 2.48e-06, 3.63e-06, 4.69e-06, 0.00e+00, 1.39e-10, 3.69e-08, 7.28e-08, 2.03e-08, 3.12e-08, 1.28e-07, 1.37e-07]    []  
543400    [3.66e-06, 8.84e-06, 2.39e-06, 5.23e-06, 3.19e-06, 2.11e-06, 1.50e-07, 5.63e-06, 3.91e-07, 2.23e-06, 4.74e-05, 3.95e-05, 1.49e-04, 1.49e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.72e-05, 2.13e-06]    [3.66e-06, 8.84e-06, 2.39e-06, 5.23e-06, 3.19e-06, 2.11e-06, 1.50e-07, 5.63e-06, 3.91e-07, 2.23e-06, 4.74e-05, 3.95e-05, 1.49e-04, 1.49e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.72e-05, 2.13e-06]    []  
543500    [4.06e-06, 8.86e-06, 2.52e-06, 4.06e-06, 4.08e-06, 1.98e-06, 1.62e-07, 3.85e-06, 3.17e-05, 4.47e-09, 3.16e-05, 2.15e-05, 5.08e-05, 9.38e-06, 1.07e-07, 5.27e-13, 0.00e+00, 7.81e-09, 0.00e+00, 4.86e-06, 6.52e-06, 2.28e-05]    [4.06e-06, 8.86e-06, 2.52e-06, 4.06e-06, 4.08e-06, 1.98e-06, 1.62e-07, 3.85e-06, 3.17e-05, 4.47e-09, 3.16e-05, 2.15e-05, 5.08e-05, 9.38e-06, 1.07e-07, 5.27e-13, 0.00e+00, 7.81e-09, 0.00e+00, 4.86e-06, 6.52e-06, 2.28e-05]    []  
543600    [3.34e-06, 8.42e-06, 2.33e-06, 4.07e-06, 3.58e-06, 2.10e-06, 1.56e-07, 1.07e-06, 3.87e-06, 2.02e-07, 6.13e-06, 3.22e-06, 1.05e-05, 1.09e-05, 3.37e-08, 1.01e-07, 2.49e-07, 5.27e-07, 3.00e-07, 7.81e-07, 1.30e-06, 3.69e-06]    [3.34e-06, 8.42e-06, 2.33e-06, 4.07e-06, 3.58e-06, 2.10e-06, 1.56e-07, 1.07e-06, 3.87e-06, 2.02e-07, 6.13e-06, 3.22e-06, 1.05e-05, 1.09e-05, 3.37e-08, 1.01e-07, 2.49e-07, 5.27e-07, 3.00e-07, 7.81e-07, 1.30e-06, 3.69e-06]    []  
543700    [4.65e-06, 8.52e-06, 2.36e-06, 4.16e-06, 3.62e-06, 2.09e-06, 1.75e-07, 8.25e-06, 1.33e-07, 1.73e-06, 2.50e-05, 1.84e-05, 8.18e-05, 9.42e-05, 4.08e-07, 7.80e-07, 1.44e-06, 1.44e-06, 2.77e-06, 2.11e-07, 1.31e-05, 9.55e-07]    [4.65e-06, 8.52e-06, 2.36e-06, 4.16e-06, 3.62e-06, 2.09e-06, 1.75e-07, 8.25e-06, 1.33e-07, 1.73e-06, 2.50e-05, 1.84e-05, 8.18e-05, 9.42e-05, 4.08e-07, 7.80e-07, 1.44e-06, 1.44e-06, 2.77e-06, 2.11e-07, 1.31e-05, 9.55e-07]    []  
543800    [6.95e-06, 8.78e-06, 2.55e-06, 3.83e-06, 4.13e-06, 2.11e-06, 1.98e-07, 3.57e-07, 4.94e-07, 3.68e-06, 2.65e-05, 3.06e-05, 1.03e-04, 2.03e-04, 1.96e-06, 1.43e-06, 1.54e-06, 2.54e-06, 2.02e-09, 0.00e+00, 6.76e-08, 4.02e-07]    [6.95e-06, 8.78e-06, 2.55e-06, 3.83e-06, 4.13e-06, 2.11e-06, 1.98e-07, 3.57e-07, 4.94e-07, 3.68e-06, 2.65e-05, 3.06e-05, 1.03e-04, 2.03e-04, 1.96e-06, 1.43e-06, 1.54e-06, 2.54e-06, 2.02e-09, 0.00e+00, 6.76e-08, 4.02e-07]    []  
543900    [5.07e-06, 8.51e-06, 2.35e-06, 4.17e-06, 3.70e-06, 2.13e-06, 1.69e-07, 1.23e-05, 2.36e-06, 2.26e-06, 2.29e-05, 1.98e-05, 8.06e-05, 1.16e-04, 7.89e-07, 7.39e-07, 1.53e-06, 1.61e-06, 3.75e-06, 7.19e-07, 1.80e-05, 3.34e-06]    [5.07e-06, 8.51e-06, 2.35e-06, 4.17e-06, 3.70e-06, 2.13e-06, 1.69e-07, 1.23e-05, 2.36e-06, 2.26e-06, 2.29e-05, 1.98e-05, 8.06e-05, 1.16e-04, 7.89e-07, 7.39e-07, 1.53e-06, 1.61e-06, 3.75e-06, 7.19e-07, 1.80e-05, 3.34e-06]    []  
544000    [3.47e-06, 8.33e-06, 2.28e-06, 3.75e-06, 3.70e-06, 2.10e-06, 1.42e-07, 2.09e-06, 1.19e-06, 2.09e-07, 7.44e-06, 4.06e-06, 1.44e-05, 1.44e-05, 9.18e-08, 4.93e-08, 2.62e-07, 5.76e-07, 0.00e+00, 0.00e+00, 3.19e-06, 1.55e-06]    [3.47e-06, 8.33e-06, 2.28e-06, 3.75e-06, 3.70e-06, 2.10e-06, 1.42e-07, 2.09e-06, 1.19e-06, 2.09e-07, 7.44e-06, 4.06e-06, 1.44e-05, 1.44e-05, 9.18e-08, 4.93e-08, 2.62e-07, 5.76e-07, 0.00e+00, 0.00e+00, 3.19e-06, 1.55e-06]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 53.564049 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
544000    [3.47e-06, 8.33e-06, 2.28e-06, 3.75e-06, 3.70e-06, 2.10e-06, 1.42e-07, 2.09e-06, 1.19e-06, 2.09e-07, 7.44e-06, 4.06e-06, 1.44e-05, 1.44e-05, 9.18e-08, 4.93e-08, 2.62e-07, 5.76e-07, 0.00e+00, 0.00e+00, 3.19e-06, 1.55e-06]    [3.47e-06, 8.33e-06, 2.28e-06, 3.75e-06, 3.70e-06, 2.10e-06, 1.42e-07, 2.09e-06, 1.19e-06, 2.09e-07, 7.44e-06, 4.06e-06, 1.44e-05, 1.44e-05, 9.18e-08, 4.93e-08, 2.62e-07, 5.76e-07, 0.00e+00, 0.00e+00, 3.19e-06, 1.55e-06]    []  
544100    [1.96e-05, 1.17e-05, 2.67e-06, 5.95e-06, 5.51e-06, 3.39e-06, 4.24e-07, 3.95e-06, 6.04e-09, 3.46e-05, 4.67e-05, 3.31e-04, 2.48e-04, 1.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.77e-09, 6.37e-06, 6.48e-09]    [1.96e-05, 1.17e-05, 2.67e-06, 5.95e-06, 5.51e-06, 3.39e-06, 4.24e-07, 3.95e-06, 6.04e-09, 3.46e-05, 4.67e-05, 3.31e-04, 2.48e-04, 1.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.77e-09, 6.37e-06, 6.48e-09]    []  
544200    [3.64e-06, 9.22e-06, 2.79e-06, 3.67e-06, 4.45e-06, 2.12e-06, 2.47e-07, 6.04e-05, 7.65e-07, 1.46e-06, 9.81e-05, 6.30e-05, 1.18e-04, 2.33e-06, 2.25e-08, 0.00e+00, 1.16e-06, 5.67e-07, 1.57e-05, 4.33e-07, 8.18e-05, 2.30e-06]    [3.64e-06, 9.22e-06, 2.79e-06, 3.67e-06, 4.45e-06, 2.12e-06, 2.47e-07, 6.04e-05, 7.65e-07, 1.46e-06, 9.81e-05, 6.30e-05, 1.18e-04, 2.33e-06, 2.25e-08, 0.00e+00, 1.16e-06, 5.67e-07, 1.57e-05, 4.33e-07, 8.18e-05, 2.30e-06]    []  
544300    [2.49e-06, 8.41e-06, 2.36e-06, 4.54e-06, 3.53e-06, 2.17e-06, 1.38e-07, 1.84e-07, 9.04e-10, 4.00e-07, 1.20e-05, 9.42e-06, 3.15e-05, 2.79e-05, 3.10e-13, 0.00e+00, 0.00e+00, 2.53e-09, 0.00e+00, 0.00e+00, 8.51e-07, 4.52e-08]    [2.49e-06, 8.41e-06, 2.36e-06, 4.54e-06, 3.53e-06, 2.17e-06, 1.38e-07, 1.84e-07, 9.04e-10, 4.00e-07, 1.20e-05, 9.42e-06, 3.15e-05, 2.79e-05, 3.10e-13, 0.00e+00, 0.00e+00, 2.53e-09, 0.00e+00, 0.00e+00, 8.51e-07, 4.52e-08]    []  
544400    [2.57e-06, 8.26e-06, 2.31e-06, 4.24e-06, 3.53e-06, 2.17e-06, 1.51e-07, 1.50e-08, 8.42e-08, 1.78e-12, 2.63e-06, 1.46e-06, 1.45e-06, 1.01e-07, 4.86e-11, 5.08e-09, 6.42e-08, 1.21e-07, 9.71e-09, 5.89e-09, 7.41e-08, 2.02e-08]    [2.57e-06, 8.26e-06, 2.31e-06, 4.24e-06, 3.53e-06, 2.17e-06, 1.51e-07, 1.50e-08, 8.42e-08, 1.78e-12, 2.63e-06, 1.46e-06, 1.45e-06, 1.01e-07, 4.86e-11, 5.08e-09, 6.42e-08, 1.21e-07, 9.71e-09, 5.89e-09, 7.41e-08, 2.02e-08]    []  
544500    [2.35e-06, 8.39e-06, 2.32e-06, 4.14e-06, 3.80e-06, 2.11e-06, 1.44e-07, 1.66e-06, 2.79e-09, 7.29e-09, 5.80e-06, 3.29e-06, 3.43e-06, 7.69e-07, 1.50e-09, 6.90e-10, 1.08e-07, 1.93e-07, 3.49e-08, 0.00e+00, 2.39e-07, 1.08e-07]    [2.35e-06, 8.39e-06, 2.32e-06, 4.14e-06, 3.80e-06, 2.11e-06, 1.44e-07, 1.66e-06, 2.79e-09, 7.29e-09, 5.80e-06, 3.29e-06, 3.43e-06, 7.69e-07, 1.50e-09, 6.90e-10, 1.08e-07, 1.93e-07, 3.49e-08, 0.00e+00, 2.39e-07, 1.08e-07]    []  
544600    [7.08e-06, 9.40e-06, 2.57e-06, 5.60e-06, 3.76e-06, 2.39e-06, 1.74e-07, 9.33e-06, 8.80e-06, 6.46e-06, 1.51e-04, 1.26e-04, 4.65e-04, 4.90e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.49e-05, 2.43e-05]    [7.08e-06, 9.40e-06, 2.57e-06, 5.60e-06, 3.76e-06, 2.39e-06, 1.74e-07, 9.33e-06, 8.80e-06, 6.46e-06, 1.51e-04, 1.26e-04, 4.65e-04, 4.90e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.49e-05, 2.43e-05]    []  
544700    [2.48e-06, 8.23e-06, 2.29e-06, 4.15e-06, 3.59e-06, 2.19e-06, 1.58e-07, 6.49e-08, 2.26e-09, 8.37e-09, 2.66e-06, 1.47e-06, 1.44e-06, 1.35e-07, 2.65e-11, 5.75e-09, 7.53e-08, 1.16e-07, 3.90e-09, 2.73e-10, 1.54e-07, 8.44e-09]    [2.48e-06, 8.23e-06, 2.29e-06, 4.15e-06, 3.59e-06, 2.19e-06, 1.58e-07, 6.49e-08, 2.26e-09, 8.37e-09, 2.66e-06, 1.47e-06, 1.44e-06, 1.35e-07, 2.65e-11, 5.75e-09, 7.53e-08, 1.16e-07, 3.90e-09, 2.73e-10, 1.54e-07, 8.44e-09]    []  
544800    [2.25e-06, 8.35e-06, 2.30e-06, 4.14e-06, 3.70e-06, 2.16e-06, 1.49e-07, 5.54e-07, 2.78e-09, 3.98e-09, 3.18e-06, 1.74e-06, 1.67e-06, 5.49e-07, 5.57e-10, 6.72e-10, 8.30e-08, 1.76e-07, 0.00e+00, 1.27e-09, 1.01e-06, 7.80e-09]    [2.25e-06, 8.35e-06, 2.30e-06, 4.14e-06, 3.70e-06, 2.16e-06, 1.49e-07, 5.54e-07, 2.78e-09, 3.98e-09, 3.18e-06, 1.74e-06, 1.67e-06, 5.49e-07, 5.57e-10, 6.72e-10, 8.30e-08, 1.76e-07, 0.00e+00, 1.27e-09, 1.01e-06, 7.80e-09]    []  
544900    [3.18e-06, 8.14e-06, 2.28e-06, 3.81e-06, 3.77e-06, 2.16e-06, 1.67e-07, 8.75e-07, 2.32e-06, 3.24e-07, 1.03e-05, 6.78e-06, 2.53e-05, 2.80e-05, 1.34e-07, 2.36e-07, 5.34e-07, 6.00e-07, 0.00e+00, 4.23e-07, 4.35e-07, 2.15e-06]    [3.18e-06, 8.14e-06, 2.28e-06, 3.81e-06, 3.77e-06, 2.16e-06, 1.67e-07, 8.75e-07, 2.32e-06, 3.24e-07, 1.03e-05, 6.78e-06, 2.53e-05, 2.80e-05, 1.34e-07, 2.36e-07, 5.34e-07, 6.00e-07, 0.00e+00, 4.23e-07, 4.35e-07, 2.15e-06]    []  
545000    [2.21e-06, 8.34e-06, 2.27e-06, 4.08e-06, 3.76e-06, 2.19e-06, 1.44e-07, 1.61e-06, 1.01e-06, 1.68e-07, 4.61e-06, 4.08e-06, 1.03e-05, 1.19e-05, 0.00e+00, 3.11e-09, 9.55e-09, 2.12e-08, 8.02e-08, 0.00e+00, 3.68e-07, 2.08e-06]    [2.21e-06, 8.34e-06, 2.27e-06, 4.08e-06, 3.76e-06, 2.19e-06, 1.44e-07, 1.61e-06, 1.01e-06, 1.68e-07, 4.61e-06, 4.08e-06, 1.03e-05, 1.19e-05, 0.00e+00, 3.11e-09, 9.55e-09, 2.12e-08, 8.02e-08, 0.00e+00, 3.68e-07, 2.08e-06]    []  
545100    [2.16e-06, 8.40e-06, 2.27e-06, 4.06e-06, 3.85e-06, 2.17e-06, 1.42e-07, 1.04e-07, 4.14e-06, 2.83e-07, 5.00e-06, 4.88e-06, 1.11e-05, 1.56e-05, 0.00e+00, 2.94e-09, 8.14e-09, 1.73e-08, 6.88e-09, 0.00e+00, 8.34e-08, 4.52e-06]    [2.16e-06, 8.40e-06, 2.27e-06, 4.06e-06, 3.85e-06, 2.17e-06, 1.42e-07, 1.04e-07, 4.14e-06, 2.83e-07, 5.00e-06, 4.88e-06, 1.11e-05, 1.56e-05, 0.00e+00, 2.94e-09, 8.14e-09, 1.73e-08, 6.88e-09, 0.00e+00, 8.34e-08, 4.52e-06]    []  
545200    [3.80e-06, 8.04e-06, 2.27e-06, 3.67e-06, 3.73e-06, 2.18e-06, 1.58e-07, 1.33e-06, 1.10e-06, 8.64e-07, 6.92e-06, 7.31e-06, 1.99e-05, 3.87e-05, 2.05e-07, 2.97e-07, 4.32e-07, 5.73e-07, 2.29e-07, 3.25e-07, 1.26e-06, 1.69e-06]    [3.80e-06, 8.04e-06, 2.27e-06, 3.67e-06, 3.73e-06, 2.18e-06, 1.58e-07, 1.33e-06, 1.10e-06, 8.64e-07, 6.92e-06, 7.31e-06, 1.99e-05, 3.87e-05, 2.05e-07, 2.97e-07, 4.32e-07, 5.73e-07, 2.29e-07, 3.25e-07, 1.26e-06, 1.69e-06]    []  
545300    [2.36e-06, 8.24e-06, 2.23e-06, 4.02e-06, 3.69e-06, 2.20e-06, 1.36e-07, 6.49e-06, 4.96e-06, 4.88e-07, 2.87e-06, 3.96e-06, 5.44e-06, 1.17e-05, 0.00e+00, 1.53e-09, 7.13e-09, 3.52e-08, 8.87e-07, 0.00e+00, 4.90e-06, 2.04e-06]    [2.36e-06, 8.24e-06, 2.23e-06, 4.02e-06, 3.69e-06, 2.20e-06, 1.36e-07, 6.49e-06, 4.96e-06, 4.88e-07, 2.87e-06, 3.96e-06, 5.44e-06, 1.17e-05, 0.00e+00, 1.53e-09, 7.13e-09, 3.52e-08, 8.87e-07, 0.00e+00, 4.90e-06, 2.04e-06]    []  
545400    [2.83e-06, 8.13e-06, 2.27e-06, 3.81e-06, 3.88e-06, 2.15e-06, 1.57e-07, 1.27e-06, 1.53e-07, 2.77e-07, 8.20e-06, 5.64e-06, 2.06e-05, 2.28e-05, 7.46e-08, 1.90e-07, 4.93e-07, 4.39e-07, 0.00e+00, 3.82e-08, 1.12e-06, 2.01e-07]    [2.83e-06, 8.13e-06, 2.27e-06, 3.81e-06, 3.88e-06, 2.15e-06, 1.57e-07, 1.27e-06, 1.53e-07, 2.77e-07, 8.20e-06, 5.64e-06, 2.06e-05, 2.28e-05, 7.46e-08, 1.90e-07, 4.93e-07, 4.39e-07, 0.00e+00, 3.82e-08, 1.12e-06, 2.01e-07]    []  
545500    [3.43e-06, 7.88e-06, 2.14e-06, 3.54e-06, 3.92e-06, 2.17e-06, 1.48e-07, 8.20e-08, 2.03e-06, 3.70e-08, 5.70e-06, 8.05e-06, 4.44e-06, 1.23e-05, 8.46e-09, 1.01e-07, 2.90e-07, 1.71e-07, 9.91e-08, 0.00e+00, 6.47e-07, 1.29e-06]    [3.43e-06, 7.88e-06, 2.14e-06, 3.54e-06, 3.92e-06, 2.17e-06, 1.48e-07, 8.20e-08, 2.03e-06, 3.70e-08, 5.70e-06, 8.05e-06, 4.44e-06, 1.23e-05, 8.46e-09, 1.01e-07, 2.90e-07, 1.71e-07, 9.91e-08, 0.00e+00, 6.47e-07, 1.29e-06]    []  
545600    [2.31e-06, 8.09e-06, 2.29e-06, 4.04e-06, 3.71e-06, 2.20e-06, 1.46e-07, 1.10e-08, 5.55e-10, 1.33e-11, 2.02e-06, 1.33e-06, 1.40e-06, 2.86e-08, 8.35e-10, 7.36e-09, 6.74e-08, 9.60e-08, 6.19e-09, 3.37e-10, 4.62e-08, 3.06e-09]    [2.31e-06, 8.09e-06, 2.29e-06, 4.04e-06, 3.71e-06, 2.20e-06, 1.46e-07, 1.10e-08, 5.55e-10, 1.33e-11, 2.02e-06, 1.33e-06, 1.40e-06, 2.86e-08, 8.35e-10, 7.36e-09, 6.74e-08, 9.60e-08, 6.19e-09, 3.37e-10, 4.62e-08, 3.06e-09]    []  
545700    [2.17e-06, 8.15e-06, 2.28e-06, 3.99e-06, 3.75e-06, 2.21e-06, 1.44e-07, 1.08e-07, 2.08e-07, 1.61e-09, 2.63e-06, 1.93e-06, 2.84e-06, 1.75e-06, 0.00e+00, 1.20e-10, 4.05e-08, 6.57e-08, 0.00e+00, 0.00e+00, 1.04e-06, 5.17e-07]    [2.17e-06, 8.15e-06, 2.28e-06, 3.99e-06, 3.75e-06, 2.21e-06, 1.44e-07, 1.08e-07, 2.08e-07, 1.61e-09, 2.63e-06, 1.93e-06, 2.84e-06, 1.75e-06, 0.00e+00, 1.20e-10, 4.05e-08, 6.57e-08, 0.00e+00, 0.00e+00, 1.04e-06, 5.17e-07]    []  
545800    [3.31e-06, 7.83e-06, 2.20e-06, 3.60e-06, 3.74e-06, 2.19e-06, 1.58e-07, 3.88e-06, 5.56e-06, 4.21e-07, 7.34e-06, 5.87e-06, 1.74e-05, 2.35e-05, 9.80e-08, 1.76e-07, 3.44e-07, 5.83e-07, 0.00e+00, 0.00e+00, 7.72e-06, 8.72e-06]    [3.31e-06, 7.83e-06, 2.20e-06, 3.60e-06, 3.74e-06, 2.19e-06, 1.58e-07, 3.88e-06, 5.56e-06, 4.21e-07, 7.34e-06, 5.87e-06, 1.74e-05, 2.35e-05, 9.80e-08, 1.76e-07, 3.44e-07, 5.83e-07, 0.00e+00, 0.00e+00, 7.72e-06, 8.72e-06]    []  
545900    [2.75e-06, 8.11e-06, 2.19e-06, 3.68e-06, 3.55e-06, 2.27e-06, 1.73e-07, 1.78e-05, 2.85e-07, 7.06e-07, 5.65e-06, 9.44e-06, 1.59e-05, 3.77e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-08, 0.00e+00, 0.00e+00, 3.80e-05, 5.61e-07]    [2.75e-06, 8.11e-06, 2.19e-06, 3.68e-06, 3.55e-06, 2.27e-06, 1.73e-07, 1.78e-05, 2.85e-07, 7.06e-07, 5.65e-06, 9.44e-06, 1.59e-05, 3.77e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-08, 0.00e+00, 0.00e+00, 3.80e-05, 5.61e-07]    []  
546000    [2.19e-06, 8.30e-06, 2.24e-06, 3.98e-06, 3.75e-06, 2.21e-06, 1.38e-07, 1.93e-07, 1.50e-06, 7.57e-07, 5.77e-06, 8.70e-06, 2.11e-05, 4.00e-05, 0.00e+00, 3.33e-11, 1.28e-09, 9.05e-13, 0.00e+00, 0.00e+00, 7.32e-07, 2.39e-06]    [2.19e-06, 8.30e-06, 2.24e-06, 3.98e-06, 3.75e-06, 2.21e-06, 1.38e-07, 1.93e-07, 1.50e-06, 7.57e-07, 5.77e-06, 8.70e-06, 2.11e-05, 4.00e-05, 0.00e+00, 3.33e-11, 1.28e-09, 9.05e-13, 0.00e+00, 0.00e+00, 7.32e-07, 2.39e-06]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 49.227047 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
546000    [2.19e-06, 8.30e-06, 2.24e-06, 3.98e-06, 3.75e-06, 2.21e-06, 1.38e-07, 1.93e-07, 1.50e-06, 7.57e-07, 5.77e-06, 8.70e-06, 2.11e-05, 4.00e-05, 0.00e+00, 3.33e-11, 1.28e-09, 9.05e-13, 0.00e+00, 0.00e+00, 7.32e-07, 2.39e-06]    [2.19e-06, 8.30e-06, 2.24e-06, 3.98e-06, 3.75e-06, 2.21e-06, 1.38e-07, 1.93e-07, 1.50e-06, 7.57e-07, 5.77e-06, 8.70e-06, 2.11e-05, 4.00e-05, 0.00e+00, 3.33e-11, 1.28e-09, 9.05e-13, 0.00e+00, 0.00e+00, 7.32e-07, 2.39e-06]    []  
546100    [2.24e-06, 8.23e-06, 2.29e-06, 4.05e-06, 3.73e-06, 2.23e-06, 1.44e-07, 1.59e-06, 1.34e-08, 7.38e-07, 8.30e-06, 9.52e-06, 2.90e-05, 4.15e-05, 0.00e+00, 0.00e+00, 3.73e-14, 0.00e+00, 0.00e+00, 6.43e-10, 5.83e-06, 5.17e-09]    [2.24e-06, 8.23e-06, 2.29e-06, 4.05e-06, 3.73e-06, 2.23e-06, 1.44e-07, 1.59e-06, 1.34e-08, 7.38e-07, 8.30e-06, 9.52e-06, 2.90e-05, 4.15e-05, 0.00e+00, 0.00e+00, 3.73e-14, 0.00e+00, 0.00e+00, 6.43e-10, 5.83e-06, 5.17e-09]    []  
546200    [2.60e-06, 8.29e-06, 2.31e-06, 4.30e-06, 3.71e-06, 2.25e-06, 1.42e-07, 8.83e-07, 1.32e-07, 1.23e-06, 2.42e-05, 2.13e-05, 7.99e-05, 8.43e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.87e-06, 7.91e-07]    [2.60e-06, 8.29e-06, 2.31e-06, 4.30e-06, 3.71e-06, 2.25e-06, 1.42e-07, 8.83e-07, 1.32e-07, 1.23e-06, 2.42e-05, 2.13e-05, 7.99e-05, 8.43e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.87e-06, 7.91e-07]    []  
546300    [2.44e-06, 7.93e-06, 2.25e-06, 3.89e-06, 3.75e-06, 2.21e-06, 1.54e-07, 4.28e-08, 1.27e-08, 9.58e-10, 2.44e-06, 1.71e-06, 1.96e-06, 2.81e-08, 8.75e-10, 1.57e-08, 6.96e-08, 8.14e-08, 2.29e-08, 5.08e-10, 7.99e-08, 5.31e-09]    [2.44e-06, 7.93e-06, 2.25e-06, 3.89e-06, 3.75e-06, 2.21e-06, 1.54e-07, 4.28e-08, 1.27e-08, 9.58e-10, 2.44e-06, 1.71e-06, 1.96e-06, 2.81e-08, 8.75e-10, 1.57e-08, 6.96e-08, 8.14e-08, 2.29e-08, 5.08e-10, 7.99e-08, 5.31e-09]    []  
546400    [2.61e-06, 7.99e-06, 2.11e-06, 3.62e-06, 3.58e-06, 2.39e-06, 2.13e-07, 2.13e-05, 2.03e-06, 3.00e-06, 6.75e-06, 1.79e-05, 4.24e-06, 4.66e-05, 0.00e+00, 1.15e-08, 0.00e+00, 7.69e-09, 0.00e+00, 4.59e-07, 2.91e-05, 2.40e-06]    [2.61e-06, 7.99e-06, 2.11e-06, 3.62e-06, 3.58e-06, 2.39e-06, 2.13e-07, 2.13e-05, 2.03e-06, 3.00e-06, 6.75e-06, 1.79e-05, 4.24e-06, 4.66e-05, 0.00e+00, 1.15e-08, 0.00e+00, 7.69e-09, 0.00e+00, 4.59e-07, 2.91e-05, 2.40e-06]    []  
546500    [5.18e-06, 8.23e-06, 2.39e-06, 3.25e-06, 4.58e-06, 2.34e-06, 2.60e-07, 1.63e-07, 1.12e-05, 1.98e-06, 5.00e-06, 1.36e-05, 1.23e-05, 6.60e-05, 4.94e-07, 7.03e-07, 7.48e-07, 4.10e-07, 3.24e-08, 0.00e+00, 1.44e-07, 3.10e-05]    [5.18e-06, 8.23e-06, 2.39e-06, 3.25e-06, 4.58e-06, 2.34e-06, 2.60e-07, 1.63e-07, 1.12e-05, 1.98e-06, 5.00e-06, 1.36e-05, 1.23e-05, 6.60e-05, 4.94e-07, 7.03e-07, 7.48e-07, 4.10e-07, 3.24e-08, 0.00e+00, 1.44e-07, 3.10e-05]    []  
546600    [2.54e-06, 7.88e-06, 2.19e-06, 3.61e-06, 3.79e-06, 2.18e-06, 1.61e-07, 2.11e-06, 4.53e-08, 7.00e-08, 2.58e-06, 1.96e-06, 3.18e-06, 3.90e-06, 7.92e-09, 4.35e-08, 1.36e-07, 1.53e-07, 0.00e+00, 0.00e+00, 1.45e-06, 6.39e-08]    [2.54e-06, 7.88e-06, 2.19e-06, 3.61e-06, 3.79e-06, 2.18e-06, 1.61e-07, 2.11e-06, 4.53e-08, 7.00e-08, 2.58e-06, 1.96e-06, 3.18e-06, 3.90e-06, 7.92e-09, 4.35e-08, 1.36e-07, 1.53e-07, 0.00e+00, 0.00e+00, 1.45e-06, 6.39e-08]    []  
546700    [2.04e-06, 8.05e-06, 2.22e-06, 3.87e-06, 3.76e-06, 2.21e-06, 1.47e-07, 1.15e-07, 1.28e-06, 1.32e-07, 2.62e-06, 2.84e-06, 5.26e-06, 7.12e-06, 0.00e+00, 0.00e+00, 3.31e-09, 2.12e-08, 4.87e-09, 0.00e+00, 1.01e-07, 1.92e-06]    [2.04e-06, 8.05e-06, 2.22e-06, 3.87e-06, 3.76e-06, 2.21e-06, 1.47e-07, 1.15e-07, 1.28e-06, 1.32e-07, 2.62e-06, 2.84e-06, 5.26e-06, 7.12e-06, 0.00e+00, 0.00e+00, 3.31e-09, 2.12e-08, 4.87e-09, 0.00e+00, 1.01e-07, 1.92e-06]    []  
546800    [2.62e-06, 7.93e-06, 2.21e-06, 3.67e-06, 3.85e-06, 2.20e-06, 1.66e-07, 9.71e-07, 4.05e-08, 2.32e-07, 4.31e-06, 3.39e-06, 9.96e-06, 1.18e-05, 4.06e-08, 1.16e-07, 3.48e-07, 2.66e-07, 2.34e-07, 4.60e-09, 1.15e-06, 1.92e-08]    [2.62e-06, 7.93e-06, 2.21e-06, 3.67e-06, 3.85e-06, 2.20e-06, 1.66e-07, 9.71e-07, 4.05e-08, 2.32e-07, 4.31e-06, 3.39e-06, 9.96e-06, 1.18e-05, 4.06e-08, 1.16e-07, 3.48e-07, 2.66e-07, 2.34e-07, 4.60e-09, 1.15e-06, 1.92e-08]    []  
546900    [5.22e-06, 8.06e-06, 2.24e-06, 3.56e-06, 4.10e-06, 2.24e-06, 1.94e-07, 5.50e-06, 8.49e-09, 2.52e-06, 3.73e-05, 3.16e-05, 1.31e-04, 1.56e-04, 1.01e-06, 1.13e-06, 2.11e-06, 1.86e-06, 1.91e-06, 2.81e-08, 9.73e-06, 1.38e-07]    [5.22e-06, 8.06e-06, 2.24e-06, 3.56e-06, 4.10e-06, 2.24e-06, 1.94e-07, 5.50e-06, 8.49e-09, 2.52e-06, 3.73e-05, 3.16e-05, 1.31e-04, 1.56e-04, 1.01e-06, 1.13e-06, 2.11e-06, 1.86e-06, 1.91e-06, 2.81e-08, 9.73e-06, 1.38e-07]    []  
547000    [5.58e-05, 1.42e-05, 3.41e-06, 8.02e-06, 9.11e-06, 6.07e-06, 1.51e-06, 2.68e-05, 1.55e-04, 1.09e-04, 1.78e-04, 6.46e-04, 6.17e-04, 3.80e-03, 7.81e-05, 7.31e-05, 1.50e-05, 2.47e-05, 3.21e-06, 4.54e-05, 1.78e-05, 1.79e-04]    [5.58e-05, 1.42e-05, 3.41e-06, 8.02e-06, 9.11e-06, 6.07e-06, 1.51e-06, 2.68e-05, 1.55e-04, 1.09e-04, 1.78e-04, 6.46e-04, 6.17e-04, 3.80e-03, 7.81e-05, 7.31e-05, 1.50e-05, 2.47e-05, 3.21e-06, 4.54e-05, 1.78e-05, 1.79e-04]    []  
547100    [2.11e-06, 7.97e-06, 2.23e-06, 3.97e-06, 3.73e-06, 2.24e-06, 1.52e-07, 4.08e-08, 1.19e-07, 2.87e-07, 1.06e-05, 8.57e-06, 2.98e-05, 2.35e-05, 0.00e+00, 0.00e+00, 8.97e-10, 0.00e+00, 2.22e-10, 0.00e+00, 5.37e-07, 2.42e-07]    [2.11e-06, 7.97e-06, 2.23e-06, 3.97e-06, 3.73e-06, 2.24e-06, 1.52e-07, 4.08e-08, 1.19e-07, 2.87e-07, 1.06e-05, 8.57e-06, 2.98e-05, 2.35e-05, 0.00e+00, 0.00e+00, 8.97e-10, 0.00e+00, 2.22e-10, 0.00e+00, 5.37e-07, 2.42e-07]    []  
547200    [6.44e-06, 8.11e-06, 2.28e-06, 3.57e-06, 4.22e-06, 2.27e-06, 2.14e-07, 7.45e-06, 3.25e-05, 3.86e-06, 4.77e-05, 4.33e-05, 1.73e-04, 2.25e-04, 1.68e-06, 1.70e-06, 3.14e-06, 2.37e-06, 2.97e-06, 1.05e-05, 1.51e-05, 4.41e-05]    [6.44e-06, 8.11e-06, 2.28e-06, 3.57e-06, 4.22e-06, 2.27e-06, 2.14e-07, 7.45e-06, 3.25e-05, 3.86e-06, 4.77e-05, 4.33e-05, 1.73e-04, 2.25e-04, 1.68e-06, 1.70e-06, 3.14e-06, 2.37e-06, 2.97e-06, 1.05e-05, 1.51e-05, 4.41e-05]    []  
547300    [2.96e-05, 1.11e-05, 3.12e-06, 5.34e-06, 6.21e-06, 4.32e-06, 9.04e-07, 3.97e-06, 5.80e-07, 4.81e-05, 1.04e-04, 3.03e-04, 4.02e-04, 2.01e-03, 3.30e-05, 2.89e-05, 8.73e-06, 1.05e-05, 0.00e+00, 3.04e-08, 1.02e-05, 1.66e-07]    [2.96e-05, 1.11e-05, 3.12e-06, 5.34e-06, 6.21e-06, 4.32e-06, 9.04e-07, 3.97e-06, 5.80e-07, 4.81e-05, 1.04e-04, 3.03e-04, 4.02e-04, 2.01e-03, 3.30e-05, 2.89e-05, 8.73e-06, 1.05e-05, 0.00e+00, 3.04e-08, 1.02e-05, 1.66e-07]    []  
547400    [3.13e-05, 1.05e-05, 2.88e-06, 5.33e-06, 6.75e-06, 3.69e-06, 6.91e-07, 8.36e-05, 7.19e-08, 4.90e-05, 9.40e-05, 2.84e-04, 5.09e-04, 1.83e-03, 2.85e-05, 2.67e-05, 1.25e-05, 1.36e-05, 2.39e-05, 1.18e-06, 1.16e-04, 5.40e-06]    [3.13e-05, 1.05e-05, 2.88e-06, 5.33e-06, 6.75e-06, 3.69e-06, 6.91e-07, 8.36e-05, 7.19e-08, 4.90e-05, 9.40e-05, 2.84e-04, 5.09e-04, 1.83e-03, 2.85e-05, 2.67e-05, 1.25e-05, 1.36e-05, 2.39e-05, 1.18e-06, 1.16e-04, 5.40e-06]    []  
547500    [6.33e-06, 8.92e-06, 2.17e-06, 4.19e-06, 4.16e-06, 2.41e-06, 1.77e-07, 2.57e-08, 1.40e-08, 1.07e-05, 3.35e-05, 7.14e-05, 1.86e-04, 4.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.63e-11, 1.73e-06, 1.55e-07]    [6.33e-06, 8.92e-06, 2.17e-06, 4.19e-06, 4.16e-06, 2.41e-06, 1.77e-07, 2.57e-08, 1.40e-08, 1.07e-05, 3.35e-05, 7.14e-05, 1.86e-04, 4.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.63e-11, 1.73e-06, 1.55e-07]    []  
547600    [2.55e-06, 7.80e-06, 2.04e-06, 3.19e-06, 3.80e-06, 2.27e-06, 1.77e-07, 3.82e-06, 4.89e-06, 2.73e-09, 3.08e-05, 1.92e-05, 5.65e-05, 9.26e-06, 3.87e-08, 1.03e-07, 5.53e-07, 5.58e-07, 8.28e-07, 0.00e+00, 4.70e-06, 2.70e-06]    [2.55e-06, 7.80e-06, 2.04e-06, 3.19e-06, 3.80e-06, 2.27e-06, 1.77e-07, 3.82e-06, 4.89e-06, 2.73e-09, 3.08e-05, 1.92e-05, 5.65e-05, 9.26e-06, 3.87e-08, 1.03e-07, 5.53e-07, 5.58e-07, 8.28e-07, 0.00e+00, 4.70e-06, 2.70e-06]    []  
547700    [2.64e-06, 7.83e-06, 2.12e-06, 3.42e-06, 3.90e-06, 2.21e-06, 1.91e-07, 2.31e-06, 1.73e-06, 5.53e-07, 3.28e-06, 3.95e-06, 6.22e-06, 1.52e-05, 6.56e-08, 1.74e-07, 3.25e-07, 3.09e-07, 5.27e-07, 0.00e+00, 3.10e-06, 1.09e-06]    [2.64e-06, 7.83e-06, 2.12e-06, 3.42e-06, 3.90e-06, 2.21e-06, 1.91e-07, 2.31e-06, 1.73e-06, 5.53e-07, 3.28e-06, 3.95e-06, 6.22e-06, 1.52e-05, 6.56e-08, 1.74e-07, 3.25e-07, 3.09e-07, 5.27e-07, 0.00e+00, 3.10e-06, 1.09e-06]    []  
547800    [2.19e-06, 7.89e-06, 2.16e-06, 3.52e-06, 3.80e-06, 2.20e-06, 1.70e-07, 1.08e-08, 9.49e-09, 8.43e-08, 3.60e-06, 2.44e-06, 5.93e-06, 4.98e-06, 2.15e-08, 4.51e-08, 1.35e-07, 2.81e-07, 2.85e-08, 4.62e-10, 9.52e-08, 3.56e-09]    [2.19e-06, 7.89e-06, 2.16e-06, 3.52e-06, 3.80e-06, 2.20e-06, 1.70e-07, 1.08e-08, 9.49e-09, 8.43e-08, 3.60e-06, 2.44e-06, 5.93e-06, 4.98e-06, 2.15e-08, 4.51e-08, 1.35e-07, 2.81e-07, 2.85e-08, 4.62e-10, 9.52e-08, 3.56e-09]    []  
547900    [2.03e-06, 7.70e-06, 2.15e-06, 3.75e-06, 3.62e-06, 2.30e-06, 1.55e-07, 8.20e-07, 5.52e-09, 1.85e-07, 2.43e-06, 2.25e-06, 2.82e-06, 3.13e-06, 2.49e-11, 3.68e-10, 4.93e-08, 3.48e-08, 0.00e+00, 0.00e+00, 1.19e-06, 3.21e-08]    [2.03e-06, 7.70e-06, 2.15e-06, 3.75e-06, 3.62e-06, 2.30e-06, 1.55e-07, 8.20e-07, 5.52e-09, 1.85e-07, 2.43e-06, 2.25e-06, 2.82e-06, 3.13e-06, 2.49e-11, 3.68e-10, 4.93e-08, 3.48e-08, 0.00e+00, 0.00e+00, 1.19e-06, 3.21e-08]    []  
548000    [2.67e-06, 7.61e-06, 2.07e-06, 3.29e-06, 3.73e-06, 2.22e-06, 1.79e-07, 2.65e-06, 3.31e-06, 1.82e-07, 7.60e-06, 5.11e-06, 1.86e-05, 1.60e-05, 7.07e-08, 7.98e-08, 4.34e-07, 3.33e-07, 0.00e+00, 4.65e-07, 1.69e-06, 2.40e-06]    [2.67e-06, 7.61e-06, 2.07e-06, 3.29e-06, 3.73e-06, 2.22e-06, 1.79e-07, 2.65e-06, 3.31e-06, 1.82e-07, 7.60e-06, 5.11e-06, 1.86e-05, 1.60e-05, 7.07e-08, 7.98e-08, 4.34e-07, 3.33e-07, 0.00e+00, 4.65e-07, 1.69e-06, 2.40e-06]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 55.495440 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
548000    [2.67e-06, 7.61e-06, 2.07e-06, 3.29e-06, 3.73e-06, 2.22e-06, 1.79e-07, 2.65e-06, 3.31e-06, 1.82e-07, 7.60e-06, 5.11e-06, 1.86e-05, 1.60e-05, 7.07e-08, 7.98e-08, 4.34e-07, 3.33e-07, 0.00e+00, 4.65e-07, 1.69e-06, 2.40e-06]    [2.67e-06, 7.61e-06, 2.07e-06, 3.29e-06, 3.73e-06, 2.22e-06, 1.79e-07, 2.65e-06, 3.31e-06, 1.82e-07, 7.60e-06, 5.11e-06, 1.86e-05, 1.60e-05, 7.07e-08, 7.98e-08, 4.34e-07, 3.33e-07, 0.00e+00, 4.65e-07, 1.69e-06, 2.40e-06]    []  
548100    [1.90e-06, 7.91e-06, 2.17e-06, 3.66e-06, 3.70e-06, 2.24e-06, 1.61e-07, 7.98e-08, 2.13e-09, 3.88e-07, 6.29e-06, 6.81e-06, 2.11e-05, 2.60e-05, 0.00e+00, 0.00e+00, 1.48e-09, 0.00e+00, 0.00e+00, 4.77e-10, 2.80e-07, 2.72e-09]    [1.90e-06, 7.91e-06, 2.17e-06, 3.66e-06, 3.70e-06, 2.24e-06, 1.61e-07, 7.98e-08, 2.13e-09, 3.88e-07, 6.29e-06, 6.81e-06, 2.11e-05, 2.60e-05, 0.00e+00, 0.00e+00, 1.48e-09, 0.00e+00, 0.00e+00, 4.77e-10, 2.80e-07, 2.72e-09]    []  
548200    [1.02e-05, 9.52e-06, 2.58e-06, 4.63e-06, 4.15e-06, 2.73e-06, 2.32e-07, 3.32e-05, 7.26e-06, 1.11e-05, 1.04e-04, 1.39e-04, 4.13e-04, 7.13e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.15e-05, 1.56e-05]    [1.02e-05, 9.52e-06, 2.58e-06, 4.63e-06, 4.15e-06, 2.73e-06, 2.32e-07, 3.32e-05, 7.26e-06, 1.11e-05, 1.04e-04, 1.39e-04, 4.13e-04, 7.13e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.15e-05, 1.56e-05]    []  
548300    [2.22e-06, 7.63e-06, 2.10e-06, 3.46e-06, 3.68e-06, 2.26e-06, 1.78e-07, 4.15e-10, 4.44e-08, 7.83e-08, 3.29e-06, 2.54e-06, 6.44e-06, 5.27e-06, 1.29e-08, 6.66e-08, 1.89e-07, 1.80e-07, 5.30e-09, 0.00e+00, 2.93e-08, 2.58e-08]    [2.22e-06, 7.63e-06, 2.10e-06, 3.46e-06, 3.68e-06, 2.26e-06, 1.78e-07, 4.15e-10, 4.44e-08, 7.83e-08, 3.29e-06, 2.54e-06, 6.44e-06, 5.27e-06, 1.29e-08, 6.66e-08, 1.89e-07, 1.80e-07, 5.30e-09, 0.00e+00, 2.93e-08, 2.58e-08]    []  
548400    [2.05e-06, 7.51e-06, 2.07e-06, 3.51e-06, 3.56e-06, 2.31e-06, 1.61e-07, 6.59e-07, 2.53e-08, 2.68e-09, 2.57e-06, 1.88e-06, 2.36e-06, 1.37e-07, 1.45e-09, 1.08e-08, 1.01e-07, 1.09e-07, 0.00e+00, 2.23e-10, 5.84e-07, 9.24e-09]    [2.05e-06, 7.51e-06, 2.07e-06, 3.51e-06, 3.56e-06, 2.31e-06, 1.61e-07, 6.59e-07, 2.53e-08, 2.68e-09, 2.57e-06, 1.88e-06, 2.36e-06, 1.37e-07, 1.45e-09, 1.08e-08, 1.01e-07, 1.09e-07, 0.00e+00, 2.23e-10, 5.84e-07, 9.24e-09]    []  
548500    [1.81e-06, 7.88e-06, 2.20e-06, 3.53e-06, 3.70e-06, 2.23e-06, 1.57e-07, 7.31e-07, 6.86e-06, 3.34e-07, 6.18e-06, 6.48e-06, 1.88e-05, 2.33e-05, 0.00e+00, 1.99e-10, 8.00e-09, 0.00e+00, 0.00e+00, 1.11e-06, 2.10e-06, 5.45e-06]    [1.81e-06, 7.88e-06, 2.20e-06, 3.53e-06, 3.70e-06, 2.23e-06, 1.57e-07, 7.31e-07, 6.86e-06, 3.34e-07, 6.18e-06, 6.48e-06, 1.88e-05, 2.33e-05, 0.00e+00, 1.99e-10, 8.00e-09, 0.00e+00, 0.00e+00, 1.11e-06, 2.10e-06, 5.45e-06]    []  
548600    [1.82e-06, 7.67e-06, 2.11e-06, 3.53e-06, 3.56e-06, 2.29e-06, 1.66e-07, 4.01e-07, 1.27e-08, 1.33e-07, 2.21e-06, 2.43e-06, 3.86e-06, 5.44e-06, 0.00e+00, 2.84e-11, 1.77e-08, 1.98e-08, 5.25e-09, 6.90e-11, 1.06e-07, 2.87e-08]    [1.82e-06, 7.67e-06, 2.11e-06, 3.53e-06, 3.56e-06, 2.29e-06, 1.66e-07, 4.01e-07, 1.27e-08, 1.33e-07, 2.21e-06, 2.43e-06, 3.86e-06, 5.44e-06, 0.00e+00, 2.84e-11, 1.77e-08, 1.98e-08, 5.25e-09, 6.90e-11, 1.06e-07, 2.87e-08]    []  
548700    [2.42e-06, 7.74e-06, 2.13e-06, 3.28e-06, 3.84e-06, 2.19e-06, 1.80e-07, 1.67e-06, 1.40e-05, 2.92e-07, 6.35e-06, 5.33e-06, 1.48e-05, 2.07e-05, 1.33e-07, 1.53e-07, 3.11e-07, 5.21e-07, 4.07e-07, 2.68e-06, 2.31e-06, 1.26e-05]    [2.42e-06, 7.74e-06, 2.13e-06, 3.28e-06, 3.84e-06, 2.19e-06, 1.80e-07, 1.67e-06, 1.40e-05, 2.92e-07, 6.35e-06, 5.33e-06, 1.48e-05, 2.07e-05, 1.33e-07, 1.53e-07, 3.11e-07, 5.21e-07, 4.07e-07, 2.68e-06, 2.31e-06, 1.26e-05]    []  
548800    [1.75e-06, 7.82e-06, 2.17e-06, 3.50e-06, 3.69e-06, 2.22e-06, 1.65e-07, 8.89e-08, 6.12e-08, 1.32e-07, 4.96e-06, 4.58e-06, 1.31e-05, 1.19e-05, 0.00e+00, 2.77e-11, 1.28e-08, 3.21e-10, 4.84e-10, 7.60e-09, 1.94e-07, 4.21e-08]    [1.75e-06, 7.82e-06, 2.17e-06, 3.50e-06, 3.69e-06, 2.22e-06, 1.65e-07, 8.89e-08, 6.12e-08, 1.32e-07, 4.96e-06, 4.58e-06, 1.31e-05, 1.19e-05, 0.00e+00, 2.77e-11, 1.28e-08, 3.21e-10, 4.84e-10, 7.60e-09, 1.94e-07, 4.21e-08]    []  
548900    [1.55e-06, 8.07e-06, 2.13e-06, 3.49e-06, 3.56e-06, 2.28e-06, 1.55e-07, 1.20e-06, 1.50e-06, 1.14e-06, 7.10e-06, 1.19e-05, 3.03e-06, 3.67e-05, 0.00e+00, 1.34e-09, 7.04e-09, 2.14e-08, 0.00e+00, 1.36e-07, 1.94e-06, 7.61e-07]    [1.55e-06, 8.07e-06, 2.13e-06, 3.49e-06, 3.56e-06, 2.28e-06, 1.55e-07, 1.20e-06, 1.50e-06, 1.14e-06, 7.10e-06, 1.19e-05, 3.03e-06, 3.67e-05, 0.00e+00, 1.34e-09, 7.04e-09, 2.14e-08, 0.00e+00, 1.36e-07, 1.94e-06, 7.61e-07]    []  
549000    [3.57e-06, 7.66e-06, 2.00e-06, 2.76e-06, 3.98e-06, 2.27e-06, 2.02e-07, 5.72e-06, 1.42e-05, 5.61e-07, 2.28e-05, 1.45e-05, 5.37e-05, 3.57e-05, 1.94e-07, 4.72e-07, 9.61e-07, 5.59e-07, 1.38e-06, 2.44e-06, 8.01e-06, 1.15e-05]    [3.57e-06, 7.66e-06, 2.00e-06, 2.76e-06, 3.98e-06, 2.27e-06, 2.02e-07, 5.72e-06, 1.42e-05, 5.61e-07, 2.28e-05, 1.45e-05, 5.37e-05, 3.57e-05, 1.94e-07, 4.72e-07, 9.61e-07, 5.59e-07, 1.38e-06, 2.44e-06, 8.01e-06, 1.15e-05]    []  
549100    [2.24e-06, 7.45e-06, 1.98e-06, 3.00e-06, 3.68e-06, 2.26e-06, 1.80e-07, 1.60e-06, 7.31e-11, 4.06e-08, 4.97e-06, 5.73e-06, 1.45e-05, 1.03e-05, 1.47e-10, 1.55e-08, 4.12e-09, 5.67e-11, 0.00e+00, 0.00e+00, 2.39e-06, 5.40e-08]    [2.24e-06, 7.45e-06, 1.98e-06, 3.00e-06, 3.68e-06, 2.26e-06, 1.80e-07, 1.60e-06, 7.31e-11, 4.06e-08, 4.97e-06, 5.73e-06, 1.45e-05, 1.03e-05, 1.47e-10, 1.55e-08, 4.12e-09, 5.67e-11, 0.00e+00, 0.00e+00, 2.39e-06, 5.40e-08]    []  
549200    [1.58e-06, 7.70e-06, 2.07e-06, 3.21e-06, 3.66e-06, 2.23e-06, 1.72e-07, 2.46e-07, 4.16e-09, 1.17e-07, 2.57e-06, 2.62e-06, 1.63e-06, 2.12e-06, 0.00e+00, 1.54e-09, 2.94e-08, 3.59e-08, 6.26e-08, 2.18e-10, 3.00e-07, 2.93e-09]    [1.58e-06, 7.70e-06, 2.07e-06, 3.21e-06, 3.66e-06, 2.23e-06, 1.72e-07, 2.46e-07, 4.16e-09, 1.17e-07, 2.57e-06, 2.62e-06, 1.63e-06, 2.12e-06, 0.00e+00, 1.54e-09, 2.94e-08, 3.59e-08, 6.26e-08, 2.18e-10, 3.00e-07, 2.93e-09]    []  
549300    [1.78e-06, 7.36e-06, 2.05e-06, 3.40e-06, 3.43e-06, 2.35e-06, 1.65e-07, 7.43e-08, 2.35e-11, 6.29e-08, 2.11e-06, 2.23e-06, 2.81e-06, 2.95e-06, 0.00e+00, 9.59e-11, 1.97e-08, 8.86e-09, 8.77e-09, 2.43e-10, 9.46e-08, 3.74e-09]    [1.78e-06, 7.36e-06, 2.05e-06, 3.40e-06, 3.43e-06, 2.35e-06, 1.65e-07, 7.43e-08, 2.35e-11, 6.29e-08, 2.11e-06, 2.23e-06, 2.81e-06, 2.95e-06, 0.00e+00, 9.59e-11, 1.97e-08, 8.86e-09, 8.77e-09, 2.43e-10, 9.46e-08, 3.74e-09]    []  
549400    [1.79e-06, 7.56e-06, 2.10e-06, 3.34e-06, 3.57e-06, 2.25e-06, 1.74e-07, 3.65e-07, 4.97e-07, 1.50e-07, 7.70e-06, 6.45e-06, 2.01e-05, 1.37e-05, 0.00e+00, 5.37e-11, 1.21e-08, 0.00e+00, 0.00e+00, 2.57e-08, 2.27e-06, 1.43e-07]    [1.79e-06, 7.56e-06, 2.10e-06, 3.34e-06, 3.57e-06, 2.25e-06, 1.74e-07, 3.65e-07, 4.97e-07, 1.50e-07, 7.70e-06, 6.45e-06, 2.01e-05, 1.37e-05, 0.00e+00, 5.37e-11, 1.21e-08, 0.00e+00, 0.00e+00, 2.57e-08, 2.27e-06, 1.43e-07]    []  
549500    [1.05e-05, 7.94e-06, 2.18e-06, 3.41e-06, 4.43e-06, 2.56e-06, 3.08e-07, 1.99e-05, 1.84e-05, 9.44e-06, 5.52e-05, 7.78e-05, 2.40e-04, 4.73e-04, 5.02e-06, 4.42e-06, 4.80e-06, 4.37e-06, 7.29e-06, 5.64e-06, 3.74e-05, 2.46e-05]    [1.05e-05, 7.94e-06, 2.18e-06, 3.41e-06, 4.43e-06, 2.56e-06, 3.08e-07, 1.99e-05, 1.84e-05, 9.44e-06, 5.52e-05, 7.78e-05, 2.40e-04, 4.73e-04, 5.02e-06, 4.42e-06, 4.80e-06, 4.37e-06, 7.29e-06, 5.64e-06, 3.74e-05, 2.46e-05]    []  
549600    [3.63e-05, 1.08e-05, 2.79e-06, 5.55e-06, 6.83e-06, 4.59e-06, 1.07e-06, 2.02e-05, 3.07e-04, 6.35e-05, 1.15e-04, 3.65e-04, 5.60e-04, 2.40e-03, 3.68e-05, 3.86e-05, 1.16e-05, 1.64e-05, 3.56e-06, 1.13e-04, 1.98e-05, 4.16e-04]    [3.63e-05, 1.08e-05, 2.79e-06, 5.55e-06, 6.83e-06, 4.59e-06, 1.07e-06, 2.02e-05, 3.07e-04, 6.35e-05, 1.15e-04, 3.65e-04, 5.60e-04, 2.40e-03, 3.68e-05, 3.86e-05, 1.16e-05, 1.64e-05, 3.56e-06, 1.13e-04, 1.98e-05, 4.16e-04]    []  
549700    [1.62e-05, 8.79e-06, 2.59e-06, 3.57e-06, 4.07e-06, 3.68e-06, 6.63e-07, 9.62e-05, 1.89e-08, 1.58e-05, 2.31e-05, 7.67e-05, 5.40e-05, 3.70e-04, 6.86e-06, 6.37e-06, 2.36e-06, 3.61e-06, 0.00e+00, 2.36e-10, 7.32e-05, 5.31e-09]    [1.62e-05, 8.79e-06, 2.59e-06, 3.57e-06, 4.07e-06, 3.68e-06, 6.63e-07, 9.62e-05, 1.89e-08, 1.58e-05, 2.31e-05, 7.67e-05, 5.40e-05, 3.70e-04, 6.86e-06, 6.37e-06, 2.36e-06, 3.61e-06, 0.00e+00, 2.36e-10, 7.32e-05, 5.31e-09]    []  
549800    [6.66e-06, 8.47e-06, 2.09e-06, 3.68e-06, 4.05e-06, 2.61e-06, 2.11e-07, 4.58e-09, 4.69e-09, 9.12e-06, 3.21e-05, 7.63e-05, 1.79e-04, 4.36e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.55e-11, 7.33e-07, 8.70e-08]    [6.66e-06, 8.47e-06, 2.09e-06, 3.68e-06, 4.05e-06, 2.61e-06, 2.11e-07, 4.58e-09, 4.69e-09, 9.12e-06, 3.21e-05, 7.63e-05, 1.79e-04, 4.36e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.55e-11, 7.33e-07, 8.70e-08]    []  
549900    [1.53e-06, 7.60e-06, 2.05e-06, 3.06e-06, 3.45e-06, 2.34e-06, 1.69e-07, 3.95e-06, 4.50e-07, 3.29e-07, 2.54e-06, 6.25e-06, 2.07e-06, 8.97e-06, 0.00e+00, 4.00e-09, 1.76e-08, 1.12e-08, 0.00e+00, 3.14e-08, 5.00e-06, 1.83e-07]    [1.53e-06, 7.60e-06, 2.05e-06, 3.06e-06, 3.45e-06, 2.34e-06, 1.69e-07, 3.95e-06, 4.50e-07, 3.29e-07, 2.54e-06, 6.25e-06, 2.07e-06, 8.97e-06, 0.00e+00, 4.00e-09, 1.76e-08, 1.12e-08, 0.00e+00, 3.14e-08, 5.00e-06, 1.83e-07]    []  
550000    [3.70e-06, 7.17e-06, 1.94e-06, 2.72e-06, 3.61e-06, 2.28e-06, 2.31e-07, 4.24e-06, 9.66e-06, 1.26e-06, 8.48e-06, 1.34e-05, 2.28e-05, 8.39e-05, 6.38e-07, 6.93e-07, 6.50e-07, 8.19e-07, 0.00e+00, 0.00e+00, 3.06e-06, 1.88e-05]    [3.70e-06, 7.17e-06, 1.94e-06, 2.72e-06, 3.61e-06, 2.28e-06, 2.31e-07, 4.24e-06, 9.66e-06, 1.26e-06, 8.48e-06, 1.34e-05, 2.28e-05, 8.39e-05, 6.38e-07, 6.93e-07, 6.50e-07, 8.19e-07, 0.00e+00, 0.00e+00, 3.06e-06, 1.88e-05]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 48.840266 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
550000    [3.70e-06, 7.17e-06, 1.94e-06, 2.72e-06, 3.61e-06, 2.28e-06, 2.31e-07, 4.24e-06, 9.66e-06, 1.26e-06, 8.48e-06, 1.34e-05, 2.28e-05, 8.39e-05, 6.38e-07, 6.93e-07, 6.50e-07, 8.19e-07, 0.00e+00, 0.00e+00, 3.06e-06, 1.88e-05]    [3.70e-06, 7.17e-06, 1.94e-06, 2.72e-06, 3.61e-06, 2.28e-06, 2.31e-07, 4.24e-06, 9.66e-06, 1.26e-06, 8.48e-06, 1.34e-05, 2.28e-05, 8.39e-05, 6.38e-07, 6.93e-07, 6.50e-07, 8.19e-07, 0.00e+00, 0.00e+00, 3.06e-06, 1.88e-05]    []  
550100    [2.50e-06, 7.31e-06, 1.98e-06, 2.83e-06, 3.63e-06, 2.24e-06, 2.15e-07, 2.01e-07, 6.55e-09, 5.73e-07, 4.05e-06, 5.13e-06, 9.94e-06, 2.16e-05, 1.70e-07, 1.71e-07, 3.61e-07, 3.16e-07, 5.54e-08, 4.09e-09, 2.97e-07, 2.33e-08]    [2.50e-06, 7.31e-06, 1.98e-06, 2.83e-06, 3.63e-06, 2.24e-06, 2.15e-07, 2.01e-07, 6.55e-09, 5.73e-07, 4.05e-06, 5.13e-06, 9.94e-06, 2.16e-05, 1.70e-07, 1.71e-07, 3.61e-07, 3.16e-07, 5.54e-08, 4.09e-09, 2.97e-07, 2.33e-08]    []  
550200    [1.61e-06, 7.31e-06, 2.04e-06, 3.06e-06, 3.45e-06, 2.27e-06, 1.91e-07, 1.45e-08, 7.00e-08, 1.67e-07, 5.51e-06, 5.09e-06, 1.52e-05, 1.31e-05, 0.00e+00, 0.00e+00, 8.87e-09, 0.00e+00, 3.00e-09, 0.00e+00, 5.85e-08, 5.68e-08]    [1.61e-06, 7.31e-06, 2.04e-06, 3.06e-06, 3.45e-06, 2.27e-06, 1.91e-07, 1.45e-08, 7.00e-08, 1.67e-07, 5.51e-06, 5.09e-06, 1.52e-05, 1.31e-05, 0.00e+00, 0.00e+00, 8.87e-09, 0.00e+00, 3.00e-09, 0.00e+00, 5.85e-08, 5.68e-08]    []  
550300    [2.21e-06, 7.40e-06, 2.07e-06, 3.21e-06, 3.39e-06, 2.36e-06, 1.91e-07, 2.26e-07, 2.26e-10, 1.11e-06, 1.86e-05, 1.86e-05, 6.49e-05, 7.48e-05, 0.00e+00, 0.00e+00, 4.23e-11, 0.00e+00, 0.00e+00, 0.00e+00, 3.12e-06, 1.77e-07]    [2.21e-06, 7.40e-06, 2.07e-06, 3.21e-06, 3.39e-06, 2.36e-06, 1.91e-07, 2.26e-07, 2.26e-10, 1.11e-06, 1.86e-05, 1.86e-05, 6.49e-05, 7.48e-05, 0.00e+00, 0.00e+00, 4.23e-11, 0.00e+00, 0.00e+00, 0.00e+00, 3.12e-06, 1.77e-07]    []  
550400    [7.36e-06, 8.50e-06, 2.40e-06, 3.71e-06, 3.60e-06, 2.74e-06, 2.47e-07, 3.16e-05, 9.76e-08, 7.32e-06, 6.86e-05, 9.23e-05, 2.75e-04, 4.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.83e-05, 4.86e-07]    [7.36e-06, 8.50e-06, 2.40e-06, 3.71e-06, 3.60e-06, 2.74e-06, 2.47e-07, 3.16e-05, 9.76e-08, 7.32e-06, 6.86e-05, 9.23e-05, 2.75e-04, 4.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.83e-05, 4.86e-07]    []  
550500    [3.66e-06, 7.05e-06, 1.98e-06, 2.99e-06, 5.02e-06, 2.67e-06, 2.97e-07, 2.09e-05, 7.82e-09, 2.39e-06, 3.09e-05, 2.02e-05, 4.15e-05, 3.14e-05, 3.00e-07, 0.00e+00, 8.04e-07, 0.00e+00, 0.00e+00, 1.25e-08, 1.78e-05, 7.51e-08]    [3.66e-06, 7.05e-06, 1.98e-06, 2.99e-06, 5.02e-06, 2.67e-06, 2.97e-07, 2.09e-05, 7.82e-09, 2.39e-06, 3.09e-05, 2.02e-05, 4.15e-05, 3.14e-05, 3.00e-07, 0.00e+00, 8.04e-07, 0.00e+00, 0.00e+00, 1.25e-08, 1.78e-05, 7.51e-08]    []  
550600    [3.36e-05, 1.01e-05, 2.78e-06, 5.26e-06, 6.59e-06, 4.25e-06, 7.97e-07, 1.46e-04, 6.04e-07, 5.35e-05, 1.03e-04, 3.13e-04, 5.73e-04, 1.97e-03, 3.06e-05, 3.02e-05, 1.53e-05, 1.37e-05, 4.14e-05, 3.53e-07, 2.00e-04, 1.79e-06]    [3.36e-05, 1.01e-05, 2.78e-06, 5.26e-06, 6.59e-06, 4.25e-06, 7.97e-07, 1.46e-04, 6.04e-07, 5.35e-05, 1.03e-04, 3.13e-04, 5.73e-04, 1.97e-03, 3.06e-05, 3.02e-05, 1.53e-05, 1.37e-05, 4.14e-05, 3.53e-07, 2.00e-04, 1.79e-06]    []  
550700    [2.56e-05, 1.31e-05, 3.09e-06, 5.78e-06, 4.78e-06, 5.06e-06, 5.68e-07, 1.84e-05, 2.28e-08, 4.07e-05, 6.75e-05, 3.61e-04, 4.11e-04, 1.85e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-10, 4.60e-05, 1.33e-06]    [2.56e-05, 1.31e-05, 3.09e-06, 5.78e-06, 4.78e-06, 5.06e-06, 5.68e-07, 1.84e-05, 2.28e-08, 4.07e-05, 6.75e-05, 3.61e-04, 4.11e-04, 1.85e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-10, 4.60e-05, 1.33e-06]    []  
550800    [2.60e-06, 7.37e-06, 1.97e-06, 2.83e-06, 3.27e-06, 2.43e-06, 2.06e-07, 1.09e-05, 1.51e-06, 2.04e-06, 1.40e-05, 2.26e-05, 6.15e-05, 1.12e-04, 0.00e+00, 0.00e+00, 9.82e-11, 0.00e+00, 0.00e+00, 0.00e+00, 2.11e-05, 3.50e-06]    [2.60e-06, 7.37e-06, 1.97e-06, 2.83e-06, 3.27e-06, 2.43e-06, 2.06e-07, 1.09e-05, 1.51e-06, 2.04e-06, 1.40e-05, 2.26e-05, 6.15e-05, 1.12e-04, 0.00e+00, 0.00e+00, 9.82e-11, 0.00e+00, 0.00e+00, 0.00e+00, 2.11e-05, 3.50e-06]    []  
550900    [3.00e-05, 9.60e-06, 2.75e-06, 4.80e-06, 6.23e-06, 4.27e-06, 8.40e-07, 3.48e-05, 1.41e-06, 4.89e-05, 9.03e-05, 2.89e-04, 4.57e-04, 1.85e-03, 2.73e-05, 2.97e-05, 1.09e-05, 1.29e-05, 9.23e-06, 2.65e-07, 4.88e-05, 1.39e-06]    [3.00e-05, 9.60e-06, 2.75e-06, 4.80e-06, 6.23e-06, 4.27e-06, 8.40e-07, 3.48e-05, 1.41e-06, 4.89e-05, 9.03e-05, 2.89e-04, 4.57e-04, 1.85e-03, 2.73e-05, 2.97e-05, 1.09e-05, 1.29e-05, 9.23e-06, 2.65e-07, 4.88e-05, 1.39e-06]    []  
551000    [3.96e-06, 7.71e-06, 1.99e-06, 2.71e-06, 4.07e-06, 2.31e-06, 2.00e-07, 5.18e-05, 8.80e-06, 5.54e-07, 1.68e-05, 1.18e-05, 5.28e-05, 7.32e-05, 8.78e-07, 2.21e-08, 1.11e-06, 6.28e-07, 1.31e-05, 1.61e-06, 6.93e-05, 7.75e-06]    [3.96e-06, 7.71e-06, 1.99e-06, 2.71e-06, 4.07e-06, 2.31e-06, 2.00e-07, 5.18e-05, 8.80e-06, 5.54e-07, 1.68e-05, 1.18e-05, 5.28e-05, 7.32e-05, 8.78e-07, 2.21e-08, 1.11e-06, 6.28e-07, 1.31e-05, 1.61e-06, 6.93e-05, 7.75e-06]    []  
551100    [2.01e-06, 7.12e-06, 1.84e-06, 2.45e-06, 3.39e-06, 2.23e-06, 2.08e-07, 5.34e-06, 7.65e-08, 3.19e-08, 2.18e-06, 2.75e-06, 4.16e-06, 2.78e-06, 0.00e+00, 1.17e-11, 1.24e-08, 1.66e-08, 7.86e-07, 5.05e-09, 4.70e-06, 3.24e-08]    [2.01e-06, 7.12e-06, 1.84e-06, 2.45e-06, 3.39e-06, 2.23e-06, 2.08e-07, 5.34e-06, 7.65e-08, 3.19e-08, 2.18e-06, 2.75e-06, 4.16e-06, 2.78e-06, 0.00e+00, 1.17e-11, 1.24e-08, 1.66e-08, 7.86e-07, 5.05e-09, 4.70e-06, 3.24e-08]    []  
551200    [2.54e-06, 6.96e-06, 2.01e-06, 2.52e-06, 3.65e-06, 2.15e-06, 2.57e-07, 7.72e-07, 2.43e-05, 8.12e-07, 5.04e-06, 8.04e-06, 1.42e-05, 3.92e-05, 3.00e-07, 4.36e-07, 3.98e-07, 5.88e-07, 2.66e-07, 6.53e-06, 1.59e-06, 2.91e-05]    [2.54e-06, 6.96e-06, 2.01e-06, 2.52e-06, 3.65e-06, 2.15e-06, 2.57e-07, 7.72e-07, 2.43e-05, 8.12e-07, 5.04e-06, 8.04e-06, 1.42e-05, 3.92e-05, 3.00e-07, 4.36e-07, 3.98e-07, 5.88e-07, 2.66e-07, 6.53e-06, 1.59e-06, 2.91e-05]    []  
551300    [4.70e-06, 7.17e-06, 2.03e-06, 2.35e-06, 4.13e-06, 2.17e-06, 3.08e-07, 5.92e-06, 2.94e-07, 2.51e-06, 7.15e-06, 2.03e-05, 6.72e-06, 4.82e-05, 7.27e-07, 1.43e-06, 9.14e-07, 3.46e-07, 1.16e-06, 0.00e+00, 7.21e-06, 9.36e-08]    [4.70e-06, 7.17e-06, 2.03e-06, 2.35e-06, 4.13e-06, 2.17e-06, 3.08e-07, 5.92e-06, 2.94e-07, 2.51e-06, 7.15e-06, 2.03e-05, 6.72e-06, 4.82e-05, 7.27e-07, 1.43e-06, 9.14e-07, 3.46e-07, 1.16e-06, 0.00e+00, 7.21e-06, 9.36e-08]    []  
551400    [2.05e-06, 6.61e-06, 1.90e-06, 2.78e-06, 3.11e-06, 2.30e-06, 2.33e-07, 7.02e-08, 4.33e-10, 2.25e-07, 1.75e-05, 1.08e-05, 4.09e-05, 2.50e-05, 8.73e-08, 2.32e-07, 5.44e-07, 5.14e-07, 2.40e-08, 1.23e-09, 9.74e-08, 5.44e-09]    [2.05e-06, 6.61e-06, 1.90e-06, 2.78e-06, 3.11e-06, 2.30e-06, 2.33e-07, 7.02e-08, 4.33e-10, 2.25e-07, 1.75e-05, 1.08e-05, 4.09e-05, 2.50e-05, 8.73e-08, 2.32e-07, 5.44e-07, 5.14e-07, 2.40e-08, 1.23e-09, 9.74e-08, 5.44e-09]    []  
551500    [2.71e-06, 7.26e-06, 1.88e-06, 2.73e-06, 3.15e-06, 2.46e-06, 2.42e-07, 9.56e-07, 5.03e-07, 2.45e-06, 1.18e-05, 2.45e-05, 5.78e-05, 1.25e-04, 0.00e+00, 0.00e+00, 8.35e-14, 0.00e+00, 0.00e+00, 0.00e+00, 3.01e-06, 9.94e-07]    [2.71e-06, 7.26e-06, 1.88e-06, 2.73e-06, 3.15e-06, 2.46e-06, 2.42e-07, 9.56e-07, 5.03e-07, 2.45e-06, 1.18e-05, 2.45e-05, 5.78e-05, 1.25e-04, 0.00e+00, 0.00e+00, 8.35e-14, 0.00e+00, 0.00e+00, 0.00e+00, 3.01e-06, 9.94e-07]    []  
551600    [1.53e-06, 6.65e-06, 1.93e-06, 2.66e-06, 3.09e-06, 2.30e-06, 2.21e-07, 1.23e-08, 1.26e-06, 2.85e-09, 2.06e-06, 2.21e-06, 2.28e-06, 3.99e-08, 1.61e-09, 9.00e-09, 5.38e-08, 4.35e-08, 6.34e-08, 0.00e+00, 2.71e-07, 1.39e-06]    [1.53e-06, 6.65e-06, 1.93e-06, 2.66e-06, 3.09e-06, 2.30e-06, 2.21e-07, 1.23e-08, 1.26e-06, 2.85e-09, 2.06e-06, 2.21e-06, 2.28e-06, 3.99e-08, 1.61e-09, 9.00e-09, 5.38e-08, 4.35e-08, 6.34e-08, 0.00e+00, 2.71e-07, 1.39e-06]    []  
551700    [1.42e-06, 6.72e-06, 1.89e-06, 2.63e-06, 3.08e-06, 2.27e-06, 2.18e-07, 5.53e-07, 1.06e-05, 2.83e-07, 5.57e-06, 6.20e-06, 1.71e-05, 1.95e-05, 0.00e+00, 7.43e-11, 4.13e-09, 0.00e+00, 0.00e+00, 0.00e+00, 9.43e-07, 1.69e-05]    [1.42e-06, 6.72e-06, 1.89e-06, 2.63e-06, 3.08e-06, 2.27e-06, 2.18e-07, 5.53e-07, 1.06e-05, 2.83e-07, 5.57e-06, 6.20e-06, 1.71e-05, 1.95e-05, 0.00e+00, 7.43e-11, 4.13e-09, 0.00e+00, 0.00e+00, 0.00e+00, 9.43e-07, 1.69e-05]    []  
551800    [3.12e-06, 7.14e-06, 2.09e-06, 2.89e-06, 3.03e-06, 2.44e-06, 2.35e-07, 7.27e-06, 1.71e-07, 2.58e-06, 3.41e-05, 3.70e-05, 1.24e-04, 1.68e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-05, 4.55e-07]    [3.12e-06, 7.14e-06, 2.09e-06, 2.89e-06, 3.03e-06, 2.44e-06, 2.35e-07, 7.27e-06, 1.71e-07, 2.58e-06, 3.41e-05, 3.70e-05, 1.24e-04, 1.68e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-05, 4.55e-07]    []  
551900    [2.02e-05, 8.22e-06, 2.32e-06, 3.91e-06, 4.94e-06, 3.53e-06, 5.12e-07, 4.98e-05, 4.23e-06, 2.69e-05, 7.84e-05, 1.74e-04, 4.09e-04, 1.13e-03, 1.60e-05, 1.29e-05, 1.02e-05, 7.68e-06, 1.50e-05, 1.68e-06, 7.67e-05, 7.80e-06]    [2.02e-05, 8.22e-06, 2.32e-06, 3.91e-06, 4.94e-06, 3.53e-06, 5.12e-07, 4.98e-05, 4.23e-06, 2.69e-05, 7.84e-05, 1.74e-04, 4.09e-04, 1.13e-03, 1.60e-05, 1.29e-05, 1.02e-05, 7.68e-06, 1.50e-05, 1.68e-06, 7.67e-05, 7.80e-06]    []  
552000    [2.09e-05, 1.14e-05, 1.74e-06, 5.22e-06, 5.42e-06, 4.14e-06, 4.19e-07, 1.84e-06, 7.85e-08, 3.52e-05, 5.57e-05, 3.11e-04, 2.21e-04, 1.53e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.30e-07, 0.00e+00, 2.68e-06, 1.71e-08]    [2.09e-05, 1.14e-05, 1.74e-06, 5.22e-06, 5.42e-06, 4.14e-06, 4.19e-07, 1.84e-06, 7.85e-08, 3.52e-05, 5.57e-05, 3.11e-04, 2.21e-04, 1.53e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.30e-07, 0.00e+00, 2.68e-06, 1.71e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 51.182430 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
552000    [2.09e-05, 1.14e-05, 1.74e-06, 5.22e-06, 5.42e-06, 4.14e-06, 4.19e-07, 1.84e-06, 7.85e-08, 3.52e-05, 5.57e-05, 3.11e-04, 2.21e-04, 1.53e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.30e-07, 0.00e+00, 2.68e-06, 1.71e-08]    [2.09e-05, 1.14e-05, 1.74e-06, 5.22e-06, 5.42e-06, 4.14e-06, 4.19e-07, 1.84e-06, 7.85e-08, 3.52e-05, 5.57e-05, 3.11e-04, 2.21e-04, 1.53e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.30e-07, 0.00e+00, 2.68e-06, 1.71e-08]    []  
552100    [2.12e-06, 6.21e-06, 1.83e-06, 2.51e-06, 3.01e-06, 2.33e-06, 2.56e-07, 5.84e-07, 3.23e-11, 4.52e-07, 1.06e-05, 8.96e-06, 2.95e-05, 3.14e-05, 2.05e-07, 2.91e-07, 5.89e-07, 5.24e-07, 5.31e-07, 6.98e-10, 2.98e-06, 2.60e-09]    [2.12e-06, 6.21e-06, 1.83e-06, 2.51e-06, 3.01e-06, 2.33e-06, 2.56e-07, 5.84e-07, 3.23e-11, 4.52e-07, 1.06e-05, 8.96e-06, 2.95e-05, 3.14e-05, 2.05e-07, 2.91e-07, 5.89e-07, 5.24e-07, 5.31e-07, 6.98e-10, 2.98e-06, 2.60e-09]    []  
552200    [1.63e-06, 6.15e-06, 1.84e-06, 2.46e-06, 2.98e-06, 2.30e-06, 2.45e-07, 1.49e-07, 6.10e-10, 1.49e-07, 2.86e-06, 3.08e-06, 5.58e-06, 7.42e-06, 7.28e-08, 8.71e-08, 2.02e-07, 1.86e-07, 2.20e-07, 4.79e-10, 1.20e-06, 1.40e-09]    [1.63e-06, 6.15e-06, 1.84e-06, 2.46e-06, 2.98e-06, 2.30e-06, 2.45e-07, 1.49e-07, 6.10e-10, 1.49e-07, 2.86e-06, 3.08e-06, 5.58e-06, 7.42e-06, 7.28e-08, 8.71e-08, 2.02e-07, 1.86e-07, 2.20e-07, 4.79e-10, 1.20e-06, 1.40e-09]    []  
552300    [1.23e-06, 6.12e-06, 1.84e-06, 2.35e-06, 2.90e-06, 2.29e-06, 2.37e-07, 4.64e-07, 3.79e-09, 3.24e-09, 1.68e-06, 1.91e-06, 1.75e-06, 2.84e-07, 2.02e-10, 4.42e-09, 3.71e-08, 2.91e-08, 0.00e+00, 1.84e-11, 3.81e-07, 2.52e-09]    [1.23e-06, 6.12e-06, 1.84e-06, 2.35e-06, 2.90e-06, 2.29e-06, 2.37e-07, 4.64e-07, 3.79e-09, 3.24e-09, 1.68e-06, 1.91e-06, 1.75e-06, 2.84e-07, 2.02e-10, 4.42e-09, 3.71e-08, 2.91e-08, 0.00e+00, 1.84e-11, 3.81e-07, 2.52e-09]    []  
552400    [1.30e-06, 6.00e-06, 1.86e-06, 2.35e-06, 2.83e-06, 2.34e-06, 2.35e-07, 4.98e-07, 2.61e-08, 1.60e-09, 2.09e-06, 2.05e-06, 1.72e-06, 6.20e-08, 1.64e-10, 1.54e-08, 6.30e-08, 5.86e-08, 1.21e-08, 0.00e+00, 1.17e-07, 3.23e-08]    [1.30e-06, 6.00e-06, 1.86e-06, 2.35e-06, 2.83e-06, 2.34e-06, 2.35e-07, 4.98e-07, 2.61e-08, 1.60e-09, 2.09e-06, 2.05e-06, 1.72e-06, 6.20e-08, 1.64e-10, 1.54e-08, 6.30e-08, 5.86e-08, 1.21e-08, 0.00e+00, 1.17e-07, 3.23e-08]    []  
552500    [1.66e-06, 6.08e-06, 1.81e-06, 1.80e-06, 2.96e-06, 2.11e-06, 2.50e-07, 1.41e-05, 4.12e-07, 2.43e-09, 3.08e-06, 2.64e-06, 2.94e-06, 1.79e-06, 2.86e-09, 4.04e-08, 3.89e-08, 1.20e-07, 0.00e+00, 6.67e-08, 2.15e-05, 3.94e-07]    [1.66e-06, 6.08e-06, 1.81e-06, 1.80e-06, 2.96e-06, 2.11e-06, 2.50e-07, 1.41e-05, 4.12e-07, 2.43e-09, 3.08e-06, 2.64e-06, 2.94e-06, 1.79e-06, 2.86e-09, 4.04e-08, 3.89e-08, 1.20e-07, 0.00e+00, 6.67e-08, 2.15e-05, 3.94e-07]    []  
552600    [1.53e-06, 6.46e-06, 1.97e-06, 2.09e-06, 2.88e-06, 2.15e-06, 2.50e-07, 3.40e-06, 4.37e-06, 7.54e-07, 4.71e-06, 8.24e-06, 1.79e-05, 3.61e-05, 0.00e+00, 4.61e-09, 4.78e-09, 0.00e+00, 3.09e-07, 3.24e-07, 1.96e-06, 1.74e-06]    [1.53e-06, 6.46e-06, 1.97e-06, 2.09e-06, 2.88e-06, 2.15e-06, 2.50e-07, 3.40e-06, 4.37e-06, 7.54e-07, 4.71e-06, 8.24e-06, 1.79e-05, 3.61e-05, 0.00e+00, 4.61e-09, 4.78e-09, 0.00e+00, 3.09e-07, 3.24e-07, 1.96e-06, 1.74e-06]    []  
552700    [1.25e-06, 5.96e-06, 1.85e-06, 2.02e-06, 2.92e-06, 2.16e-06, 2.47e-07, 3.44e-07, 1.88e-09, 6.66e-09, 2.64e-06, 2.33e-06, 3.02e-06, 1.28e-06, 1.54e-09, 7.36e-08, 8.48e-08, 1.70e-07, 3.41e-08, 7.64e-11, 1.48e-07, 1.93e-09]    [1.25e-06, 5.96e-06, 1.85e-06, 2.02e-06, 2.92e-06, 2.16e-06, 2.47e-07, 3.44e-07, 1.88e-09, 6.66e-09, 2.64e-06, 2.33e-06, 3.02e-06, 1.28e-06, 1.54e-09, 7.36e-08, 8.48e-08, 1.70e-07, 3.41e-08, 7.64e-11, 1.48e-07, 1.93e-09]    []  
552800    [3.86e-06, 5.80e-06, 1.83e-06, 2.22e-06, 3.14e-06, 2.37e-06, 2.81e-07, 3.96e-06, 5.25e-07, 2.49e-06, 1.68e-05, 2.26e-05, 6.43e-05, 1.26e-04, 1.28e-06, 1.11e-06, 1.44e-06, 1.29e-06, 1.39e-06, 1.56e-07, 7.81e-06, 8.35e-07]    [3.86e-06, 5.80e-06, 1.83e-06, 2.22e-06, 3.14e-06, 2.37e-06, 2.81e-07, 3.96e-06, 5.25e-07, 2.49e-06, 1.68e-05, 2.26e-05, 6.43e-05, 1.26e-04, 1.28e-06, 1.11e-06, 1.44e-06, 1.29e-06, 1.39e-06, 1.56e-07, 7.81e-06, 8.35e-07]    []  
552900    [7.41e-06, 6.16e-06, 2.09e-06, 2.07e-06, 3.76e-06, 2.60e-06, 3.50e-07, 9.02e-07, 4.39e-09, 6.90e-06, 3.39e-05, 4.79e-05, 1.40e-04, 3.22e-04, 2.48e-06, 3.24e-06, 2.14e-06, 3.63e-06, 3.94e-07, 2.38e-08, 2.37e-06, 1.35e-07]    [7.41e-06, 6.16e-06, 2.09e-06, 2.07e-06, 3.76e-06, 2.60e-06, 3.50e-07, 9.02e-07, 4.39e-09, 6.90e-06, 3.39e-05, 4.79e-05, 1.40e-04, 3.22e-04, 2.48e-06, 3.24e-06, 2.14e-06, 3.63e-06, 3.94e-07, 2.38e-08, 2.37e-06, 1.35e-07]    []  
553000    [2.03e-06, 5.76e-06, 1.78e-06, 2.10e-06, 2.90e-06, 2.08e-06, 2.72e-07, 5.91e-06, 7.05e-10, 7.09e-07, 5.42e-06, 7.41e-06, 1.57e-05, 3.49e-05, 4.32e-07, 1.17e-07, 5.26e-07, 2.89e-07, 1.39e-06, 3.13e-10, 8.49e-06, 1.58e-09]    [2.03e-06, 5.76e-06, 1.78e-06, 2.10e-06, 2.90e-06, 2.08e-06, 2.72e-07, 5.91e-06, 7.05e-10, 7.09e-07, 5.42e-06, 7.41e-06, 1.57e-05, 3.49e-05, 4.32e-07, 1.17e-07, 5.26e-07, 2.89e-07, 1.39e-06, 3.13e-10, 8.49e-06, 1.58e-09]    []  
553100    [1.69e-06, 6.28e-06, 1.87e-06, 1.93e-06, 2.67e-06, 2.25e-06, 2.56e-07, 2.27e-06, 5.83e-09, 1.58e-06, 2.62e-06, 1.07e-05, 1.39e-05, 4.47e-05, 0.00e+00, 1.14e-08, 0.00e+00, 0.00e+00, 4.20e-07, 3.61e-11, 2.71e-06, 6.82e-10]    [1.69e-06, 6.28e-06, 1.87e-06, 1.93e-06, 2.67e-06, 2.25e-06, 2.56e-07, 2.27e-06, 5.83e-09, 1.58e-06, 2.62e-06, 1.07e-05, 1.39e-05, 4.47e-05, 0.00e+00, 1.14e-08, 0.00e+00, 0.00e+00, 4.20e-07, 3.61e-11, 2.71e-06, 6.82e-10]    []  
553200    [1.26e-06, 5.76e-06, 1.90e-06, 1.74e-06, 2.62e-06, 2.10e-06, 2.50e-07, 1.06e-05, 4.67e-07, 1.74e-07, 2.80e-06, 5.47e-06, 3.89e-06, 1.38e-05, 0.00e+00, 9.85e-09, 1.87e-08, 2.26e-09, 0.00e+00, 6.97e-08, 1.39e-05, 4.08e-07]    [1.26e-06, 5.76e-06, 1.90e-06, 1.74e-06, 2.62e-06, 2.10e-06, 2.50e-07, 1.06e-05, 4.67e-07, 1.74e-07, 2.80e-06, 5.47e-06, 3.89e-06, 1.38e-05, 0.00e+00, 9.85e-09, 1.87e-08, 2.26e-09, 0.00e+00, 6.97e-08, 1.39e-05, 4.08e-07]    []  
553300    [1.09e-06, 5.59e-06, 1.80e-06, 1.77e-06, 2.65e-06, 2.11e-06, 2.56e-07, 7.33e-07, 8.95e-07, 9.55e-09, 2.11e-06, 2.31e-06, 1.70e-06, 6.77e-07, 8.05e-10, 6.10e-09, 7.14e-08, 4.84e-08, 0.00e+00, 0.00e+00, 1.00e-06, 2.18e-06]    [1.09e-06, 5.59e-06, 1.80e-06, 1.77e-06, 2.65e-06, 2.11e-06, 2.56e-07, 7.33e-07, 8.95e-07, 9.55e-09, 2.11e-06, 2.31e-06, 1.70e-06, 6.77e-07, 8.05e-10, 6.10e-09, 7.14e-08, 4.84e-08, 0.00e+00, 0.00e+00, 1.00e-06, 2.18e-06]    []  
553400    [5.74e-06, 7.06e-06, 2.17e-06, 2.45e-06, 2.62e-06, 2.71e-06, 2.98e-07, 9.98e-06, 3.75e-08, 6.23e-06, 3.28e-05, 6.46e-05, 1.56e-04, 3.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.53e-05, 1.95e-07]    [5.74e-06, 7.06e-06, 2.17e-06, 2.45e-06, 2.62e-06, 2.71e-06, 2.98e-07, 9.98e-06, 3.75e-08, 6.23e-06, 3.28e-05, 6.46e-05, 1.56e-04, 3.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.53e-05, 1.95e-07]    []  
553500    [1.79e-06, 5.40e-06, 1.66e-06, 1.57e-06, 2.87e-06, 2.05e-06, 2.71e-07, 3.44e-05, 1.45e-05, 9.55e-08, 8.93e-06, 9.22e-06, 1.33e-05, 1.51e-06, 7.88e-08, 5.79e-12, 3.19e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.92e-05, 3.26e-05]    [1.79e-06, 5.40e-06, 1.66e-06, 1.57e-06, 2.87e-06, 2.05e-06, 2.71e-07, 3.44e-05, 1.45e-05, 9.55e-08, 8.93e-06, 9.22e-06, 1.33e-05, 1.51e-06, 7.88e-08, 5.79e-12, 3.19e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.92e-05, 3.26e-05]    []  
553600    [1.43e-06, 5.06e-06, 1.80e-06, 1.68e-06, 2.63e-06, 2.13e-06, 2.58e-07, 2.55e-08, 1.06e-06, 2.00e-07, 3.43e-06, 4.15e-06, 7.59e-06, 1.44e-05, 7.41e-08, 1.42e-07, 3.16e-07, 2.47e-07, 4.19e-09, 2.09e-07, 6.97e-08, 1.11e-06]    [1.43e-06, 5.06e-06, 1.80e-06, 1.68e-06, 2.63e-06, 2.13e-06, 2.58e-07, 2.55e-08, 1.06e-06, 2.00e-07, 3.43e-06, 4.15e-06, 7.59e-06, 1.44e-05, 7.41e-08, 1.42e-07, 3.16e-07, 2.47e-07, 4.19e-09, 2.09e-07, 6.97e-08, 1.11e-06]    []  
553700    [1.36e-06, 5.19e-06, 1.76e-06, 1.80e-06, 2.71e-06, 2.21e-06, 2.77e-07, 2.17e-07, 7.79e-08, 9.75e-08, 6.19e-06, 6.05e-06, 1.39e-05, 1.04e-05, 6.22e-08, 0.00e+00, 5.60e-08, 2.57e-09, 1.33e-08, 1.46e-10, 7.89e-08, 5.63e-09]    [1.36e-06, 5.19e-06, 1.76e-06, 1.80e-06, 2.71e-06, 2.21e-06, 2.77e-07, 2.17e-07, 7.79e-08, 9.75e-08, 6.19e-06, 6.05e-06, 1.39e-05, 1.04e-05, 6.22e-08, 0.00e+00, 5.60e-08, 2.57e-09, 1.33e-08, 1.46e-10, 7.89e-08, 5.63e-09]    []  
553800    [7.04e-06, 5.64e-06, 2.09e-06, 2.33e-06, 3.06e-06, 3.86e-06, 5.54e-07, 2.74e-05, 1.40e-09, 7.50e-06, 2.08e-05, 5.93e-05, 1.96e-05, 2.21e-04, 5.18e-06, 2.13e-06, 1.27e-06, 1.38e-06, 0.00e+00, 0.00e+00, 2.23e-05, 5.31e-09]    [7.04e-06, 5.64e-06, 2.09e-06, 2.33e-06, 3.06e-06, 3.86e-06, 5.54e-07, 2.74e-05, 1.40e-09, 7.50e-06, 2.08e-05, 5.93e-05, 1.96e-05, 2.21e-04, 5.18e-06, 2.13e-06, 1.27e-06, 1.38e-06, 0.00e+00, 0.00e+00, 2.23e-05, 5.31e-09]    []  
553900    [9.65e-06, 7.89e-06, 1.57e-06, 2.95e-06, 3.25e-06, 3.05e-06, 3.20e-07, 2.40e-07, 2.81e-08, 1.33e-05, 2.40e-05, 1.17e-04, 1.77e-04, 6.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.31e-09, 0.00e+00, 3.33e-07, 6.68e-08]    [9.65e-06, 7.89e-06, 1.57e-06, 2.95e-06, 3.25e-06, 3.05e-06, 3.20e-07, 2.40e-07, 2.81e-08, 1.33e-05, 2.40e-05, 1.17e-04, 1.77e-04, 6.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.31e-09, 0.00e+00, 3.33e-07, 6.68e-08]    []  
554000    [2.27e-06, 4.77e-06, 1.64e-06, 1.63e-06, 2.65e-06, 2.18e-06, 2.76e-07, 1.08e-05, 1.72e-05, 5.59e-07, 1.75e-05, 1.35e-05, 4.73e-05, 5.42e-05, 3.00e-07, 6.09e-07, 5.39e-07, 1.02e-06, 1.93e-06, 0.00e+00, 1.13e-05, 3.24e-05]    [2.27e-06, 4.77e-06, 1.64e-06, 1.63e-06, 2.65e-06, 2.18e-06, 2.76e-07, 1.08e-05, 1.72e-05, 5.59e-07, 1.75e-05, 1.35e-05, 4.73e-05, 5.42e-05, 3.00e-07, 6.09e-07, 5.39e-07, 1.02e-06, 1.93e-06, 0.00e+00, 1.13e-05, 3.24e-05]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 55.438644 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
554000    [2.27e-06, 4.77e-06, 1.64e-06, 1.63e-06, 2.65e-06, 2.18e-06, 2.76e-07, 1.08e-05, 1.72e-05, 5.59e-07, 1.75e-05, 1.35e-05, 4.73e-05, 5.42e-05, 3.00e-07, 6.09e-07, 5.39e-07, 1.02e-06, 1.93e-06, 0.00e+00, 1.13e-05, 3.24e-05]    [2.27e-06, 4.77e-06, 1.64e-06, 1.63e-06, 2.65e-06, 2.18e-06, 2.76e-07, 1.08e-05, 1.72e-05, 5.59e-07, 1.75e-05, 1.35e-05, 4.73e-05, 5.42e-05, 3.00e-07, 6.09e-07, 5.39e-07, 1.02e-06, 1.93e-06, 0.00e+00, 1.13e-05, 3.24e-05]    []  
554100    [9.78e-07, 4.74e-06, 1.80e-06, 1.75e-06, 2.15e-06, 2.23e-06, 2.62e-07, 3.14e-06, 1.81e-12, 1.66e-07, 3.02e-06, 3.74e-06, 7.50e-06, 8.16e-06, 0.00e+00, 0.00e+00, 1.52e-08, 1.55e-09, 0.00e+00, 6.79e-11, 4.53e-06, 3.69e-09]    [9.78e-07, 4.74e-06, 1.80e-06, 1.75e-06, 2.15e-06, 2.23e-06, 2.62e-07, 3.14e-06, 1.81e-12, 1.66e-07, 3.02e-06, 3.74e-06, 7.50e-06, 8.16e-06, 0.00e+00, 0.00e+00, 1.52e-08, 1.55e-09, 0.00e+00, 6.79e-11, 4.53e-06, 3.69e-09]    []  
554200    [9.08e-07, 4.75e-06, 1.75e-06, 1.70e-06, 2.22e-06, 2.16e-06, 2.65e-07, 1.16e-06, 3.38e-08, 1.65e-08, 2.37e-06, 2.56e-06, 1.72e-06, 5.42e-07, 1.09e-11, 9.36e-09, 4.80e-08, 7.38e-08, 9.70e-08, 3.03e-09, 5.16e-07, 1.58e-08]    [9.08e-07, 4.75e-06, 1.75e-06, 1.70e-06, 2.22e-06, 2.16e-06, 2.65e-07, 1.16e-06, 3.38e-08, 1.65e-08, 2.37e-06, 2.56e-06, 1.72e-06, 5.42e-07, 1.09e-11, 9.36e-09, 4.80e-08, 7.38e-08, 9.70e-08, 3.03e-09, 5.16e-07, 1.58e-08]    []  
554300    [8.71e-07, 4.57e-06, 1.73e-06, 1.65e-06, 2.19e-06, 2.16e-06, 2.66e-07, 6.95e-07, 2.34e-07, 1.28e-08, 1.80e-06, 2.19e-06, 1.83e-06, 6.16e-07, 1.79e-12, 1.27e-08, 2.99e-08, 4.96e-08, 1.08e-10, 0.00e+00, 2.04e-07, 1.20e-07]    [8.71e-07, 4.57e-06, 1.73e-06, 1.65e-06, 2.19e-06, 2.16e-06, 2.66e-07, 6.95e-07, 2.34e-07, 1.28e-08, 1.80e-06, 2.19e-06, 1.83e-06, 6.16e-07, 1.79e-12, 1.27e-08, 2.99e-08, 4.96e-08, 1.08e-10, 0.00e+00, 2.04e-07, 1.20e-07]    []  
554400    [9.87e-07, 4.27e-06, 1.69e-06, 1.71e-06, 2.16e-06, 2.22e-06, 2.78e-07, 2.76e-07, 1.11e-06, 2.89e-08, 1.93e-06, 2.26e-06, 1.79e-06, 1.38e-06, 3.02e-08, 5.19e-08, 6.97e-08, 9.55e-08, 1.92e-08, 0.00e+00, 1.03e-07, 1.33e-06]    [9.87e-07, 4.27e-06, 1.69e-06, 1.71e-06, 2.16e-06, 2.22e-06, 2.78e-07, 2.76e-07, 1.11e-06, 2.89e-08, 1.93e-06, 2.26e-06, 1.79e-06, 1.38e-06, 3.02e-08, 5.19e-08, 6.97e-08, 9.55e-08, 1.92e-08, 0.00e+00, 1.03e-07, 1.33e-06]    []  
554500    [1.17e-06, 4.29e-06, 1.77e-06, 1.69e-06, 2.12e-06, 2.27e-06, 2.66e-07, 2.70e-06, 6.18e-09, 1.04e-07, 2.41e-06, 2.98e-06, 2.43e-06, 3.35e-06, 6.27e-08, 4.51e-08, 1.96e-07, 1.62e-07, 5.61e-07, 2.89e-10, 3.38e-06, 4.43e-09]    [1.17e-06, 4.29e-06, 1.77e-06, 1.69e-06, 2.12e-06, 2.27e-06, 2.66e-07, 2.70e-06, 6.18e-09, 1.04e-07, 2.41e-06, 2.98e-06, 2.43e-06, 3.35e-06, 6.27e-08, 4.51e-08, 1.96e-07, 1.62e-07, 5.61e-07, 2.89e-10, 3.38e-06, 4.43e-09]    []  
554600    [2.56e-06, 4.74e-06, 1.65e-06, 1.35e-06, 2.42e-06, 2.13e-06, 2.77e-07, 4.96e-05, 1.08e-04, 1.02e-06, 3.23e-05, 2.06e-05, 7.66e-05, 7.23e-05, 3.53e-07, 3.35e-07, 1.20e-06, 1.11e-06, 1.12e-05, 3.56e-05, 6.13e-05, 1.38e-04]    [2.56e-06, 4.74e-06, 1.65e-06, 1.35e-06, 2.42e-06, 2.13e-06, 2.77e-07, 4.96e-05, 1.08e-04, 1.02e-06, 3.23e-05, 2.06e-05, 7.66e-05, 7.23e-05, 3.53e-07, 3.35e-07, 1.20e-06, 1.11e-06, 1.12e-05, 3.56e-05, 6.13e-05, 1.38e-04]    []  
554700    [4.17e-06, 5.29e-06, 1.72e-06, 1.62e-06, 2.39e-06, 2.24e-06, 3.21e-07, 1.23e-07, 1.06e-07, 3.77e-06, 6.15e-05, 6.39e-05, 2.41e-04, 2.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.76e-10, 2.89e-06, 3.31e-08]    [4.17e-06, 5.29e-06, 1.72e-06, 1.62e-06, 2.39e-06, 2.24e-06, 3.21e-07, 1.23e-07, 1.06e-07, 3.77e-06, 6.15e-05, 6.39e-05, 2.41e-04, 2.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.76e-10, 2.89e-06, 3.31e-08]    []  
554800    [7.15e-06, 5.18e-06, 3.03e-06, 2.66e-06, 4.02e-06, 3.37e-06, 3.88e-07, 2.54e-07, 2.66e-05, 3.89e-06, 1.16e-04, 7.79e-05, 3.94e-04, 4.27e-04, 2.95e-06, 2.70e-06, 4.81e-06, 2.74e-06, 4.38e-08, 0.00e+00, 3.44e-07, 1.49e-05]    [7.15e-06, 5.18e-06, 3.03e-06, 2.66e-06, 4.02e-06, 3.37e-06, 3.88e-07, 2.54e-07, 2.66e-05, 3.89e-06, 1.16e-04, 7.79e-05, 3.94e-04, 4.27e-04, 2.95e-06, 2.70e-06, 4.81e-06, 2.74e-06, 4.38e-08, 0.00e+00, 3.44e-07, 1.49e-05]    []  
554900    [2.97e-05, 8.09e-06, 2.72e-06, 4.82e-06, 4.93e-06, 5.71e-06, 7.80e-07, 4.05e-05, 9.30e-09, 4.24e-05, 1.18e-04, 2.74e-04, 6.41e-04, 1.81e-03, 2.83e-05, 2.23e-05, 1.61e-05, 1.25e-05, 1.44e-05, 4.73e-08, 7.50e-05, 2.64e-07]    [2.97e-05, 8.09e-06, 2.72e-06, 4.82e-06, 4.93e-06, 5.71e-06, 7.80e-07, 4.05e-05, 9.30e-09, 4.24e-05, 1.18e-04, 2.74e-04, 6.41e-04, 1.81e-03, 2.83e-05, 2.23e-05, 1.61e-05, 1.25e-05, 1.44e-05, 4.73e-08, 7.50e-05, 2.64e-07]    []  
555000    [1.11e-05, 5.03e-06, 1.91e-06, 2.59e-06, 3.01e-06, 3.21e-06, 4.08e-07, 3.04e-05, 6.44e-07, 1.04e-05, 8.52e-05, 1.01e-04, 3.44e-04, 5.77e-04, 7.20e-06, 4.86e-06, 7.07e-06, 5.32e-06, 1.16e-05, 2.61e-07, 6.08e-05, 1.33e-06]    [1.11e-05, 5.03e-06, 1.91e-06, 2.59e-06, 3.01e-06, 3.21e-06, 4.08e-07, 3.04e-05, 6.44e-07, 1.04e-05, 8.52e-05, 1.01e-04, 3.44e-04, 5.77e-04, 7.20e-06, 4.86e-06, 7.07e-06, 5.32e-06, 1.16e-05, 2.61e-07, 6.08e-05, 1.33e-06]    []  
555100    [3.52e-05, 1.68e-05, 3.50e-06, 7.22e-06, 3.72e-06, 8.29e-06, 7.37e-07, 3.39e-05, 1.50e-07, 4.60e-05, 8.49e-05, 4.26e-04, 5.08e-04, 2.20e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.16e-10, 7.93e-05, 1.92e-06]    [3.52e-05, 1.68e-05, 3.50e-06, 7.22e-06, 3.72e-06, 8.29e-06, 7.37e-07, 3.39e-05, 1.50e-07, 4.60e-05, 8.49e-05, 4.26e-04, 5.08e-04, 2.20e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.16e-10, 7.93e-05, 1.92e-06]    []  
555200    [2.07e-06, 4.75e-06, 2.05e-06, 1.75e-06, 2.89e-06, 2.56e-06, 3.02e-07, 1.30e-05, 7.74e-07, 1.67e-09, 7.25e-05, 4.11e-05, 1.55e-04, 3.98e-05, 3.21e-07, 1.69e-07, 1.33e-06, 4.85e-07, 2.05e-06, 1.45e-07, 1.23e-05, 8.03e-07]    [2.07e-06, 4.75e-06, 2.05e-06, 1.75e-06, 2.89e-06, 2.56e-06, 3.02e-07, 1.30e-05, 7.74e-07, 1.67e-09, 7.25e-05, 4.11e-05, 1.55e-04, 3.98e-05, 3.21e-07, 1.69e-07, 1.33e-06, 4.85e-07, 2.05e-06, 1.45e-07, 1.23e-05, 8.03e-07]    []  
555300    [1.31e-05, 5.56e-06, 2.73e-06, 3.25e-06, 3.62e-06, 4.74e-06, 5.95e-07, 1.06e-05, 6.91e-10, 2.22e-05, 4.16e-05, 1.09e-04, 1.70e-04, 6.97e-04, 1.21e-05, 7.21e-06, 6.17e-06, 5.49e-06, 0.00e+00, 6.90e-10, 8.80e-06, 4.50e-09]    [1.31e-05, 5.56e-06, 2.73e-06, 3.25e-06, 3.62e-06, 4.74e-06, 5.95e-07, 1.06e-05, 6.91e-10, 2.22e-05, 4.16e-05, 1.09e-04, 1.70e-04, 6.97e-04, 1.21e-05, 7.21e-06, 6.17e-06, 5.49e-06, 0.00e+00, 6.90e-10, 8.80e-06, 4.50e-09]    []  
555400    [2.03e-06, 4.11e-06, 1.89e-06, 1.49e-06, 2.42e-06, 2.68e-06, 3.03e-07, 1.15e-05, 5.32e-09, 3.77e-07, 5.20e-05, 4.25e-05, 5.53e-05, 3.88e-06, 5.08e-07, 2.86e-07, 6.16e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.69e-05, 6.21e-08]    [2.03e-06, 4.11e-06, 1.89e-06, 1.49e-06, 2.42e-06, 2.68e-06, 3.03e-07, 1.15e-05, 5.32e-09, 3.77e-07, 5.20e-05, 4.25e-05, 5.53e-05, 3.88e-06, 5.08e-07, 2.86e-07, 6.16e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.69e-05, 6.21e-08]    []  
555500    [9.42e-05, 2.67e-05, 5.17e-06, 1.83e-05, 1.12e-05, 2.02e-05, 2.27e-06, 2.33e-08, 4.95e-09, 1.95e-04, 3.24e-04, 1.02e-03, 6.56e-04, 5.65e-03, 1.67e-04, 1.02e-04, 3.53e-05, 2.32e-05, 3.96e-08, 1.01e-09, 3.97e-07, 5.07e-09]    [9.42e-05, 2.67e-05, 5.17e-06, 1.83e-05, 1.12e-05, 2.02e-05, 2.27e-06, 2.33e-08, 4.95e-09, 1.95e-04, 3.24e-04, 1.02e-03, 6.56e-04, 5.65e-03, 1.67e-04, 1.02e-04, 3.53e-05, 2.32e-05, 3.96e-08, 1.01e-09, 3.97e-07, 5.07e-09]    []  
555600    [7.77e-07, 3.86e-06, 1.53e-06, 1.60e-06, 1.96e-06, 2.12e-06, 2.97e-07, 8.72e-11, 1.68e-04, 7.40e-08, 2.10e-06, 3.13e-06, 1.86e-06, 3.79e-06, 6.83e-09, 6.46e-10, 1.46e-08, 3.02e-08, 8.30e-12, 0.00e+00, 2.31e-07, 2.67e-04]    [7.77e-07, 3.86e-06, 1.53e-06, 1.60e-06, 1.96e-06, 2.12e-06, 2.97e-07, 8.72e-11, 1.68e-04, 7.40e-08, 2.10e-06, 3.13e-06, 1.86e-06, 3.79e-06, 6.83e-09, 6.46e-10, 1.46e-08, 3.02e-08, 8.30e-12, 0.00e+00, 2.31e-07, 2.67e-04]    []  
555700    [1.24e-06, 3.90e-06, 1.60e-06, 1.34e-06, 1.70e-06, 2.14e-06, 2.92e-07, 2.34e-06, 3.22e-09, 9.80e-07, 2.89e-06, 7.05e-06, 5.10e-06, 1.87e-05, 0.00e+00, 0.00e+00, 3.83e-09, 0.00e+00, 5.63e-07, 1.86e-09, 3.52e-06, 8.75e-09]    [1.24e-06, 3.90e-06, 1.60e-06, 1.34e-06, 1.70e-06, 2.14e-06, 2.92e-07, 2.34e-06, 3.22e-09, 9.80e-07, 2.89e-06, 7.05e-06, 5.10e-06, 1.87e-05, 0.00e+00, 0.00e+00, 3.83e-09, 0.00e+00, 5.63e-07, 1.86e-09, 3.52e-06, 8.75e-09]    []  
555800    [9.82e-07, 3.60e-06, 1.69e-06, 1.24e-06, 1.63e-06, 2.14e-06, 2.68e-07, 7.37e-07, 2.29e-09, 2.20e-07, 2.82e-06, 4.71e-06, 2.34e-06, 4.60e-06, 1.07e-12, 0.00e+00, 6.59e-09, 9.23e-09, 0.00e+00, 3.63e-10, 1.25e-06, 2.30e-09]    [9.82e-07, 3.60e-06, 1.69e-06, 1.24e-06, 1.63e-06, 2.14e-06, 2.68e-07, 7.37e-07, 2.29e-09, 2.20e-07, 2.82e-06, 4.71e-06, 2.34e-06, 4.60e-06, 1.07e-12, 0.00e+00, 6.59e-09, 9.23e-09, 0.00e+00, 3.63e-10, 1.25e-06, 2.30e-09]    []  
555900    [8.94e-07, 3.43e-06, 1.66e-06, 1.31e-06, 1.64e-06, 2.13e-06, 2.72e-07, 3.61e-06, 2.63e-13, 5.08e-09, 3.01e-06, 2.69e-06, 3.04e-06, 3.60e-07, 1.17e-08, 3.07e-09, 9.87e-08, 7.05e-08, 6.17e-07, 2.14e-09, 3.90e-06, 1.06e-08]    [8.94e-07, 3.43e-06, 1.66e-06, 1.31e-06, 1.64e-06, 2.13e-06, 2.72e-07, 3.61e-06, 2.63e-13, 5.08e-09, 3.01e-06, 2.69e-06, 3.04e-06, 3.60e-07, 1.17e-08, 3.07e-09, 9.87e-08, 7.05e-08, 6.17e-07, 2.14e-09, 3.90e-06, 1.06e-08]    []  
556000    [7.39e-07, 3.30e-06, 1.70e-06, 1.43e-06, 1.59e-06, 2.16e-06, 2.81e-07, 2.45e-07, 3.22e-07, 7.66e-08, 3.30e-06, 3.79e-06, 8.17e-06, 6.54e-06, 0.00e+00, 7.46e-11, 7.57e-09, 2.43e-09, 0.00e+00, 3.41e-08, 1.11e-06, 1.94e-07]    [7.39e-07, 3.30e-06, 1.70e-06, 1.43e-06, 1.59e-06, 2.16e-06, 2.81e-07, 2.45e-07, 3.22e-07, 7.66e-08, 3.30e-06, 3.79e-06, 8.17e-06, 6.54e-06, 0.00e+00, 7.46e-11, 7.57e-09, 2.43e-09, 0.00e+00, 3.41e-08, 1.11e-06, 1.94e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 57.517946 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
556000    [7.39e-07, 3.30e-06, 1.70e-06, 1.43e-06, 1.59e-06, 2.16e-06, 2.81e-07, 2.45e-07, 3.22e-07, 7.66e-08, 3.30e-06, 3.79e-06, 8.17e-06, 6.54e-06, 0.00e+00, 7.46e-11, 7.57e-09, 2.43e-09, 0.00e+00, 3.41e-08, 1.11e-06, 1.94e-07]    [7.39e-07, 3.30e-06, 1.70e-06, 1.43e-06, 1.59e-06, 2.16e-06, 2.81e-07, 2.45e-07, 3.22e-07, 7.66e-08, 3.30e-06, 3.79e-06, 8.17e-06, 6.54e-06, 0.00e+00, 7.46e-11, 7.57e-09, 2.43e-09, 0.00e+00, 3.41e-08, 1.11e-06, 1.94e-07]    []  
556100    [7.15e-07, 3.28e-06, 1.65e-06, 1.43e-06, 1.52e-06, 2.20e-06, 2.82e-07, 5.93e-08, 2.30e-09, 1.47e-07, 2.23e-06, 3.43e-06, 5.05e-06, 7.53e-06, 0.00e+00, 0.00e+00, 9.31e-09, 1.25e-09, 0.00e+00, 4.91e-09, 2.19e-07, 2.60e-08]    [7.15e-07, 3.28e-06, 1.65e-06, 1.43e-06, 1.52e-06, 2.20e-06, 2.82e-07, 5.93e-08, 2.30e-09, 1.47e-07, 2.23e-06, 3.43e-06, 5.05e-06, 7.53e-06, 0.00e+00, 0.00e+00, 9.31e-09, 1.25e-09, 0.00e+00, 4.91e-09, 2.19e-07, 2.60e-08]    []  
556200    [6.75e-07, 3.05e-06, 1.53e-06, 1.42e-06, 1.64e-06, 2.19e-06, 2.83e-07, 1.56e-08, 1.97e-05, 6.44e-11, 1.71e-06, 2.09e-06, 1.73e-06, 3.07e-08, 1.97e-09, 8.52e-09, 3.17e-08, 4.41e-08, 6.96e-09, 0.00e+00, 5.19e-08, 3.33e-05]    [6.75e-07, 3.05e-06, 1.53e-06, 1.42e-06, 1.64e-06, 2.19e-06, 2.83e-07, 1.56e-08, 1.97e-05, 6.44e-11, 1.71e-06, 2.09e-06, 1.73e-06, 3.07e-08, 1.97e-09, 8.52e-09, 3.17e-08, 4.41e-08, 6.96e-09, 0.00e+00, 5.19e-08, 3.33e-05]    []  
556300    [8.11e-07, 2.97e-06, 1.60e-06, 1.48e-06, 1.58e-06, 2.24e-06, 2.89e-07, 1.31e-06, 1.17e-07, 5.39e-08, 2.47e-06, 2.82e-06, 3.48e-06, 3.55e-06, 6.95e-08, 4.36e-08, 1.61e-07, 1.29e-07, 1.07e-07, 5.10e-10, 5.38e-07, 1.50e-08]    [8.11e-07, 2.97e-06, 1.60e-06, 1.48e-06, 1.58e-06, 2.24e-06, 2.89e-07, 1.31e-06, 1.17e-07, 5.39e-08, 2.47e-06, 2.82e-06, 3.48e-06, 3.55e-06, 6.95e-08, 4.36e-08, 1.61e-07, 1.29e-07, 1.07e-07, 5.10e-10, 5.38e-07, 1.50e-08]    []  
556400    [7.19e-07, 3.05e-06, 1.65e-06, 1.33e-06, 1.52e-06, 2.15e-06, 2.89e-07, 2.85e-06, 5.06e-09, 9.99e-08, 2.99e-06, 3.52e-06, 7.40e-06, 6.01e-06, 0.00e+00, 3.39e-10, 1.18e-08, 5.70e-09, 0.00e+00, 9.85e-11, 4.19e-06, 1.79e-08]    [7.19e-07, 3.05e-06, 1.65e-06, 1.33e-06, 1.52e-06, 2.15e-06, 2.89e-07, 2.85e-06, 5.06e-09, 9.99e-08, 2.99e-06, 3.52e-06, 7.40e-06, 6.01e-06, 0.00e+00, 3.39e-10, 1.18e-08, 5.70e-09, 0.00e+00, 9.85e-11, 4.19e-06, 1.79e-08]    []  
556500    [2.53e-05, 6.87e-06, 2.73e-06, 4.26e-06, 4.24e-06, 5.97e-06, 8.85e-07, 2.99e-05, 2.79e-07, 3.87e-05, 8.35e-05, 2.41e-04, 4.24e-04, 1.55e-03, 2.49e-05, 2.25e-05, 1.16e-05, 9.56e-06, 9.05e-06, 2.35e-07, 4.94e-05, 1.23e-06]    [2.53e-05, 6.87e-06, 2.73e-06, 4.26e-06, 4.24e-06, 5.97e-06, 8.85e-07, 2.99e-05, 2.79e-07, 3.87e-05, 8.35e-05, 2.41e-04, 4.24e-04, 1.55e-03, 2.49e-05, 2.25e-05, 1.16e-05, 9.56e-06, 9.05e-06, 2.35e-07, 4.94e-05, 1.23e-06]    []  
556600    [1.66e-06, 3.20e-06, 1.64e-06, 1.10e-06, 1.44e-06, 2.19e-06, 2.79e-07, 3.93e-05, 4.91e-09, 8.74e-07, 1.24e-05, 1.47e-05, 4.19e-05, 4.86e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.68e-11, 6.91e-05, 7.86e-08]    [1.66e-06, 3.20e-06, 1.64e-06, 1.10e-06, 1.44e-06, 2.19e-06, 2.79e-07, 3.93e-05, 4.91e-09, 8.74e-07, 1.24e-05, 1.47e-05, 4.19e-05, 4.86e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.68e-11, 6.91e-05, 7.86e-08]    []  
556700    [1.25e-06, 3.04e-06, 1.75e-06, 1.17e-06, 1.40e-06, 2.23e-06, 2.82e-07, 2.81e-05, 8.11e-07, 2.99e-07, 2.99e-06, 6.69e-06, 4.98e-06, 1.73e-05, 2.48e-09, 2.12e-09, 9.27e-10, 0.00e+00, 0.00e+00, 0.00e+00, 4.18e-05, 9.62e-07]    [1.25e-06, 3.04e-06, 1.75e-06, 1.17e-06, 1.40e-06, 2.23e-06, 2.82e-07, 2.81e-05, 8.11e-07, 2.99e-07, 2.99e-06, 6.69e-06, 4.98e-06, 1.73e-05, 2.48e-09, 2.12e-09, 9.27e-10, 0.00e+00, 0.00e+00, 0.00e+00, 4.18e-05, 9.62e-07]    []  
556800    [9.64e-05, 4.25e-05, 6.99e-06, 2.03e-05, 7.71e-06, 2.42e-05, 2.10e-06, 7.10e-05, 5.01e-08, 1.18e-04, 1.77e-04, 1.27e-03, 8.04e-04, 5.59e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.73e-10, 1.29e-04, 9.20e-07]    [9.64e-05, 4.25e-05, 6.99e-06, 2.03e-05, 7.71e-06, 2.42e-05, 2.10e-06, 7.10e-05, 5.01e-08, 1.18e-04, 1.77e-04, 1.27e-03, 8.04e-04, 5.59e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.73e-10, 1.29e-04, 9.20e-07]    []  
556900    [6.11e-07, 2.89e-06, 1.56e-06, 1.33e-06, 1.39e-06, 2.11e-06, 3.18e-07, 6.40e-07, 2.51e-07, 7.38e-08, 2.02e-06, 2.85e-06, 1.58e-06, 2.14e-06, 0.00e+00, 3.32e-09, 1.33e-08, 3.08e-08, 0.00e+00, 2.02e-07, 5.11e-07, 1.05e-06]    [6.11e-07, 2.89e-06, 1.56e-06, 1.33e-06, 1.39e-06, 2.11e-06, 3.18e-07, 6.40e-07, 2.51e-07, 7.38e-08, 2.02e-06, 2.85e-06, 1.58e-06, 2.14e-06, 0.00e+00, 3.32e-09, 1.33e-08, 3.08e-08, 0.00e+00, 2.02e-07, 5.11e-07, 1.05e-06]    []  
557000    [6.69e-07, 2.65e-06, 1.57e-06, 1.32e-06, 1.43e-06, 2.21e-06, 3.04e-07, 1.17e-07, 2.61e-09, 1.44e-08, 3.86e-06, 3.26e-06, 5.64e-06, 2.15e-06, 1.53e-08, 3.95e-08, 1.45e-07, 1.54e-07, 1.78e-08, 2.69e-10, 1.14e-07, 9.18e-09]    [6.69e-07, 2.65e-06, 1.57e-06, 1.32e-06, 1.43e-06, 2.21e-06, 3.04e-07, 1.17e-07, 2.61e-09, 1.44e-08, 3.86e-06, 3.26e-06, 5.64e-06, 2.15e-06, 1.53e-08, 3.95e-08, 1.45e-07, 1.54e-07, 1.78e-08, 2.69e-10, 1.14e-07, 9.18e-09]    []  
557100    [6.49e-07, 2.67e-06, 1.64e-06, 1.28e-06, 1.36e-06, 2.19e-06, 2.94e-07, 2.72e-07, 5.99e-09, 1.08e-08, 2.10e-06, 2.46e-06, 3.09e-06, 8.13e-07, 2.66e-09, 2.13e-11, 3.82e-08, 1.14e-08, 0.00e+00, 7.50e-10, 1.31e-06, 5.57e-09]    [6.49e-07, 2.67e-06, 1.64e-06, 1.28e-06, 1.36e-06, 2.19e-06, 2.94e-07, 2.72e-07, 5.99e-09, 1.08e-08, 2.10e-06, 2.46e-06, 3.09e-06, 8.13e-07, 2.66e-09, 2.13e-11, 3.82e-08, 1.14e-08, 0.00e+00, 7.50e-10, 1.31e-06, 5.57e-09]    []  
557200    [1.17e-06, 2.60e-06, 1.59e-06, 1.33e-06, 1.53e-06, 2.26e-06, 3.06e-07, 2.55e-06, 6.16e-09, 4.36e-07, 5.88e-06, 6.30e-06, 1.44e-05, 2.44e-05, 1.78e-07, 2.19e-07, 3.64e-07, 4.83e-07, 5.04e-07, 4.18e-10, 3.03e-06, 4.52e-09]    [1.17e-06, 2.60e-06, 1.59e-06, 1.33e-06, 1.53e-06, 2.26e-06, 3.06e-07, 2.55e-06, 6.16e-09, 4.36e-07, 5.88e-06, 6.30e-06, 1.44e-05, 2.44e-05, 1.78e-07, 2.19e-07, 3.64e-07, 4.83e-07, 5.04e-07, 4.18e-10, 3.03e-06, 4.52e-09]    []  
557300    [5.59e-07, 2.68e-06, 1.37e-06, 1.30e-06, 1.52e-06, 2.10e-06, 3.85e-07, 2.87e-09, 1.25e-04, 2.20e-09, 1.88e-06, 2.18e-06, 1.79e-06, 3.21e-08, 1.80e-09, 1.90e-08, 4.18e-08, 7.38e-08, 3.13e-08, 0.00e+00, 1.47e-07, 6.18e-05]    [5.59e-07, 2.68e-06, 1.37e-06, 1.30e-06, 1.52e-06, 2.10e-06, 3.85e-07, 2.87e-09, 1.25e-04, 2.20e-09, 1.88e-06, 2.18e-06, 1.79e-06, 3.21e-08, 1.80e-09, 1.90e-08, 4.18e-08, 7.38e-08, 3.13e-08, 0.00e+00, 1.47e-07, 6.18e-05]    []  
557400    [6.53e-07, 2.53e-06, 1.50e-06, 1.35e-06, 1.35e-06, 2.16e-06, 3.71e-07, 6.51e-07, 4.24e-09, 2.82e-08, 1.82e-06, 2.18e-06, 1.75e-06, 1.27e-06, 3.02e-08, 1.55e-08, 1.04e-07, 7.59e-08, 5.78e-08, 2.82e-10, 2.91e-07, 5.59e-09]    [6.53e-07, 2.53e-06, 1.50e-06, 1.35e-06, 1.35e-06, 2.16e-06, 3.71e-07, 6.51e-07, 4.24e-09, 2.82e-08, 1.82e-06, 2.18e-06, 1.75e-06, 1.27e-06, 3.02e-08, 1.55e-08, 1.04e-07, 7.59e-08, 5.78e-08, 2.82e-10, 2.91e-07, 5.59e-09]    []  
557500    [6.96e-07, 2.46e-06, 1.53e-06, 1.32e-06, 1.36e-06, 2.20e-06, 3.53e-07, 8.83e-08, 4.21e-12, 5.36e-08, 2.30e-06, 2.62e-06, 3.20e-06, 3.10e-06, 2.27e-08, 5.05e-08, 1.43e-07, 1.18e-07, 1.17e-08, 7.11e-10, 7.95e-08, 5.60e-09]    [6.96e-07, 2.46e-06, 1.53e-06, 1.32e-06, 1.36e-06, 2.20e-06, 3.53e-07, 8.83e-08, 4.21e-12, 5.36e-08, 2.30e-06, 2.62e-06, 3.20e-06, 3.10e-06, 2.27e-08, 5.05e-08, 1.43e-07, 1.18e-07, 1.17e-08, 7.11e-10, 7.95e-08, 5.60e-09]    []  
557600    [9.25e-07, 3.30e-06, 1.78e-06, 1.88e-06, 1.63e-06, 2.80e-06, 3.52e-07, 1.65e-06, 1.66e-08, 1.28e-07, 4.46e-06, 6.77e-06, 5.18e-06, 8.90e-06, 3.98e-08, 3.19e-07, 2.45e-08, 1.02e-07, 0.00e+00, 4.44e-10, 3.35e-07, 2.90e-09]    [9.25e-07, 3.30e-06, 1.78e-06, 1.88e-06, 1.63e-06, 2.80e-06, 3.52e-07, 1.65e-06, 1.66e-08, 1.28e-07, 4.46e-06, 6.77e-06, 5.18e-06, 8.90e-06, 3.98e-08, 3.19e-07, 2.45e-08, 1.02e-07, 0.00e+00, 4.44e-10, 3.35e-07, 2.90e-09]    []  
557700    [5.63e-06, 2.90e-06, 1.66e-06, 1.92e-06, 1.88e-06, 2.76e-06, 3.94e-07, 9.50e-06, 1.63e-08, 3.34e-06, 1.06e-04, 7.88e-05, 3.07e-04, 2.97e-04, 2.89e-06, 2.31e-06, 4.32e-06, 3.97e-06, 4.99e-06, 1.31e-08, 2.70e-05, 7.05e-08]    [5.63e-06, 2.90e-06, 1.66e-06, 1.92e-06, 1.88e-06, 2.76e-06, 3.94e-07, 9.50e-06, 1.63e-08, 3.34e-06, 1.06e-04, 7.88e-05, 3.07e-04, 2.97e-04, 2.89e-06, 2.31e-06, 4.32e-06, 3.97e-06, 4.99e-06, 1.31e-08, 2.70e-05, 7.05e-08]    []  
557800    [6.26e-07, 2.45e-06, 1.55e-06, 1.38e-06, 1.25e-06, 2.19e-06, 3.15e-07, 5.73e-08, 1.72e-10, 3.07e-10, 1.66e-06, 2.00e-06, 1.60e-06, 1.79e-08, 9.00e-10, 9.47e-09, 3.77e-08, 4.43e-08, 7.33e-09, 6.50e-11, 4.77e-08, 3.38e-09]    [6.26e-07, 2.45e-06, 1.55e-06, 1.38e-06, 1.25e-06, 2.19e-06, 3.15e-07, 5.73e-08, 1.72e-10, 3.07e-10, 1.66e-06, 2.00e-06, 1.60e-06, 1.79e-08, 9.00e-10, 9.47e-09, 3.77e-08, 4.43e-08, 7.33e-09, 6.50e-11, 4.77e-08, 3.38e-09]    []  
557900    [6.84e-07, 2.44e-06, 1.60e-06, 1.37e-06, 1.23e-06, 2.24e-06, 2.97e-07, 9.36e-07, 8.59e-10, 1.62e-09, 2.33e-06, 2.51e-06, 2.79e-06, 8.60e-08, 2.91e-08, 3.34e-09, 6.79e-08, 1.72e-08, 1.73e-07, 5.99e-12, 9.74e-07, 1.37e-08]    [6.84e-07, 2.44e-06, 1.60e-06, 1.37e-06, 1.23e-06, 2.24e-06, 2.97e-07, 9.36e-07, 8.59e-10, 1.62e-09, 2.33e-06, 2.51e-06, 2.79e-06, 8.60e-08, 2.91e-08, 3.34e-09, 6.79e-08, 1.72e-08, 1.73e-07, 5.99e-12, 9.74e-07, 1.37e-08]    []  
558000    [1.26e-06, 2.38e-06, 1.55e-06, 1.24e-06, 1.37e-06, 2.25e-06, 3.13e-07, 8.72e-09, 2.64e-09, 5.13e-07, 5.07e-06, 6.26e-06, 1.31e-05, 2.54e-05, 2.28e-07, 1.58e-07, 4.84e-07, 2.87e-07, 1.39e-08, 4.34e-11, 5.41e-08, 2.89e-09]    [1.26e-06, 2.38e-06, 1.55e-06, 1.24e-06, 1.37e-06, 2.25e-06, 3.13e-07, 8.72e-09, 2.64e-09, 5.13e-07, 5.07e-06, 6.26e-06, 1.31e-05, 2.54e-05, 2.28e-07, 1.58e-07, 4.84e-07, 2.87e-07, 1.39e-08, 4.34e-11, 5.41e-08, 2.89e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 58.100114 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
558000    [1.26e-06, 2.38e-06, 1.55e-06, 1.24e-06, 1.37e-06, 2.25e-06, 3.13e-07, 8.72e-09, 2.64e-09, 5.13e-07, 5.07e-06, 6.26e-06, 1.31e-05, 2.54e-05, 2.28e-07, 1.58e-07, 4.84e-07, 2.87e-07, 1.39e-08, 4.34e-11, 5.41e-08, 2.89e-09]    [1.26e-06, 2.38e-06, 1.55e-06, 1.24e-06, 1.37e-06, 2.25e-06, 3.13e-07, 8.72e-09, 2.64e-09, 5.13e-07, 5.07e-06, 6.26e-06, 1.31e-05, 2.54e-05, 2.28e-07, 1.58e-07, 4.84e-07, 2.87e-07, 1.39e-08, 4.34e-11, 5.41e-08, 2.89e-09]    []  
558100    [3.83e-06, 2.57e-06, 1.60e-06, 1.66e-06, 1.74e-06, 2.68e-06, 3.58e-07, 9.68e-06, 1.23e-05, 3.21e-06, 2.80e-05, 3.33e-05, 1.03e-04, 1.80e-04, 2.02e-06, 1.51e-06, 2.18e-06, 1.68e-06, 3.03e-06, 0.00e+00, 1.72e-05, 1.47e-05]    [3.83e-06, 2.57e-06, 1.60e-06, 1.66e-06, 1.74e-06, 2.68e-06, 3.58e-07, 9.68e-06, 1.23e-05, 3.21e-06, 2.80e-05, 3.33e-05, 1.03e-04, 1.80e-04, 2.02e-06, 1.51e-06, 2.18e-06, 1.68e-06, 3.03e-06, 0.00e+00, 1.72e-05, 1.47e-05]    []  
558200    [3.60e-05, 1.62e-05, 3.50e-06, 7.29e-06, 3.21e-06, 8.47e-06, 7.93e-07, 1.00e-04, 1.14e-05, 3.92e-05, 1.12e-04, 3.89e-04, 6.09e-04, 2.07e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-04, 1.58e-05]    [3.60e-05, 1.62e-05, 3.50e-06, 7.29e-06, 3.21e-06, 8.47e-06, 7.93e-07, 1.00e-04, 1.14e-05, 3.92e-05, 1.12e-04, 3.89e-04, 6.09e-04, 2.07e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-04, 1.58e-05]    []  
558300    [2.33e-05, 6.87e-06, 3.07e-06, 4.27e-06, 3.66e-06, 6.58e-06, 1.15e-06, 1.93e-08, 1.55e-07, 3.74e-05, 7.66e-05, 2.27e-04, 3.08e-04, 1.50e-03, 2.40e-05, 2.19e-05, 8.55e-06, 6.39e-06, 2.41e-08, 3.03e-08, 2.03e-07, 1.79e-07]    [2.33e-05, 6.87e-06, 3.07e-06, 4.27e-06, 3.66e-06, 6.58e-06, 1.15e-06, 1.93e-08, 1.55e-07, 3.74e-05, 7.66e-05, 2.27e-04, 3.08e-04, 1.50e-03, 2.40e-05, 2.19e-05, 8.55e-06, 6.39e-06, 2.41e-08, 3.03e-08, 2.03e-07, 1.79e-07]    []  
558400    [3.50e-06, 2.77e-06, 1.86e-06, 1.80e-06, 1.84e-06, 3.53e-06, 4.64e-07, 1.34e-06, 1.36e-05, 4.18e-06, 1.38e-05, 3.29e-05, 8.51e-06, 9.90e-05, 2.54e-06, 8.74e-07, 6.66e-07, 2.24e-07, 4.15e-08, 0.00e+00, 2.62e-07, 2.66e-05]    [3.50e-06, 2.77e-06, 1.86e-06, 1.80e-06, 1.84e-06, 3.53e-06, 4.64e-07, 1.34e-06, 1.36e-05, 4.18e-06, 1.38e-05, 3.29e-05, 8.51e-06, 9.90e-05, 2.54e-06, 8.74e-07, 6.66e-07, 2.24e-07, 4.15e-08, 0.00e+00, 2.62e-07, 2.66e-05]    []  
558500    [1.34e-06, 3.16e-06, 1.29e-06, 1.14e-06, 1.63e-06, 2.06e-06, 4.01e-07, 4.51e-05, 3.08e-07, 4.13e-07, 1.26e-05, 1.06e-05, 3.94e-06, 1.74e-05, 1.14e-07, 0.00e+00, 6.22e-08, 1.59e-09, 5.42e-06, 5.06e-08, 3.21e-05, 3.02e-07]    [1.34e-06, 3.16e-06, 1.29e-06, 1.14e-06, 1.63e-06, 2.06e-06, 4.01e-07, 4.51e-05, 3.08e-07, 4.13e-07, 1.26e-05, 1.06e-05, 3.94e-06, 1.74e-05, 1.14e-07, 0.00e+00, 6.22e-08, 1.59e-09, 5.42e-06, 5.06e-08, 3.21e-05, 3.02e-07]    []  
558600    [7.55e-06, 3.52e-06, 2.12e-06, 2.27e-06, 2.27e-06, 4.17e-06, 8.05e-07, 1.44e-05, 2.58e-04, 1.48e-05, 2.52e-05, 8.37e-05, 3.98e-05, 3.86e-04, 6.55e-06, 6.66e-06, 2.11e-06, 1.86e-06, 0.00e+00, 5.80e-05, 1.67e-05, 2.24e-04]    [7.55e-06, 3.52e-06, 2.12e-06, 2.27e-06, 2.27e-06, 4.17e-06, 8.05e-07, 1.44e-05, 2.58e-04, 1.48e-05, 2.52e-05, 8.37e-05, 3.98e-05, 3.86e-04, 6.55e-06, 6.66e-06, 2.11e-06, 1.86e-06, 0.00e+00, 5.80e-05, 1.67e-05, 2.24e-04]    []  
558700    [4.05e-06, 3.68e-06, 1.49e-06, 1.51e-06, 1.38e-06, 2.35e-06, 3.43e-07, 1.56e-06, 7.04e-09, 3.96e-06, 2.00e-05, 3.83e-05, 1.19e-04, 1.87e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.66e-08, 6.31e-12, 8.83e-08, 1.51e-08]    [4.05e-06, 3.68e-06, 1.49e-06, 1.51e-06, 1.38e-06, 2.35e-06, 3.43e-07, 1.56e-06, 7.04e-09, 3.96e-06, 2.00e-05, 3.83e-05, 1.19e-04, 1.87e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.66e-08, 6.31e-12, 8.83e-08, 1.51e-08]    []  
558800    [1.07e-06, 2.70e-06, 1.43e-06, 1.04e-06, 1.38e-06, 2.11e-06, 2.98e-07, 4.69e-05, 3.62e-09, 1.60e-08, 9.84e-06, 5.90e-06, 1.14e-05, 2.94e-06, 2.26e-08, 1.11e-07, 1.45e-07, 1.50e-07, 7.30e-06, 1.30e-09, 4.21e-05, 7.56e-09]    [1.07e-06, 2.70e-06, 1.43e-06, 1.04e-06, 1.38e-06, 2.11e-06, 2.98e-07, 4.69e-05, 3.62e-09, 1.60e-08, 9.84e-06, 5.90e-06, 1.14e-05, 2.94e-06, 2.26e-08, 1.11e-07, 1.45e-07, 1.50e-07, 7.30e-06, 1.30e-09, 4.21e-05, 7.56e-09]    []  
558900    [1.12e-06, 2.42e-06, 1.45e-06, 1.08e-06, 1.21e-06, 2.14e-06, 3.01e-07, 3.45e-06, 1.00e-07, 8.68e-10, 2.61e-06, 2.95e-06, 2.38e-06, 2.32e-06, 8.54e-08, 1.01e-08, 6.61e-08, 4.86e-08, 0.00e+00, 0.00e+00, 5.96e-06, 2.79e-07]    [1.12e-06, 2.42e-06, 1.45e-06, 1.08e-06, 1.21e-06, 2.14e-06, 3.01e-07, 3.45e-06, 1.00e-07, 8.68e-10, 2.61e-06, 2.95e-06, 2.38e-06, 2.32e-06, 8.54e-08, 1.01e-08, 6.61e-08, 4.86e-08, 0.00e+00, 0.00e+00, 5.96e-06, 2.79e-07]    []  
559000    [1.16e-06, 2.20e-06, 1.62e-06, 1.06e-06, 1.04e-06, 2.26e-06, 3.62e-07, 5.57e-06, 3.94e-07, 3.33e-08, 1.41e-05, 1.35e-05, 3.94e-05, 8.01e-06, 1.48e-08, 1.01e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.16e-06, 2.55e-07]    [1.16e-06, 2.20e-06, 1.62e-06, 1.06e-06, 1.04e-06, 2.26e-06, 3.62e-07, 5.57e-06, 3.94e-07, 3.33e-08, 1.41e-05, 1.35e-05, 3.94e-05, 8.01e-06, 1.48e-08, 1.01e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.16e-06, 2.55e-07]    []  
559100    [4.27e-06, 3.17e-06, 1.96e-06, 1.29e-06, 1.83e-06, 2.75e-06, 3.92e-07, 1.29e-05, 1.60e-08, 5.34e-06, 2.16e-05, 2.88e-05, 6.59e-05, 2.07e-04, 1.26e-06, 2.42e-06, 1.21e-06, 1.35e-06, 0.00e+00, 0.00e+00, 8.80e-06, 1.95e-08]    [4.27e-06, 3.17e-06, 1.96e-06, 1.29e-06, 1.83e-06, 2.75e-06, 3.92e-07, 1.29e-05, 1.60e-08, 5.34e-06, 2.16e-05, 2.88e-05, 6.59e-05, 2.07e-04, 1.26e-06, 2.42e-06, 1.21e-06, 1.35e-06, 0.00e+00, 0.00e+00, 8.80e-06, 1.95e-08]    []  
559200    [2.05e-05, 2.56e-05, 2.09e-06, 2.25e-05, 2.52e-06, 1.53e-05, 7.62e-07, 5.09e-05, 7.36e-08, 4.99e-05, 4.99e-05, 3.91e-04, 2.90e-04, 1.83e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.56e-06, 4.03e-09, 4.45e-05, 2.80e-08]    [2.05e-05, 2.56e-05, 2.09e-06, 2.25e-05, 2.52e-06, 1.53e-05, 7.62e-07, 5.09e-05, 7.36e-08, 4.99e-05, 4.99e-05, 3.91e-04, 2.90e-04, 1.83e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.56e-06, 4.03e-09, 4.45e-05, 2.80e-08]    []  
559300    [5.95e-07, 2.20e-06, 1.47e-06, 1.42e-06, 1.13e-06, 2.11e-06, 3.47e-07, 7.91e-10, 6.67e-07, 1.97e-09, 1.70e-06, 2.00e-06, 1.55e-06, 1.71e-07, 9.81e-09, 2.14e-08, 4.95e-08, 6.38e-08, 4.08e-09, 0.00e+00, 2.65e-08, 6.71e-07]    [5.95e-07, 2.20e-06, 1.47e-06, 1.42e-06, 1.13e-06, 2.11e-06, 3.47e-07, 7.91e-10, 6.67e-07, 1.97e-09, 1.70e-06, 2.00e-06, 1.55e-06, 1.71e-07, 9.81e-09, 2.14e-08, 4.95e-08, 6.38e-08, 4.08e-09, 0.00e+00, 2.65e-08, 6.71e-07]    []  
559400    [7.82e-07, 2.06e-06, 1.45e-06, 1.32e-06, 1.10e-06, 2.18e-06, 3.25e-07, 2.40e-07, 1.48e-10, 1.29e-07, 5.14e-06, 4.36e-06, 9.83e-06, 8.31e-06, 6.62e-08, 9.22e-08, 2.49e-07, 2.88e-07, 8.73e-08, 1.82e-09, 4.85e-07, 8.74e-09]    [7.82e-07, 2.06e-06, 1.45e-06, 1.32e-06, 1.10e-06, 2.18e-06, 3.25e-07, 2.40e-07, 1.48e-10, 1.29e-07, 5.14e-06, 4.36e-06, 9.83e-06, 8.31e-06, 6.62e-08, 9.22e-08, 2.49e-07, 2.88e-07, 8.73e-08, 1.82e-09, 4.85e-07, 8.74e-09]    []  
559500    [1.38e-06, 2.08e-06, 1.42e-06, 1.35e-06, 1.23e-06, 2.27e-06, 3.38e-07, 3.08e-06, 2.11e-12, 6.28e-07, 1.33e-05, 1.18e-05, 3.73e-05, 4.41e-05, 3.89e-07, 3.14e-07, 8.32e-07, 5.84e-07, 9.51e-07, 5.23e-09, 5.67e-06, 2.28e-08]    [1.38e-06, 2.08e-06, 1.42e-06, 1.35e-06, 1.23e-06, 2.27e-06, 3.38e-07, 3.08e-06, 2.11e-12, 6.28e-07, 1.33e-05, 1.18e-05, 3.73e-05, 4.41e-05, 3.89e-07, 3.14e-07, 8.32e-07, 5.84e-07, 9.51e-07, 5.23e-09, 5.67e-06, 2.28e-08]    []  
559600    [4.70e-06, 3.63e-06, 1.80e-06, 1.68e-06, 1.08e-06, 2.45e-06, 3.72e-07, 1.06e-05, 8.15e-08, 3.79e-06, 4.34e-05, 5.25e-05, 1.63e-04, 2.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.79e-12, 3.09e-05, 5.43e-08]    [4.70e-06, 3.63e-06, 1.80e-06, 1.68e-06, 1.08e-06, 2.45e-06, 3.72e-07, 1.06e-05, 8.15e-08, 3.79e-06, 4.34e-05, 5.25e-05, 1.63e-04, 2.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.79e-12, 3.09e-05, 5.43e-08]    []  
559700    [4.92e-05, 2.07e-05, 4.39e-06, 9.57e-06, 4.23e-06, 1.10e-05, 1.15e-06, 5.89e-05, 2.61e-10, 5.94e-05, 1.08e-04, 5.47e-04, 6.37e-04, 2.80e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-12, 1.25e-04, 5.55e-08]    [4.92e-05, 2.07e-05, 4.39e-06, 9.57e-06, 4.23e-06, 1.10e-05, 1.15e-06, 5.89e-05, 2.61e-10, 5.94e-05, 1.08e-04, 5.47e-04, 6.37e-04, 2.80e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-12, 1.25e-04, 5.55e-08]    []  
559800    [1.38e-05, 4.40e-06, 2.36e-06, 2.86e-06, 2.50e-06, 4.71e-06, 8.29e-07, 1.08e-07, 7.46e-06, 1.98e-05, 4.74e-05, 1.24e-04, 2.22e-04, 8.44e-04, 1.16e-05, 1.00e-05, 5.70e-06, 3.82e-06, 1.41e-07, 1.80e-06, 7.83e-07, 8.31e-06]    [1.38e-05, 4.40e-06, 2.36e-06, 2.86e-06, 2.50e-06, 4.71e-06, 8.29e-07, 1.08e-07, 7.46e-06, 1.98e-05, 4.74e-05, 1.24e-04, 2.22e-04, 8.44e-04, 1.16e-05, 1.00e-05, 5.70e-06, 3.82e-06, 1.41e-07, 1.80e-06, 7.83e-07, 8.31e-06]    []  
559900    [1.82e-06, 2.26e-06, 1.27e-06, 1.00e-06, 1.33e-06, 1.96e-06, 3.64e-07, 2.58e-05, 1.09e-04, 2.09e-07, 3.65e-05, 2.94e-05, 9.08e-05, 4.39e-05, 3.13e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.49e-05, 2.86e-04]    [1.82e-06, 2.26e-06, 1.27e-06, 1.00e-06, 1.33e-06, 1.96e-06, 3.64e-07, 2.58e-05, 1.09e-04, 2.09e-07, 3.65e-05, 2.94e-05, 9.08e-05, 4.39e-05, 3.13e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.49e-05, 2.86e-04]    []  
560000    [8.56e-07, 2.28e-06, 1.30e-06, 1.05e-06, 1.12e-06, 2.09e-06, 3.30e-07, 2.09e-05, 4.61e-09, 7.57e-08, 6.66e-06, 4.12e-06, 7.38e-06, 1.71e-06, 8.82e-09, 8.86e-09, 7.22e-08, 6.68e-08, 3.99e-06, 1.25e-09, 2.37e-05, 6.16e-09]    [8.56e-07, 2.28e-06, 1.30e-06, 1.05e-06, 1.12e-06, 2.09e-06, 3.30e-07, 2.09e-05, 4.61e-09, 7.57e-08, 6.66e-06, 4.12e-06, 7.38e-06, 1.71e-06, 8.82e-09, 8.86e-09, 7.22e-08, 6.68e-08, 3.99e-06, 1.25e-09, 2.37e-05, 6.16e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 57.059597 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
560000    [8.56e-07, 2.28e-06, 1.30e-06, 1.05e-06, 1.12e-06, 2.09e-06, 3.30e-07, 2.09e-05, 4.61e-09, 7.57e-08, 6.66e-06, 4.12e-06, 7.38e-06, 1.71e-06, 8.82e-09, 8.86e-09, 7.22e-08, 6.68e-08, 3.99e-06, 1.25e-09, 2.37e-05, 6.16e-09]    [8.56e-07, 2.28e-06, 1.30e-06, 1.05e-06, 1.12e-06, 2.09e-06, 3.30e-07, 2.09e-05, 4.61e-09, 7.57e-08, 6.66e-06, 4.12e-06, 7.38e-06, 1.71e-06, 8.82e-09, 8.86e-09, 7.22e-08, 6.68e-08, 3.99e-06, 1.25e-09, 2.37e-05, 6.16e-09]    []  
560100    [1.08e-06, 2.14e-06, 1.24e-06, 1.16e-06, 1.09e-06, 2.19e-06, 3.07e-07, 1.56e-05, 9.85e-09, 2.22e-08, 3.53e-06, 6.26e-06, 3.80e-06, 3.38e-06, 3.00e-08, 5.61e-09, 1.09e-08, 2.41e-10, 0.00e+00, 0.00e+00, 2.13e-05, 9.25e-09]    [1.08e-06, 2.14e-06, 1.24e-06, 1.16e-06, 1.09e-06, 2.19e-06, 3.07e-07, 1.56e-05, 9.85e-09, 2.22e-08, 3.53e-06, 6.26e-06, 3.80e-06, 3.38e-06, 3.00e-08, 5.61e-09, 1.09e-08, 2.41e-10, 0.00e+00, 0.00e+00, 2.13e-05, 9.25e-09]    []  
560200    [1.49e-06, 2.25e-06, 1.51e-06, 1.28e-06, 9.94e-07, 1.98e-06, 3.86e-07, 2.11e-06, 4.96e-10, 6.59e-07, 2.17e-05, 1.84e-05, 6.44e-05, 6.10e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.96e-11, 9.31e-06, 6.93e-09]    [1.49e-06, 2.25e-06, 1.51e-06, 1.28e-06, 9.94e-07, 1.98e-06, 3.86e-07, 2.11e-06, 4.96e-10, 6.59e-07, 2.17e-05, 1.84e-05, 6.44e-05, 6.10e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.96e-11, 9.31e-06, 6.93e-09]    []  
560300    [7.38e-07, 2.22e-06, 1.45e-06, 1.57e-06, 8.95e-07, 2.21e-06, 3.47e-07, 1.69e-07, 5.36e-09, 7.63e-09, 2.26e-06, 2.44e-06, 2.01e-06, 5.94e-08, 5.12e-08, 1.85e-08, 7.58e-08, 8.25e-08, 3.70e-08, 3.70e-10, 1.67e-07, 4.12e-09]    [7.38e-07, 2.22e-06, 1.45e-06, 1.57e-06, 8.95e-07, 2.21e-06, 3.47e-07, 1.69e-07, 5.36e-09, 7.63e-09, 2.26e-06, 2.44e-06, 2.01e-06, 5.94e-08, 5.12e-08, 1.85e-08, 7.58e-08, 8.25e-08, 3.70e-08, 3.70e-10, 1.67e-07, 4.12e-09]    []  
560400    [1.44e-06, 2.42e-06, 1.37e-06, 1.30e-06, 8.77e-07, 2.03e-06, 3.60e-07, 3.87e-06, 1.06e-06, 9.09e-07, 1.25e-05, 1.44e-05, 4.47e-05, 5.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.80e-06, 5.23e-07]    [1.44e-06, 2.42e-06, 1.37e-06, 1.30e-06, 8.77e-07, 2.03e-06, 3.60e-07, 3.87e-06, 1.06e-06, 9.09e-07, 1.25e-05, 1.44e-05, 4.47e-05, 5.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.80e-06, 5.23e-07]    []  
560500    [7.88e-06, 4.70e-06, 1.56e-06, 2.28e-06, 1.46e-06, 3.13e-06, 3.98e-07, 4.08e-06, 4.47e-09, 1.01e-05, 2.41e-05, 8.51e-05, 1.45e-04, 4.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.24e-12, 1.02e-05, 6.76e-09]    [7.88e-06, 4.70e-06, 1.56e-06, 2.28e-06, 1.46e-06, 3.13e-06, 3.98e-07, 4.08e-06, 4.47e-09, 1.01e-05, 2.41e-05, 8.51e-05, 1.45e-04, 4.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.24e-12, 1.02e-05, 6.76e-09]    []  
560600    [1.18e-06, 2.10e-06, 1.34e-06, 1.31e-06, 1.05e-06, 2.23e-06, 3.19e-07, 6.22e-06, 3.91e-10, 2.06e-07, 1.05e-05, 7.53e-06, 2.20e-05, 2.35e-05, 2.52e-07, 6.50e-08, 5.98e-07, 3.29e-07, 1.25e-06, 2.54e-10, 7.93e-06, 2.40e-09]    [1.18e-06, 2.10e-06, 1.34e-06, 1.31e-06, 1.05e-06, 2.23e-06, 3.19e-07, 6.22e-06, 3.91e-10, 2.06e-07, 1.05e-05, 7.53e-06, 2.20e-05, 2.35e-05, 2.52e-07, 6.50e-08, 5.98e-07, 3.29e-07, 1.25e-06, 2.54e-10, 7.93e-06, 2.40e-09]    []  
560700    [2.34e-06, 2.49e-06, 1.39e-06, 1.13e-06, 9.40e-07, 2.15e-06, 3.43e-07, 1.49e-05, 6.24e-08, 1.20e-06, 3.03e-05, 3.02e-05, 1.05e-04, 9.81e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.99e-10, 3.69e-05, 3.85e-09]    [2.34e-06, 2.49e-06, 1.39e-06, 1.13e-06, 9.40e-07, 2.15e-06, 3.43e-07, 1.49e-05, 6.24e-08, 1.20e-06, 3.03e-05, 3.02e-05, 1.05e-04, 9.81e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.99e-10, 3.69e-05, 3.85e-09]    []  
560800    [7.26e-07, 1.95e-06, 1.44e-06, 1.06e-06, 9.20e-07, 2.07e-06, 3.42e-07, 4.74e-06, 2.87e-06, 1.62e-08, 2.91e-06, 3.68e-06, 6.16e-06, 4.09e-06, 1.24e-10, 3.09e-09, 1.11e-08, 3.26e-09, 0.00e+00, 8.39e-07, 6.92e-06, 4.16e-06]    [7.26e-07, 1.95e-06, 1.44e-06, 1.06e-06, 9.20e-07, 2.07e-06, 3.42e-07, 4.74e-06, 2.87e-06, 1.62e-08, 2.91e-06, 3.68e-06, 6.16e-06, 4.09e-06, 1.24e-10, 3.09e-09, 1.11e-08, 3.26e-09, 0.00e+00, 8.39e-07, 6.92e-06, 4.16e-06]    []  
560900    [1.11e-06, 1.83e-06, 1.34e-06, 1.25e-06, 1.12e-06, 2.18e-06, 3.52e-07, 5.16e-06, 1.39e-08, 1.99e-07, 1.01e-05, 7.84e-06, 2.32e-05, 2.76e-05, 2.20e-07, 1.88e-07, 5.31e-07, 3.97e-07, 0.00e+00, 6.79e-11, 3.25e-06, 8.27e-09]    [1.11e-06, 1.83e-06, 1.34e-06, 1.25e-06, 1.12e-06, 2.18e-06, 3.52e-07, 5.16e-06, 1.39e-08, 1.99e-07, 1.01e-05, 7.84e-06, 2.32e-05, 2.76e-05, 2.20e-07, 1.88e-07, 5.31e-07, 3.97e-07, 0.00e+00, 6.79e-11, 3.25e-06, 8.27e-09]    []  
561000    [1.04e-06, 2.17e-06, 1.48e-06, 1.22e-06, 9.54e-07, 2.05e-06, 3.47e-07, 3.18e-06, 9.49e-08, 7.98e-07, 6.10e-06, 8.51e-06, 2.52e-05, 3.29e-05, 0.00e+00, 8.08e-10, 1.67e-09, 0.00e+00, 2.02e-07, 2.86e-09, 1.33e-06, 1.42e-08]    [1.04e-06, 2.17e-06, 1.48e-06, 1.22e-06, 9.54e-07, 2.05e-06, 3.47e-07, 3.18e-06, 9.49e-08, 7.98e-07, 6.10e-06, 8.51e-06, 2.52e-05, 3.29e-05, 0.00e+00, 8.08e-10, 1.67e-09, 0.00e+00, 2.02e-07, 2.86e-09, 1.33e-06, 1.42e-08]    []  
561100    [1.23e-06, 1.90e-06, 1.32e-06, 1.16e-06, 1.11e-06, 2.14e-06, 4.06e-07, 1.50e-07, 1.38e-04, 3.22e-07, 1.45e-05, 1.04e-05, 3.47e-05, 2.95e-05, 1.99e-07, 2.21e-07, 6.11e-07, 5.47e-07, 5.82e-11, 3.26e-06, 8.60e-08, 1.43e-05]    [1.23e-06, 1.90e-06, 1.32e-06, 1.16e-06, 1.11e-06, 2.14e-06, 4.06e-07, 1.50e-07, 1.38e-04, 3.22e-07, 1.45e-05, 1.04e-05, 3.47e-05, 2.95e-05, 1.99e-07, 2.21e-07, 6.11e-07, 5.47e-07, 5.82e-11, 3.26e-06, 8.60e-08, 1.43e-05]    []  
561200    [1.33e-06, 2.19e-06, 1.41e-06, 1.13e-06, 8.90e-07, 2.11e-06, 3.82e-07, 8.09e-10, 1.24e-07, 9.17e-07, 8.27e-06, 1.15e-05, 3.35e-05, 4.63e-05, 0.00e+00, 3.77e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.32e-08, 7.56e-07, 7.79e-08]    [1.33e-06, 2.19e-06, 1.41e-06, 1.13e-06, 8.90e-07, 2.11e-06, 3.82e-07, 8.09e-10, 1.24e-07, 9.17e-07, 8.27e-06, 1.15e-05, 3.35e-05, 4.63e-05, 0.00e+00, 3.77e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.32e-08, 7.56e-07, 7.79e-08]    []  
561300    [6.25e-07, 1.91e-06, 1.35e-06, 1.13e-06, 9.23e-07, 2.05e-06, 3.76e-07, 4.17e-07, 9.61e-11, 2.29e-07, 2.17e-06, 3.86e-06, 3.18e-06, 9.51e-06, 0.00e+00, 0.00e+00, 5.50e-09, 1.64e-08, 0.00e+00, 4.31e-10, 7.19e-07, 6.55e-09]    [6.25e-07, 1.91e-06, 1.35e-06, 1.13e-06, 9.23e-07, 2.05e-06, 3.76e-07, 4.17e-07, 9.61e-11, 2.29e-07, 2.17e-06, 3.86e-06, 3.18e-06, 9.51e-06, 0.00e+00, 0.00e+00, 5.50e-09, 1.64e-08, 0.00e+00, 4.31e-10, 7.19e-07, 6.55e-09]    []  
561400    [7.17e-07, 1.74e-06, 1.34e-06, 1.20e-06, 1.01e-06, 2.12e-06, 3.82e-07, 3.05e-09, 4.38e-11, 2.39e-07, 2.23e-06, 3.05e-06, 2.75e-06, 6.64e-06, 8.26e-08, 4.15e-08, 1.68e-07, 2.05e-07, 5.27e-09, 1.35e-10, 5.27e-08, 5.29e-09]    [7.17e-07, 1.74e-06, 1.34e-06, 1.20e-06, 1.01e-06, 2.12e-06, 3.82e-07, 3.05e-09, 4.38e-11, 2.39e-07, 2.23e-06, 3.05e-06, 2.75e-06, 6.64e-06, 8.26e-08, 4.15e-08, 1.68e-07, 2.05e-07, 5.27e-09, 1.35e-10, 5.27e-08, 5.29e-09]    []  
561500    [7.62e-07, 2.00e-06, 1.44e-06, 1.16e-06, 9.70e-07, 2.09e-06, 3.62e-07, 1.11e-08, 3.75e-09, 3.32e-07, 2.91e-06, 4.41e-06, 4.90e-06, 1.49e-05, 8.57e-11, 7.24e-11, 4.93e-09, 8.08e-10, 4.28e-08, 3.96e-11, 2.62e-07, 1.92e-09]    [7.62e-07, 2.00e-06, 1.44e-06, 1.16e-06, 9.70e-07, 2.09e-06, 3.62e-07, 1.11e-08, 3.75e-09, 3.32e-07, 2.91e-06, 4.41e-06, 4.90e-06, 1.49e-05, 8.57e-11, 7.24e-11, 4.93e-09, 8.08e-10, 4.28e-08, 3.96e-11, 2.62e-07, 1.92e-09]    []  
561600    [1.91e-06, 2.14e-06, 1.32e-06, 1.16e-06, 1.27e-06, 2.20e-06, 3.51e-07, 3.97e-05, 7.97e-09, 9.83e-07, 2.43e-05, 1.91e-05, 6.31e-05, 7.72e-05, 6.03e-07, 8.29e-07, 9.50e-07, 1.09e-06, 6.83e-06, 3.47e-09, 3.91e-05, 2.04e-08]    [1.91e-06, 2.14e-06, 1.32e-06, 1.16e-06, 1.27e-06, 2.20e-06, 3.51e-07, 3.97e-05, 7.97e-09, 9.83e-07, 2.43e-05, 1.91e-05, 6.31e-05, 7.72e-05, 6.03e-07, 8.29e-07, 9.50e-07, 1.09e-06, 6.83e-06, 3.47e-09, 3.91e-05, 2.04e-08]    []  
561700    [9.70e-07, 1.92e-06, 1.40e-06, 1.12e-06, 9.24e-07, 1.99e-06, 3.64e-07, 4.33e-08, 2.44e-09, 4.62e-07, 5.96e-06, 7.48e-06, 2.12e-05, 2.64e-05, 0.00e+00, 3.98e-10, 1.54e-09, 0.00e+00, 2.61e-10, 5.99e-12, 7.97e-08, 5.15e-09]    [9.70e-07, 1.92e-06, 1.40e-06, 1.12e-06, 9.24e-07, 1.99e-06, 3.64e-07, 4.33e-08, 2.44e-09, 4.62e-07, 5.96e-06, 7.48e-06, 2.12e-05, 2.64e-05, 0.00e+00, 3.98e-10, 1.54e-09, 0.00e+00, 2.61e-10, 5.99e-12, 7.97e-08, 5.15e-09]    []  
561800    [1.61e-05, 4.28e-06, 2.12e-06, 3.04e-06, 2.63e-06, 4.41e-06, 7.47e-07, 5.16e-05, 1.04e-06, 2.12e-05, 6.70e-05, 1.46e-04, 3.30e-04, 9.24e-04, 1.44e-05, 1.11e-05, 7.89e-06, 6.88e-06, 1.43e-05, 2.16e-07, 7.65e-05, 1.09e-06]    [1.61e-05, 4.28e-06, 2.12e-06, 3.04e-06, 2.63e-06, 4.41e-06, 7.47e-07, 5.16e-05, 1.04e-06, 2.12e-05, 6.70e-05, 1.46e-04, 3.30e-04, 9.24e-04, 1.44e-05, 1.11e-05, 7.89e-06, 6.88e-06, 1.43e-05, 2.16e-07, 7.65e-05, 1.09e-06]    []  
561900    [2.15e-05, 9.12e-06, 1.69e-06, 5.01e-06, 2.62e-06, 5.49e-06, 5.60e-07, 8.61e-06, 2.65e-04, 3.09e-05, 4.49e-05, 2.57e-04, 1.43e-04, 1.16e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.79e-07, 6.78e-05, 5.54e-06, 2.57e-04]    [2.15e-05, 9.12e-06, 1.69e-06, 5.01e-06, 2.62e-06, 5.49e-06, 5.60e-07, 8.61e-06, 2.65e-04, 3.09e-05, 4.49e-05, 2.57e-04, 1.43e-04, 1.16e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.79e-07, 6.78e-05, 5.54e-06, 2.57e-04]    []  
562000    [4.99e-05, 1.11e-05, 4.32e-06, 7.22e-06, 6.99e-06, 9.46e-06, 2.34e-06, 3.24e-05, 4.21e-08, 9.19e-05, 1.34e-04, 5.21e-04, 5.42e-04, 3.03e-03, 5.60e-05, 6.82e-05, 1.86e-05, 1.72e-05, 8.52e-06, 1.73e-08, 4.76e-05, 9.83e-08]    [4.99e-05, 1.11e-05, 4.32e-06, 7.22e-06, 6.99e-06, 9.46e-06, 2.34e-06, 3.24e-05, 4.21e-08, 9.19e-05, 1.34e-04, 5.21e-04, 5.42e-04, 3.03e-03, 5.60e-05, 6.82e-05, 1.86e-05, 1.72e-05, 8.52e-06, 1.73e-08, 4.76e-05, 9.83e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 55.212660 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
562000    [4.99e-05, 1.11e-05, 4.32e-06, 7.22e-06, 6.99e-06, 9.46e-06, 2.34e-06, 3.24e-05, 4.21e-08, 9.19e-05, 1.34e-04, 5.21e-04, 5.42e-04, 3.03e-03, 5.60e-05, 6.82e-05, 1.86e-05, 1.72e-05, 8.52e-06, 1.73e-08, 4.76e-05, 9.83e-08]    [4.99e-05, 1.11e-05, 4.32e-06, 7.22e-06, 6.99e-06, 9.46e-06, 2.34e-06, 3.24e-05, 4.21e-08, 9.19e-05, 1.34e-04, 5.21e-04, 5.42e-04, 3.03e-03, 5.60e-05, 6.82e-05, 1.86e-05, 1.72e-05, 8.52e-06, 1.73e-08, 4.76e-05, 9.83e-08]    []  
562100    [4.23e-06, 2.77e-06, 1.65e-06, 1.42e-06, 9.59e-07, 2.12e-06, 4.41e-07, 1.17e-05, 1.85e-07, 2.51e-06, 5.60e-05, 5.19e-05, 1.81e-04, 2.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.52e-05, 3.97e-07]    [4.23e-06, 2.77e-06, 1.65e-06, 1.42e-06, 9.59e-07, 2.12e-06, 4.41e-07, 1.17e-05, 1.85e-07, 2.51e-06, 5.60e-05, 5.19e-05, 1.81e-04, 2.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.52e-05, 3.97e-07]    []  
562200    [5.16e-07, 1.68e-06, 1.54e-06, 1.22e-06, 8.05e-07, 2.06e-06, 3.73e-07, 6.62e-07, 1.30e-04, 5.72e-10, 2.07e-06, 2.25e-06, 1.92e-06, 7.42e-08, 2.40e-09, 1.24e-08, 9.26e-08, 6.45e-08, 3.27e-08, 3.36e-05, 1.67e-07, 1.30e-04]    [5.16e-07, 1.68e-06, 1.54e-06, 1.22e-06, 8.05e-07, 2.06e-06, 3.73e-07, 6.62e-07, 1.30e-04, 5.72e-10, 2.07e-06, 2.25e-06, 1.92e-06, 7.42e-08, 2.40e-09, 1.24e-08, 9.26e-08, 6.45e-08, 3.27e-08, 3.36e-05, 1.67e-07, 1.30e-04]    []  
562300    [1.73e-05, 4.56e-06, 2.31e-06, 3.09e-06, 2.80e-06, 4.70e-06, 9.28e-07, 1.44e-05, 2.27e-09, 2.53e-05, 5.72e-05, 1.60e-04, 2.86e-04, 1.03e-03, 1.57e-05, 1.44e-05, 8.10e-06, 6.08e-06, 4.45e-06, 9.92e-09, 2.54e-05, 5.24e-08]    [1.73e-05, 4.56e-06, 2.31e-06, 3.09e-06, 2.80e-06, 4.70e-06, 9.28e-07, 1.44e-05, 2.27e-09, 2.53e-05, 5.72e-05, 1.60e-04, 2.86e-04, 1.03e-03, 1.57e-05, 1.44e-05, 8.10e-06, 6.08e-06, 4.45e-06, 9.92e-09, 2.54e-05, 5.24e-08]    []  
562400    [1.19e-06, 1.99e-06, 1.39e-06, 1.12e-06, 8.77e-07, 2.01e-06, 3.85e-07, 4.82e-09, 2.06e-09, 5.98e-07, 7.29e-06, 1.04e-05, 2.87e-05, 4.27e-05, 0.00e+00, 0.00e+00, 8.30e-10, 0.00e+00, 3.94e-09, 5.83e-11, 2.59e-08, 9.79e-09]    [1.19e-06, 1.99e-06, 1.39e-06, 1.12e-06, 8.77e-07, 2.01e-06, 3.85e-07, 4.82e-09, 2.06e-09, 5.98e-07, 7.29e-06, 1.04e-05, 2.87e-05, 4.27e-05, 0.00e+00, 0.00e+00, 8.30e-10, 0.00e+00, 3.94e-09, 5.83e-11, 2.59e-08, 9.79e-09]    []  
562500    [5.84e-07, 1.72e-06, 1.34e-06, 1.06e-06, 8.76e-07, 2.05e-06, 3.77e-07, 2.19e-06, 5.44e-10, 4.46e-08, 2.11e-06, 2.89e-06, 3.18e-06, 2.51e-06, 1.85e-10, 1.29e-10, 2.66e-08, 2.00e-08, 0.00e+00, 3.30e-09, 4.44e-06, 1.40e-08]    [5.84e-07, 1.72e-06, 1.34e-06, 1.06e-06, 8.76e-07, 2.05e-06, 3.77e-07, 2.19e-06, 5.44e-10, 4.46e-08, 2.11e-06, 2.89e-06, 3.18e-06, 2.51e-06, 1.85e-10, 1.29e-10, 2.66e-08, 2.00e-08, 0.00e+00, 3.30e-09, 4.44e-06, 1.40e-08]    []  
562600    [1.45e-06, 2.19e-06, 1.28e-06, 1.59e-06, 8.86e-07, 2.22e-06, 4.20e-07, 3.69e-05, 3.51e-05, 9.29e-07, 6.67e-06, 7.68e-06, 2.16e-05, 3.83e-05, 9.22e-07, 1.02e-07, 5.77e-07, 4.56e-07, 6.89e-06, 3.30e-05, 4.00e-05, 1.29e-04]    [1.45e-06, 2.19e-06, 1.28e-06, 1.59e-06, 8.86e-07, 2.22e-06, 4.20e-07, 3.69e-05, 3.51e-05, 9.29e-07, 6.67e-06, 7.68e-06, 2.16e-05, 3.83e-05, 9.22e-07, 1.02e-07, 5.77e-07, 4.56e-07, 6.89e-06, 3.30e-05, 4.00e-05, 1.29e-04]    []  
562700    [7.55e-07, 1.75e-06, 1.28e-06, 9.78e-07, 8.25e-07, 2.02e-06, 3.94e-07, 1.78e-06, 4.60e-09, 8.94e-08, 2.67e-06, 3.63e-06, 7.37e-06, 4.27e-06, 3.52e-09, 1.99e-09, 1.12e-08, 1.12e-10, 7.75e-08, 5.80e-11, 4.77e-07, 2.33e-09]    [7.55e-07, 1.75e-06, 1.28e-06, 9.78e-07, 8.25e-07, 2.02e-06, 3.94e-07, 1.78e-06, 4.60e-09, 8.94e-08, 2.67e-06, 3.63e-06, 7.37e-06, 4.27e-06, 3.52e-09, 1.99e-09, 1.12e-08, 1.12e-10, 7.75e-08, 5.80e-11, 4.77e-07, 2.33e-09]    []  
562800    [1.32e-06, 1.62e-06, 1.25e-06, 1.19e-06, 1.09e-06, 2.13e-06, 4.37e-07, 3.39e-07, 2.30e-09, 7.78e-07, 8.28e-06, 8.65e-06, 2.40e-05, 3.97e-05, 4.05e-07, 3.44e-07, 5.59e-07, 5.78e-07, 6.67e-10, 2.91e-11, 5.53e-08, 3.49e-09]    [1.32e-06, 1.62e-06, 1.25e-06, 1.19e-06, 1.09e-06, 2.13e-06, 4.37e-07, 3.39e-07, 2.30e-09, 7.78e-07, 8.28e-06, 8.65e-06, 2.40e-05, 3.97e-05, 4.05e-07, 3.44e-07, 5.59e-07, 5.78e-07, 6.67e-10, 2.91e-11, 5.53e-08, 3.49e-09]    []  
562900    [6.32e-07, 1.54e-06, 1.19e-06, 1.07e-06, 9.48e-07, 2.02e-06, 4.07e-07, 6.30e-08, 4.69e-10, 1.10e-07, 5.94e-06, 4.98e-06, 1.26e-05, 8.92e-06, 5.67e-08, 7.53e-08, 3.57e-07, 2.62e-07, 1.41e-08, 9.60e-10, 6.71e-08, 6.45e-09]    [6.32e-07, 1.54e-06, 1.19e-06, 1.07e-06, 9.48e-07, 2.02e-06, 4.07e-07, 6.30e-08, 4.69e-10, 1.10e-07, 5.94e-06, 4.98e-06, 1.26e-05, 8.92e-06, 5.67e-08, 7.53e-08, 3.57e-07, 2.62e-07, 1.41e-08, 9.60e-10, 6.71e-08, 6.45e-09]    []  
563000    [6.86e-07, 1.72e-06, 1.27e-06, 1.10e-06, 8.72e-07, 1.91e-06, 4.22e-07, 2.09e-08, 1.38e-08, 1.61e-07, 5.75e-06, 5.43e-06, 1.57e-05, 1.34e-05, 0.00e+00, 0.00e+00, 9.14e-10, 0.00e+00, 0.00e+00, 1.02e-10, 8.73e-07, 9.92e-09]    [6.86e-07, 1.72e-06, 1.27e-06, 1.10e-06, 8.72e-07, 1.91e-06, 4.22e-07, 2.09e-08, 1.38e-08, 1.61e-07, 5.75e-06, 5.43e-06, 1.57e-05, 1.34e-05, 0.00e+00, 0.00e+00, 9.14e-10, 0.00e+00, 0.00e+00, 1.02e-10, 8.73e-07, 9.92e-09]    []  
563100    [2.36e-06, 2.23e-06, 1.42e-06, 1.20e-06, 8.71e-07, 1.99e-06, 4.43e-07, 6.84e-06, 1.21e-07, 1.40e-06, 2.74e-05, 2.67e-05, 9.22e-05, 1.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.81e-05, 1.88e-07]    [2.36e-06, 2.23e-06, 1.42e-06, 1.20e-06, 8.71e-07, 1.99e-06, 4.43e-07, 6.84e-06, 1.21e-07, 1.40e-06, 2.74e-05, 2.67e-05, 9.22e-05, 1.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.81e-05, 1.88e-07]    []  
563200    [1.23e-05, 3.44e-06, 1.73e-06, 2.63e-06, 1.99e-06, 3.59e-06, 6.54e-07, 5.30e-05, 5.87e-04, 1.22e-05, 9.35e-05, 1.18e-04, 3.88e-04, 6.93e-04, 9.79e-06, 6.06e-06, 7.87e-06, 5.93e-06, 1.79e-05, 1.46e-04, 9.39e-05, 5.11e-04]    [1.23e-05, 3.44e-06, 1.73e-06, 2.63e-06, 1.99e-06, 3.59e-06, 6.54e-07, 5.30e-05, 5.87e-04, 1.22e-05, 9.35e-05, 1.18e-04, 3.88e-04, 6.93e-04, 9.79e-06, 6.06e-06, 7.87e-06, 5.93e-06, 1.79e-05, 1.46e-04, 9.39e-05, 5.11e-04]    []  
563300    [4.62e-05, 1.93e-05, 4.19e-06, 1.00e-05, 3.34e-06, 1.10e-05, 1.07e-06, 4.73e-05, 3.10e-08, 4.86e-05, 1.22e-04, 4.83e-04, 6.88e-04, 2.52e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-04, 1.05e-07]    [4.62e-05, 1.93e-05, 4.19e-06, 1.00e-05, 3.34e-06, 1.10e-05, 1.07e-06, 4.73e-05, 3.10e-08, 4.86e-05, 1.22e-04, 4.83e-04, 6.88e-04, 2.52e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-04, 1.05e-07]    []  
563400    [1.13e-06, 1.56e-06, 1.21e-06, 1.17e-06, 1.02e-06, 2.09e-06, 4.34e-07, 2.13e-06, 1.09e-09, 4.11e-07, 1.37e-05, 1.12e-05, 3.56e-05, 3.40e-05, 2.91e-07, 3.03e-07, 6.73e-07, 6.68e-07, 6.64e-07, 1.17e-09, 4.06e-06, 5.86e-09]    [1.13e-06, 1.56e-06, 1.21e-06, 1.17e-06, 1.02e-06, 2.09e-06, 4.34e-07, 2.13e-06, 1.09e-09, 4.11e-07, 1.37e-05, 1.12e-05, 3.56e-05, 3.40e-05, 2.91e-07, 3.03e-07, 6.73e-07, 6.68e-07, 6.64e-07, 1.17e-09, 4.06e-06, 5.86e-09]    []  
563500    [4.68e-05, 1.02e-05, 4.36e-06, 6.72e-06, 6.61e-06, 8.64e-06, 2.38e-06, 2.82e-05, 5.07e-07, 8.47e-05, 1.32e-04, 4.76e-04, 5.82e-04, 2.94e-03, 4.94e-05, 6.17e-05, 1.81e-05, 1.69e-05, 7.61e-06, 1.32e-07, 4.26e-05, 6.89e-07]    [4.68e-05, 1.02e-05, 4.36e-06, 6.72e-06, 6.61e-06, 8.64e-06, 2.38e-06, 2.82e-05, 5.07e-07, 8.47e-05, 1.32e-04, 4.76e-04, 5.82e-04, 2.94e-03, 4.94e-05, 6.17e-05, 1.81e-05, 1.69e-05, 7.61e-06, 1.32e-07, 4.26e-05, 6.89e-07]    []  
563600    [1.58e-05, 5.64e-06, 2.02e-06, 2.67e-06, 2.30e-06, 3.50e-06, 6.41e-07, 7.58e-08, 5.20e-05, 2.44e-05, 4.02e-05, 1.69e-04, 2.69e-04, 9.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.75e-10, 1.06e-05, 1.06e-07, 4.50e-05]    [1.58e-05, 5.64e-06, 2.02e-06, 2.67e-06, 2.30e-06, 3.50e-06, 6.41e-07, 7.58e-08, 5.20e-05, 2.44e-05, 4.02e-05, 1.69e-04, 2.69e-04, 9.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.75e-10, 1.06e-05, 1.06e-07, 4.50e-05]    []  
563700    [2.53e-06, 2.27e-06, 1.16e-06, 1.05e-06, 8.54e-07, 1.98e-06, 4.05e-07, 3.09e-06, 4.27e-08, 1.04e-06, 1.99e-05, 2.53e-05, 7.51e-05, 9.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.84e-06, 8.44e-08]    [2.53e-06, 2.27e-06, 1.16e-06, 1.05e-06, 8.54e-07, 1.98e-06, 4.05e-07, 3.09e-06, 4.27e-08, 1.04e-06, 1.99e-05, 2.53e-05, 7.51e-05, 9.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.84e-06, 8.44e-08]    []  
563800    [1.75e-05, 4.96e-05, 1.84e-06, 9.33e-05, 2.35e-05, 2.84e-05, 5.82e-06, 1.53e-04, 1.96e-06, 5.79e-06, 4.98e-03, 2.07e-03, 5.76e-03, 1.14e-03, 2.27e-06, 5.60e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-07, 3.07e-06, 6.62e-07]    [1.75e-05, 4.96e-05, 1.84e-06, 9.33e-05, 2.35e-05, 2.84e-05, 5.82e-06, 1.53e-04, 1.96e-06, 5.79e-06, 4.98e-03, 2.07e-03, 5.76e-03, 1.14e-03, 2.27e-06, 5.60e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-07, 3.07e-06, 6.62e-07]    []  
563900    [1.58e-06, 2.58e-06, 2.52e-06, 5.79e-06, 5.32e-06, 7.12e-06, 1.17e-06, 2.18e-06, 7.85e-09, 2.81e-08, 1.90e-05, 4.75e-05, 2.53e-05, 2.02e-07, 1.54e-07, 1.41e-07, 2.69e-07, 1.10e-07, 4.16e-08, 4.52e-11, 1.93e-07, 2.57e-09]    [1.58e-06, 2.58e-06, 2.52e-06, 5.79e-06, 5.32e-06, 7.12e-06, 1.17e-06, 2.18e-06, 7.85e-09, 2.81e-08, 1.90e-05, 4.75e-05, 2.53e-05, 2.02e-07, 1.54e-07, 1.41e-07, 2.69e-07, 1.10e-07, 4.16e-08, 4.52e-11, 1.93e-07, 2.57e-09]    []  
564000    [1.09e-06, 3.41e-06, 3.02e-06, 5.35e-06, 4.82e-06, 6.79e-06, 1.42e-06, 5.64e-07, 7.48e-07, 2.73e-08, 6.84e-06, 8.56e-06, 4.87e-06, 3.01e-06, 1.60e-08, 0.00e+00, 1.57e-08, 1.13e-08, 0.00e+00, 0.00e+00, 1.14e-06, 2.17e-06]    [1.09e-06, 3.41e-06, 3.02e-06, 5.35e-06, 4.82e-06, 6.79e-06, 1.42e-06, 5.64e-07, 7.48e-07, 2.73e-08, 6.84e-06, 8.56e-06, 4.87e-06, 3.01e-06, 1.60e-08, 0.00e+00, 1.57e-08, 1.13e-08, 0.00e+00, 0.00e+00, 1.14e-06, 2.17e-06]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 57.264332 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
564000    [1.09e-06, 3.41e-06, 3.02e-06, 5.35e-06, 4.82e-06, 6.79e-06, 1.42e-06, 5.64e-07, 7.48e-07, 2.73e-08, 6.84e-06, 8.56e-06, 4.87e-06, 3.01e-06, 1.60e-08, 0.00e+00, 1.57e-08, 1.13e-08, 0.00e+00, 0.00e+00, 1.14e-06, 2.17e-06]    [1.09e-06, 3.41e-06, 3.02e-06, 5.35e-06, 4.82e-06, 6.79e-06, 1.42e-06, 5.64e-07, 7.48e-07, 2.73e-08, 6.84e-06, 8.56e-06, 4.87e-06, 3.01e-06, 1.60e-08, 0.00e+00, 1.57e-08, 1.13e-08, 0.00e+00, 0.00e+00, 1.14e-06, 2.17e-06]    []  
564100    [1.27e-06, 3.19e-06, 2.60e-06, 3.29e-06, 2.75e-06, 5.78e-06, 1.60e-06, 6.16e-08, 1.57e-09, 5.53e-10, 3.83e-06, 4.17e-06, 3.11e-06, 1.10e-07, 4.94e-08, 2.23e-09, 4.63e-08, 4.12e-08, 0.00e+00, 0.00e+00, 1.20e-07, 1.82e-08]    [1.27e-06, 3.19e-06, 2.60e-06, 3.29e-06, 2.75e-06, 5.78e-06, 1.60e-06, 6.16e-08, 1.57e-09, 5.53e-10, 3.83e-06, 4.17e-06, 3.11e-06, 1.10e-07, 4.94e-08, 2.23e-09, 4.63e-08, 4.12e-08, 0.00e+00, 0.00e+00, 1.20e-07, 1.82e-08]    []  
564200    [1.21e-06, 3.10e-06, 2.10e-06, 2.88e-06, 1.93e-06, 5.01e-06, 1.33e-06, 1.19e-09, 9.94e-12, 5.95e-10, 2.10e-06, 2.84e-06, 2.57e-06, 2.43e-08, 1.19e-07, 6.59e-09, 3.07e-08, 2.39e-08, 2.02e-09, 1.18e-10, 2.82e-08, 1.06e-09]    [1.21e-06, 3.10e-06, 2.10e-06, 2.88e-06, 1.93e-06, 5.01e-06, 1.33e-06, 1.19e-09, 9.94e-12, 5.95e-10, 2.10e-06, 2.84e-06, 2.57e-06, 2.43e-08, 1.19e-07, 6.59e-09, 3.07e-08, 2.39e-08, 2.02e-09, 1.18e-10, 2.82e-08, 1.06e-09]    []  
564300    [2.18e-06, 3.62e-06, 1.69e-06, 2.08e-06, 1.70e-06, 3.47e-06, 8.94e-07, 1.95e-05, 7.71e-08, 9.95e-07, 6.53e-06, 5.68e-06, 4.11e-06, 1.07e-05, 3.97e-07, 1.08e-07, 1.78e-07, 3.08e-07, 1.42e-06, 1.18e-09, 8.61e-06, 7.12e-09]    [2.18e-06, 3.62e-06, 1.69e-06, 2.08e-06, 1.70e-06, 3.47e-06, 8.94e-07, 1.95e-05, 7.71e-08, 9.95e-07, 6.53e-06, 5.68e-06, 4.11e-06, 1.07e-05, 3.97e-07, 1.08e-07, 1.78e-07, 3.08e-07, 1.42e-06, 1.18e-09, 8.61e-06, 7.12e-09]    []  
564400    [1.23e-06, 2.64e-06, 1.40e-06, 2.21e-06, 9.16e-07, 3.24e-06, 6.04e-07, 1.81e-09, 1.76e-09, 8.90e-10, 3.36e-06, 2.92e-06, 2.81e-06, 3.91e-08, 5.37e-08, 1.11e-08, 6.62e-08, 5.69e-08, 8.20e-09, 2.95e-10, 1.53e-07, 2.96e-09]    [1.23e-06, 2.64e-06, 1.40e-06, 2.21e-06, 9.16e-07, 3.24e-06, 6.04e-07, 1.81e-09, 1.76e-09, 8.90e-10, 3.36e-06, 2.92e-06, 2.81e-06, 3.91e-08, 5.37e-08, 1.11e-08, 6.62e-08, 5.69e-08, 8.20e-09, 2.95e-10, 1.53e-07, 2.96e-09]    []  
564500    [4.48e-06, 3.76e-06, 1.22e-06, 1.79e-06, 1.35e-06, 2.94e-06, 6.38e-07, 7.35e-07, 2.13e-06, 7.10e-06, 1.55e-05, 3.52e-05, 9.04e-05, 1.97e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.96e-09, 0.00e+00, 0.00e+00, 2.78e-06, 2.85e-06]    [4.48e-06, 3.76e-06, 1.22e-06, 1.79e-06, 1.35e-06, 2.94e-06, 6.38e-07, 7.35e-07, 2.13e-06, 7.10e-06, 1.55e-05, 3.52e-05, 9.04e-05, 1.97e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.96e-09, 0.00e+00, 0.00e+00, 2.78e-06, 2.85e-06]    []  
564600    [8.62e-07, 2.11e-06, 1.11e-06, 1.71e-06, 6.87e-07, 2.76e-06, 3.46e-07, 3.89e-10, 1.61e-10, 4.21e-12, 1.88e-06, 2.27e-06, 2.11e-06, 1.54e-08, 1.89e-08, 8.76e-09, 4.47e-08, 3.28e-08, 1.88e-09, 4.88e-11, 3.04e-08, 2.66e-09]    [8.62e-07, 2.11e-06, 1.11e-06, 1.71e-06, 6.87e-07, 2.76e-06, 3.46e-07, 3.89e-10, 1.61e-10, 4.21e-12, 1.88e-06, 2.27e-06, 2.11e-06, 1.54e-08, 1.89e-08, 8.76e-09, 4.47e-08, 3.28e-08, 1.88e-09, 4.88e-11, 3.04e-08, 2.66e-09]    []  
564700    [7.58e-06, 4.22e-06, 9.97e-07, 2.09e-06, 1.43e-06, 2.91e-06, 5.51e-07, 4.32e-06, 6.83e-07, 5.24e-06, 1.57e-05, 6.22e-05, 1.09e-04, 3.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.01e-09, 0.00e+00, 8.39e-08, 1.98e-05, 4.81e-07]    [7.58e-06, 4.22e-06, 9.97e-07, 2.09e-06, 1.43e-06, 2.91e-06, 5.51e-07, 4.32e-06, 6.83e-07, 5.24e-06, 1.57e-05, 6.22e-05, 1.09e-04, 3.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.01e-09, 0.00e+00, 8.39e-08, 1.98e-05, 4.81e-07]    []  
564800    [6.95e-07, 1.70e-06, 9.90e-07, 1.30e-06, 6.97e-07, 2.62e-06, 2.76e-07, 2.69e-08, 1.93e-07, 3.99e-09, 1.87e-06, 2.27e-06, 2.08e-06, 4.05e-07, 1.61e-08, 1.91e-08, 7.35e-08, 5.65e-08, 6.26e-09, 3.06e-08, 3.18e-08, 1.68e-07]    [6.95e-07, 1.70e-06, 9.90e-07, 1.30e-06, 6.97e-07, 2.62e-06, 2.76e-07, 2.69e-08, 1.93e-07, 3.99e-09, 1.87e-06, 2.27e-06, 2.08e-06, 4.05e-07, 1.61e-08, 1.91e-08, 7.35e-08, 5.65e-08, 6.26e-09, 3.06e-08, 3.18e-08, 1.68e-07]    []  
564900    [7.30e-07, 1.64e-06, 9.52e-07, 1.10e-06, 7.87e-07, 2.54e-06, 2.80e-07, 4.11e-08, 1.53e-07, 4.65e-09, 2.41e-06, 2.26e-06, 2.17e-06, 3.14e-07, 1.12e-08, 1.38e-08, 8.23e-08, 6.32e-08, 1.45e-08, 1.67e-08, 1.15e-07, 9.09e-08]    [7.30e-07, 1.64e-06, 9.52e-07, 1.10e-06, 7.87e-07, 2.54e-06, 2.80e-07, 4.11e-08, 1.53e-07, 4.65e-09, 2.41e-06, 2.26e-06, 2.17e-06, 3.14e-07, 1.12e-08, 1.38e-08, 8.23e-08, 6.32e-08, 1.45e-08, 1.67e-08, 1.15e-07, 9.09e-08]    []  
565000    [7.06e-07, 1.74e-06, 1.00e-06, 1.01e-06, 8.08e-07, 2.48e-06, 2.87e-07, 3.74e-09, 5.58e-09, 2.70e-08, 2.49e-06, 2.57e-06, 3.44e-06, 2.71e-06, 0.00e+00, 1.25e-10, 1.68e-08, 7.23e-09, 1.48e-08, 2.41e-10, 1.15e-07, 3.78e-09]    [7.06e-07, 1.74e-06, 1.00e-06, 1.01e-06, 8.08e-07, 2.48e-06, 2.87e-07, 3.74e-09, 5.58e-09, 2.70e-08, 2.49e-06, 2.57e-06, 3.44e-06, 2.71e-06, 0.00e+00, 1.25e-10, 1.68e-08, 7.23e-09, 1.48e-08, 2.41e-10, 1.15e-07, 3.78e-09]    []  
565100    [2.14e-06, 2.16e-06, 1.00e-06, 8.06e-07, 1.16e-06, 2.64e-06, 3.01e-07, 2.00e-06, 3.82e-07, 6.19e-07, 2.38e-05, 1.66e-05, 4.72e-05, 5.26e-05, 4.26e-07, 1.93e-07, 6.02e-07, 7.80e-07, 5.55e-07, 0.00e+00, 3.42e-06, 2.01e-07]    [2.14e-06, 2.16e-06, 1.00e-06, 8.06e-07, 1.16e-06, 2.64e-06, 3.01e-07, 2.00e-06, 3.82e-07, 6.19e-07, 2.38e-05, 1.66e-05, 4.72e-05, 5.26e-05, 4.26e-07, 1.93e-07, 6.02e-07, 7.80e-07, 5.55e-07, 0.00e+00, 3.42e-06, 2.01e-07]    []  
565200    [4.63e-05, 1.57e-05, 4.17e-06, 8.88e-06, 4.03e-06, 7.92e-06, 1.58e-06, 2.06e-06, 1.64e-05, 5.63e-05, 8.52e-05, 5.12e-04, 5.49e-04, 2.58e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.67e-06, 1.73e-05]    [4.63e-05, 1.57e-05, 4.17e-06, 8.88e-06, 4.03e-06, 7.92e-06, 1.58e-06, 2.06e-06, 1.64e-05, 5.63e-05, 8.52e-05, 5.12e-04, 5.49e-04, 2.58e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.67e-06, 1.73e-05]    []  
565300    [4.64e-05, 1.56e-05, 4.24e-06, 8.50e-06, 3.94e-06, 7.80e-06, 1.52e-06, 1.37e-05, 2.13e-08, 5.47e-05, 9.00e-05, 4.93e-04, 5.83e-04, 2.54e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.89e-05, 1.77e-07]    [4.64e-05, 1.56e-05, 4.24e-06, 8.50e-06, 3.94e-06, 7.80e-06, 1.52e-06, 1.37e-05, 2.13e-08, 5.47e-05, 9.00e-05, 4.93e-04, 5.83e-04, 2.54e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.89e-05, 1.77e-07]    []  
565400    [9.86e-06, 4.67e-06, 9.82e-07, 2.28e-06, 1.56e-06, 3.01e-06, 4.18e-07, 5.55e-07, 1.29e-08, 1.12e-05, 2.50e-05, 9.41e-05, 1.77e-04, 5.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.03e-09, 0.00e+00, 1.84e-06, 3.98e-08]    [9.86e-06, 4.67e-06, 9.82e-07, 2.28e-06, 1.56e-06, 3.01e-06, 4.18e-07, 5.55e-07, 1.29e-08, 1.12e-05, 2.50e-05, 9.41e-05, 1.77e-04, 5.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.03e-09, 0.00e+00, 1.84e-06, 3.98e-08]    []  
565500    [7.17e-07, 1.62e-06, 8.89e-07, 7.69e-07, 8.52e-07, 2.36e-06, 3.10e-07, 4.36e-07, 2.22e-06, 1.86e-07, 2.21e-06, 3.51e-06, 3.65e-06, 6.44e-06, 0.00e+00, 0.00e+00, 1.03e-08, 0.00e+00, 4.73e-08, 0.00e+00, 2.25e-07, 2.88e-06]    [7.17e-07, 1.62e-06, 8.89e-07, 7.69e-07, 8.52e-07, 2.36e-06, 3.10e-07, 4.36e-07, 2.22e-06, 1.86e-07, 2.21e-06, 3.51e-06, 3.65e-06, 6.44e-06, 0.00e+00, 0.00e+00, 1.03e-08, 0.00e+00, 4.73e-08, 0.00e+00, 2.25e-07, 2.88e-06]    []  
565600    [1.17e-06, 1.45e-06, 9.38e-07, 9.42e-07, 9.17e-07, 2.52e-06, 3.34e-07, 5.97e-06, 3.17e-07, 5.17e-07, 1.05e-05, 9.76e-06, 2.77e-05, 3.32e-05, 2.73e-07, 2.47e-07, 7.53e-07, 4.80e-07, 1.32e-06, 2.69e-08, 7.61e-06, 1.46e-07]    [1.17e-06, 1.45e-06, 9.38e-07, 9.42e-07, 9.17e-07, 2.52e-06, 3.34e-07, 5.97e-06, 3.17e-07, 5.17e-07, 1.05e-05, 9.76e-06, 2.77e-05, 3.32e-05, 2.73e-07, 2.47e-07, 7.53e-07, 4.80e-07, 1.32e-06, 2.69e-08, 7.61e-06, 1.46e-07]    []  
565700    [2.66e-05, 6.11e-06, 2.86e-06, 3.69e-06, 3.80e-06, 5.96e-06, 1.35e-06, 2.76e-05, 3.34e-07, 3.97e-05, 8.13e-05, 2.40e-04, 4.21e-04, 1.55e-03, 2.41e-05, 2.48e-05, 1.24e-05, 8.93e-06, 7.63e-06, 1.37e-07, 4.16e-05, 7.13e-07]    [2.66e-05, 6.11e-06, 2.86e-06, 3.69e-06, 3.80e-06, 5.96e-06, 1.35e-06, 2.76e-05, 3.34e-07, 3.97e-05, 8.13e-05, 2.40e-04, 4.21e-04, 1.55e-03, 2.41e-05, 2.48e-05, 1.24e-05, 8.93e-06, 7.63e-06, 1.37e-07, 4.16e-05, 7.13e-07]    []  
565800    [9.68e-07, 1.60e-06, 9.07e-07, 7.09e-07, 8.29e-07, 2.25e-06, 3.32e-07, 7.02e-06, 2.70e-06, 3.39e-07, 8.61e-06, 8.90e-06, 2.77e-05, 2.37e-05, 0.00e+00, 0.00e+00, 2.26e-10, 0.00e+00, 0.00e+00, 0.00e+00, 9.47e-06, 4.09e-06]    [9.68e-07, 1.60e-06, 9.07e-07, 7.09e-07, 8.29e-07, 2.25e-06, 3.32e-07, 7.02e-06, 2.70e-06, 3.39e-07, 8.61e-06, 8.90e-06, 2.77e-05, 2.37e-05, 0.00e+00, 0.00e+00, 2.26e-10, 0.00e+00, 0.00e+00, 0.00e+00, 9.47e-06, 4.09e-06]    []  
565900    [1.39e-05, 4.36e-06, 1.87e-06, 2.19e-06, 2.37e-06, 4.79e-06, 1.14e-06, 1.05e-07, 1.41e-04, 2.01e-05, 3.88e-05, 1.27e-04, 1.52e-04, 7.65e-04, 1.14e-05, 1.25e-05, 5.27e-06, 3.05e-06, 4.37e-08, 4.59e-05, 2.87e-07, 1.75e-04]    [1.39e-05, 4.36e-06, 1.87e-06, 2.19e-06, 2.37e-06, 4.79e-06, 1.14e-06, 1.05e-07, 1.41e-04, 2.01e-05, 3.88e-05, 1.27e-04, 1.52e-04, 7.65e-04, 1.14e-05, 1.25e-05, 5.27e-06, 3.05e-06, 4.37e-08, 4.59e-05, 2.87e-07, 1.75e-04]    []  
566000    [2.06e-06, 2.00e-06, 1.05e-06, 9.40e-07, 7.90e-07, 2.34e-06, 3.48e-07, 1.74e-05, 1.06e-07, 1.10e-06, 2.80e-05, 2.40e-05, 8.53e-05, 7.51e-05, 0.00e+00, 3.10e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-05, 2.04e-07]    [2.06e-06, 2.00e-06, 1.05e-06, 9.40e-07, 7.90e-07, 2.34e-06, 3.48e-07, 1.74e-05, 1.06e-07, 1.10e-06, 2.80e-05, 2.40e-05, 8.53e-05, 7.51e-05, 0.00e+00, 3.10e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-05, 2.04e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 56.090467 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
566000    [2.06e-06, 2.00e-06, 1.05e-06, 9.40e-07, 7.90e-07, 2.34e-06, 3.48e-07, 1.74e-05, 1.06e-07, 1.10e-06, 2.80e-05, 2.40e-05, 8.53e-05, 7.51e-05, 0.00e+00, 3.10e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-05, 2.04e-07]    [2.06e-06, 2.00e-06, 1.05e-06, 9.40e-07, 7.90e-07, 2.34e-06, 3.48e-07, 1.74e-05, 1.06e-07, 1.10e-06, 2.80e-05, 2.40e-05, 8.53e-05, 7.51e-05, 0.00e+00, 3.10e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-05, 2.04e-07]    []  
566100    [1.47e-06, 1.94e-06, 1.10e-06, 1.04e-06, 7.61e-07, 2.29e-06, 3.75e-07, 3.09e-07, 1.68e-08, 1.17e-06, 6.47e-06, 1.15e-05, 2.73e-05, 5.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.55e-10, 2.45e-10, 1.32e-07, 4.69e-09]    [1.47e-06, 1.94e-06, 1.10e-06, 1.04e-06, 7.61e-07, 2.29e-06, 3.75e-07, 3.09e-07, 1.68e-08, 1.17e-06, 6.47e-06, 1.15e-05, 2.73e-05, 5.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.55e-10, 2.45e-10, 1.32e-07, 4.69e-09]    []  
566200    [9.30e-07, 1.78e-06, 9.30e-07, 7.50e-07, 9.53e-07, 2.38e-06, 3.69e-07, 1.11e-06, 2.14e-04, 8.75e-08, 3.03e-06, 3.44e-06, 2.91e-06, 1.55e-06, 0.00e+00, 0.00e+00, 4.55e-08, 3.00e-10, 9.38e-10, 3.69e-05, 1.85e-07, 1.45e-04]    [9.30e-07, 1.78e-06, 9.30e-07, 7.50e-07, 9.53e-07, 2.38e-06, 3.69e-07, 1.11e-06, 2.14e-04, 8.75e-08, 3.03e-06, 3.44e-06, 2.91e-06, 1.55e-06, 0.00e+00, 0.00e+00, 4.55e-08, 3.00e-10, 9.38e-10, 3.69e-05, 1.85e-07, 1.45e-04]    []  
566300    [7.92e-07, 1.64e-06, 9.51e-07, 8.33e-07, 8.01e-07, 2.28e-06, 3.26e-07, 1.04e-05, 2.45e-08, 8.72e-08, 2.78e-06, 3.53e-06, 2.38e-06, 4.98e-07, 7.49e-10, 1.64e-10, 1.16e-08, 1.98e-08, 2.02e-06, 1.41e-09, 1.23e-05, 8.35e-09]    [7.92e-07, 1.64e-06, 9.51e-07, 8.33e-07, 8.01e-07, 2.28e-06, 3.26e-07, 1.04e-05, 2.45e-08, 8.72e-08, 2.78e-06, 3.53e-06, 2.38e-06, 4.98e-07, 7.49e-10, 1.64e-10, 1.16e-08, 1.98e-08, 2.02e-06, 1.41e-09, 1.23e-05, 8.35e-09]    []  
566400    [1.37e-06, 1.66e-06, 9.83e-07, 8.60e-07, 1.06e-06, 2.28e-06, 3.60e-07, 1.93e-05, 1.90e-08, 3.94e-07, 2.99e-05, 1.93e-05, 7.15e-05, 5.27e-05, 1.57e-07, 5.67e-07, 7.31e-07, 1.06e-06, 4.98e-06, 1.06e-08, 2.81e-05, 6.09e-08]    [1.37e-06, 1.66e-06, 9.83e-07, 8.60e-07, 1.06e-06, 2.28e-06, 3.60e-07, 1.93e-05, 1.90e-08, 3.94e-07, 2.99e-05, 1.93e-05, 7.15e-05, 5.27e-05, 1.57e-07, 5.67e-07, 7.31e-07, 1.06e-06, 4.98e-06, 1.06e-08, 2.81e-05, 6.09e-08]    []  
566500    [2.01e-05, 7.89e-06, 2.33e-06, 3.84e-06, 1.82e-06, 4.56e-06, 7.93e-07, 3.28e-05, 4.89e-07, 2.25e-05, 5.97e-05, 2.02e-04, 3.41e-04, 1.10e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.25e-05, 1.05e-06]    [2.01e-05, 7.89e-06, 2.33e-06, 3.84e-06, 1.82e-06, 4.56e-06, 7.93e-07, 3.28e-05, 4.89e-07, 2.25e-05, 5.97e-05, 2.02e-04, 3.41e-04, 1.10e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.25e-05, 1.05e-06]    []  
566600    [5.67e-07, 1.46e-06, 9.81e-07, 8.69e-07, 8.25e-07, 2.10e-06, 3.97e-07, 3.49e-09, 2.58e-08, 6.37e-10, 2.09e-06, 2.59e-06, 3.10e-06, 2.85e-07, 7.31e-13, 4.27e-10, 1.55e-08, 2.85e-08, 2.79e-09, 0.00e+00, 5.96e-08, 9.05e-08]    [5.67e-07, 1.46e-06, 9.81e-07, 8.69e-07, 8.25e-07, 2.10e-06, 3.97e-07, 3.49e-09, 2.58e-08, 6.37e-10, 2.09e-06, 2.59e-06, 3.10e-06, 2.85e-07, 7.31e-13, 4.27e-10, 1.55e-08, 2.85e-08, 2.79e-09, 0.00e+00, 5.96e-08, 9.05e-08]    []  
566700    [6.29e-07, 1.42e-06, 1.02e-06, 1.01e-06, 8.37e-07, 2.12e-06, 4.16e-07, 1.19e-10, 5.44e-11, 6.08e-08, 2.12e-06, 2.64e-06, 2.53e-06, 3.41e-06, 4.43e-08, 4.19e-08, 1.31e-07, 1.06e-07, 4.01e-08, 2.97e-13, 1.59e-07, 2.07e-08]    [6.29e-07, 1.42e-06, 1.02e-06, 1.01e-06, 8.37e-07, 2.12e-06, 4.16e-07, 1.19e-10, 5.44e-11, 6.08e-08, 2.12e-06, 2.64e-06, 2.53e-06, 3.41e-06, 4.43e-08, 4.19e-08, 1.31e-07, 1.06e-07, 4.01e-08, 2.97e-13, 1.59e-07, 2.07e-08]    []  
566800    [6.03e-07, 1.49e-06, 9.92e-07, 9.75e-07, 8.34e-07, 2.09e-06, 4.36e-07, 2.62e-06, 3.06e-05, 2.40e-08, 8.88e-06, 6.34e-06, 1.57e-05, 6.45e-06, 4.01e-08, 5.79e-08, 2.29e-07, 3.21e-07, 3.70e-07, 6.10e-06, 2.17e-06, 2.63e-05]    [6.03e-07, 1.49e-06, 9.92e-07, 9.75e-07, 8.34e-07, 2.09e-06, 4.36e-07, 2.62e-06, 3.06e-05, 2.40e-08, 8.88e-06, 6.34e-06, 1.57e-05, 6.45e-06, 4.01e-08, 5.79e-08, 2.29e-07, 3.21e-07, 3.70e-07, 6.10e-06, 2.17e-06, 2.63e-05]    []  
566900    [2.28e-05, 6.20e-06, 3.03e-06, 3.64e-06, 3.44e-06, 5.79e-06, 1.64e-06, 3.93e-06, 5.90e-09, 3.78e-05, 6.62e-05, 2.28e-04, 2.59e-04, 1.38e-03, 2.29e-05, 2.48e-05, 8.98e-06, 5.75e-06, 1.15e-06, 2.89e-09, 6.69e-06, 1.73e-08]    [2.28e-05, 6.20e-06, 3.03e-06, 3.64e-06, 3.44e-06, 5.79e-06, 1.64e-06, 3.93e-06, 5.90e-09, 3.78e-05, 6.62e-05, 2.28e-04, 2.59e-04, 1.38e-03, 2.29e-05, 2.48e-05, 8.98e-06, 5.75e-06, 1.15e-06, 2.89e-09, 6.69e-06, 1.73e-08]    []  
567000    [1.22e-06, 2.62e-06, 1.84e-06, 1.38e-06, 2.27e-06, 2.57e-06, 4.11e-07, 2.54e-06, 3.88e-09, 3.52e-06, 7.43e-05, 5.46e-05, 7.78e-05, 1.09e-05, 1.25e-12, 0.00e+00, 2.44e-07, 1.66e-09, 7.02e-07, 7.93e-09, 4.08e-06, 4.79e-08]    [1.22e-06, 2.62e-06, 1.84e-06, 1.38e-06, 2.27e-06, 2.57e-06, 4.11e-07, 2.54e-06, 3.88e-09, 3.52e-06, 7.43e-05, 5.46e-05, 7.78e-05, 1.09e-05, 1.25e-12, 0.00e+00, 2.44e-07, 1.66e-09, 7.02e-07, 7.93e-09, 4.08e-06, 4.79e-08]    []  
567100    [1.74e-06, 1.85e-06, 1.18e-06, 1.07e-06, 7.70e-07, 2.01e-06, 4.73e-07, 3.10e-06, 2.07e-09, 9.03e-07, 2.23e-05, 1.99e-05, 6.91e-05, 7.26e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.45e-12, 1.10e-05, 1.35e-08]    [1.74e-06, 1.85e-06, 1.18e-06, 1.07e-06, 7.70e-07, 2.01e-06, 4.73e-07, 3.10e-06, 2.07e-09, 9.03e-07, 2.23e-05, 1.99e-05, 6.91e-05, 7.26e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.45e-12, 1.10e-05, 1.35e-08]    []  
567200    [3.38e-05, 1.34e-05, 4.38e-06, 6.72e-06, 2.46e-06, 7.53e-06, 9.79e-07, 3.41e-05, 1.64e-04, 3.92e-05, 8.21e-05, 3.58e-04, 4.85e-04, 1.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.98e-05, 7.36e-05, 1.94e-04]    [3.38e-05, 1.34e-05, 4.38e-06, 6.72e-06, 2.46e-06, 7.53e-06, 9.79e-07, 3.41e-05, 1.64e-04, 3.92e-05, 8.21e-05, 3.58e-04, 4.85e-04, 1.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.98e-05, 7.36e-05, 1.94e-04]    []  
567300    [6.97e-07, 1.60e-06, 1.00e-06, 7.36e-07, 8.48e-07, 1.96e-06, 4.13e-07, 3.39e-06, 1.28e-11, 2.97e-08, 2.30e-06, 3.54e-06, 2.97e-06, 5.12e-07, 3.47e-09, 2.18e-08, 1.17e-07, 8.11e-10, 0.00e+00, 5.68e-12, 4.44e-06, 2.02e-09]    [6.97e-07, 1.60e-06, 1.00e-06, 7.36e-07, 8.48e-07, 1.96e-06, 4.13e-07, 3.39e-06, 1.28e-11, 2.97e-08, 2.30e-06, 3.54e-06, 2.97e-06, 5.12e-07, 3.47e-09, 2.18e-08, 1.17e-07, 8.11e-10, 0.00e+00, 5.68e-12, 4.44e-06, 2.02e-09]    []  
567400    [1.69e-06, 1.59e-06, 1.06e-06, 1.08e-06, 1.06e-06, 2.19e-06, 4.99e-07, 4.65e-06, 6.95e-10, 1.29e-06, 1.20e-05, 1.37e-05, 4.04e-05, 6.73e-05, 6.22e-07, 5.08e-07, 1.06e-06, 6.59e-07, 1.30e-06, 5.24e-09, 7.61e-06, 2.27e-08]    [1.69e-06, 1.59e-06, 1.06e-06, 1.08e-06, 1.06e-06, 2.19e-06, 4.99e-07, 4.65e-06, 6.95e-10, 1.29e-06, 1.20e-05, 1.37e-05, 4.04e-05, 6.73e-05, 6.22e-07, 5.08e-07, 1.06e-06, 6.59e-07, 1.30e-06, 5.24e-09, 7.61e-06, 2.27e-08]    []  
567500    [3.55e-06, 2.39e-06, 1.33e-06, 1.24e-06, 8.09e-07, 2.14e-06, 5.00e-07, 1.34e-05, 5.21e-10, 2.29e-06, 3.89e-05, 3.92e-05, 1.33e-04, 1.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.60e-11, 3.60e-05, 6.73e-09]    [3.55e-06, 2.39e-06, 1.33e-06, 1.24e-06, 8.09e-07, 2.14e-06, 5.00e-07, 1.34e-05, 5.21e-10, 2.29e-06, 3.89e-05, 3.92e-05, 1.33e-04, 1.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.60e-11, 3.60e-05, 6.73e-09]    []  
567600    [5.28e-06, 2.93e-06, 9.68e-07, 1.59e-06, 1.11e-06, 2.40e-06, 4.50e-07, 5.58e-06, 2.99e-05, 5.76e-06, 1.85e-05, 4.43e-05, 1.00e-04, 2.27e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.60e-05, 5.20e-05]    [5.28e-06, 2.93e-06, 9.68e-07, 1.59e-06, 1.11e-06, 2.40e-06, 4.50e-07, 5.58e-06, 2.99e-05, 5.76e-06, 1.85e-05, 4.43e-05, 1.00e-04, 2.27e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.60e-05, 5.20e-05]    []  
567700    [1.66e-06, 1.63e-06, 1.04e-06, 1.11e-06, 1.02e-06, 2.20e-06, 5.10e-07, 2.58e-06, 4.69e-09, 1.24e-06, 1.38e-05, 1.45e-05, 4.36e-05, 7.13e-05, 7.33e-07, 3.81e-07, 6.98e-07, 1.01e-06, 8.18e-07, 6.60e-09, 4.83e-06, 2.97e-08]    [1.66e-06, 1.63e-06, 1.04e-06, 1.11e-06, 1.02e-06, 2.20e-06, 5.10e-07, 2.58e-06, 4.69e-09, 1.24e-06, 1.38e-05, 1.45e-05, 4.36e-05, 7.13e-05, 7.33e-07, 3.81e-07, 6.98e-07, 1.01e-06, 8.18e-07, 6.60e-09, 4.83e-06, 2.97e-08]    []  
567800    [2.14e-06, 2.04e-06, 3.21e-06, 4.07e-06, 2.57e-06, 2.87e-06, 2.09e-06, 1.09e-05, 2.83e-10, 2.39e-06, 3.51e-05, 8.44e-05, 1.03e-04, 5.67e-04, 7.74e-07, 2.56e-05, 7.80e-07, 1.37e-07, 0.00e+00, 0.00e+00, 9.15e-06, 4.87e-09]    [2.14e-06, 2.04e-06, 3.21e-06, 4.07e-06, 2.57e-06, 2.87e-06, 2.09e-06, 1.09e-05, 2.83e-10, 2.39e-06, 3.51e-05, 8.44e-05, 1.03e-04, 5.67e-04, 7.74e-07, 2.56e-05, 7.80e-07, 1.37e-07, 0.00e+00, 0.00e+00, 9.15e-06, 4.87e-09]    []  
567900    [6.78e-07, 2.06e-06, 9.22e-07, 9.37e-07, 1.03e-06, 2.12e-06, 4.51e-07, 3.12e-05, 2.02e-08, 3.17e-07, 2.39e-05, 1.65e-05, 2.30e-05, 1.03e-06, 5.85e-08, 0.00e+00, 3.92e-07, 2.01e-09, 5.89e-06, 5.32e-09, 3.36e-05, 3.02e-08]    [6.78e-07, 2.06e-06, 9.22e-07, 9.37e-07, 1.03e-06, 2.12e-06, 4.51e-07, 3.12e-05, 2.02e-08, 3.17e-07, 2.39e-05, 1.65e-05, 2.30e-05, 1.03e-06, 5.85e-08, 0.00e+00, 3.92e-07, 2.01e-09, 5.89e-06, 5.32e-09, 3.36e-05, 3.02e-08]    []  
568000    [2.43e-06, 1.68e-06, 1.16e-06, 1.18e-06, 1.13e-06, 2.27e-06, 5.27e-07, 3.60e-06, 6.16e-08, 2.27e-06, 1.48e-05, 1.95e-05, 5.40e-05, 1.12e-04, 1.07e-06, 8.54e-07, 1.45e-06, 9.24e-07, 1.02e-06, 1.46e-08, 6.09e-06, 7.30e-08]    [2.43e-06, 1.68e-06, 1.16e-06, 1.18e-06, 1.13e-06, 2.27e-06, 5.27e-07, 3.60e-06, 6.16e-08, 2.27e-06, 1.48e-05, 1.95e-05, 5.40e-05, 1.12e-04, 1.07e-06, 8.54e-07, 1.45e-06, 9.24e-07, 1.02e-06, 1.46e-08, 6.09e-06, 7.30e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 48.299819 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
568000    [2.43e-06, 1.68e-06, 1.16e-06, 1.18e-06, 1.13e-06, 2.27e-06, 5.27e-07, 3.60e-06, 6.16e-08, 2.27e-06, 1.48e-05, 1.95e-05, 5.40e-05, 1.12e-04, 1.07e-06, 8.54e-07, 1.45e-06, 9.24e-07, 1.02e-06, 1.46e-08, 6.09e-06, 7.30e-08]    [2.43e-06, 1.68e-06, 1.16e-06, 1.18e-06, 1.13e-06, 2.27e-06, 5.27e-07, 3.60e-06, 6.16e-08, 2.27e-06, 1.48e-05, 1.95e-05, 5.40e-05, 1.12e-04, 1.07e-06, 8.54e-07, 1.45e-06, 9.24e-07, 1.02e-06, 1.46e-08, 6.09e-06, 7.30e-08]    []  
568100    [2.41e-06, 2.12e-06, 1.23e-06, 9.27e-07, 1.04e-06, 2.25e-06, 4.50e-07, 1.85e-05, 1.59e-07, 2.98e-06, 6.95e-06, 1.54e-05, 1.07e-05, 7.00e-05, 8.35e-07, 4.65e-07, 1.01e-06, 3.90e-07, 0.00e+00, 0.00e+00, 2.74e-05, 2.11e-07]    [2.41e-06, 2.12e-06, 1.23e-06, 9.27e-07, 1.04e-06, 2.25e-06, 4.50e-07, 1.85e-05, 1.59e-07, 2.98e-06, 6.95e-06, 1.54e-05, 1.07e-05, 7.00e-05, 8.35e-07, 4.65e-07, 1.01e-06, 3.90e-07, 0.00e+00, 0.00e+00, 2.74e-05, 2.11e-07]    []  
568200    [1.54e-06, 1.86e-06, 8.71e-07, 1.68e-06, 1.10e-06, 2.03e-06, 5.90e-07, 7.00e-05, 1.48e-05, 6.84e-08, 6.98e-06, 1.22e-05, 1.54e-05, 1.81e-05, 6.18e-07, 0.00e+00, 2.95e-10, 0.00e+00, 0.00e+00, 0.00e+00, 8.31e-05, 2.02e-05]    [1.54e-06, 1.86e-06, 8.71e-07, 1.68e-06, 1.10e-06, 2.03e-06, 5.90e-07, 7.00e-05, 1.48e-05, 6.84e-08, 6.98e-06, 1.22e-05, 1.54e-05, 1.81e-05, 6.18e-07, 0.00e+00, 2.95e-10, 0.00e+00, 0.00e+00, 0.00e+00, 8.31e-05, 2.02e-05]    []  
568300    [5.23e-06, 2.37e-06, 1.90e-06, 1.80e-06, 1.73e-06, 3.05e-06, 8.09e-07, 7.46e-06, 1.71e-11, 8.90e-06, 1.58e-05, 5.35e-05, 4.25e-05, 2.88e-04, 4.23e-06, 4.20e-06, 1.35e-06, 1.99e-06, 0.00e+00, 7.09e-11, 3.46e-06, 4.05e-10]    [5.23e-06, 2.37e-06, 1.90e-06, 1.80e-06, 1.73e-06, 3.05e-06, 8.09e-07, 7.46e-06, 1.71e-11, 8.90e-06, 1.58e-05, 5.35e-05, 4.25e-05, 2.88e-04, 4.23e-06, 4.20e-06, 1.35e-06, 1.99e-06, 0.00e+00, 7.09e-11, 3.46e-06, 4.05e-10]    []  
568400    [8.31e-07, 1.46e-06, 1.02e-06, 9.65e-07, 9.34e-07, 2.00e-06, 4.92e-07, 5.53e-07, 1.05e-05, 2.89e-07, 3.13e-06, 4.28e-06, 7.34e-06, 1.58e-05, 9.33e-08, 1.46e-07, 4.26e-07, 9.12e-08, 4.05e-08, 0.00e+00, 2.12e-07, 1.19e-05]    [8.31e-07, 1.46e-06, 1.02e-06, 9.65e-07, 9.34e-07, 2.00e-06, 4.92e-07, 5.53e-07, 1.05e-05, 2.89e-07, 3.13e-06, 4.28e-06, 7.34e-06, 1.58e-05, 9.33e-08, 1.46e-07, 4.26e-07, 9.12e-08, 4.05e-08, 0.00e+00, 2.12e-07, 1.19e-05]    []  
568500    [5.58e-07, 1.42e-06, 1.09e-06, 1.05e-06, 7.79e-07, 1.95e-06, 4.82e-07, 5.49e-07, 6.13e-09, 2.32e-09, 2.71e-06, 3.06e-06, 3.42e-06, 2.81e-07, 3.76e-08, 2.56e-09, 3.91e-08, 2.54e-08, 3.37e-08, 7.03e-10, 1.56e-07, 8.09e-09]    [5.58e-07, 1.42e-06, 1.09e-06, 1.05e-06, 7.79e-07, 1.95e-06, 4.82e-07, 5.49e-07, 6.13e-09, 2.32e-09, 2.71e-06, 3.06e-06, 3.42e-06, 2.81e-07, 3.76e-08, 2.56e-09, 3.91e-08, 2.54e-08, 3.37e-08, 7.03e-10, 1.56e-07, 8.09e-09]    []  
568600    [1.47e-06, 1.66e-06, 1.08e-06, 1.34e-06, 8.42e-07, 2.18e-06, 4.53e-07, 1.30e-06, 1.90e-07, 1.24e-06, 7.12e-06, 9.18e-06, 2.33e-05, 4.76e-05, 1.20e-06, 1.23e-07, 9.29e-07, 4.96e-07, 0.00e+00, 4.60e-08, 2.48e-07, 2.48e-07]    [1.47e-06, 1.66e-06, 1.08e-06, 1.34e-06, 8.42e-07, 2.18e-06, 4.53e-07, 1.30e-06, 1.90e-07, 1.24e-06, 7.12e-06, 9.18e-06, 2.33e-05, 4.76e-05, 1.20e-06, 1.23e-07, 9.29e-07, 4.96e-07, 0.00e+00, 4.60e-08, 2.48e-07, 2.48e-07]    []  
568700    [1.30e-06, 1.62e-06, 1.06e-06, 9.39e-07, 8.69e-07, 2.09e-06, 4.81e-07, 6.55e-08, 1.63e-05, 6.17e-07, 4.12e-06, 5.69e-06, 7.26e-06, 1.86e-05, 3.27e-07, 6.41e-08, 2.82e-07, 3.11e-07, 3.09e-08, 0.00e+00, 1.54e-07, 2.79e-05]    [1.30e-06, 1.62e-06, 1.06e-06, 9.39e-07, 8.69e-07, 2.09e-06, 4.81e-07, 6.55e-08, 1.63e-05, 6.17e-07, 4.12e-06, 5.69e-06, 7.26e-06, 1.86e-05, 3.27e-07, 6.41e-08, 2.82e-07, 3.11e-07, 3.09e-08, 0.00e+00, 1.54e-07, 2.79e-05]    []  
568800    [7.58e-07, 1.69e-06, 1.19e-06, 9.83e-07, 7.62e-07, 1.99e-06, 4.79e-07, 9.74e-07, 2.78e-08, 2.20e-07, 3.21e-06, 5.01e-06, 8.87e-06, 2.26e-05, 0.00e+00, 0.00e+00, 1.02e-10, 8.69e-11, 1.53e-07, 0.00e+00, 9.73e-07, 4.70e-08]    [7.58e-07, 1.69e-06, 1.19e-06, 9.83e-07, 7.62e-07, 1.99e-06, 4.79e-07, 9.74e-07, 2.78e-08, 2.20e-07, 3.21e-06, 5.01e-06, 8.87e-06, 2.26e-05, 0.00e+00, 0.00e+00, 1.02e-10, 8.69e-11, 1.53e-07, 0.00e+00, 9.73e-07, 4.70e-08]    []  
568900    [1.18e-06, 1.76e-06, 1.22e-06, 9.68e-07, 7.31e-07, 1.95e-06, 4.95e-07, 5.13e-07, 2.31e-06, 6.85e-07, 6.77e-06, 9.59e-06, 2.75e-05, 4.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-07, 2.15e-06, 2.09e-06]    [1.18e-06, 1.76e-06, 1.22e-06, 9.68e-07, 7.31e-07, 1.95e-06, 4.95e-07, 5.13e-07, 2.31e-06, 6.85e-07, 6.77e-06, 9.59e-06, 2.75e-05, 4.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-07, 2.15e-06, 2.09e-06]    []  
569000    [2.31e-06, 9.34e-06, 2.01e-06, 1.32e-05, 1.62e-06, 6.65e-06, 1.49e-06, 2.20e-08, 8.66e-06, 5.18e-06, 8.38e-06, 3.58e-05, 8.51e-05, 2.30e-04, 0.00e+00, 6.67e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.76e-06, 1.77e-05]    [2.31e-06, 9.34e-06, 2.01e-06, 1.32e-05, 1.62e-06, 6.65e-06, 1.49e-06, 2.20e-08, 8.66e-06, 5.18e-06, 8.38e-06, 3.58e-05, 8.51e-05, 2.30e-04, 0.00e+00, 6.67e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.76e-06, 1.77e-05]    []  
569100    [2.53e-06, 2.17e-06, 1.23e-06, 1.18e-06, 7.54e-07, 2.20e-06, 4.93e-07, 7.32e-07, 5.70e-09, 2.65e-06, 9.21e-06, 2.19e-05, 4.79e-05, 1.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.47e-09, 2.70e-06, 2.40e-08]    [2.53e-06, 2.17e-06, 1.23e-06, 1.18e-06, 7.54e-07, 2.20e-06, 4.93e-07, 7.32e-07, 5.70e-09, 2.65e-06, 9.21e-06, 2.19e-05, 4.79e-05, 1.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.47e-09, 2.70e-06, 2.40e-08]    []  
569200    [8.56e-07, 1.71e-06, 9.86e-07, 8.25e-07, 8.42e-07, 2.01e-06, 4.62e-07, 6.03e-06, 1.20e-06, 1.45e-07, 6.28e-06, 4.68e-06, 1.09e-05, 1.03e-05, 8.76e-08, 1.02e-08, 5.64e-07, 1.88e-08, 9.65e-07, 2.57e-07, 5.93e-06, 1.33e-06]    [8.56e-07, 1.71e-06, 9.86e-07, 8.25e-07, 8.42e-07, 2.01e-06, 4.62e-07, 6.03e-06, 1.20e-06, 1.45e-07, 6.28e-06, 4.68e-06, 1.09e-05, 1.03e-05, 8.76e-08, 1.02e-08, 5.64e-07, 1.88e-08, 9.65e-07, 2.57e-07, 5.93e-06, 1.33e-06]    []  
569300    [8.60e-07, 1.66e-06, 1.13e-06, 9.93e-07, 7.51e-07, 1.99e-06, 5.10e-07, 2.95e-09, 8.35e-08, 5.26e-07, 2.58e-06, 6.46e-06, 9.98e-06, 2.48e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-08, 7.95e-07, 7.97e-08]    [8.60e-07, 1.66e-06, 1.13e-06, 9.93e-07, 7.51e-07, 1.99e-06, 5.10e-07, 2.95e-09, 8.35e-08, 5.26e-07, 2.58e-06, 6.46e-06, 9.98e-06, 2.48e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-08, 7.95e-07, 7.97e-08]    []  
569400    [5.45e-07, 1.63e-06, 1.20e-06, 1.02e-06, 8.92e-07, 2.16e-06, 5.21e-07, 1.17e-05, 4.23e-07, 6.75e-09, 3.27e-06, 3.72e-06, 2.28e-06, 6.71e-06, 2.50e-08, 8.02e-09, 4.64e-08, 1.80e-08, 0.00e+00, 5.11e-08, 2.21e-05, 2.82e-07]    [5.45e-07, 1.63e-06, 1.20e-06, 1.02e-06, 8.92e-07, 2.16e-06, 5.21e-07, 1.17e-05, 4.23e-07, 6.75e-09, 3.27e-06, 3.72e-06, 2.28e-06, 6.71e-06, 2.50e-08, 8.02e-09, 4.64e-08, 1.80e-08, 0.00e+00, 5.11e-08, 2.21e-05, 2.82e-07]    []  
569500    [2.61e-05, 7.93e-06, 1.77e-06, 5.20e-06, 4.69e-06, 5.31e-06, 9.78e-07, 8.79e-07, 5.78e-09, 3.63e-05, 6.03e-05, 3.44e-04, 1.20e-04, 1.34e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-07, 8.11e-12, 1.63e-06, 1.67e-09]    [2.61e-05, 7.93e-06, 1.77e-06, 5.20e-06, 4.69e-06, 5.31e-06, 9.78e-07, 8.79e-07, 5.78e-09, 3.63e-05, 6.03e-05, 3.44e-04, 1.20e-04, 1.34e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-07, 8.11e-12, 1.63e-06, 1.67e-09]    []  
569600    [7.18e-07, 1.39e-06, 1.02e-06, 1.02e-06, 9.37e-07, 1.92e-06, 5.59e-07, 5.65e-07, 4.25e-07, 1.80e-07, 4.49e-06, 4.75e-06, 1.07e-05, 1.30e-05, 1.22e-07, 1.16e-07, 2.97e-07, 2.73e-07, 1.80e-07, 6.76e-08, 1.10e-06, 3.37e-07]    [7.18e-07, 1.39e-06, 1.02e-06, 1.02e-06, 9.37e-07, 1.92e-06, 5.59e-07, 5.65e-07, 4.25e-07, 1.80e-07, 4.49e-06, 4.75e-06, 1.07e-05, 1.30e-05, 1.22e-07, 1.16e-07, 2.97e-07, 2.73e-07, 1.80e-07, 6.76e-08, 1.10e-06, 3.37e-07]    []  
569700    [4.78e-06, 2.77e-06, 1.38e-06, 1.48e-06, 8.55e-07, 2.33e-06, 5.78e-07, 1.25e-05, 4.97e-08, 3.43e-06, 4.67e-05, 5.28e-05, 1.68e-04, 2.49e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.55e-05, 2.37e-07]    [4.78e-06, 2.77e-06, 1.38e-06, 1.48e-06, 8.55e-07, 2.33e-06, 5.78e-07, 1.25e-05, 4.97e-08, 3.43e-06, 4.67e-05, 5.28e-05, 1.68e-04, 2.49e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.55e-05, 2.37e-07]    []  
569800    [3.03e-06, 2.21e-06, 1.11e-06, 1.07e-06, 8.82e-07, 2.17e-06, 5.33e-07, 1.30e-05, 4.88e-09, 2.66e-06, 1.93e-05, 2.96e-05, 8.61e-05, 1.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.68e-05, 4.15e-08]    [3.03e-06, 2.21e-06, 1.11e-06, 1.07e-06, 8.82e-07, 2.17e-06, 5.33e-07, 1.30e-05, 4.88e-09, 2.66e-06, 1.93e-05, 2.96e-05, 8.61e-05, 1.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.68e-05, 4.15e-08]    []  
569900    [1.84e-05, 6.96e-06, 2.47e-06, 3.58e-06, 1.47e-06, 4.32e-06, 7.58e-07, 4.87e-05, 3.22e-09, 1.64e-05, 1.02e-04, 1.79e-04, 4.53e-04, 9.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.79e-11, 1.22e-04, 1.34e-08]    [1.84e-05, 6.96e-06, 2.47e-06, 3.58e-06, 1.47e-06, 4.32e-06, 7.58e-07, 4.87e-05, 3.22e-09, 1.64e-05, 1.02e-04, 1.79e-04, 4.53e-04, 9.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.79e-11, 1.22e-04, 1.34e-08]    []  
570000    [5.27e-07, 1.47e-06, 1.03e-06, 1.00e-06, 8.20e-07, 1.92e-06, 5.18e-07, 5.10e-07, 5.73e-08, 1.15e-08, 1.68e-06, 2.16e-06, 2.03e-06, 4.06e-07, 8.50e-09, 3.33e-09, 4.22e-08, 3.10e-08, 0.00e+00, 1.19e-08, 8.11e-07, 5.60e-08]    [5.27e-07, 1.47e-06, 1.03e-06, 1.00e-06, 8.20e-07, 1.92e-06, 5.18e-07, 5.10e-07, 5.73e-08, 1.15e-08, 1.68e-06, 2.16e-06, 2.03e-06, 4.06e-07, 8.50e-09, 3.33e-09, 4.22e-08, 3.10e-08, 0.00e+00, 1.19e-08, 8.11e-07, 5.60e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 50.925190 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
570000    [5.27e-07, 1.47e-06, 1.03e-06, 1.00e-06, 8.20e-07, 1.92e-06, 5.18e-07, 5.10e-07, 5.73e-08, 1.15e-08, 1.68e-06, 2.16e-06, 2.03e-06, 4.06e-07, 8.50e-09, 3.33e-09, 4.22e-08, 3.10e-08, 0.00e+00, 1.19e-08, 8.11e-07, 5.60e-08]    [5.27e-07, 1.47e-06, 1.03e-06, 1.00e-06, 8.20e-07, 1.92e-06, 5.18e-07, 5.10e-07, 5.73e-08, 1.15e-08, 1.68e-06, 2.16e-06, 2.03e-06, 4.06e-07, 8.50e-09, 3.33e-09, 4.22e-08, 3.10e-08, 0.00e+00, 1.19e-08, 8.11e-07, 5.60e-08]    []  
570100    [7.73e-07, 1.56e-06, 1.89e-06, 1.01e-06, 7.46e-07, 1.97e-06, 5.27e-07, 6.36e-07, 3.60e-04, 1.67e-07, 8.13e-06, 7.26e-06, 2.22e-05, 1.71e-05, 0.00e+00, 1.21e-09, 2.60e-11, 0.00e+00, 0.00e+00, 1.26e-04, 2.39e-06, 4.52e-04]    [7.73e-07, 1.56e-06, 1.89e-06, 1.01e-06, 7.46e-07, 1.97e-06, 5.27e-07, 6.36e-07, 3.60e-04, 1.67e-07, 8.13e-06, 7.26e-06, 2.22e-05, 1.71e-05, 0.00e+00, 1.21e-09, 2.60e-11, 0.00e+00, 0.00e+00, 1.26e-04, 2.39e-06, 4.52e-04]    []  
570200    [6.03e-07, 1.45e-06, 1.05e-06, 9.53e-07, 7.42e-07, 1.99e-06, 5.17e-07, 6.82e-07, 9.52e-08, 2.10e-07, 2.28e-06, 3.62e-06, 2.22e-06, 5.83e-06, 0.00e+00, 3.41e-10, 7.59e-09, 1.73e-08, 0.00e+00, 3.58e-09, 6.21e-07, 1.69e-08]    [6.03e-07, 1.45e-06, 1.05e-06, 9.53e-07, 7.42e-07, 1.99e-06, 5.17e-07, 6.82e-07, 9.52e-08, 2.10e-07, 2.28e-06, 3.62e-06, 2.22e-06, 5.83e-06, 0.00e+00, 3.41e-10, 7.59e-09, 1.73e-08, 0.00e+00, 3.58e-09, 6.21e-07, 1.69e-08]    []  
570300    [6.36e-07, 1.46e-06, 1.03e-06, 9.20e-07, 7.35e-07, 2.00e-06, 4.99e-07, 2.30e-06, 5.13e-09, 1.73e-07, 2.55e-06, 3.45e-06, 2.50e-06, 6.16e-06, 0.00e+00, 5.71e-09, 3.79e-08, 4.54e-10, 3.39e-07, 6.62e-10, 2.13e-06, 3.11e-09]    [6.36e-07, 1.46e-06, 1.03e-06, 9.20e-07, 7.35e-07, 2.00e-06, 4.99e-07, 2.30e-06, 5.13e-09, 1.73e-07, 2.55e-06, 3.45e-06, 2.50e-06, 6.16e-06, 0.00e+00, 5.71e-09, 3.79e-08, 4.54e-10, 3.39e-07, 6.62e-10, 2.13e-06, 3.11e-09]    []  
570400    [1.61e-06, 1.50e-06, 1.18e-06, 9.22e-07, 7.37e-07, 1.95e-06, 5.30e-07, 3.86e-05, 5.77e-10, 1.47e-06, 5.42e-06, 1.04e-05, 2.73e-05, 3.21e-05, 4.07e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.16e-09, 3.88e-05, 6.62e-09]    [1.61e-06, 1.50e-06, 1.18e-06, 9.22e-07, 7.37e-07, 1.95e-06, 5.30e-07, 3.86e-05, 5.77e-10, 1.47e-06, 5.42e-06, 1.04e-05, 2.73e-05, 3.21e-05, 4.07e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.16e-09, 3.88e-05, 6.62e-09]    []  
570500    [2.64e-06, 2.18e-06, 9.17e-07, 1.29e-06, 1.30e-06, 2.49e-06, 5.18e-07, 1.04e-08, 2.53e-08, 4.53e-06, 1.50e-05, 3.85e-05, 9.79e-06, 1.33e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.72e-09, 4.49e-07, 5.78e-08]    [2.64e-06, 2.18e-06, 9.17e-07, 1.29e-06, 1.30e-06, 2.49e-06, 5.18e-07, 1.04e-08, 2.53e-08, 4.53e-06, 1.50e-05, 3.85e-05, 9.79e-06, 1.33e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.72e-09, 4.49e-07, 5.78e-08]    []  
570600    [1.58e-06, 1.85e-06, 1.25e-06, 8.39e-07, 1.05e-06, 2.01e-06, 5.40e-07, 2.30e-05, 5.05e-07, 3.82e-07, 1.24e-05, 1.18e-05, 2.78e-05, 5.87e-05, 2.40e-07, 4.15e-07, 3.53e-07, 4.08e-07, 0.00e+00, 6.85e-08, 2.27e-05, 3.78e-07]    [1.58e-06, 1.85e-06, 1.25e-06, 8.39e-07, 1.05e-06, 2.01e-06, 5.40e-07, 2.30e-05, 5.05e-07, 3.82e-07, 1.24e-05, 1.18e-05, 2.78e-05, 5.87e-05, 2.40e-07, 4.15e-07, 3.53e-07, 4.08e-07, 0.00e+00, 6.85e-08, 2.27e-05, 3.78e-07]    []  
570700    [2.05e-06, 1.85e-06, 1.05e-06, 9.28e-07, 7.99e-07, 2.05e-06, 5.60e-07, 1.58e-05, 6.50e-07, 1.35e-06, 1.81e-05, 2.16e-05, 7.00e-05, 8.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.69e-05, 8.99e-07]    [2.05e-06, 1.85e-06, 1.05e-06, 9.28e-07, 7.99e-07, 2.05e-06, 5.60e-07, 1.58e-05, 6.50e-07, 1.35e-06, 1.81e-05, 2.16e-05, 7.00e-05, 8.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.69e-05, 8.99e-07]    []  
570800    [7.52e-05, 2.42e-05, 6.61e-06, 1.20e-05, 7.03e-06, 1.26e-05, 2.53e-06, 8.95e-05, 2.52e-07, 9.65e-05, 1.39e-04, 8.35e-04, 8.35e-04, 4.20e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.67e-04, 6.99e-07]    [7.52e-05, 2.42e-05, 6.61e-06, 1.20e-05, 7.03e-06, 1.26e-05, 2.53e-06, 8.95e-05, 2.52e-07, 9.65e-05, 1.39e-04, 8.35e-04, 8.35e-04, 4.20e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.67e-04, 6.99e-07]    []  
570900    [1.35e-06, 1.36e-06, 9.98e-07, 1.05e-06, 1.01e-06, 2.02e-06, 6.16e-07, 2.23e-06, 2.78e-09, 6.84e-07, 1.53e-05, 1.35e-05, 4.36e-05, 4.90e-05, 4.43e-07, 3.71e-07, 8.60e-07, 6.93e-07, 6.90e-07, 1.13e-09, 4.14e-06, 6.49e-09]    [1.35e-06, 1.36e-06, 9.98e-07, 1.05e-06, 1.01e-06, 2.02e-06, 6.16e-07, 2.23e-06, 2.78e-09, 6.84e-07, 1.53e-05, 1.35e-05, 4.36e-05, 4.90e-05, 4.43e-07, 3.71e-07, 8.60e-07, 6.93e-07, 6.90e-07, 1.13e-09, 4.14e-06, 6.49e-09]    []  
571000    [2.28e-05, 6.69e-06, 2.11e-06, 3.51e-06, 3.14e-06, 4.25e-06, 1.01e-06, 2.63e-07, 5.04e-07, 3.49e-05, 4.46e-05, 2.42e-04, 3.07e-04, 1.30e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.76e-06, 1.40e-06]    [2.28e-05, 6.69e-06, 2.11e-06, 3.51e-06, 3.14e-06, 4.25e-06, 1.01e-06, 2.63e-07, 5.04e-07, 3.49e-05, 4.46e-05, 2.42e-04, 3.07e-04, 1.30e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.76e-06, 1.40e-06]    []  
571100    [7.49e-07, 1.93e-06, 9.31e-07, 8.73e-07, 9.51e-07, 2.08e-06, 5.37e-07, 2.01e-05, 1.02e-06, 3.88e-08, 1.10e-05, 7.51e-06, 1.00e-05, 1.46e-07, 6.60e-08, 0.00e+00, 2.30e-07, 0.00e+00, 4.08e-06, 0.00e+00, 2.37e-05, 1.36e-05]    [7.49e-07, 1.93e-06, 9.31e-07, 8.73e-07, 9.51e-07, 2.08e-06, 5.37e-07, 2.01e-05, 1.02e-06, 3.88e-08, 1.10e-05, 7.51e-06, 1.00e-05, 1.46e-07, 6.60e-08, 0.00e+00, 2.30e-07, 0.00e+00, 4.08e-06, 0.00e+00, 2.37e-05, 1.36e-05]    []  
571200    [1.22e-06, 1.40e-06, 1.13e-06, 9.92e-07, 7.57e-07, 1.91e-06, 6.00e-07, 1.30e-06, 9.38e-09, 2.86e-07, 1.21e-05, 1.25e-05, 3.56e-05, 2.94e-05, 0.00e+00, 1.49e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.18e-06, 5.48e-08]    [1.22e-06, 1.40e-06, 1.13e-06, 9.92e-07, 7.57e-07, 1.91e-06, 6.00e-07, 1.30e-06, 9.38e-09, 2.86e-07, 1.21e-05, 1.25e-05, 3.56e-05, 2.94e-05, 0.00e+00, 1.49e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.18e-06, 5.48e-08]    []  
571300    [6.17e-07, 1.79e-06, 1.10e-06, 1.01e-06, 9.57e-07, 2.04e-06, 5.42e-07, 3.29e-07, 9.38e-08, 9.17e-08, 4.27e-06, 7.88e-06, 5.29e-06, 9.12e-06, 7.04e-08, 2.75e-10, 2.68e-08, 1.73e-07, 0.00e+00, 0.00e+00, 5.74e-07, 1.49e-07]    [6.17e-07, 1.79e-06, 1.10e-06, 1.01e-06, 9.57e-07, 2.04e-06, 5.42e-07, 3.29e-07, 9.38e-08, 9.17e-08, 4.27e-06, 7.88e-06, 5.29e-06, 9.12e-06, 7.04e-08, 2.75e-10, 2.68e-08, 1.73e-07, 0.00e+00, 0.00e+00, 5.74e-07, 1.49e-07]    []  
571400    [3.84e-06, 1.74e-06, 1.25e-06, 1.31e-06, 1.21e-06, 2.42e-06, 6.76e-07, 4.83e-06, 1.64e-09, 4.12e-06, 2.17e-05, 3.39e-05, 9.08e-05, 2.06e-04, 2.25e-06, 1.79e-06, 1.75e-06, 2.02e-06, 1.37e-06, 0.00e+00, 8.14e-06, 7.44e-08]    [3.84e-06, 1.74e-06, 1.25e-06, 1.31e-06, 1.21e-06, 2.42e-06, 6.76e-07, 4.83e-06, 1.64e-09, 4.12e-06, 2.17e-05, 3.39e-05, 9.08e-05, 2.06e-04, 2.25e-06, 1.79e-06, 1.75e-06, 2.02e-06, 1.37e-06, 0.00e+00, 8.14e-06, 7.44e-08]    []  
571500    [1.60e-06, 1.44e-06, 1.06e-06, 1.01e-06, 9.33e-07, 2.10e-06, 5.38e-07, 1.16e-05, 6.16e-10, 7.06e-07, 1.85e-05, 1.49e-05, 4.88e-05, 6.14e-05, 5.25e-07, 5.50e-07, 4.99e-07, 1.24e-06, 2.88e-06, 1.22e-08, 1.69e-05, 6.40e-08]    [1.60e-06, 1.44e-06, 1.06e-06, 1.01e-06, 9.33e-07, 2.10e-06, 5.38e-07, 1.16e-05, 6.16e-10, 7.06e-07, 1.85e-05, 1.49e-05, 4.88e-05, 6.14e-05, 5.25e-07, 5.50e-07, 4.99e-07, 1.24e-06, 2.88e-06, 1.22e-08, 1.69e-05, 6.40e-08]    []  
571600    [8.23e-07, 1.30e-06, 9.97e-07, 9.46e-07, 8.73e-07, 2.01e-06, 5.60e-07, 2.10e-06, 1.72e-10, 2.25e-07, 9.05e-06, 7.50e-06, 2.15e-05, 1.93e-05, 1.25e-07, 1.78e-07, 5.84e-07, 2.78e-07, 4.66e-07, 1.38e-10, 2.85e-06, 1.10e-08]    [8.23e-07, 1.30e-06, 9.97e-07, 9.46e-07, 8.73e-07, 2.01e-06, 5.60e-07, 2.10e-06, 1.72e-10, 2.25e-07, 9.05e-06, 7.50e-06, 2.15e-05, 1.93e-05, 1.25e-07, 1.78e-07, 5.84e-07, 2.78e-07, 4.66e-07, 1.38e-10, 2.85e-06, 1.10e-08]    []  
571700    [3.44e-05, 1.20e-05, 3.06e-06, 6.40e-06, 3.74e-06, 7.05e-06, 1.37e-06, 2.02e-05, 8.32e-08, 4.67e-05, 6.41e-05, 3.96e-04, 3.85e-04, 1.97e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.83e-09, 4.10e-05, 5.10e-08]    [3.44e-05, 1.20e-05, 3.06e-06, 6.40e-06, 3.74e-06, 7.05e-06, 1.37e-06, 2.02e-05, 8.32e-08, 4.67e-05, 6.41e-05, 3.96e-04, 3.85e-04, 1.97e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.83e-09, 4.10e-05, 5.10e-08]    []  
571800    [3.75e-06, 3.42e-06, 1.05e-06, 2.09e-06, 1.28e-06, 3.00e-06, 5.77e-07, 3.84e-05, 6.19e-11, 5.33e-06, 1.06e-05, 4.80e-05, 4.08e-05, 2.32e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.19e-06, 1.15e-09, 1.90e-05, 6.85e-09]    [3.75e-06, 3.42e-06, 1.05e-06, 2.09e-06, 1.28e-06, 3.00e-06, 5.77e-07, 3.84e-05, 6.19e-11, 5.33e-06, 1.06e-05, 4.80e-05, 4.08e-05, 2.32e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.19e-06, 1.15e-09, 1.90e-05, 6.85e-09]    []  
571900    [7.13e-06, 2.50e-06, 2.02e-06, 1.69e-06, 1.81e-06, 2.89e-06, 7.19e-07, 3.80e-07, 3.14e-08, 7.23e-06, 5.67e-05, 6.31e-05, 2.25e-04, 4.13e-04, 3.39e-06, 3.54e-06, 3.06e-06, 4.20e-06, 5.53e-07, 2.24e-08, 3.13e-06, 1.21e-07]    [7.13e-06, 2.50e-06, 2.02e-06, 1.69e-06, 1.81e-06, 2.89e-06, 7.19e-07, 3.80e-07, 3.14e-08, 7.23e-06, 5.67e-05, 6.31e-05, 2.25e-04, 4.13e-04, 3.39e-06, 3.54e-06, 3.06e-06, 4.20e-06, 5.53e-07, 2.24e-08, 3.13e-06, 1.21e-07]    []  
572000    [1.30e-06, 1.65e-06, 9.72e-07, 1.10e-06, 9.26e-07, 2.13e-06, 5.47e-07, 1.60e-05, 3.65e-07, 1.31e-07, 2.59e-05, 1.43e-05, 5.13e-05, 3.74e-05, 4.92e-07, 1.78e-07, 4.83e-07, 6.06e-07, 3.86e-06, 0.00e+00, 2.25e-05, 2.85e-07]    [1.30e-06, 1.65e-06, 9.72e-07, 1.10e-06, 9.26e-07, 2.13e-06, 5.47e-07, 1.60e-05, 3.65e-07, 1.31e-07, 2.59e-05, 1.43e-05, 5.13e-05, 3.74e-05, 4.92e-07, 1.78e-07, 4.83e-07, 6.06e-07, 3.86e-06, 0.00e+00, 2.25e-05, 2.85e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 51.382215 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
572000    [1.30e-06, 1.65e-06, 9.72e-07, 1.10e-06, 9.26e-07, 2.13e-06, 5.47e-07, 1.60e-05, 3.65e-07, 1.31e-07, 2.59e-05, 1.43e-05, 5.13e-05, 3.74e-05, 4.92e-07, 1.78e-07, 4.83e-07, 6.06e-07, 3.86e-06, 0.00e+00, 2.25e-05, 2.85e-07]    [1.30e-06, 1.65e-06, 9.72e-07, 1.10e-06, 9.26e-07, 2.13e-06, 5.47e-07, 1.60e-05, 3.65e-07, 1.31e-07, 2.59e-05, 1.43e-05, 5.13e-05, 3.74e-05, 4.92e-07, 1.78e-07, 4.83e-07, 6.06e-07, 3.86e-06, 0.00e+00, 2.25e-05, 2.85e-07]    []  
572100    [8.71e-07, 1.61e-06, 1.43e-06, 9.28e-07, 6.41e-07, 2.05e-06, 5.47e-07, 7.24e-06, 4.64e-04, 7.60e-07, 4.18e-06, 4.56e-06, 2.63e-06, 4.54e-06, 0.00e+00, 1.92e-09, 5.21e-09, 7.02e-12, 1.68e-06, 1.73e-04, 1.01e-05, 6.01e-04]    [8.71e-07, 1.61e-06, 1.43e-06, 9.28e-07, 6.41e-07, 2.05e-06, 5.47e-07, 7.24e-06, 4.64e-04, 7.60e-07, 4.18e-06, 4.56e-06, 2.63e-06, 4.54e-06, 0.00e+00, 1.92e-09, 5.21e-09, 7.02e-12, 1.68e-06, 1.73e-04, 1.01e-05, 6.01e-04]    []  
572200    [6.27e-07, 1.41e-06, 9.37e-07, 9.14e-07, 7.31e-07, 1.98e-06, 5.82e-07, 6.55e-06, 1.76e-09, 9.26e-11, 2.00e-06, 2.58e-06, 2.03e-06, 1.28e-07, 2.18e-08, 4.61e-09, 5.85e-08, 2.71e-08, 9.08e-07, 0.00e+00, 5.62e-06, 6.28e-09]    [6.27e-07, 1.41e-06, 9.37e-07, 9.14e-07, 7.31e-07, 1.98e-06, 5.82e-07, 6.55e-06, 1.76e-09, 9.26e-11, 2.00e-06, 2.58e-06, 2.03e-06, 1.28e-07, 2.18e-08, 4.61e-09, 5.85e-08, 2.71e-08, 9.08e-07, 0.00e+00, 5.62e-06, 6.28e-09]    []  
572300    [2.05e-06, 2.45e-06, 1.62e-06, 3.40e-06, 1.15e-06, 2.10e-06, 6.82e-07, 6.27e-06, 1.28e-08, 2.05e-06, 1.18e-05, 1.06e-05, 3.95e-05, 1.07e-04, 8.14e-07, 0.00e+00, 1.15e-07, 0.00e+00, 0.00e+00, 1.67e-09, 1.12e-05, 1.01e-08]    [2.05e-06, 2.45e-06, 1.62e-06, 3.40e-06, 1.15e-06, 2.10e-06, 6.82e-07, 6.27e-06, 1.28e-08, 2.05e-06, 1.18e-05, 1.06e-05, 3.95e-05, 1.07e-04, 8.14e-07, 0.00e+00, 1.15e-07, 0.00e+00, 0.00e+00, 1.67e-09, 1.12e-05, 1.01e-08]    []  
572400    [4.47e-07, 1.33e-06, 9.87e-07, 9.88e-07, 8.91e-07, 1.79e-06, 6.60e-07, 3.24e-09, 2.40e-10, 3.57e-10, 1.38e-06, 1.90e-06, 1.55e-06, 6.67e-08, 1.69e-09, 6.44e-09, 4.07e-08, 3.90e-08, 4.48e-11, 2.12e-10, 1.05e-08, 5.72e-09]    [4.47e-07, 1.33e-06, 9.87e-07, 9.88e-07, 8.91e-07, 1.79e-06, 6.60e-07, 3.24e-09, 2.40e-10, 3.57e-10, 1.38e-06, 1.90e-06, 1.55e-06, 6.67e-08, 1.69e-09, 6.44e-09, 4.07e-08, 3.90e-08, 4.48e-11, 2.12e-10, 1.05e-08, 5.72e-09]    []  
572500    [5.26e-07, 1.29e-06, 1.00e-06, 9.75e-07, 7.79e-07, 1.92e-06, 5.91e-07, 5.66e-07, 2.89e-08, 1.84e-08, 1.79e-06, 2.40e-06, 2.06e-06, 7.85e-07, 7.65e-08, 1.32e-08, 1.15e-07, 9.04e-08, 1.21e-07, 0.00e+00, 7.34e-07, 3.24e-08]    [5.26e-07, 1.29e-06, 1.00e-06, 9.75e-07, 7.79e-07, 1.92e-06, 5.91e-07, 5.66e-07, 2.89e-08, 1.84e-08, 1.79e-06, 2.40e-06, 2.06e-06, 7.85e-07, 7.65e-08, 1.32e-08, 1.15e-07, 9.04e-08, 1.21e-07, 0.00e+00, 7.34e-07, 3.24e-08]    []  
572600    [6.68e-07, 1.23e-06, 9.93e-07, 9.51e-07, 8.64e-07, 1.96e-06, 6.23e-07, 1.39e-13, 4.20e-07, 1.58e-07, 4.20e-06, 4.24e-06, 9.07e-06, 1.03e-05, 1.23e-07, 1.16e-07, 2.77e-07, 2.62e-07, 6.32e-08, 0.00e+00, 3.57e-07, 1.53e-07]    [6.68e-07, 1.23e-06, 9.93e-07, 9.51e-07, 8.64e-07, 1.96e-06, 6.23e-07, 1.39e-13, 4.20e-07, 1.58e-07, 4.20e-06, 4.24e-06, 9.07e-06, 1.03e-05, 1.23e-07, 1.16e-07, 2.77e-07, 2.62e-07, 6.32e-08, 0.00e+00, 3.57e-07, 1.53e-07]    []  
572700    [3.16e-05, 1.23e-05, 3.58e-06, 6.67e-06, 2.42e-06, 7.63e-06, 1.11e-06, 6.13e-05, 2.19e-05, 3.42e-05, 8.56e-05, 3.27e-04, 4.89e-04, 1.74e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.75e-06, 1.29e-04, 2.91e-05]    [3.16e-05, 1.23e-05, 3.58e-06, 6.67e-06, 2.42e-06, 7.63e-06, 1.11e-06, 6.13e-05, 2.19e-05, 3.42e-05, 8.56e-05, 3.27e-04, 4.89e-04, 1.74e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.75e-06, 1.29e-04, 2.91e-05]    []  
572800    [1.88e-05, 5.42e-06, 3.62e-06, 3.34e-06, 3.14e-06, 5.23e-06, 1.15e-06, 5.82e-06, 2.84e-07, 2.44e-05, 9.51e-05, 1.45e-04, 3.65e-04, 9.47e-04, 1.50e-05, 1.01e-05, 6.79e-06, 6.85e-06, 0.00e+00, 5.82e-08, 2.74e-06, 3.37e-07]    [1.88e-05, 5.42e-06, 3.62e-06, 3.34e-06, 3.14e-06, 5.23e-06, 1.15e-06, 5.82e-06, 2.84e-07, 2.44e-05, 9.51e-05, 1.45e-04, 3.65e-04, 9.47e-04, 1.50e-05, 1.01e-05, 6.79e-06, 6.85e-06, 0.00e+00, 5.82e-08, 2.74e-06, 3.37e-07]    []  
572900    [1.25e-06, 1.28e-06, 9.59e-07, 1.00e-06, 1.03e-06, 1.97e-06, 6.80e-07, 2.92e-06, 3.53e-09, 5.64e-07, 1.67e-05, 1.39e-05, 4.63e-05, 4.77e-05, 4.35e-07, 3.84e-07, 8.10e-07, 7.52e-07, 8.72e-07, 9.05e-10, 5.21e-06, 5.25e-09]    [1.25e-06, 1.28e-06, 9.59e-07, 1.00e-06, 1.03e-06, 1.97e-06, 6.80e-07, 2.92e-06, 3.53e-09, 5.64e-07, 1.67e-05, 1.39e-05, 4.63e-05, 4.77e-05, 4.35e-07, 3.84e-07, 8.10e-07, 7.52e-07, 8.72e-07, 9.05e-10, 5.21e-06, 5.25e-09]    []  
573000    [4.68e-07, 1.27e-06, 9.10e-07, 9.23e-07, 8.23e-07, 1.82e-06, 6.71e-07, 5.38e-08, 9.33e-07, 7.82e-09, 1.97e-06, 2.36e-06, 3.38e-06, 1.26e-06, 0.00e+00, 2.44e-09, 1.55e-08, 1.52e-08, 8.88e-10, 5.08e-09, 1.94e-08, 4.43e-06]    [4.68e-07, 1.27e-06, 9.10e-07, 9.23e-07, 8.23e-07, 1.82e-06, 6.71e-07, 5.38e-08, 9.33e-07, 7.82e-09, 1.97e-06, 2.36e-06, 3.38e-06, 1.26e-06, 0.00e+00, 2.44e-09, 1.55e-08, 1.52e-08, 8.88e-10, 5.08e-09, 1.94e-08, 4.43e-06]    []  
573100    [4.64e-07, 1.21e-06, 9.26e-07, 9.07e-07, 8.07e-07, 1.87e-06, 6.52e-07, 1.93e-07, 9.59e-07, 6.73e-10, 1.64e-06, 2.15e-06, 1.77e-06, 1.97e-07, 1.02e-08, 8.64e-09, 8.04e-08, 6.68e-08, 6.29e-10, 0.00e+00, 3.50e-08, 1.08e-07]    [4.64e-07, 1.21e-06, 9.26e-07, 9.07e-07, 8.07e-07, 1.87e-06, 6.52e-07, 1.93e-07, 9.59e-07, 6.73e-10, 1.64e-06, 2.15e-06, 1.77e-06, 1.97e-07, 1.02e-08, 8.64e-09, 8.04e-08, 6.68e-08, 6.29e-10, 0.00e+00, 3.50e-08, 1.08e-07]    []  
573200    [5.08e-07, 1.19e-06, 1.01e-06, 9.22e-07, 7.48e-07, 1.99e-06, 5.93e-07, 1.15e-07, 9.25e-10, 3.37e-08, 4.51e-06, 3.53e-06, 4.57e-06, 2.26e-07, 7.84e-09, 2.74e-08, 9.11e-08, 6.75e-08, 8.52e-09, 2.18e-11, 6.12e-08, 1.19e-08]    [5.08e-07, 1.19e-06, 1.01e-06, 9.22e-07, 7.48e-07, 1.99e-06, 5.93e-07, 1.15e-07, 9.25e-10, 3.37e-08, 4.51e-06, 3.53e-06, 4.57e-06, 2.26e-07, 7.84e-09, 2.74e-08, 9.11e-08, 6.75e-08, 8.52e-09, 2.18e-11, 6.12e-08, 1.19e-08]    []  
573300    [1.49e-06, 1.96e-06, 9.38e-07, 9.40e-07, 8.54e-07, 2.10e-06, 6.12e-07, 3.75e-06, 2.55e-10, 9.01e-07, 6.04e-06, 1.27e-05, 3.00e-05, 4.53e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.05e-07, 4.04e-12, 1.73e-06, 1.18e-09]    [1.49e-06, 1.96e-06, 9.38e-07, 9.40e-07, 8.54e-07, 2.10e-06, 6.12e-07, 3.75e-06, 2.55e-10, 9.01e-07, 6.04e-06, 1.27e-05, 3.00e-05, 4.53e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.05e-07, 4.04e-12, 1.73e-06, 1.18e-09]    []  
573400    [9.21e-07, 1.22e-06, 9.62e-07, 9.46e-07, 9.25e-07, 1.99e-06, 6.04e-07, 2.45e-07, 1.10e-07, 2.57e-07, 1.07e-05, 8.25e-06, 2.65e-05, 2.55e-05, 2.41e-07, 3.33e-07, 5.21e-07, 4.83e-07, 2.66e-07, 1.91e-08, 1.60e-06, 1.02e-07]    [9.21e-07, 1.22e-06, 9.62e-07, 9.46e-07, 9.25e-07, 1.99e-06, 6.04e-07, 2.45e-07, 1.10e-07, 2.57e-07, 1.07e-05, 8.25e-06, 2.65e-05, 2.55e-05, 2.41e-07, 3.33e-07, 5.21e-07, 4.83e-07, 2.66e-07, 1.91e-08, 1.60e-06, 1.02e-07]    []  
573500    [7.41e-07, 1.21e-06, 9.45e-07, 8.92e-07, 8.72e-07, 1.95e-06, 6.37e-07, 7.42e-07, 2.05e-06, 1.40e-07, 7.46e-06, 6.41e-06, 1.70e-05, 1.46e-05, 1.29e-07, 1.22e-07, 4.53e-07, 2.93e-07, 3.80e-07, 0.00e+00, 2.34e-06, 2.40e-06]    [7.41e-07, 1.21e-06, 9.45e-07, 8.92e-07, 8.72e-07, 1.95e-06, 6.37e-07, 7.42e-07, 2.05e-06, 1.40e-07, 7.46e-06, 6.41e-06, 1.70e-05, 1.46e-05, 1.29e-07, 1.22e-07, 4.53e-07, 2.93e-07, 3.80e-07, 0.00e+00, 2.34e-06, 2.40e-06]    []  
573600    [2.45e-05, 9.33e-06, 2.65e-06, 5.28e-06, 1.96e-06, 5.95e-06, 9.77e-07, 6.72e-05, 2.36e-07, 2.35e-05, 9.23e-05, 2.42e-04, 4.67e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-04, 5.20e-07]    [2.45e-05, 9.33e-06, 2.65e-06, 5.28e-06, 1.96e-06, 5.95e-06, 9.77e-07, 6.72e-05, 2.36e-07, 2.35e-05, 9.23e-05, 2.42e-04, 4.67e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-04, 5.20e-07]    []  
573700    [5.01e-05, 1.04e-05, 4.62e-06, 6.86e-06, 7.10e-06, 8.16e-06, 3.33e-06, 4.34e-05, 1.97e-06, 9.01e-05, 1.31e-04, 5.09e-04, 5.41e-04, 2.97e-03, 5.42e-05, 6.77e-05, 1.90e-05, 1.71e-05, 1.09e-05, 4.16e-07, 5.90e-05, 2.03e-06]    [5.01e-05, 1.04e-05, 4.62e-06, 6.86e-06, 7.10e-06, 8.16e-06, 3.33e-06, 4.34e-05, 1.97e-06, 9.01e-05, 1.31e-04, 5.09e-04, 5.41e-04, 2.97e-03, 5.42e-05, 6.77e-05, 1.90e-05, 1.71e-05, 1.09e-05, 4.16e-07, 5.90e-05, 2.03e-06]    []  
573800    [4.00e-05, 1.59e-05, 3.44e-06, 9.56e-06, 3.10e-06, 9.93e-06, 1.41e-06, 5.35e-05, 4.92e-06, 4.39e-05, 9.42e-05, 4.31e-04, 5.46e-04, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-04, 6.54e-06]    [4.00e-05, 1.59e-05, 3.44e-06, 9.56e-06, 3.10e-06, 9.93e-06, 1.41e-06, 5.35e-05, 4.92e-06, 4.39e-05, 9.42e-05, 4.31e-04, 5.46e-04, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-04, 6.54e-06]    []  
573900    [5.72e-06, 2.46e-06, 1.90e-06, 1.45e-06, 1.70e-06, 3.01e-06, 1.13e-06, 1.80e-07, 1.02e-07, 9.14e-06, 1.61e-05, 5.56e-05, 5.60e-05, 3.10e-04, 4.13e-06, 4.85e-06, 1.71e-06, 3.20e-06, 5.00e-08, 0.00e+00, 2.83e-07, 1.49e-07]    [5.72e-06, 2.46e-06, 1.90e-06, 1.45e-06, 1.70e-06, 3.01e-06, 1.13e-06, 1.80e-07, 1.02e-07, 9.14e-06, 1.61e-05, 5.56e-05, 5.60e-05, 3.10e-04, 4.13e-06, 4.85e-06, 1.71e-06, 3.20e-06, 5.00e-08, 0.00e+00, 2.83e-07, 1.49e-07]    []  
574000    [1.33e-06, 1.39e-06, 9.34e-07, 7.74e-07, 7.16e-07, 2.07e-06, 6.34e-07, 4.23e-06, 3.94e-11, 1.95e-07, 6.90e-06, 1.06e-05, 3.23e-05, 3.11e-05, 8.01e-10, 4.80e-10, 0.00e+00, 0.00e+00, 0.00e+00, 4.22e-13, 5.49e-06, 1.26e-09]    [1.33e-06, 1.39e-06, 9.34e-07, 7.74e-07, 7.16e-07, 2.07e-06, 6.34e-07, 4.23e-06, 3.94e-11, 1.95e-07, 6.90e-06, 1.06e-05, 3.23e-05, 3.11e-05, 8.01e-10, 4.80e-10, 0.00e+00, 0.00e+00, 0.00e+00, 4.22e-13, 5.49e-06, 1.26e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 58.001232 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
574000    [1.33e-06, 1.39e-06, 9.34e-07, 7.74e-07, 7.16e-07, 2.07e-06, 6.34e-07, 4.23e-06, 3.94e-11, 1.95e-07, 6.90e-06, 1.06e-05, 3.23e-05, 3.11e-05, 8.01e-10, 4.80e-10, 0.00e+00, 0.00e+00, 0.00e+00, 4.22e-13, 5.49e-06, 1.26e-09]    [1.33e-06, 1.39e-06, 9.34e-07, 7.74e-07, 7.16e-07, 2.07e-06, 6.34e-07, 4.23e-06, 3.94e-11, 1.95e-07, 6.90e-06, 1.06e-05, 3.23e-05, 3.11e-05, 8.01e-10, 4.80e-10, 0.00e+00, 0.00e+00, 0.00e+00, 4.22e-13, 5.49e-06, 1.26e-09]    []  
574100    [9.67e-07, 1.44e-06, 9.76e-07, 8.86e-07, 7.60e-07, 2.02e-06, 6.70e-07, 4.21e-07, 1.34e-12, 5.72e-07, 3.41e-06, 6.78e-06, 1.41e-05, 2.27e-05, 0.00e+00, 6.56e-10, 0.00e+00, 0.00e+00, 2.98e-08, 0.00e+00, 1.45e-07, 4.67e-09]    [9.67e-07, 1.44e-06, 9.76e-07, 8.86e-07, 7.60e-07, 2.02e-06, 6.70e-07, 4.21e-07, 1.34e-12, 5.72e-07, 3.41e-06, 6.78e-06, 1.41e-05, 2.27e-05, 0.00e+00, 6.56e-10, 0.00e+00, 0.00e+00, 2.98e-08, 0.00e+00, 1.45e-07, 4.67e-09]    []  
574200    [5.78e-06, 2.63e-06, 1.44e-06, 1.48e-06, 9.03e-07, 2.37e-06, 7.24e-07, 2.16e-05, 7.83e-10, 4.31e-06, 4.42e-05, 5.62e-05, 1.77e-04, 2.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.06e-10, 4.99e-05, 7.76e-09]    [5.78e-06, 2.63e-06, 1.44e-06, 1.48e-06, 9.03e-07, 2.37e-06, 7.24e-07, 2.16e-05, 7.83e-10, 4.31e-06, 4.42e-05, 5.62e-05, 1.77e-04, 2.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.06e-10, 4.99e-05, 7.76e-09]    []  
574300    [3.07e-05, 1.19e-05, 2.99e-06, 6.98e-06, 2.43e-06, 7.55e-06, 1.14e-06, 5.33e-05, 9.78e-09, 3.32e-05, 8.24e-05, 3.18e-04, 4.60e-04, 1.65e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.20e-04, 6.52e-08]    [3.07e-05, 1.19e-05, 2.99e-06, 6.98e-06, 2.43e-06, 7.55e-06, 1.14e-06, 5.33e-05, 9.78e-09, 3.32e-05, 8.24e-05, 3.18e-04, 4.60e-04, 1.65e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.20e-04, 6.52e-08]    []  
574400    [1.43e-05, 4.51e-06, 1.26e-06, 2.93e-06, 1.96e-06, 3.53e-06, 7.83e-07, 6.43e-06, 5.92e-09, 1.54e-05, 6.18e-05, 1.54e-04, 4.01e-04, 8.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.45e-08, 0.00e+00, 3.02e-07, 1.24e-08]    [1.43e-05, 4.51e-06, 1.26e-06, 2.93e-06, 1.96e-06, 3.53e-06, 7.83e-07, 6.43e-06, 5.92e-09, 1.54e-05, 6.18e-05, 1.54e-04, 4.01e-04, 8.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.45e-08, 0.00e+00, 3.02e-07, 1.24e-08]    []  
574500    [2.61e-05, 1.03e-05, 2.77e-06, 6.12e-06, 2.05e-06, 6.74e-06, 1.05e-06, 4.01e-05, 1.97e-09, 2.65e-05, 8.62e-05, 2.71e-04, 4.56e-04, 1.45e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.11e-10, 9.75e-05, 1.96e-08]    [2.61e-05, 1.03e-05, 2.77e-06, 6.12e-06, 2.05e-06, 6.74e-06, 1.05e-06, 4.01e-05, 1.97e-09, 2.65e-05, 8.62e-05, 2.71e-04, 4.56e-04, 1.45e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.11e-10, 9.75e-05, 1.96e-08]    []  
574600    [1.74e-06, 1.87e-06, 1.14e-06, 8.21e-07, 1.00e-06, 2.32e-06, 7.27e-07, 2.24e-05, 2.83e-07, 4.70e-08, 6.72e-05, 4.81e-05, 1.20e-04, 2.86e-05, 2.11e-08, 2.50e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.54e-08, 2.68e-05, 2.63e-07]    [1.74e-06, 1.87e-06, 1.14e-06, 8.21e-07, 1.00e-06, 2.32e-06, 7.27e-07, 2.24e-05, 2.83e-07, 4.70e-08, 6.72e-05, 4.81e-05, 1.20e-04, 2.86e-05, 2.11e-08, 2.50e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.54e-08, 2.68e-05, 2.63e-07]    []  
574700    [1.04e-06, 1.76e-06, 9.31e-07, 8.44e-07, 7.91e-07, 1.98e-06, 6.40e-07, 1.53e-05, 6.12e-06, 5.21e-07, 2.41e-06, 5.82e-06, 8.79e-06, 1.78e-05, 0.00e+00, 0.00e+00, 1.57e-08, 0.00e+00, 1.70e-06, 1.91e-06, 1.04e-05, 8.67e-06]    [1.04e-06, 1.76e-06, 9.31e-07, 8.44e-07, 7.91e-07, 1.98e-06, 6.40e-07, 1.53e-05, 6.12e-06, 5.21e-07, 2.41e-06, 5.82e-06, 8.79e-06, 1.78e-05, 0.00e+00, 0.00e+00, 1.57e-08, 0.00e+00, 1.70e-06, 1.91e-06, 1.04e-05, 8.67e-06]    []  
574800    [6.98e-07, 1.38e-06, 1.01e-06, 9.02e-07, 7.95e-07, 1.98e-06, 6.63e-07, 3.63e-06, 7.12e-07, 1.38e-07, 2.43e-06, 4.23e-06, 3.49e-06, 1.17e-05, 9.81e-11, 1.50e-09, 9.02e-09, 0.00e+00, 5.44e-07, 0.00e+00, 3.50e-06, 8.87e-07]    [6.98e-07, 1.38e-06, 1.01e-06, 9.02e-07, 7.95e-07, 1.98e-06, 6.63e-07, 3.63e-06, 7.12e-07, 1.38e-07, 2.43e-06, 4.23e-06, 3.49e-06, 1.17e-05, 9.81e-11, 1.50e-09, 9.02e-09, 0.00e+00, 5.44e-07, 0.00e+00, 3.50e-06, 8.87e-07]    []  
574900    [6.83e-07, 1.25e-06, 9.66e-07, 9.17e-07, 8.58e-07, 1.96e-06, 6.80e-07, 5.33e-06, 1.33e-05, 1.52e-07, 2.75e-06, 3.87e-06, 5.81e-06, 1.07e-05, 1.88e-07, 5.05e-08, 2.19e-07, 2.18e-07, 0.00e+00, 0.00e+00, 5.48e-06, 1.07e-05]    [6.83e-07, 1.25e-06, 9.66e-07, 9.17e-07, 8.58e-07, 1.96e-06, 6.80e-07, 5.33e-06, 1.33e-05, 1.52e-07, 2.75e-06, 3.87e-06, 5.81e-06, 1.07e-05, 1.88e-07, 5.05e-08, 2.19e-07, 2.18e-07, 0.00e+00, 0.00e+00, 5.48e-06, 1.07e-05]    []  
575000    [5.84e-07, 1.25e-06, 1.02e-06, 9.00e-07, 8.42e-07, 1.92e-06, 7.14e-07, 2.07e-06, 7.12e-11, 1.80e-08, 2.42e-06, 3.37e-06, 3.18e-06, 4.92e-07, 1.83e-08, 6.54e-09, 7.78e-08, 1.06e-08, 1.56e-07, 1.21e-11, 1.01e-06, 4.44e-09]    [5.84e-07, 1.25e-06, 1.02e-06, 9.00e-07, 8.42e-07, 1.92e-06, 7.14e-07, 2.07e-06, 7.12e-11, 1.80e-08, 2.42e-06, 3.37e-06, 3.18e-06, 4.92e-07, 1.83e-08, 6.54e-09, 7.78e-08, 1.06e-08, 1.56e-07, 1.21e-11, 1.01e-06, 4.44e-09]    []  
575100    [6.85e-07, 1.40e-06, 9.98e-07, 8.76e-07, 7.93e-07, 1.88e-06, 6.97e-07, 1.24e-08, 1.01e-09, 4.26e-07, 2.03e-06, 5.04e-06, 7.02e-06, 1.83e-05, 0.00e+00, 0.00e+00, 2.07e-10, 1.19e-09, 6.55e-10, 2.23e-09, 2.60e-08, 9.08e-09]    [6.85e-07, 1.40e-06, 9.98e-07, 8.76e-07, 7.93e-07, 1.88e-06, 6.97e-07, 1.24e-08, 1.01e-09, 4.26e-07, 2.03e-06, 5.04e-06, 7.02e-06, 1.83e-05, 0.00e+00, 0.00e+00, 2.07e-10, 1.19e-09, 6.55e-10, 2.23e-09, 2.60e-08, 9.08e-09]    []  
575200    [5.46e-06, 1.89e-06, 1.26e-06, 1.41e-06, 1.45e-06, 2.46e-06, 8.50e-07, 1.22e-05, 6.04e-07, 5.20e-06, 3.99e-05, 5.15e-05, 1.60e-04, 2.98e-04, 3.69e-06, 2.49e-06, 3.47e-06, 2.56e-06, 4.14e-06, 1.08e-07, 2.34e-05, 5.48e-07]    [5.46e-06, 1.89e-06, 1.26e-06, 1.41e-06, 1.45e-06, 2.46e-06, 8.50e-07, 1.22e-05, 6.04e-07, 5.20e-06, 3.99e-05, 5.15e-05, 1.60e-04, 2.98e-04, 3.69e-06, 2.49e-06, 3.47e-06, 2.56e-06, 4.14e-06, 1.08e-07, 2.34e-05, 5.48e-07]    []  
575300    [2.80e-05, 6.64e-06, 3.37e-06, 4.52e-06, 4.15e-06, 5.74e-06, 2.22e-06, 5.07e-06, 1.10e-08, 4.85e-05, 8.49e-05, 2.79e-04, 3.66e-04, 1.80e-03, 2.94e-05, 3.06e-05, 1.19e-05, 8.69e-06, 1.52e-06, 3.75e-09, 8.88e-06, 2.19e-08]    [2.80e-05, 6.64e-06, 3.37e-06, 4.52e-06, 4.15e-06, 5.74e-06, 2.22e-06, 5.07e-06, 1.10e-08, 4.85e-05, 8.49e-05, 2.79e-04, 3.66e-04, 1.80e-03, 2.94e-05, 3.06e-05, 1.19e-05, 8.69e-06, 1.52e-06, 3.75e-09, 8.88e-06, 2.19e-08]    []  
575400    [3.13e-06, 2.05e-06, 9.96e-07, 1.04e-06, 7.86e-07, 2.23e-06, 6.41e-07, 2.77e-06, 3.23e-06, 5.86e-07, 1.52e-05, 2.70e-05, 7.80e-05, 1.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-06, 1.07e-05, 6.70e-06]    [3.13e-06, 2.05e-06, 9.96e-07, 1.04e-06, 7.86e-07, 2.23e-06, 6.41e-07, 2.77e-06, 3.23e-06, 5.86e-07, 1.52e-05, 2.70e-05, 7.80e-05, 1.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-06, 1.07e-05, 6.70e-06]    []  
575500    [5.14e-07, 1.35e-06, 9.88e-07, 8.84e-07, 8.02e-07, 1.96e-06, 6.84e-07, 3.90e-06, 5.47e-09, 1.45e-07, 6.95e-06, 4.40e-06, 4.38e-06, 5.55e-07, 3.12e-10, 1.30e-09, 6.21e-08, 5.73e-08, 6.45e-07, 1.31e-08, 4.08e-06, 7.10e-08]    [5.14e-07, 1.35e-06, 9.88e-07, 8.84e-07, 8.02e-07, 1.96e-06, 6.84e-07, 3.90e-06, 5.47e-09, 1.45e-07, 6.95e-06, 4.40e-06, 4.38e-06, 5.55e-07, 3.12e-10, 1.30e-09, 6.21e-08, 5.73e-08, 6.45e-07, 1.31e-08, 4.08e-06, 7.10e-08]    []  
575600    [5.46e-07, 1.37e-06, 1.04e-06, 9.60e-07, 7.85e-07, 1.91e-06, 6.77e-07, 2.63e-08, 4.29e-07, 4.23e-08, 2.96e-06, 3.10e-06, 4.25e-06, 5.25e-07, 3.04e-08, 2.18e-09, 4.38e-08, 2.01e-08, 0.00e+00, 0.00e+00, 1.70e-07, 7.65e-07]    [5.46e-07, 1.37e-06, 1.04e-06, 9.60e-07, 7.85e-07, 1.91e-06, 6.77e-07, 2.63e-08, 4.29e-07, 4.23e-08, 2.96e-06, 3.10e-06, 4.25e-06, 5.25e-07, 3.04e-08, 2.18e-09, 4.38e-08, 2.01e-08, 0.00e+00, 0.00e+00, 1.70e-07, 7.65e-07]    []  
575700    [1.17e-06, 1.23e-06, 1.08e-06, 8.28e-07, 7.02e-07, 1.90e-06, 6.59e-07, 8.61e-06, 7.78e-06, 1.40e-07, 1.52e-05, 1.32e-05, 4.38e-05, 2.69e-05, 1.43e-10, 1.05e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.84e-06, 1.74e-05, 8.53e-06]    [1.17e-06, 1.23e-06, 1.08e-06, 8.28e-07, 7.02e-07, 1.90e-06, 6.59e-07, 8.61e-06, 7.78e-06, 1.40e-07, 1.52e-05, 1.32e-05, 4.38e-05, 2.69e-05, 1.43e-10, 1.05e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.84e-06, 1.74e-05, 8.53e-06]    []  
575800    [1.52e-06, 1.60e-06, 1.05e-06, 9.21e-07, 7.80e-07, 1.97e-06, 6.95e-07, 1.96e-06, 5.51e-10, 1.05e-06, 5.10e-06, 1.15e-05, 2.25e-05, 5.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.32e-10, 3.90e-06, 1.08e-08]    [1.52e-06, 1.60e-06, 1.05e-06, 9.21e-07, 7.80e-07, 1.97e-06, 6.95e-07, 1.96e-06, 5.51e-10, 1.05e-06, 5.10e-06, 1.15e-05, 2.25e-05, 5.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.32e-10, 3.90e-06, 1.08e-08]    []  
575900    [9.84e-06, 2.74e-06, 1.96e-06, 2.05e-06, 2.15e-06, 3.25e-06, 1.47e-06, 9.58e-06, 1.47e-04, 1.24e-05, 4.88e-05, 9.08e-05, 2.40e-04, 6.64e-04, 5.57e-06, 9.26e-06, 5.04e-06, 2.75e-06, 3.04e-06, 5.31e-05, 1.73e-05, 1.96e-04]    [9.84e-06, 2.74e-06, 1.96e-06, 2.05e-06, 2.15e-06, 3.25e-06, 1.47e-06, 9.58e-06, 1.47e-04, 1.24e-05, 4.88e-05, 9.08e-05, 2.40e-04, 6.64e-04, 5.57e-06, 9.26e-06, 5.04e-06, 2.75e-06, 3.04e-06, 5.31e-05, 1.73e-05, 1.96e-04]    []  
576000    [1.56e-06, 1.47e-06, 9.47e-07, 8.26e-07, 8.90e-07, 2.13e-06, 5.78e-07, 3.40e-05, 1.92e-07, 1.16e-06, 2.18e-05, 1.60e-05, 4.22e-05, 2.46e-05, 2.63e-07, 4.13e-07, 7.48e-07, 1.08e-06, 6.90e-06, 4.45e-08, 3.94e-05, 2.55e-07]    [1.56e-06, 1.47e-06, 9.47e-07, 8.26e-07, 8.90e-07, 2.13e-06, 5.78e-07, 3.40e-05, 1.92e-07, 1.16e-06, 2.18e-05, 1.60e-05, 4.22e-05, 2.46e-05, 2.63e-07, 4.13e-07, 7.48e-07, 1.08e-06, 6.90e-06, 4.45e-08, 3.94e-05, 2.55e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 53.640858 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
576000    [1.56e-06, 1.47e-06, 9.47e-07, 8.26e-07, 8.90e-07, 2.13e-06, 5.78e-07, 3.40e-05, 1.92e-07, 1.16e-06, 2.18e-05, 1.60e-05, 4.22e-05, 2.46e-05, 2.63e-07, 4.13e-07, 7.48e-07, 1.08e-06, 6.90e-06, 4.45e-08, 3.94e-05, 2.55e-07]    [1.56e-06, 1.47e-06, 9.47e-07, 8.26e-07, 8.90e-07, 2.13e-06, 5.78e-07, 3.40e-05, 1.92e-07, 1.16e-06, 2.18e-05, 1.60e-05, 4.22e-05, 2.46e-05, 2.63e-07, 4.13e-07, 7.48e-07, 1.08e-06, 6.90e-06, 4.45e-08, 3.94e-05, 2.55e-07]    []  
576100    [9.58e-07, 1.27e-06, 9.03e-07, 7.80e-07, 7.87e-07, 1.98e-06, 6.57e-07, 6.18e-06, 2.13e-05, 2.54e-09, 8.29e-06, 8.87e-06, 1.87e-05, 8.20e-06, 6.27e-09, 1.83e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.91e-06, 4.35e-05]    [9.58e-07, 1.27e-06, 9.03e-07, 7.80e-07, 7.87e-07, 1.98e-06, 6.57e-07, 6.18e-06, 2.13e-05, 2.54e-09, 8.29e-06, 8.87e-06, 1.87e-05, 8.20e-06, 6.27e-09, 1.83e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.91e-06, 4.35e-05]    []  
576200    [8.96e-07, 1.27e-06, 9.87e-07, 7.97e-07, 7.33e-07, 2.00e-06, 6.52e-07, 4.47e-09, 1.63e-07, 1.86e-07, 3.51e-06, 5.64e-06, 1.31e-05, 1.23e-05, 4.18e-09, 9.29e-10, 0.00e+00, 0.00e+00, 8.13e-09, 0.00e+00, 5.17e-08, 1.84e-07]    [8.96e-07, 1.27e-06, 9.87e-07, 7.97e-07, 7.33e-07, 2.00e-06, 6.52e-07, 4.47e-09, 1.63e-07, 1.86e-07, 3.51e-06, 5.64e-06, 1.31e-05, 1.23e-05, 4.18e-09, 9.29e-10, 0.00e+00, 0.00e+00, 8.13e-09, 0.00e+00, 5.17e-08, 1.84e-07]    []  
576300    [1.02e-06, 1.23e-06, 9.54e-07, 8.78e-07, 9.60e-07, 1.98e-06, 6.58e-07, 6.08e-06, 4.88e-08, 3.47e-07, 1.47e-05, 1.09e-05, 3.38e-05, 2.52e-05, 1.65e-07, 4.14e-07, 6.37e-07, 6.74e-07, 1.30e-06, 1.60e-08, 7.87e-06, 9.09e-08]    [1.02e-06, 1.23e-06, 9.54e-07, 8.78e-07, 9.60e-07, 1.98e-06, 6.58e-07, 6.08e-06, 4.88e-08, 3.47e-07, 1.47e-05, 1.09e-05, 3.38e-05, 2.52e-05, 1.65e-07, 4.14e-07, 6.37e-07, 6.74e-07, 1.30e-06, 1.60e-08, 7.87e-06, 9.09e-08]    []  
576400    [6.69e-07, 1.36e-06, 9.95e-07, 8.68e-07, 7.88e-07, 1.89e-06, 7.29e-07, 1.60e-07, 5.27e-07, 3.89e-07, 2.82e-06, 5.01e-06, 1.02e-05, 1.79e-05, 0.00e+00, 0.00e+00, 1.19e-08, 0.00e+00, 0.00e+00, 8.80e-08, 9.02e-07, 4.71e-07]    [6.69e-07, 1.36e-06, 9.95e-07, 8.68e-07, 7.88e-07, 1.89e-06, 7.29e-07, 1.60e-07, 5.27e-07, 3.89e-07, 2.82e-06, 5.01e-06, 1.02e-05, 1.79e-05, 0.00e+00, 0.00e+00, 1.19e-08, 0.00e+00, 0.00e+00, 8.80e-08, 9.02e-07, 4.71e-07]    []  
576500    [6.15e-07, 1.16e-06, 9.96e-07, 8.81e-07, 7.96e-07, 1.88e-06, 7.13e-07, 1.38e-06, 1.24e-07, 1.34e-08, 6.07e-06, 5.31e-06, 9.65e-06, 1.45e-06, 4.51e-08, 8.20e-10, 5.37e-09, 1.47e-09, 0.00e+00, 0.00e+00, 2.98e-06, 2.99e-07]    [6.15e-07, 1.16e-06, 9.96e-07, 8.81e-07, 7.96e-07, 1.88e-06, 7.13e-07, 1.38e-06, 1.24e-07, 1.34e-08, 6.07e-06, 5.31e-06, 9.65e-06, 1.45e-06, 4.51e-08, 8.20e-10, 5.37e-09, 1.47e-09, 0.00e+00, 0.00e+00, 2.98e-06, 2.99e-07]    []  
576600    [7.29e-07, 1.34e-06, 9.86e-07, 8.56e-07, 7.87e-07, 1.82e-06, 7.25e-07, 4.74e-08, 1.97e-06, 6.30e-08, 1.00e-05, 7.99e-06, 2.53e-05, 1.42e-05, 0.00e+00, 2.47e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.89e-07, 3.19e-06]    [7.29e-07, 1.34e-06, 9.86e-07, 8.56e-07, 7.87e-07, 1.82e-06, 7.25e-07, 4.74e-08, 1.97e-06, 6.30e-08, 1.00e-05, 7.99e-06, 2.53e-05, 1.42e-05, 0.00e+00, 2.47e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.89e-07, 3.19e-06]    []  
576700    [1.31e-06, 1.51e-06, 9.97e-07, 9.14e-07, 7.97e-07, 1.91e-06, 7.39e-07, 4.27e-07, 1.58e-08, 8.76e-07, 7.06e-06, 1.06e-05, 2.90e-05, 4.94e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.02e-09, 1.86e-06, 1.14e-08]    [1.31e-06, 1.51e-06, 9.97e-07, 9.14e-07, 7.97e-07, 1.91e-06, 7.39e-07, 4.27e-07, 1.58e-08, 8.76e-07, 7.06e-06, 1.06e-05, 2.90e-05, 4.94e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.02e-09, 1.86e-06, 1.14e-08]    []  
576800    [2.61e-05, 9.86e-06, 1.86e-06, 6.48e-06, 2.61e-06, 6.41e-06, 1.24e-06, 5.03e-05, 1.90e-04, 2.77e-05, 7.56e-05, 2.70e-04, 4.18e-04, 1.42e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-04, 4.45e-04]    [2.61e-05, 9.86e-06, 1.86e-06, 6.48e-06, 2.61e-06, 6.41e-06, 1.24e-06, 5.03e-05, 1.90e-04, 2.77e-05, 7.56e-05, 2.70e-04, 4.18e-04, 1.42e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-04, 4.45e-04]    []  
576900    [9.60e-07, 1.56e-06, 9.36e-07, 7.49e-07, 8.68e-07, 1.91e-06, 6.68e-07, 2.57e-06, 3.38e-08, 5.92e-07, 3.08e-06, 4.65e-06, 3.09e-06, 9.40e-06, 9.22e-08, 5.62e-08, 5.01e-07, 1.15e-08, 0.00e+00, 3.15e-09, 2.19e-06, 1.57e-08]    [9.60e-07, 1.56e-06, 9.36e-07, 7.49e-07, 8.68e-07, 1.91e-06, 6.68e-07, 2.57e-06, 3.38e-08, 5.92e-07, 3.08e-06, 4.65e-06, 3.09e-06, 9.40e-06, 9.22e-08, 5.62e-08, 5.01e-07, 1.15e-08, 0.00e+00, 3.15e-09, 2.19e-06, 1.57e-08]    []  
577000    [1.26e-06, 1.27e-06, 9.84e-07, 9.25e-07, 9.64e-07, 1.97e-06, 7.52e-07, 2.08e-06, 1.31e-06, 8.97e-07, 6.52e-06, 9.41e-06, 2.20e-05, 5.30e-05, 5.84e-07, 3.38e-07, 8.57e-07, 4.02e-07, 4.42e-07, 4.05e-07, 2.78e-06, 1.77e-06]    [1.26e-06, 1.27e-06, 9.84e-07, 9.25e-07, 9.64e-07, 1.97e-06, 7.52e-07, 2.08e-06, 1.31e-06, 8.97e-07, 6.52e-06, 9.41e-06, 2.20e-05, 5.30e-05, 5.84e-07, 3.38e-07, 8.57e-07, 4.02e-07, 4.42e-07, 4.05e-07, 2.78e-06, 1.77e-06]    []  
577100    [1.63e-05, 6.12e-06, 2.12e-06, 3.59e-06, 1.47e-06, 4.22e-06, 9.66e-07, 4.98e-05, 7.25e-08, 1.41e-05, 9.81e-05, 1.64e-04, 4.20e-04, 8.75e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.25e-04, 3.08e-07]    [1.63e-05, 6.12e-06, 2.12e-06, 3.59e-06, 1.47e-06, 4.22e-06, 9.66e-07, 4.98e-05, 7.25e-08, 1.41e-05, 9.81e-05, 1.64e-04, 4.20e-04, 8.75e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.25e-04, 3.08e-07]    []  
577200    [8.45e-06, 3.53e-06, 2.00e-06, 2.04e-06, 1.07e-06, 2.84e-06, 8.27e-07, 1.40e-05, 6.04e-05, 7.52e-06, 6.31e-05, 8.76e-05, 2.57e-04, 4.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.98e-05, 3.97e-05, 8.13e-05]    [8.45e-06, 3.53e-06, 2.00e-06, 2.04e-06, 1.07e-06, 2.84e-06, 8.27e-07, 1.40e-05, 6.04e-05, 7.52e-06, 6.31e-05, 8.76e-05, 2.57e-04, 4.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.98e-05, 3.97e-05, 8.13e-05]    []  
577300    [7.07e-07, 1.24e-06, 9.42e-07, 7.82e-07, 7.56e-07, 1.86e-06, 6.96e-07, 2.29e-06, 2.69e-08, 8.61e-08, 3.76e-06, 4.51e-06, 1.06e-05, 7.84e-06, 4.34e-10, 2.19e-09, 3.90e-10, 0.00e+00, 0.00e+00, 1.47e-10, 5.37e-06, 4.58e-08]    [7.07e-07, 1.24e-06, 9.42e-07, 7.82e-07, 7.56e-07, 1.86e-06, 6.96e-07, 2.29e-06, 2.69e-08, 8.61e-08, 3.76e-06, 4.51e-06, 1.06e-05, 7.84e-06, 4.34e-10, 2.19e-09, 3.90e-10, 0.00e+00, 0.00e+00, 1.47e-10, 5.37e-06, 4.58e-08]    []  
577400    [5.72e-07, 1.28e-06, 9.33e-07, 8.18e-07, 8.01e-07, 1.85e-06, 7.31e-07, 1.62e-08, 2.30e-09, 2.04e-07, 1.74e-06, 3.50e-06, 4.26e-06, 8.88e-06, 0.00e+00, 1.91e-10, 1.67e-09, 3.16e-09, 7.89e-10, 3.25e-11, 1.45e-08, 1.57e-08]    [5.72e-07, 1.28e-06, 9.33e-07, 8.18e-07, 8.01e-07, 1.85e-06, 7.31e-07, 1.62e-08, 2.30e-09, 2.04e-07, 1.74e-06, 3.50e-06, 4.26e-06, 8.88e-06, 0.00e+00, 1.91e-10, 1.67e-09, 3.16e-09, 7.89e-10, 3.25e-11, 1.45e-08, 1.57e-08]    []  
577500    [5.06e-07, 1.24e-06, 9.19e-07, 8.55e-07, 8.36e-07, 1.81e-06, 7.52e-07, 1.05e-07, 3.81e-09, 8.85e-08, 1.65e-06, 2.65e-06, 3.53e-06, 4.37e-06, 0.00e+00, 1.23e-09, 8.01e-09, 6.93e-09, 1.00e-08, 1.34e-09, 5.60e-08, 6.92e-09]    [5.06e-07, 1.24e-06, 9.19e-07, 8.55e-07, 8.36e-07, 1.81e-06, 7.52e-07, 1.05e-07, 3.81e-09, 8.85e-08, 1.65e-06, 2.65e-06, 3.53e-06, 4.37e-06, 0.00e+00, 1.23e-09, 8.01e-09, 6.93e-09, 1.00e-08, 1.34e-09, 5.60e-08, 6.92e-09]    []  
577600    [1.09e-06, 1.42e-06, 8.92e-07, 8.87e-07, 8.43e-07, 1.83e-06, 7.71e-07, 6.40e-07, 2.16e-05, 5.92e-07, 8.51e-06, 9.54e-06, 3.01e-05, 3.77e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-06, 3.58e-05]    [1.09e-06, 1.42e-06, 8.92e-07, 8.87e-07, 8.43e-07, 1.83e-06, 7.71e-07, 6.40e-07, 2.16e-05, 5.92e-07, 8.51e-06, 9.54e-06, 3.01e-05, 3.77e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-06, 3.58e-05]    []  
577700    [2.52e-06, 1.83e-06, 1.09e-06, 1.10e-06, 8.62e-07, 2.00e-06, 8.02e-07, 1.60e-06, 5.28e-09, 1.96e-06, 1.64e-05, 2.36e-05, 6.80e-05, 1.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.72e-06, 5.46e-08]    [2.52e-06, 1.83e-06, 1.09e-06, 1.10e-06, 8.62e-07, 2.00e-06, 8.02e-07, 1.60e-06, 5.28e-09, 1.96e-06, 1.64e-05, 2.36e-05, 6.80e-05, 1.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.72e-06, 5.46e-08]    []  
577800    [1.34e-06, 1.45e-06, 9.85e-07, 9.14e-07, 8.22e-07, 1.81e-06, 7.99e-07, 3.54e-06, 3.20e-07, 6.56e-07, 1.38e-05, 1.36e-05, 4.43e-05, 5.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.00e-05, 1.10e-06]    [1.34e-06, 1.45e-06, 9.85e-07, 9.14e-07, 8.22e-07, 1.81e-06, 7.99e-07, 3.54e-06, 3.20e-07, 6.56e-07, 1.38e-05, 1.36e-05, 4.43e-05, 5.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.00e-05, 1.10e-06]    []  
577900    [8.30e-06, 2.90e-06, 1.69e-06, 1.73e-06, 1.70e-06, 3.39e-06, 1.29e-06, 3.88e-07, 1.52e-04, 1.05e-05, 3.51e-05, 7.24e-05, 1.71e-04, 5.22e-04, 5.88e-06, 5.04e-06, 4.49e-06, 1.90e-06, 3.51e-07, 5.48e-05, 1.97e-06, 2.02e-04]    [8.30e-06, 2.90e-06, 1.69e-06, 1.73e-06, 1.70e-06, 3.39e-06, 1.29e-06, 3.88e-07, 1.52e-04, 1.05e-05, 3.51e-05, 7.24e-05, 1.71e-04, 5.22e-04, 5.88e-06, 5.04e-06, 4.49e-06, 1.90e-06, 3.51e-07, 5.48e-05, 1.97e-06, 2.02e-04]    []  
578000    [1.78e-06, 1.45e-06, 9.64e-07, 7.39e-07, 7.84e-07, 1.91e-06, 7.37e-07, 3.47e-05, 1.07e-08, 7.87e-07, 1.95e-05, 1.87e-05, 5.52e-05, 4.09e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.82e-11, 4.86e-05, 2.71e-08]    [1.78e-06, 1.45e-06, 9.64e-07, 7.39e-07, 7.84e-07, 1.91e-06, 7.37e-07, 3.47e-05, 1.07e-08, 7.87e-07, 1.95e-05, 1.87e-05, 5.52e-05, 4.09e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.82e-11, 4.86e-05, 2.71e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 56.758863 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
578000    [1.78e-06, 1.45e-06, 9.64e-07, 7.39e-07, 7.84e-07, 1.91e-06, 7.37e-07, 3.47e-05, 1.07e-08, 7.87e-07, 1.95e-05, 1.87e-05, 5.52e-05, 4.09e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.82e-11, 4.86e-05, 2.71e-08]    [1.78e-06, 1.45e-06, 9.64e-07, 7.39e-07, 7.84e-07, 1.91e-06, 7.37e-07, 3.47e-05, 1.07e-08, 7.87e-07, 1.95e-05, 1.87e-05, 5.52e-05, 4.09e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.82e-11, 4.86e-05, 2.71e-08]    []  
578100    [7.44e-07, 1.20e-06, 9.21e-07, 8.82e-07, 9.35e-07, 1.90e-06, 7.70e-07, 1.76e-07, 1.92e-07, 1.52e-07, 8.08e-06, 6.08e-06, 1.63e-05, 1.07e-05, 1.55e-07, 1.30e-07, 2.43e-07, 5.41e-07, 1.11e-07, 2.51e-08, 6.99e-07, 1.41e-07]    [7.44e-07, 1.20e-06, 9.21e-07, 8.82e-07, 9.35e-07, 1.90e-06, 7.70e-07, 1.76e-07, 1.92e-07, 1.52e-07, 8.08e-06, 6.08e-06, 1.63e-05, 1.07e-05, 1.55e-07, 1.30e-07, 2.43e-07, 5.41e-07, 1.11e-07, 2.51e-08, 6.99e-07, 1.41e-07]    []  
578200    [3.11e-05, 1.18e-05, 3.06e-06, 7.22e-06, 2.35e-06, 7.58e-06, 1.24e-06, 6.58e-05, 2.70e-07, 3.03e-05, 1.02e-04, 3.16e-04, 5.28e-04, 1.65e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.92e-09, 1.60e-04, 2.76e-08]    [3.11e-05, 1.18e-05, 3.06e-06, 7.22e-06, 2.35e-06, 7.58e-06, 1.24e-06, 6.58e-05, 2.70e-07, 3.03e-05, 1.02e-04, 3.16e-04, 5.28e-04, 1.65e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.92e-09, 1.60e-04, 2.76e-08]    []  
578300    [4.70e-07, 1.16e-06, 9.11e-07, 8.73e-07, 8.53e-07, 1.84e-06, 7.75e-07, 6.31e-09, 1.25e-08, 6.74e-09, 1.50e-06, 2.00e-06, 1.77e-06, 6.76e-07, 2.92e-08, 2.24e-08, 8.32e-08, 7.65e-08, 1.37e-09, 2.78e-11, 4.93e-09, 1.04e-08]    [4.70e-07, 1.16e-06, 9.11e-07, 8.73e-07, 8.53e-07, 1.84e-06, 7.75e-07, 6.31e-09, 1.25e-08, 6.74e-09, 1.50e-06, 2.00e-06, 1.77e-06, 6.76e-07, 2.92e-08, 2.24e-08, 8.32e-08, 7.65e-08, 1.37e-09, 2.78e-11, 4.93e-09, 1.04e-08]    []  
578400    [5.40e-07, 1.16e-06, 9.01e-07, 8.63e-07, 8.70e-07, 1.85e-06, 7.91e-07, 8.24e-07, 2.03e-07, 8.46e-08, 1.73e-06, 2.41e-06, 2.37e-06, 3.09e-06, 1.00e-07, 5.16e-08, 1.56e-07, 1.23e-07, 9.62e-08, 0.00e+00, 6.35e-07, 6.21e-08]    [5.40e-07, 1.16e-06, 9.01e-07, 8.63e-07, 8.70e-07, 1.85e-06, 7.91e-07, 8.24e-07, 2.03e-07, 8.46e-08, 1.73e-06, 2.41e-06, 2.37e-06, 3.09e-06, 1.00e-07, 5.16e-08, 1.56e-07, 1.23e-07, 9.62e-08, 0.00e+00, 6.35e-07, 6.21e-08]    []  
578500    [1.30e-06, 1.22e-06, 9.42e-07, 9.33e-07, 1.00e-06, 1.95e-06, 8.20e-07, 2.82e-06, 2.93e-10, 7.90e-07, 9.26e-06, 1.06e-05, 2.98e-05, 4.70e-05, 6.60e-07, 3.88e-07, 7.42e-07, 6.31e-07, 8.55e-07, 7.97e-10, 5.23e-06, 5.31e-09]    [1.30e-06, 1.22e-06, 9.42e-07, 9.33e-07, 1.00e-06, 1.95e-06, 8.20e-07, 2.82e-06, 2.93e-10, 7.90e-07, 9.26e-06, 1.06e-05, 2.98e-05, 4.70e-05, 6.60e-07, 3.88e-07, 7.42e-07, 6.31e-07, 8.55e-07, 7.97e-10, 5.23e-06, 5.31e-09]    []  
578600    [3.46e-06, 1.52e-06, 1.08e-06, 1.13e-06, 1.25e-06, 2.18e-06, 8.82e-07, 6.43e-06, 1.54e-10, 2.82e-06, 3.35e-05, 3.49e-05, 1.19e-04, 1.77e-04, 2.00e-06, 1.32e-06, 2.21e-06, 1.96e-06, 2.47e-06, 4.11e-10, 1.42e-05, 3.00e-09]    [3.46e-06, 1.52e-06, 1.08e-06, 1.13e-06, 1.25e-06, 2.18e-06, 8.82e-07, 6.43e-06, 1.54e-10, 2.82e-06, 3.35e-05, 3.49e-05, 1.19e-04, 1.77e-04, 2.00e-06, 1.32e-06, 2.21e-06, 1.96e-06, 2.47e-06, 4.11e-10, 1.42e-05, 3.00e-09]    []  
578700    [1.09e-06, 1.21e-06, 9.25e-07, 8.98e-07, 1.01e-06, 1.90e-06, 8.20e-07, 1.14e-06, 2.04e-09, 5.08e-07, 1.09e-05, 1.00e-05, 3.10e-05, 3.69e-05, 3.99e-07, 3.25e-07, 6.77e-07, 5.69e-07, 3.90e-07, 5.43e-10, 2.41e-06, 3.31e-09]    [1.09e-06, 1.21e-06, 9.25e-07, 8.98e-07, 1.01e-06, 1.90e-06, 8.20e-07, 1.14e-06, 2.04e-09, 5.08e-07, 1.09e-05, 1.00e-05, 3.10e-05, 3.69e-05, 3.99e-07, 3.25e-07, 6.77e-07, 5.69e-07, 3.90e-07, 5.43e-10, 2.41e-06, 3.31e-09]    []  
578800    [1.47e-05, 3.32e-06, 1.86e-06, 2.40e-06, 2.37e-06, 3.37e-06, 1.22e-06, 3.69e-05, 6.47e-07, 1.56e-05, 9.77e-05, 1.39e-04, 4.35e-04, 8.63e-04, 1.18e-05, 8.48e-06, 8.96e-06, 7.28e-06, 1.31e-05, 1.57e-07, 6.84e-05, 8.01e-07]    [1.47e-05, 3.32e-06, 1.86e-06, 2.40e-06, 2.37e-06, 3.37e-06, 1.22e-06, 3.69e-05, 6.47e-07, 1.56e-05, 9.77e-05, 1.39e-04, 4.35e-04, 8.63e-04, 1.18e-05, 8.48e-06, 8.96e-06, 7.28e-06, 1.31e-05, 1.57e-07, 6.84e-05, 8.01e-07]    []  
578900    [4.46e-07, 1.17e-06, 9.01e-07, 8.71e-07, 8.39e-07, 1.81e-06, 7.88e-07, 1.59e-07, 3.12e-12, 4.83e-09, 1.44e-06, 1.95e-06, 1.51e-06, 2.77e-08, 1.46e-08, 1.05e-08, 5.15e-08, 5.16e-08, 4.78e-09, 1.75e-09, 2.46e-08, 7.24e-09]    [4.46e-07, 1.17e-06, 9.01e-07, 8.71e-07, 8.39e-07, 1.81e-06, 7.88e-07, 1.59e-07, 3.12e-12, 4.83e-09, 1.44e-06, 1.95e-06, 1.51e-06, 2.77e-08, 1.46e-08, 1.05e-08, 5.15e-08, 5.16e-08, 4.78e-09, 1.75e-09, 2.46e-08, 7.24e-09]    []  
579000    [6.61e-07, 1.28e-06, 9.93e-07, 8.28e-07, 7.80e-07, 1.84e-06, 7.99e-07, 2.46e-07, 1.74e-05, 3.64e-07, 2.11e-06, 4.14e-06, 6.96e-06, 1.41e-05, 0.00e+00, 0.00e+00, 5.26e-10, 6.08e-10, 3.53e-09, 1.78e-06, 1.22e-08, 8.44e-06]    [6.61e-07, 1.28e-06, 9.93e-07, 8.28e-07, 7.80e-07, 1.84e-06, 7.99e-07, 2.46e-07, 1.74e-05, 3.64e-07, 2.11e-06, 4.14e-06, 6.96e-06, 1.41e-05, 0.00e+00, 0.00e+00, 5.26e-10, 6.08e-10, 3.53e-09, 1.78e-06, 1.22e-08, 8.44e-06]    []  
579100    [1.90e-05, 4.59e-06, 2.50e-06, 2.97e-06, 2.88e-06, 4.30e-06, 1.68e-06, 2.28e-05, 1.50e-12, 2.78e-05, 6.41e-05, 1.73e-04, 3.33e-04, 1.14e-03, 1.77e-05, 1.52e-05, 9.47e-06, 6.06e-06, 6.56e-06, 1.89e-09, 3.58e-05, 1.02e-08]    [1.90e-05, 4.59e-06, 2.50e-06, 2.97e-06, 2.88e-06, 4.30e-06, 1.68e-06, 2.28e-05, 1.50e-12, 2.78e-05, 6.41e-05, 1.73e-04, 3.33e-04, 1.14e-03, 1.77e-05, 1.52e-05, 9.47e-06, 6.06e-06, 6.56e-06, 1.89e-09, 3.58e-05, 1.02e-08]    []  
579200    [2.29e-06, 1.43e-06, 9.89e-07, 9.13e-07, 1.01e-06, 2.11e-06, 8.25e-07, 3.29e-06, 1.08e-10, 1.72e-06, 1.71e-05, 1.85e-05, 5.86e-05, 9.67e-05, 1.10e-06, 4.49e-07, 1.47e-06, 8.27e-07, 9.08e-07, 4.91e-11, 5.48e-06, 4.05e-09]    [2.29e-06, 1.43e-06, 9.89e-07, 9.13e-07, 1.01e-06, 2.11e-06, 8.25e-07, 3.29e-06, 1.08e-10, 1.72e-06, 1.71e-05, 1.85e-05, 5.86e-05, 9.67e-05, 1.10e-06, 4.49e-07, 1.47e-06, 8.27e-07, 9.08e-07, 4.91e-11, 5.48e-06, 4.05e-09]    []  
579300    [3.79e-05, 1.44e-05, 3.37e-06, 8.68e-06, 3.18e-06, 9.07e-06, 1.56e-06, 4.48e-05, 2.23e-08, 4.48e-05, 7.37e-05, 4.17e-04, 4.36e-04, 2.05e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.64e-05, 6.55e-08]    [3.79e-05, 1.44e-05, 3.37e-06, 8.68e-06, 3.18e-06, 9.07e-06, 1.56e-06, 4.48e-05, 2.23e-08, 4.48e-05, 7.37e-05, 4.17e-04, 4.36e-04, 2.05e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.64e-05, 6.55e-08]    []  
579400    [7.37e-06, 2.75e-06, 1.70e-06, 1.37e-06, 1.62e-06, 2.87e-06, 7.92e-07, 1.84e-06, 6.81e-08, 6.70e-06, 4.78e-05, 6.17e-05, 1.91e-04, 3.70e-04, 4.66e-06, 3.07e-06, 2.98e-06, 4.30e-06, 1.20e-06, 1.56e-08, 6.82e-06, 9.24e-08]    [7.37e-06, 2.75e-06, 1.70e-06, 1.37e-06, 1.62e-06, 2.87e-06, 7.92e-07, 1.84e-06, 6.81e-08, 6.70e-06, 4.78e-05, 6.17e-05, 1.91e-04, 3.70e-04, 4.66e-06, 3.07e-06, 2.98e-06, 4.30e-06, 1.20e-06, 1.56e-08, 6.82e-06, 9.24e-08]    []  
579500    [9.29e-07, 1.14e-06, 9.34e-07, 7.03e-07, 7.58e-07, 1.90e-06, 7.62e-07, 4.81e-05, 4.56e-05, 4.62e-08, 1.66e-05, 1.42e-05, 3.62e-05, 6.01e-06, 5.23e-08, 6.68e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.65e-05, 2.79e-05]    [9.29e-07, 1.14e-06, 9.34e-07, 7.03e-07, 7.58e-07, 1.90e-06, 7.62e-07, 4.81e-05, 4.56e-05, 4.62e-08, 1.66e-05, 1.42e-05, 3.62e-05, 6.01e-06, 5.23e-08, 6.68e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.65e-05, 2.79e-05]    []  
579600    [8.83e-07, 1.40e-06, 9.38e-07, 8.43e-07, 8.05e-07, 1.94e-06, 7.56e-07, 4.61e-06, 3.07e-08, 4.35e-07, 2.23e-06, 5.71e-06, 8.44e-06, 2.27e-05, 0.00e+00, 1.02e-09, 1.84e-09, 0.00e+00, 3.93e-07, 5.97e-10, 2.49e-06, 4.48e-09]    [8.83e-07, 1.40e-06, 9.38e-07, 8.43e-07, 8.05e-07, 1.94e-06, 7.56e-07, 4.61e-06, 3.07e-08, 4.35e-07, 2.23e-06, 5.71e-06, 8.44e-06, 2.27e-05, 0.00e+00, 1.02e-09, 1.84e-09, 0.00e+00, 3.93e-07, 5.97e-10, 2.49e-06, 4.48e-09]    []  
579700    [1.06e-06, 1.19e-06, 9.31e-07, 9.05e-07, 1.01e-06, 1.91e-06, 8.25e-07, 3.36e-06, 5.16e-08, 4.47e-07, 1.36e-05, 1.11e-05, 3.86e-05, 3.71e-05, 4.18e-07, 2.85e-07, 8.21e-07, 5.95e-07, 8.67e-07, 0.00e+00, 5.32e-06, 4.45e-08]    [1.06e-06, 1.19e-06, 9.31e-07, 9.05e-07, 1.01e-06, 1.91e-06, 8.25e-07, 3.36e-06, 5.16e-08, 4.47e-07, 1.36e-05, 1.11e-05, 3.86e-05, 3.71e-05, 4.18e-07, 2.85e-07, 8.21e-07, 5.95e-07, 8.67e-07, 0.00e+00, 5.32e-06, 4.45e-08]    []  
579800    [4.03e-06, 1.63e-06, 1.12e-06, 1.21e-06, 1.34e-06, 2.20e-06, 9.46e-07, 1.47e-05, 4.03e-08, 3.29e-06, 3.81e-05, 4.02e-05, 1.39e-04, 2.10e-04, 2.45e-06, 1.68e-06, 2.56e-06, 2.23e-06, 4.53e-06, 8.66e-09, 2.55e-05, 5.01e-08]    [4.03e-06, 1.63e-06, 1.12e-06, 1.21e-06, 1.34e-06, 2.20e-06, 9.46e-07, 1.47e-05, 4.03e-08, 3.29e-06, 3.81e-05, 4.02e-05, 1.39e-04, 2.10e-04, 2.45e-06, 1.68e-06, 2.56e-06, 2.23e-06, 4.53e-06, 8.66e-09, 2.55e-05, 5.01e-08]    []  
579900    [9.84e-07, 1.17e-06, 9.20e-07, 9.09e-07, 9.90e-07, 1.90e-06, 8.40e-07, 5.47e-07, 3.19e-10, 3.68e-07, 1.01e-05, 8.92e-06, 2.77e-05, 2.97e-05, 3.38e-07, 2.95e-07, 5.99e-07, 5.23e-07, 2.64e-07, 4.21e-10, 1.65e-06, 3.14e-09]    [9.84e-07, 1.17e-06, 9.20e-07, 9.09e-07, 9.90e-07, 1.90e-06, 8.40e-07, 5.47e-07, 3.19e-10, 3.68e-07, 1.01e-05, 8.92e-06, 2.77e-05, 2.97e-05, 3.38e-07, 2.95e-07, 5.99e-07, 5.23e-07, 2.64e-07, 4.21e-10, 1.65e-06, 3.14e-09]    []  
580000    [3.27e-05, 7.16e-06, 3.47e-06, 4.66e-06, 4.62e-06, 5.93e-06, 2.44e-06, 3.17e-05, 2.73e-07, 5.34e-05, 9.12e-05, 3.16e-04, 4.49e-04, 1.96e-03, 3.43e-05, 3.49e-05, 1.41e-05, 1.15e-05, 9.22e-06, 6.84e-08, 4.93e-05, 3.67e-07]    [3.27e-05, 7.16e-06, 3.47e-06, 4.66e-06, 4.62e-06, 5.93e-06, 2.44e-06, 3.17e-05, 2.73e-07, 5.34e-05, 9.12e-05, 3.16e-04, 4.49e-04, 1.96e-03, 3.43e-05, 3.49e-05, 1.41e-05, 1.15e-05, 9.22e-06, 6.84e-08, 4.93e-05, 3.67e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 46.778567 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
580000    [3.27e-05, 7.16e-06, 3.47e-06, 4.66e-06, 4.62e-06, 5.93e-06, 2.44e-06, 3.17e-05, 2.73e-07, 5.34e-05, 9.12e-05, 3.16e-04, 4.49e-04, 1.96e-03, 3.43e-05, 3.49e-05, 1.41e-05, 1.15e-05, 9.22e-06, 6.84e-08, 4.93e-05, 3.67e-07]    [3.27e-05, 7.16e-06, 3.47e-06, 4.66e-06, 4.62e-06, 5.93e-06, 2.44e-06, 3.17e-05, 2.73e-07, 5.34e-05, 9.12e-05, 3.16e-04, 4.49e-04, 1.96e-03, 3.43e-05, 3.49e-05, 1.41e-05, 1.15e-05, 9.22e-06, 6.84e-08, 4.93e-05, 3.67e-07]    []  
580100    [8.17e-06, 4.56e-06, 6.92e-06, 4.24e-06, 3.86e-06, 4.97e-06, 1.15e-06, 1.72e-05, 1.51e-04, 1.19e-05, 1.28e-04, 7.29e-05, 5.01e-04, 8.36e-04, 1.39e-05, 1.84e-06, 3.28e-06, 6.23e-07, 0.00e+00, 0.00e+00, 8.12e-06, 2.57e-04]    [8.17e-06, 4.56e-06, 6.92e-06, 4.24e-06, 3.86e-06, 4.97e-06, 1.15e-06, 1.72e-05, 1.51e-04, 1.19e-05, 1.28e-04, 7.29e-05, 5.01e-04, 8.36e-04, 1.39e-05, 1.84e-06, 3.28e-06, 6.23e-07, 0.00e+00, 0.00e+00, 8.12e-06, 2.57e-04]    []  
580200    [4.36e-07, 1.14e-06, 8.97e-07, 8.54e-07, 8.43e-07, 1.79e-06, 8.29e-07, 4.56e-09, 3.90e-08, 6.15e-09, 1.31e-06, 1.93e-06, 1.81e-06, 4.94e-07, 2.68e-09, 6.52e-09, 2.21e-08, 2.28e-08, 0.00e+00, 5.27e-09, 5.55e-08, 3.10e-08]    [4.36e-07, 1.14e-06, 8.97e-07, 8.54e-07, 8.43e-07, 1.79e-06, 8.29e-07, 4.56e-09, 3.90e-08, 6.15e-09, 1.31e-06, 1.93e-06, 1.81e-06, 4.94e-07, 2.68e-09, 6.52e-09, 2.21e-08, 2.28e-08, 0.00e+00, 5.27e-09, 5.55e-08, 3.10e-08]    []  
580300    [4.76e-07, 1.12e-06, 9.28e-07, 8.25e-07, 8.95e-07, 1.79e-06, 8.23e-07, 3.46e-07, 1.41e-11, 3.14e-08, 1.51e-06, 2.09e-06, 1.85e-06, 1.06e-06, 5.75e-08, 4.90e-08, 8.36e-08, 1.02e-07, 0.00e+00, 3.13e-10, 9.11e-07, 4.87e-09]    [4.76e-07, 1.12e-06, 9.28e-07, 8.25e-07, 8.95e-07, 1.79e-06, 8.23e-07, 3.46e-07, 1.41e-11, 3.14e-08, 1.51e-06, 2.09e-06, 1.85e-06, 1.06e-06, 5.75e-08, 4.90e-08, 8.36e-08, 1.02e-07, 0.00e+00, 3.13e-10, 9.11e-07, 4.87e-09]    []  
580400    [4.31e-07, 1.12e-06, 1.10e-06, 8.17e-07, 8.25e-07, 1.76e-06, 8.85e-07, 6.03e-07, 9.17e-05, 8.71e-10, 1.41e-06, 2.00e-06, 1.57e-06, 8.52e-08, 2.97e-08, 2.61e-08, 8.83e-08, 7.06e-08, 3.74e-09, 2.50e-05, 8.68e-09, 1.02e-04]    [4.31e-07, 1.12e-06, 1.10e-06, 8.17e-07, 8.25e-07, 1.76e-06, 8.85e-07, 6.03e-07, 9.17e-05, 8.71e-10, 1.41e-06, 2.00e-06, 1.57e-06, 8.52e-08, 2.97e-08, 2.61e-08, 8.83e-08, 7.06e-08, 3.74e-09, 2.50e-05, 8.68e-09, 1.02e-04]    []  
580500    [5.19e-07, 1.13e-06, 9.14e-07, 8.20e-07, 8.86e-07, 1.81e-06, 8.63e-07, 4.76e-08, 1.36e-08, 2.68e-08, 1.81e-06, 2.31e-06, 1.87e-06, 2.47e-06, 8.02e-08, 7.39e-08, 9.59e-08, 9.01e-08, 4.66e-09, 3.71e-10, 2.02e-08, 1.33e-08]    [5.19e-07, 1.13e-06, 9.14e-07, 8.20e-07, 8.86e-07, 1.81e-06, 8.63e-07, 4.76e-08, 1.36e-08, 2.68e-08, 1.81e-06, 2.31e-06, 1.87e-06, 2.47e-06, 8.02e-08, 7.39e-08, 9.59e-08, 9.01e-08, 4.66e-09, 3.71e-10, 2.02e-08, 1.33e-08]    []  
580600    [8.06e-07, 1.26e-06, 9.53e-07, 8.40e-07, 8.21e-07, 1.83e-06, 8.35e-07, 5.06e-07, 3.36e-13, 8.73e-08, 5.91e-06, 6.35e-06, 1.91e-05, 1.38e-05, 7.73e-10, 3.45e-09, 0.00e+00, 0.00e+00, 2.63e-08, 2.20e-10, 1.47e-07, 1.46e-09]    [8.06e-07, 1.26e-06, 9.53e-07, 8.40e-07, 8.21e-07, 1.83e-06, 8.35e-07, 5.06e-07, 3.36e-13, 8.73e-08, 5.91e-06, 6.35e-06, 1.91e-05, 1.38e-05, 7.73e-10, 3.45e-09, 0.00e+00, 0.00e+00, 2.63e-08, 2.20e-10, 1.47e-07, 1.46e-09]    []  
580700    [1.34e-06, 1.46e-06, 1.01e-06, 9.30e-07, 8.61e-07, 1.94e-06, 8.49e-07, 8.84e-09, 1.25e-13, 9.52e-07, 5.31e-06, 1.12e-05, 2.50e-05, 5.55e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.09e-10, 1.03e-06, 2.53e-09]    [1.34e-06, 1.46e-06, 1.01e-06, 9.30e-07, 8.61e-07, 1.94e-06, 8.49e-07, 8.84e-09, 1.25e-13, 9.52e-07, 5.31e-06, 1.12e-05, 2.50e-05, 5.55e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.09e-10, 1.03e-06, 2.53e-09]    []  
580800    [1.10e-06, 1.32e-06, 1.00e-06, 8.37e-07, 8.15e-07, 1.79e-06, 8.43e-07, 2.72e-06, 1.65e-11, 4.78e-07, 1.05e-05, 1.05e-05, 3.47e-05, 3.94e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.78e-10, 6.38e-06, 4.08e-09]    [1.10e-06, 1.32e-06, 1.00e-06, 8.37e-07, 8.15e-07, 1.79e-06, 8.43e-07, 2.72e-06, 1.65e-11, 4.78e-07, 1.05e-05, 1.05e-05, 3.47e-05, 3.94e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.78e-10, 6.38e-06, 4.08e-09]    []  
580900    [7.74e-06, 2.72e-06, 1.78e-06, 1.65e-06, 1.59e-06, 3.23e-06, 1.08e-06, 6.22e-06, 7.17e-09, 8.76e-06, 3.73e-05, 6.08e-05, 1.79e-04, 4.17e-04, 5.40e-06, 2.68e-06, 4.32e-06, 1.80e-06, 1.80e-06, 2.91e-09, 1.02e-05, 1.81e-08]    [7.74e-06, 2.72e-06, 1.78e-06, 1.65e-06, 1.59e-06, 3.23e-06, 1.08e-06, 6.22e-06, 7.17e-09, 8.76e-06, 3.73e-05, 6.08e-05, 1.79e-04, 4.17e-04, 5.40e-06, 2.68e-06, 4.32e-06, 1.80e-06, 1.80e-06, 2.91e-09, 1.02e-05, 1.81e-08]    []  
581000    [1.03e-06, 1.35e-06, 9.63e-07, 8.16e-07, 8.15e-07, 1.88e-06, 8.05e-07, 7.28e-08, 1.57e-08, 3.48e-07, 5.19e-06, 7.79e-06, 2.26e-05, 3.00e-05, 0.00e+00, 1.91e-10, 0.00e+00, 0.00e+00, 1.61e-09, 0.00e+00, 2.12e-08, 2.54e-08]    [1.03e-06, 1.35e-06, 9.63e-07, 8.16e-07, 8.15e-07, 1.88e-06, 8.05e-07, 7.28e-08, 1.57e-08, 3.48e-07, 5.19e-06, 7.79e-06, 2.26e-05, 3.00e-05, 0.00e+00, 1.91e-10, 0.00e+00, 0.00e+00, 1.61e-09, 0.00e+00, 2.12e-08, 2.54e-08]    []  
581100    [8.85e-07, 1.16e-06, 9.24e-07, 8.70e-07, 9.86e-07, 1.88e-06, 8.34e-07, 1.93e-06, 4.14e-09, 3.25e-07, 1.04e-05, 8.56e-06, 2.69e-05, 2.38e-05, 3.12e-07, 2.39e-07, 5.36e-07, 4.66e-07, 4.87e-07, 6.70e-10, 3.06e-06, 4.37e-09]    [8.85e-07, 1.16e-06, 9.24e-07, 8.70e-07, 9.86e-07, 1.88e-06, 8.34e-07, 1.93e-06, 4.14e-09, 3.25e-07, 1.04e-05, 8.56e-06, 2.69e-05, 2.38e-05, 3.12e-07, 2.39e-07, 5.36e-07, 4.66e-07, 4.87e-07, 6.70e-10, 3.06e-06, 4.37e-09]    []  
581200    [3.07e-05, 1.16e-05, 2.89e-06, 7.25e-06, 2.41e-06, 7.53e-06, 1.32e-06, 6.04e-05, 3.12e-07, 3.16e-05, 8.87e-05, 3.12e-04, 4.85e-04, 1.64e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.40e-04, 5.09e-07]    [3.07e-05, 1.16e-05, 2.89e-06, 7.25e-06, 2.41e-06, 7.53e-06, 1.32e-06, 6.04e-05, 3.12e-07, 3.16e-05, 8.87e-05, 3.12e-04, 4.85e-04, 1.64e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.40e-04, 5.09e-07]    []  
581300    [3.94e-05, 8.27e-06, 3.75e-06, 5.37e-06, 5.40e-06, 6.57e-06, 2.73e-06, 8.85e-05, 5.39e-07, 6.14e-05, 1.12e-04, 3.90e-04, 5.83e-04, 2.32e-03, 4.34e-05, 4.41e-05, 1.76e-05, 1.45e-05, 2.69e-05, 1.17e-07, 1.36e-04, 6.12e-07]    [3.94e-05, 8.27e-06, 3.75e-06, 5.37e-06, 5.40e-06, 6.57e-06, 2.73e-06, 8.85e-05, 5.39e-07, 6.14e-05, 1.12e-04, 3.90e-04, 5.83e-04, 2.32e-03, 4.34e-05, 4.41e-05, 1.76e-05, 1.45e-05, 2.69e-05, 1.17e-07, 1.36e-04, 6.12e-07]    []  
581400    [5.17e-07, 1.14e-06, 8.84e-07, 8.60e-07, 9.61e-07, 1.82e-06, 8.40e-07, 2.01e-08, 5.74e-05, 6.22e-08, 1.97e-06, 2.48e-06, 3.53e-06, 3.20e-06, 7.31e-08, 5.44e-08, 1.52e-07, 1.50e-07, 5.48e-09, 0.00e+00, 3.20e-08, 7.98e-05]    [5.17e-07, 1.14e-06, 8.84e-07, 8.60e-07, 9.61e-07, 1.82e-06, 8.40e-07, 2.01e-08, 5.74e-05, 6.22e-08, 1.97e-06, 2.48e-06, 3.53e-06, 3.20e-06, 7.31e-08, 5.44e-08, 1.52e-07, 1.50e-07, 5.48e-09, 0.00e+00, 3.20e-08, 7.98e-05]    []  
581500    [4.84e-07, 1.21e-06, 9.54e-07, 8.56e-07, 8.40e-07, 1.78e-06, 8.31e-07, 2.55e-07, 4.34e-08, 1.06e-08, 3.01e-06, 2.81e-06, 5.52e-06, 1.22e-06, 4.10e-08, 9.12e-09, 2.12e-08, 1.91e-08, 1.14e-08, 0.00e+00, 6.46e-08, 3.46e-08]    [4.84e-07, 1.21e-06, 9.54e-07, 8.56e-07, 8.40e-07, 1.78e-06, 8.31e-07, 2.55e-07, 4.34e-08, 1.06e-08, 3.01e-06, 2.81e-06, 5.52e-06, 1.22e-06, 4.10e-08, 9.12e-09, 2.12e-08, 1.91e-08, 1.14e-08, 0.00e+00, 6.46e-08, 3.46e-08]    []  
581600    [5.25e-07, 1.15e-06, 9.35e-07, 7.87e-07, 8.96e-07, 1.86e-06, 8.47e-07, 3.00e-06, 4.41e-10, 5.90e-10, 2.32e-06, 2.32e-06, 2.52e-06, 6.95e-07, 2.94e-08, 1.50e-08, 1.40e-07, 6.54e-08, 0.00e+00, 2.31e-10, 2.26e-06, 4.07e-09]    [5.25e-07, 1.15e-06, 9.35e-07, 7.87e-07, 8.96e-07, 1.86e-06, 8.47e-07, 3.00e-06, 4.41e-10, 5.90e-10, 2.32e-06, 2.32e-06, 2.52e-06, 6.95e-07, 2.94e-08, 1.50e-08, 1.40e-07, 6.54e-08, 0.00e+00, 2.31e-10, 2.26e-06, 4.07e-09]    []  
581700    [8.43e-07, 1.17e-06, 9.58e-07, 8.54e-07, 9.68e-07, 1.88e-06, 8.64e-07, 6.88e-07, 1.83e-09, 3.82e-07, 3.50e-06, 5.17e-06, 9.17e-06, 1.92e-05, 3.65e-07, 1.92e-07, 3.39e-07, 3.48e-07, 1.42e-07, 6.28e-10, 9.25e-07, 3.57e-09]    [8.43e-07, 1.17e-06, 9.58e-07, 8.54e-07, 9.68e-07, 1.88e-06, 8.64e-07, 6.88e-07, 1.83e-09, 3.82e-07, 3.50e-06, 5.17e-06, 9.17e-06, 1.92e-05, 3.65e-07, 1.92e-07, 3.39e-07, 3.48e-07, 1.42e-07, 6.28e-10, 9.25e-07, 3.57e-09]    []  
581800    [3.36e-05, 1.10e-05, 3.69e-06, 6.19e-06, 3.14e-06, 6.90e-06, 1.56e-06, 1.54e-05, 1.06e-04, 4.48e-05, 6.56e-05, 3.66e-04, 4.11e-04, 1.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.79e-05, 3.60e-05, 1.11e-04]    [3.36e-05, 1.10e-05, 3.69e-06, 6.19e-06, 3.14e-06, 6.90e-06, 1.56e-06, 1.54e-05, 1.06e-04, 4.48e-05, 6.56e-05, 3.66e-04, 4.11e-04, 1.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.79e-05, 3.60e-05, 1.11e-04]    []  
581900    [2.25e-06, 1.43e-06, 1.12e-06, 8.09e-07, 1.19e-06, 2.02e-06, 8.43e-07, 2.86e-05, 1.01e-07, 1.36e-06, 2.13e-05, 1.93e-05, 6.45e-05, 8.91e-05, 4.86e-07, 1.14e-06, 8.08e-07, 1.69e-06, 5.40e-06, 3.42e-08, 3.05e-05, 1.99e-07]    [2.25e-06, 1.43e-06, 1.12e-06, 8.09e-07, 1.19e-06, 2.02e-06, 8.43e-07, 2.86e-05, 1.01e-07, 1.36e-06, 2.13e-05, 1.93e-05, 6.45e-05, 8.91e-05, 4.86e-07, 1.14e-06, 8.08e-07, 1.69e-06, 5.40e-06, 3.42e-08, 3.05e-05, 1.99e-07]    []  
582000    [4.58e-06, 1.61e-06, 1.18e-06, 1.14e-06, 1.40e-06, 2.24e-06, 1.03e-06, 3.88e-06, 7.24e-06, 5.04e-06, 2.09e-05, 3.64e-05, 8.80e-05, 2.10e-04, 2.74e-06, 2.14e-06, 2.68e-06, 1.56e-06, 1.24e-06, 3.99e-07, 7.45e-06, 2.02e-06]    [4.58e-06, 1.61e-06, 1.18e-06, 1.14e-06, 1.40e-06, 2.24e-06, 1.03e-06, 3.88e-06, 7.24e-06, 5.04e-06, 2.09e-05, 3.64e-05, 8.80e-05, 2.10e-04, 2.74e-06, 2.14e-06, 2.68e-06, 1.56e-06, 1.24e-06, 3.99e-07, 7.45e-06, 2.02e-06]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 60.086365 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
582000    [4.58e-06, 1.61e-06, 1.18e-06, 1.14e-06, 1.40e-06, 2.24e-06, 1.03e-06, 3.88e-06, 7.24e-06, 5.04e-06, 2.09e-05, 3.64e-05, 8.80e-05, 2.10e-04, 2.74e-06, 2.14e-06, 2.68e-06, 1.56e-06, 1.24e-06, 3.99e-07, 7.45e-06, 2.02e-06]    [4.58e-06, 1.61e-06, 1.18e-06, 1.14e-06, 1.40e-06, 2.24e-06, 1.03e-06, 3.88e-06, 7.24e-06, 5.04e-06, 2.09e-05, 3.64e-05, 8.80e-05, 2.10e-04, 2.74e-06, 2.14e-06, 2.68e-06, 1.56e-06, 1.24e-06, 3.99e-07, 7.45e-06, 2.02e-06]    []  
582100    [6.23e-06, 2.72e-06, 1.61e-06, 1.31e-06, 1.48e-06, 2.78e-06, 8.27e-07, 6.28e-06, 1.59e-08, 5.59e-06, 4.81e-05, 5.67e-05, 1.95e-04, 3.37e-04, 4.30e-06, 2.30e-06, 3.33e-06, 4.83e-06, 2.34e-06, 9.44e-09, 1.31e-05, 5.80e-08]    [6.23e-06, 2.72e-06, 1.61e-06, 1.31e-06, 1.48e-06, 2.78e-06, 8.27e-07, 6.28e-06, 1.59e-08, 5.59e-06, 4.81e-05, 5.67e-05, 1.95e-04, 3.37e-04, 4.30e-06, 2.30e-06, 3.33e-06, 4.83e-06, 2.34e-06, 9.44e-09, 1.31e-05, 5.80e-08]    []  
582200    [9.64e-07, 1.14e-06, 1.01e-06, 6.83e-07, 7.75e-07, 1.94e-06, 7.99e-07, 4.20e-05, 4.80e-08, 3.43e-09, 1.26e-05, 1.09e-05, 3.33e-05, 1.35e-05, 8.21e-09, 4.44e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.14e-05, 7.48e-08]    [9.64e-07, 1.14e-06, 1.01e-06, 6.83e-07, 7.75e-07, 1.94e-06, 7.99e-07, 4.20e-05, 4.80e-08, 3.43e-09, 1.26e-05, 1.09e-05, 3.33e-05, 1.35e-05, 8.21e-09, 4.44e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.14e-05, 7.48e-08]    []  
582300    [5.74e-07, 1.26e-06, 8.61e-07, 8.10e-07, 8.59e-07, 1.90e-06, 8.10e-07, 9.57e-06, 3.16e-06, 2.05e-07, 3.19e-06, 3.79e-06, 1.99e-06, 4.18e-06, 9.86e-10, 7.88e-09, 2.54e-08, 3.05e-09, 1.39e-06, 0.00e+00, 8.48e-06, 8.79e-07]    [5.74e-07, 1.26e-06, 8.61e-07, 8.10e-07, 8.59e-07, 1.90e-06, 8.10e-07, 9.57e-06, 3.16e-06, 2.05e-07, 3.19e-06, 3.79e-06, 1.99e-06, 4.18e-06, 9.86e-10, 7.88e-09, 2.54e-08, 3.05e-09, 1.39e-06, 0.00e+00, 8.48e-06, 8.79e-07]    []  
582400    [2.11e-06, 1.58e-06, 1.10e-06, 9.71e-07, 8.67e-07, 1.85e-06, 8.94e-07, 4.32e-06, 8.41e-10, 1.21e-06, 1.98e-05, 2.11e-05, 7.04e-05, 9.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.92e-06, 3.35e-08]    [2.11e-06, 1.58e-06, 1.10e-06, 9.71e-07, 8.67e-07, 1.85e-06, 8.94e-07, 4.32e-06, 8.41e-10, 1.21e-06, 1.98e-05, 2.11e-05, 7.04e-05, 9.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.92e-06, 3.35e-08]    []  
582500    [8.25e-06, 4.24e-06, 9.94e-07, 3.17e-06, 1.35e-06, 3.68e-06, 7.70e-07, 4.29e-06, 7.39e-09, 1.34e-05, 1.08e-05, 9.49e-05, 4.91e-05, 3.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.39e-07, 1.30e-11, 3.20e-06, 1.76e-09]    [8.25e-06, 4.24e-06, 9.94e-07, 3.17e-06, 1.35e-06, 3.68e-06, 7.70e-07, 4.29e-06, 7.39e-09, 1.34e-05, 1.08e-05, 9.49e-05, 4.91e-05, 3.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.39e-07, 1.30e-11, 3.20e-06, 1.76e-09]    []  
582600    [1.40e-06, 1.27e-06, 9.32e-07, 7.71e-07, 9.86e-07, 1.98e-06, 7.51e-07, 3.60e-06, 5.76e-06, 1.21e-06, 1.34e-05, 1.12e-05, 3.01e-05, 2.81e-05, 3.25e-07, 3.73e-07, 5.25e-07, 5.52e-07, 7.23e-07, 0.00e+00, 4.45e-06, 1.73e-05]    [1.40e-06, 1.27e-06, 9.32e-07, 7.71e-07, 9.86e-07, 1.98e-06, 7.51e-07, 3.60e-06, 5.76e-06, 1.21e-06, 1.34e-05, 1.12e-05, 3.01e-05, 2.81e-05, 3.25e-07, 3.73e-07, 5.25e-07, 5.52e-07, 7.23e-07, 0.00e+00, 4.45e-06, 1.73e-05]    []  
582700    [1.32e-06, 1.22e-06, 1.02e-06, 8.71e-07, 1.07e-06, 1.95e-06, 9.20e-07, 6.73e-09, 8.83e-09, 1.21e-06, 5.09e-06, 8.59e-06, 1.68e-05, 4.48e-05, 5.13e-07, 3.74e-07, 5.54e-07, 4.49e-07, 9.85e-08, 5.16e-10, 6.26e-07, 5.88e-09]    [1.32e-06, 1.22e-06, 1.02e-06, 8.71e-07, 1.07e-06, 1.95e-06, 9.20e-07, 6.73e-09, 8.83e-09, 1.21e-06, 5.09e-06, 8.59e-06, 1.68e-05, 4.48e-05, 5.13e-07, 3.74e-07, 5.54e-07, 4.49e-07, 9.85e-08, 5.16e-10, 6.26e-07, 5.88e-09]    []  
582800    [7.63e-07, 1.15e-06, 9.13e-07, 8.87e-07, 1.00e-06, 1.85e-06, 8.72e-07, 1.07e-06, 2.00e-07, 1.36e-07, 8.53e-06, 7.07e-06, 1.88e-05, 1.32e-05, 2.41e-07, 2.21e-07, 3.82e-07, 3.59e-07, 3.48e-07, 4.77e-09, 2.20e-06, 2.40e-08]    [7.63e-07, 1.15e-06, 9.13e-07, 8.87e-07, 1.00e-06, 1.85e-06, 8.72e-07, 1.07e-06, 2.00e-07, 1.36e-07, 8.53e-06, 7.07e-06, 1.88e-05, 1.32e-05, 2.41e-07, 2.21e-07, 3.82e-07, 3.59e-07, 3.48e-07, 4.77e-09, 2.20e-06, 2.40e-08]    []  
582900    [1.82e-05, 6.53e-06, 2.13e-06, 3.96e-06, 1.67e-06, 4.55e-06, 1.12e-06, 2.59e-05, 5.73e-07, 1.68e-05, 7.64e-05, 1.76e-04, 3.77e-04, 9.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.96e-05, 8.67e-07]    [1.82e-05, 6.53e-06, 2.13e-06, 3.96e-06, 1.67e-06, 4.55e-06, 1.12e-06, 2.59e-05, 5.73e-07, 1.68e-05, 7.64e-05, 1.76e-04, 3.77e-04, 9.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.96e-05, 8.67e-07]    []  
583000    [4.22e-05, 9.17e-06, 4.24e-06, 5.95e-06, 5.98e-06, 7.17e-06, 3.22e-06, 3.25e-05, 1.30e-06, 7.45e-05, 1.11e-04, 4.26e-04, 4.79e-04, 2.51e-03, 4.79e-05, 5.21e-05, 1.73e-05, 1.40e-05, 9.36e-06, 3.83e-07, 4.97e-05, 1.92e-06]    [4.22e-05, 9.17e-06, 4.24e-06, 5.95e-06, 5.98e-06, 7.17e-06, 3.22e-06, 3.25e-05, 1.30e-06, 7.45e-05, 1.11e-04, 4.26e-04, 4.79e-04, 2.51e-03, 4.79e-05, 5.21e-05, 1.73e-05, 1.40e-05, 9.36e-06, 3.83e-07, 4.97e-05, 1.92e-06]    []  
583100    [2.37e-05, 7.12e-06, 7.47e-06, 1.80e-05, 1.00e-05, 5.24e-06, 6.17e-06, 8.09e-06, 2.50e-05, 3.79e-05, 1.23e-04, 2.52e-04, 6.02e-04, 2.10e-03, 8.56e-06, 1.03e-04, 8.66e-06, 5.63e-06, 1.90e-06, 0.00e+00, 1.02e-05, 3.01e-05]    [2.37e-05, 7.12e-06, 7.47e-06, 1.80e-05, 1.00e-05, 5.24e-06, 6.17e-06, 8.09e-06, 2.50e-05, 3.79e-05, 1.23e-04, 2.52e-04, 6.02e-04, 2.10e-03, 8.56e-06, 1.03e-04, 8.66e-06, 5.63e-06, 1.90e-06, 0.00e+00, 1.02e-05, 3.01e-05]    []  
583200    [4.74e-07, 1.18e-06, 9.00e-07, 8.77e-07, 8.94e-07, 1.81e-06, 8.85e-07, 5.80e-09, 3.29e-10, 1.87e-08, 1.40e-06, 1.94e-06, 1.70e-06, 5.28e-07, 3.42e-08, 2.96e-08, 7.72e-08, 6.11e-08, 4.62e-09, 7.74e-11, 2.00e-08, 2.90e-09]    [4.74e-07, 1.18e-06, 9.00e-07, 8.77e-07, 8.94e-07, 1.81e-06, 8.85e-07, 5.80e-09, 3.29e-10, 1.87e-08, 1.40e-06, 1.94e-06, 1.70e-06, 5.28e-07, 3.42e-08, 2.96e-08, 7.72e-08, 6.11e-08, 4.62e-09, 7.74e-11, 2.00e-08, 2.90e-09]    []  
583300    [2.58e-06, 1.79e-06, 1.10e-06, 1.09e-06, 8.60e-07, 2.04e-06, 8.74e-07, 2.32e-06, 4.43e-11, 1.84e-06, 1.90e-05, 2.49e-05, 7.63e-05, 1.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.48e-11, 6.69e-06, 3.84e-09]    [2.58e-06, 1.79e-06, 1.10e-06, 1.09e-06, 8.60e-07, 2.04e-06, 8.74e-07, 2.32e-06, 4.43e-11, 1.84e-06, 1.90e-05, 2.49e-05, 7.63e-05, 1.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.48e-11, 6.69e-06, 3.84e-09]    []  
583400    [5.07e-06, 2.40e-06, 9.43e-07, 1.41e-06, 1.05e-06, 2.38e-06, 8.44e-07, 1.11e-06, 1.42e-08, 5.30e-06, 2.33e-05, 4.79e-05, 1.28e-04, 2.61e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.62e-06, 2.15e-08]    [5.07e-06, 2.40e-06, 9.43e-07, 1.41e-06, 1.05e-06, 2.38e-06, 8.44e-07, 1.11e-06, 1.42e-08, 5.30e-06, 2.33e-05, 4.79e-05, 1.28e-04, 2.61e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.62e-06, 2.15e-08]    []  
583500    [5.40e-07, 1.24e-06, 9.19e-07, 7.98e-07, 8.71e-07, 1.88e-06, 8.48e-07, 8.04e-08, 6.20e-08, 1.27e-07, 2.15e-06, 3.48e-06, 1.76e-06, 4.88e-06, 7.84e-11, 1.23e-09, 2.70e-08, 6.53e-09, 2.51e-10, 0.00e+00, 1.16e-08, 2.09e-07]    [5.40e-07, 1.24e-06, 9.19e-07, 7.98e-07, 8.71e-07, 1.88e-06, 8.48e-07, 8.04e-08, 6.20e-08, 1.27e-07, 2.15e-06, 3.48e-06, 1.76e-06, 4.88e-06, 7.84e-11, 1.23e-09, 2.70e-08, 6.53e-09, 2.51e-10, 0.00e+00, 1.16e-08, 2.09e-07]    []  
583600    [4.32e-07, 1.12e-06, 8.57e-07, 7.68e-07, 8.77e-07, 1.80e-06, 8.66e-07, 4.53e-08, 5.09e-09, 5.17e-10, 1.65e-06, 2.23e-06, 1.75e-06, 2.16e-08, 1.03e-08, 1.58e-08, 7.42e-08, 5.10e-08, 9.81e-09, 2.77e-11, 6.10e-08, 3.54e-08]    [4.32e-07, 1.12e-06, 8.57e-07, 7.68e-07, 8.77e-07, 1.80e-06, 8.66e-07, 4.53e-08, 5.09e-09, 5.17e-10, 1.65e-06, 2.23e-06, 1.75e-06, 2.16e-08, 1.03e-08, 1.58e-08, 7.42e-08, 5.10e-08, 9.81e-09, 2.77e-11, 6.10e-08, 3.54e-08]    []  
583700    [4.95e-07, 1.17e-06, 9.65e-07, 8.25e-07, 8.67e-07, 1.82e-06, 8.35e-07, 7.03e-07, 2.04e-07, 1.45e-08, 1.57e-06, 2.14e-06, 1.73e-06, 1.05e-07, 3.77e-08, 5.52e-08, 8.20e-08, 9.66e-08, 5.87e-08, 0.00e+00, 3.94e-07, 1.38e-07]    [4.95e-07, 1.17e-06, 9.65e-07, 8.25e-07, 8.67e-07, 1.82e-06, 8.35e-07, 7.03e-07, 2.04e-07, 1.45e-08, 1.57e-06, 2.14e-06, 1.73e-06, 1.05e-07, 3.77e-08, 5.52e-08, 8.20e-08, 9.66e-08, 5.87e-08, 0.00e+00, 3.94e-07, 1.38e-07]    []  
583800    [7.85e-05, 2.00e-05, 4.79e-06, 1.91e-05, 9.45e-06, 1.14e-05, 1.85e-06, 8.43e-06, 1.76e-04, 8.97e-05, 1.05e-04, 8.00e-04, 2.88e-04, 2.84e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.39e-06, 0.00e+00, 2.89e-05, 3.80e-04]    [7.85e-05, 2.00e-05, 4.79e-06, 1.91e-05, 9.45e-06, 1.14e-05, 1.85e-06, 8.43e-06, 1.76e-04, 8.97e-05, 1.05e-04, 8.00e-04, 2.88e-04, 2.84e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.39e-06, 0.00e+00, 2.89e-05, 3.80e-04]    []  
583900    [5.30e-07, 1.17e-06, 1.01e-06, 9.60e-07, 9.75e-07, 1.82e-06, 9.64e-07, 1.43e-07, 5.69e-08, 2.86e-08, 1.86e-06, 2.22e-06, 1.97e-06, 2.10e-07, 1.63e-08, 3.39e-08, 5.16e-08, 6.99e-08, 1.21e-08, 8.01e-10, 7.19e-08, 6.07e-09]    [5.30e-07, 1.17e-06, 1.01e-06, 9.60e-07, 9.75e-07, 1.82e-06, 9.64e-07, 1.43e-07, 5.69e-08, 2.86e-08, 1.86e-06, 2.22e-06, 1.97e-06, 2.10e-07, 1.63e-08, 3.39e-08, 5.16e-08, 6.99e-08, 1.21e-08, 8.01e-10, 7.19e-08, 6.07e-09]    []  
584000    [8.84e-07, 1.33e-06, 9.17e-07, 9.26e-07, 9.48e-07, 1.80e-06, 9.89e-07, 6.02e-08, 5.42e-11, 6.80e-07, 2.25e-06, 7.34e-06, 1.09e-05, 3.42e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.29e-11, 1.96e-07, 1.11e-09]    [8.84e-07, 1.33e-06, 9.17e-07, 9.26e-07, 9.48e-07, 1.80e-06, 9.89e-07, 6.02e-08, 5.42e-11, 6.80e-07, 2.25e-06, 7.34e-06, 1.09e-05, 3.42e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.29e-11, 1.96e-07, 1.11e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 52.318592 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
584000    [8.84e-07, 1.33e-06, 9.17e-07, 9.26e-07, 9.48e-07, 1.80e-06, 9.89e-07, 6.02e-08, 5.42e-11, 6.80e-07, 2.25e-06, 7.34e-06, 1.09e-05, 3.42e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.29e-11, 1.96e-07, 1.11e-09]    [8.84e-07, 1.33e-06, 9.17e-07, 9.26e-07, 9.48e-07, 1.80e-06, 9.89e-07, 6.02e-08, 5.42e-11, 6.80e-07, 2.25e-06, 7.34e-06, 1.09e-05, 3.42e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.29e-11, 1.96e-07, 1.11e-09]    []  
584100    [5.54e-07, 1.19e-06, 1.03e-06, 8.62e-07, 8.80e-07, 1.89e-06, 8.75e-07, 1.89e-08, 1.25e-08, 2.37e-08, 1.87e-06, 2.30e-06, 1.91e-06, 7.83e-08, 1.28e-08, 4.36e-08, 6.11e-08, 7.28e-08, 1.06e-09, 6.83e-11, 1.51e-08, 2.23e-08]    [5.54e-07, 1.19e-06, 1.03e-06, 8.62e-07, 8.80e-07, 1.89e-06, 8.75e-07, 1.89e-08, 1.25e-08, 2.37e-08, 1.87e-06, 2.30e-06, 1.91e-06, 7.83e-08, 1.28e-08, 4.36e-08, 6.11e-08, 7.28e-08, 1.06e-09, 6.83e-11, 1.51e-08, 2.23e-08]    []  
584200    [3.93e-07, 1.13e-06, 8.66e-07, 8.19e-07, 9.49e-07, 1.75e-06, 9.67e-07, 6.69e-12, 4.18e-10, 7.14e-11, 1.07e-06, 1.74e-06, 1.37e-06, 3.01e-09, 1.18e-08, 9.59e-09, 2.95e-08, 2.44e-08, 1.43e-09, 4.06e-11, 1.25e-08, 1.03e-09]    [3.93e-07, 1.13e-06, 8.66e-07, 8.19e-07, 9.49e-07, 1.75e-06, 9.67e-07, 6.69e-12, 4.18e-10, 7.14e-11, 1.07e-06, 1.74e-06, 1.37e-06, 3.01e-09, 1.18e-08, 9.59e-09, 2.95e-08, 2.44e-08, 1.43e-09, 4.06e-11, 1.25e-08, 1.03e-09]    []  
584300    [1.51e-06, 1.38e-06, 1.31e-06, 1.03e-06, 1.42e-06, 1.95e-06, 1.11e-06, 8.57e-07, 1.72e-05, 4.49e-06, 4.47e-06, 8.11e-06, 1.29e-05, 3.83e-05, 7.50e-08, 1.49e-06, 7.46e-07, 9.80e-07, 6.88e-07, 0.00e+00, 4.56e-06, 6.04e-05]    [1.51e-06, 1.38e-06, 1.31e-06, 1.03e-06, 1.42e-06, 1.95e-06, 1.11e-06, 8.57e-07, 1.72e-05, 4.49e-06, 4.47e-06, 8.11e-06, 1.29e-05, 3.83e-05, 7.50e-08, 1.49e-06, 7.46e-07, 9.80e-07, 6.88e-07, 0.00e+00, 4.56e-06, 6.04e-05]    []  
584400    [4.29e-07, 1.19e-06, 8.79e-07, 8.45e-07, 9.12e-07, 1.76e-06, 9.49e-07, 1.23e-10, 9.79e-11, 1.42e-10, 1.29e-06, 1.87e-06, 1.50e-06, 4.06e-09, 1.75e-08, 1.81e-08, 3.99e-08, 3.97e-08, 2.29e-11, 3.38e-10, 6.39e-09, 3.13e-09]    [4.29e-07, 1.19e-06, 8.79e-07, 8.45e-07, 9.12e-07, 1.76e-06, 9.49e-07, 1.23e-10, 9.79e-11, 1.42e-10, 1.29e-06, 1.87e-06, 1.50e-06, 4.06e-09, 1.75e-08, 1.81e-08, 3.99e-08, 3.97e-08, 2.29e-11, 3.38e-10, 6.39e-09, 3.13e-09]    []  
584500    [4.15e-06, 1.85e-06, 9.27e-07, 9.58e-07, 1.41e-06, 2.28e-06, 1.08e-06, 3.78e-05, 4.51e-10, 2.58e-06, 8.12e-06, 3.93e-05, 4.58e-05, 1.77e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.76e-05, 9.39e-09]    [4.15e-06, 1.85e-06, 9.27e-07, 9.58e-07, 1.41e-06, 2.28e-06, 1.08e-06, 3.78e-05, 4.51e-10, 2.58e-06, 8.12e-06, 3.93e-05, 4.58e-05, 1.77e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.76e-05, 9.39e-09]    []  
584600    [3.11e-06, 1.44e-06, 1.04e-06, 1.06e-06, 1.29e-06, 2.09e-06, 1.04e-06, 5.61e-06, 1.37e-09, 2.24e-06, 4.00e-05, 3.68e-05, 1.29e-04, 1.68e-04, 1.94e-06, 1.29e-06, 2.20e-06, 1.88e-06, 2.28e-06, 2.41e-09, 1.24e-05, 1.44e-08]    [3.11e-06, 1.44e-06, 1.04e-06, 1.06e-06, 1.29e-06, 2.09e-06, 1.04e-06, 5.61e-06, 1.37e-09, 2.24e-06, 4.00e-05, 3.68e-05, 1.29e-04, 1.68e-04, 1.94e-06, 1.29e-06, 2.20e-06, 1.88e-06, 2.28e-06, 2.41e-09, 1.24e-05, 1.44e-08]    []  
584700    [5.94e-07, 1.22e-06, 8.94e-07, 8.13e-07, 8.79e-07, 1.78e-06, 9.20e-07, 1.99e-07, 2.37e-10, 1.53e-07, 3.07e-06, 4.00e-06, 9.17e-06, 1.07e-05, 0.00e+00, 1.71e-11, 0.00e+00, 0.00e+00, 0.00e+00, 7.06e-11, 6.85e-07, 1.40e-09]    [5.94e-07, 1.22e-06, 8.94e-07, 8.13e-07, 8.79e-07, 1.78e-06, 9.20e-07, 1.99e-07, 2.37e-10, 1.53e-07, 3.07e-06, 4.00e-06, 9.17e-06, 1.07e-05, 0.00e+00, 1.71e-11, 0.00e+00, 0.00e+00, 0.00e+00, 7.06e-11, 6.85e-07, 1.40e-09]    []  
584800    [1.50e-05, 5.58e-06, 1.98e-06, 3.29e-06, 1.52e-06, 4.01e-06, 1.09e-06, 2.82e-05, 1.49e-07, 1.40e-05, 6.44e-05, 1.47e-04, 3.18e-04, 8.02e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.30e-05, 2.62e-07]    [1.50e-05, 5.58e-06, 1.98e-06, 3.29e-06, 1.52e-06, 4.01e-06, 1.09e-06, 2.82e-05, 1.49e-07, 1.40e-05, 6.44e-05, 1.47e-04, 3.18e-04, 8.02e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.30e-05, 2.62e-07]    []  
584900    [2.49e-06, 1.54e-06, 1.18e-06, 7.33e-07, 1.24e-06, 2.01e-06, 8.68e-07, 2.66e-05, 1.81e-05, 1.90e-06, 1.88e-05, 2.16e-05, 6.17e-05, 1.14e-04, 7.23e-07, 1.50e-06, 1.20e-06, 1.22e-06, 5.70e-06, 4.49e-06, 3.17e-05, 1.94e-05]    [2.49e-06, 1.54e-06, 1.18e-06, 7.33e-07, 1.24e-06, 2.01e-06, 8.68e-07, 2.66e-05, 1.81e-05, 1.90e-06, 1.88e-05, 2.16e-05, 6.17e-05, 1.14e-04, 7.23e-07, 1.50e-06, 1.20e-06, 1.22e-06, 5.70e-06, 4.49e-06, 3.17e-05, 1.94e-05]    []  
585000    [7.12e-07, 1.31e-06, 9.18e-07, 8.52e-07, 8.93e-07, 1.93e-06, 8.92e-07, 4.69e-08, 6.36e-09, 3.44e-07, 1.89e-06, 5.09e-06, 3.99e-06, 1.48e-05, 0.00e+00, 1.62e-09, 2.91e-09, 0.00e+00, 1.84e-09, 9.20e-10, 8.81e-09, 3.85e-09]    [7.12e-07, 1.31e-06, 9.18e-07, 8.52e-07, 8.93e-07, 1.93e-06, 8.92e-07, 4.69e-08, 6.36e-09, 3.44e-07, 1.89e-06, 5.09e-06, 3.99e-06, 1.48e-05, 0.00e+00, 1.62e-09, 2.91e-09, 0.00e+00, 1.84e-09, 9.20e-10, 8.81e-09, 3.85e-09]    []  
585100    [7.75e-07, 1.27e-06, 8.94e-07, 8.21e-07, 8.81e-07, 1.83e-06, 9.04e-07, 1.23e-06, 4.16e-06, 4.07e-07, 2.63e-06, 5.51e-06, 9.86e-06, 2.06e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.08e-06, 5.01e-06]    [7.75e-07, 1.27e-06, 8.94e-07, 8.21e-07, 8.81e-07, 1.83e-06, 9.04e-07, 1.23e-06, 4.16e-06, 4.07e-07, 2.63e-06, 5.51e-06, 9.86e-06, 2.06e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.08e-06, 5.01e-06]    []  
585200    [5.40e-07, 1.13e-06, 8.91e-07, 8.34e-07, 9.75e-07, 1.79e-06, 9.31e-07, 9.27e-07, 6.12e-08, 5.86e-08, 3.03e-06, 3.25e-06, 5.98e-06, 5.84e-06, 9.17e-08, 9.07e-08, 1.88e-07, 1.74e-07, 1.24e-07, 1.43e-08, 8.00e-07, 8.84e-08]    [5.40e-07, 1.13e-06, 8.91e-07, 8.34e-07, 9.75e-07, 1.79e-06, 9.31e-07, 9.27e-07, 6.12e-08, 5.86e-08, 3.03e-06, 3.25e-06, 5.98e-06, 5.84e-06, 9.17e-08, 9.07e-08, 1.88e-07, 1.74e-07, 1.24e-07, 1.43e-08, 8.00e-07, 8.84e-08]    []  
585300    [1.07e-06, 1.38e-06, 9.60e-07, 8.86e-07, 8.91e-07, 1.80e-06, 9.32e-07, 3.77e-07, 6.19e-10, 5.46e-07, 6.35e-06, 8.56e-06, 2.43e-05, 3.76e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.73e-10, 1.53e-06, 3.69e-09]    [1.07e-06, 1.38e-06, 9.60e-07, 8.86e-07, 8.91e-07, 1.80e-06, 9.32e-07, 3.77e-07, 6.19e-10, 5.46e-07, 6.35e-06, 8.56e-06, 2.43e-05, 3.76e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.73e-10, 1.53e-06, 3.69e-09]    []  
585400    [1.82e-05, 4.08e-06, 2.10e-06, 2.78e-06, 2.73e-06, 3.80e-06, 1.57e-06, 3.98e-05, 2.14e-06, 2.21e-05, 8.74e-05, 1.68e-04, 4.30e-04, 1.08e-03, 1.65e-05, 1.21e-05, 9.75e-06, 8.08e-06, 1.35e-05, 4.15e-07, 6.95e-05, 2.05e-06]    [1.82e-05, 4.08e-06, 2.10e-06, 2.78e-06, 2.73e-06, 3.80e-06, 1.57e-06, 3.98e-05, 2.14e-06, 2.21e-05, 8.74e-05, 1.68e-04, 4.30e-04, 1.08e-03, 1.65e-05, 1.21e-05, 9.75e-06, 8.08e-06, 1.35e-05, 4.15e-07, 6.95e-05, 2.05e-06]    []  
585500    [1.24e-06, 1.19e-06, 9.44e-07, 9.04e-07, 1.10e-06, 1.88e-06, 9.78e-07, 1.75e-06, 2.31e-12, 7.40e-07, 9.90e-06, 1.08e-05, 3.26e-05, 4.86e-05, 5.54e-07, 3.66e-07, 6.92e-07, 5.90e-07, 5.33e-07, 1.49e-10, 3.19e-06, 1.25e-09]    [1.24e-06, 1.19e-06, 9.44e-07, 9.04e-07, 1.10e-06, 1.88e-06, 9.78e-07, 1.75e-06, 2.31e-12, 7.40e-07, 9.90e-06, 1.08e-05, 3.26e-05, 4.86e-05, 5.54e-07, 3.66e-07, 6.92e-07, 5.90e-07, 5.33e-07, 1.49e-10, 3.19e-06, 1.25e-09]    []  
585600    [3.24e-06, 1.92e-06, 1.16e-06, 1.18e-06, 9.65e-07, 1.99e-06, 9.83e-07, 4.64e-06, 7.64e-08, 2.18e-06, 2.95e-05, 3.33e-05, 1.10e-04, 1.59e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-05, 5.83e-08]    [3.24e-06, 1.92e-06, 1.16e-06, 1.18e-06, 9.65e-07, 1.99e-06, 9.83e-07, 4.64e-06, 7.64e-08, 2.18e-06, 2.95e-05, 3.33e-05, 1.10e-04, 1.59e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-05, 5.83e-08]    []  
585700    [2.91e-06, 1.42e-06, 1.07e-06, 1.05e-06, 1.28e-06, 2.06e-06, 1.04e-06, 3.49e-06, 7.40e-08, 2.46e-06, 2.39e-05, 2.79e-05, 9.09e-05, 1.53e-04, 1.72e-06, 1.15e-06, 1.75e-06, 1.48e-06, 1.41e-06, 7.70e-09, 8.13e-06, 4.87e-08]    [2.91e-06, 1.42e-06, 1.07e-06, 1.05e-06, 1.28e-06, 2.06e-06, 1.04e-06, 3.49e-06, 7.40e-08, 2.46e-06, 2.39e-05, 2.79e-05, 9.09e-05, 1.53e-04, 1.72e-06, 1.15e-06, 1.75e-06, 1.48e-06, 1.41e-06, 7.70e-09, 8.13e-06, 4.87e-08]    []  
585800    [2.41e-05, 5.35e-06, 2.66e-06, 3.53e-06, 3.52e-06, 4.63e-06, 1.98e-06, 3.58e-05, 1.31e-07, 3.39e-05, 8.32e-05, 2.30e-04, 4.35e-04, 1.45e-03, 2.44e-05, 2.11e-05, 1.17e-05, 9.37e-06, 1.16e-05, 6.96e-08, 6.03e-05, 3.86e-07]    [2.41e-05, 5.35e-06, 2.66e-06, 3.53e-06, 3.52e-06, 4.63e-06, 1.98e-06, 3.58e-05, 1.31e-07, 3.39e-05, 8.32e-05, 2.30e-04, 4.35e-04, 1.45e-03, 2.44e-05, 2.11e-05, 1.17e-05, 9.37e-06, 1.16e-05, 6.96e-08, 6.03e-05, 3.86e-07]    []  
585900    [3.60e-05, 1.10e-05, 2.70e-06, 7.45e-06, 4.82e-06, 6.87e-06, 1.92e-06, 2.02e-05, 3.58e-04, 4.81e-05, 7.16e-05, 3.95e-04, 4.56e-04, 2.05e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.56e-05, 9.05e-04]    [3.60e-05, 1.10e-05, 2.70e-06, 7.45e-06, 4.82e-06, 6.87e-06, 1.92e-06, 2.02e-05, 3.58e-04, 4.81e-05, 7.16e-05, 3.95e-04, 4.56e-04, 2.05e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.56e-05, 9.05e-04]    []  
586000    [7.13e-05, 2.93e-05, 5.49e-06, 3.03e-05, 1.06e-05, 1.77e-05, 2.34e-06, 3.56e-05, 8.21e-08, 5.80e-05, 6.99e-05, 1.10e-03, 2.08e-04, 2.64e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.33e-06, 4.47e-10, 1.86e-05, 3.08e-09]    [7.13e-05, 2.93e-05, 5.49e-06, 3.03e-05, 1.06e-05, 1.77e-05, 2.34e-06, 3.56e-05, 8.21e-08, 5.80e-05, 6.99e-05, 1.10e-03, 2.08e-04, 2.64e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.33e-06, 4.47e-10, 1.86e-05, 3.08e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 57.980106 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
586000    [7.13e-05, 2.93e-05, 5.49e-06, 3.03e-05, 1.06e-05, 1.77e-05, 2.34e-06, 3.56e-05, 8.21e-08, 5.80e-05, 6.99e-05, 1.10e-03, 2.08e-04, 2.64e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.33e-06, 4.47e-10, 1.86e-05, 3.08e-09]    [7.13e-05, 2.93e-05, 5.49e-06, 3.03e-05, 1.06e-05, 1.77e-05, 2.34e-06, 3.56e-05, 8.21e-08, 5.80e-05, 6.99e-05, 1.10e-03, 2.08e-04, 2.64e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.33e-06, 4.47e-10, 1.86e-05, 3.08e-09]    []  
586100    [5.19e-07, 1.13e-06, 1.03e-06, 9.53e-07, 9.94e-07, 1.85e-06, 9.77e-07, 3.28e-07, 1.31e-08, 1.46e-08, 1.67e-06, 2.26e-06, 1.91e-06, 8.26e-08, 1.58e-08, 3.18e-08, 4.60e-08, 3.98e-08, 2.15e-08, 4.73e-09, 1.25e-07, 3.07e-08]    [5.19e-07, 1.13e-06, 1.03e-06, 9.53e-07, 9.94e-07, 1.85e-06, 9.77e-07, 3.28e-07, 1.31e-08, 1.46e-08, 1.67e-06, 2.26e-06, 1.91e-06, 8.26e-08, 1.58e-08, 3.18e-08, 4.60e-08, 3.98e-08, 2.15e-08, 4.73e-09, 1.25e-07, 3.07e-08]    []  
586200    [2.35e-05, 6.16e-06, 5.97e-06, 4.88e-06, 5.96e-06, 5.18e-06, 3.29e-06, 1.89e-05, 4.82e-06, 3.84e-05, 1.45e-04, 2.36e-04, 5.92e-04, 1.59e-03, 8.02e-06, 3.51e-05, 9.84e-06, 1.43e-05, 8.41e-06, 0.00e+00, 3.94e-05, 4.43e-06]    [2.35e-05, 6.16e-06, 5.97e-06, 4.88e-06, 5.96e-06, 5.18e-06, 3.29e-06, 1.89e-05, 4.82e-06, 3.84e-05, 1.45e-04, 2.36e-04, 5.92e-04, 1.59e-03, 8.02e-06, 3.51e-05, 9.84e-06, 1.43e-05, 8.41e-06, 0.00e+00, 3.94e-05, 4.43e-06]    []  
586300    [4.51e-07, 1.13e-06, 9.42e-07, 8.56e-07, 9.16e-07, 1.80e-06, 9.45e-07, 3.95e-08, 2.65e-09, 1.04e-09, 1.24e-06, 1.94e-06, 1.54e-06, 1.24e-08, 9.27e-09, 1.01e-08, 3.17e-08, 2.55e-08, 8.37e-10, 4.87e-11, 4.61e-08, 1.86e-09]    [4.51e-07, 1.13e-06, 9.42e-07, 8.56e-07, 9.16e-07, 1.80e-06, 9.45e-07, 3.95e-08, 2.65e-09, 1.04e-09, 1.24e-06, 1.94e-06, 1.54e-06, 1.24e-08, 9.27e-09, 1.01e-08, 3.17e-08, 2.55e-08, 8.37e-10, 4.87e-11, 4.61e-08, 1.86e-09]    []  
586400    [6.27e-06, 3.33e-06, 1.91e-06, 1.01e-06, 1.79e-06, 2.54e-06, 1.33e-06, 2.18e-06, 3.84e-04, 9.11e-06, 5.20e-05, 6.82e-05, 1.66e-04, 3.55e-04, 3.41e-06, 4.63e-06, 5.09e-06, 3.29e-06, 9.30e-07, 5.22e-05, 5.12e-06, 2.05e-04]    [6.27e-06, 3.33e-06, 1.91e-06, 1.01e-06, 1.79e-06, 2.54e-06, 1.33e-06, 2.18e-06, 3.84e-04, 9.11e-06, 5.20e-05, 6.82e-05, 1.66e-04, 3.55e-04, 3.41e-06, 4.63e-06, 5.09e-06, 3.29e-06, 9.30e-07, 5.22e-05, 5.12e-06, 2.05e-04]    []  
586500    [3.99e-07, 1.10e-06, 8.12e-07, 8.49e-07, 9.03e-07, 1.74e-06, 1.03e-06, 5.47e-13, 5.15e-09, 3.42e-09, 1.06e-06, 1.88e-06, 1.54e-06, 1.82e-07, 5.75e-09, 1.46e-08, 1.72e-08, 1.91e-08, 4.22e-10, 1.80e-11, 1.05e-08, 1.75e-09]    [3.99e-07, 1.10e-06, 8.12e-07, 8.49e-07, 9.03e-07, 1.74e-06, 1.03e-06, 5.47e-13, 5.15e-09, 3.42e-09, 1.06e-06, 1.88e-06, 1.54e-06, 1.82e-07, 5.75e-09, 1.46e-08, 1.72e-08, 1.91e-08, 4.22e-10, 1.80e-11, 1.05e-08, 1.75e-09]    []  
586600    [5.59e-07, 1.17e-06, 8.85e-07, 8.00e-07, 8.70e-07, 1.84e-06, 9.57e-07, 2.74e-07, 3.80e-10, 2.60e-07, 1.50e-06, 3.72e-06, 3.93e-06, 8.97e-06, 0.00e+00, 4.11e-09, 1.05e-09, 1.54e-09, 0.00e+00, 8.37e-11, 3.67e-07, 5.70e-09]    [5.59e-07, 1.17e-06, 8.85e-07, 8.00e-07, 8.70e-07, 1.84e-06, 9.57e-07, 2.74e-07, 3.80e-10, 2.60e-07, 1.50e-06, 3.72e-06, 3.93e-06, 8.97e-06, 0.00e+00, 4.11e-09, 1.05e-09, 1.54e-09, 0.00e+00, 8.37e-11, 3.67e-07, 5.70e-09]    []  
586700    [7.65e-07, 1.16e-06, 8.61e-07, 8.25e-07, 9.40e-07, 1.88e-06, 9.65e-07, 2.20e-06, 6.48e-10, 2.69e-07, 6.86e-06, 6.16e-06, 1.72e-05, 1.94e-05, 3.09e-07, 1.02e-07, 5.00e-07, 3.66e-07, 4.79e-07, 1.60e-09, 2.91e-06, 9.50e-09]    [7.65e-07, 1.16e-06, 8.61e-07, 8.25e-07, 9.40e-07, 1.88e-06, 9.65e-07, 2.20e-06, 6.48e-10, 2.69e-07, 6.86e-06, 6.16e-06, 1.72e-05, 1.94e-05, 3.09e-07, 1.02e-07, 5.00e-07, 3.66e-07, 4.79e-07, 1.60e-09, 2.91e-06, 9.50e-09]    []  
586800    [4.34e-07, 1.07e-06, 8.92e-07, 8.11e-07, 9.00e-07, 1.78e-06, 9.47e-07, 7.60e-08, 4.43e-10, 1.04e-09, 1.41e-06, 2.02e-06, 1.62e-06, 5.11e-09, 2.40e-08, 3.92e-08, 2.15e-08, 6.11e-08, 2.34e-09, 3.86e-12, 1.41e-08, 4.95e-09]    [4.34e-07, 1.07e-06, 8.92e-07, 8.11e-07, 9.00e-07, 1.78e-06, 9.47e-07, 7.60e-08, 4.43e-10, 1.04e-09, 1.41e-06, 2.02e-06, 1.62e-06, 5.11e-09, 2.40e-08, 3.92e-08, 2.15e-08, 6.11e-08, 2.34e-09, 3.86e-12, 1.41e-08, 4.95e-09]    []  
586900    [6.46e-07, 1.04e-06, 9.19e-07, 8.07e-07, 9.63e-07, 1.83e-06, 9.53e-07, 2.40e-07, 1.06e-10, 2.12e-07, 2.92e-06, 3.67e-06, 6.23e-06, 1.03e-05, 1.55e-07, 1.41e-07, 2.21e-07, 2.00e-07, 6.81e-08, 8.35e-11, 4.20e-07, 2.83e-09]    [6.46e-07, 1.04e-06, 9.19e-07, 8.07e-07, 9.63e-07, 1.83e-06, 9.53e-07, 2.40e-07, 1.06e-10, 2.12e-07, 2.92e-06, 3.67e-06, 6.23e-06, 1.03e-05, 1.55e-07, 1.41e-07, 2.21e-07, 2.00e-07, 6.81e-08, 8.35e-11, 4.20e-07, 2.83e-09]    []  
587000    [8.53e-07, 1.09e-06, 9.14e-07, 8.56e-07, 1.03e-06, 1.84e-06, 9.82e-07, 7.17e-07, 3.32e-11, 4.41e-07, 3.89e-06, 5.79e-06, 1.17e-05, 2.34e-05, 4.42e-07, 2.34e-07, 3.65e-07, 3.21e-07, 2.80e-07, 3.76e-09, 1.66e-06, 2.22e-08]    [8.53e-07, 1.09e-06, 9.14e-07, 8.56e-07, 1.03e-06, 1.84e-06, 9.82e-07, 7.17e-07, 3.32e-11, 4.41e-07, 3.89e-06, 5.79e-06, 1.17e-05, 2.34e-05, 4.42e-07, 2.34e-07, 3.65e-07, 3.21e-07, 2.80e-07, 3.76e-09, 1.66e-06, 2.22e-08]    []  
587100    [5.30e-07, 1.11e-06, 8.83e-07, 8.34e-07, 9.64e-07, 1.78e-06, 9.56e-07, 2.03e-09, 7.72e-09, 8.87e-08, 2.71e-06, 3.06e-06, 5.90e-06, 5.82e-06, 1.08e-07, 6.54e-08, 1.77e-07, 1.65e-07, 2.43e-08, 1.03e-09, 1.15e-07, 8.57e-09]    [5.30e-07, 1.11e-06, 8.83e-07, 8.34e-07, 9.64e-07, 1.78e-06, 9.56e-07, 2.03e-09, 7.72e-09, 8.87e-08, 2.71e-06, 3.06e-06, 5.90e-06, 5.82e-06, 1.08e-07, 6.54e-08, 1.77e-07, 1.65e-07, 2.43e-08, 1.03e-09, 1.15e-07, 8.57e-09]    []  
587200    [2.08e-06, 1.23e-06, 9.95e-07, 9.48e-07, 1.15e-06, 2.00e-06, 9.68e-07, 3.38e-06, 1.80e-08, 1.18e-06, 2.90e-05, 2.38e-05, 8.65e-05, 9.41e-05, 9.71e-07, 7.26e-07, 1.64e-06, 1.19e-06, 1.20e-06, 2.61e-09, 6.71e-06, 1.60e-08]    [2.08e-06, 1.23e-06, 9.95e-07, 9.48e-07, 1.15e-06, 2.00e-06, 9.68e-07, 3.38e-06, 1.80e-08, 1.18e-06, 2.90e-05, 2.38e-05, 8.65e-05, 9.41e-05, 9.71e-07, 7.26e-07, 1.64e-06, 1.19e-06, 1.20e-06, 2.61e-09, 6.71e-06, 1.60e-08]    []  
587300    [1.22e-05, 1.11e-05, 2.60e-06, 8.12e-06, 2.89e-06, 9.20e-06, 2.87e-06, 5.07e-07, 1.20e-06, 3.10e-05, 3.01e-04, 5.34e-04, 1.85e-04, 5.42e-04, 7.78e-05, 3.22e-05, 1.94e-07, 6.84e-07, 2.76e-09, 0.00e+00, 6.31e-07, 9.22e-07]    [1.22e-05, 1.11e-05, 2.60e-06, 8.12e-06, 2.89e-06, 9.20e-06, 2.87e-06, 5.07e-07, 1.20e-06, 3.10e-05, 3.01e-04, 5.34e-04, 1.85e-04, 5.42e-04, 7.78e-05, 3.22e-05, 1.94e-07, 6.84e-07, 2.76e-09, 0.00e+00, 6.31e-07, 9.22e-07]    []  
587400    [5.32e-06, 2.52e-06, 1.22e-06, 1.31e-06, 1.68e-06, 2.29e-06, 8.90e-07, 9.17e-05, 1.52e-06, 5.19e-06, 1.45e-05, 3.96e-05, 5.99e-05, 1.27e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.61e-07, 1.10e-04, 1.33e-06]    [5.32e-06, 2.52e-06, 1.22e-06, 1.31e-06, 1.68e-06, 2.29e-06, 8.90e-07, 9.17e-05, 1.52e-06, 5.19e-06, 1.45e-05, 3.96e-05, 5.99e-05, 1.27e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.61e-07, 1.10e-04, 1.33e-06]    []  
587500    [1.52e-06, 1.25e-06, 1.38e-06, 9.41e-07, 1.41e-06, 1.81e-06, 1.04e-06, 3.27e-07, 2.36e-04, 1.32e-06, 8.99e-06, 1.28e-05, 3.65e-05, 7.30e-05, 6.89e-07, 7.72e-07, 7.46e-07, 9.22e-07, 1.41e-07, 0.00e+00, 7.73e-07, 4.53e-04]    [1.52e-06, 1.25e-06, 1.38e-06, 9.41e-07, 1.41e-06, 1.81e-06, 1.04e-06, 3.27e-07, 2.36e-04, 1.32e-06, 8.99e-06, 1.28e-05, 3.65e-05, 7.30e-05, 6.89e-07, 7.72e-07, 7.46e-07, 9.22e-07, 1.41e-07, 0.00e+00, 7.73e-07, 4.53e-04]    []  
587600    [3.26e-06, 1.80e-06, 1.40e-06, 9.70e-07, 1.37e-06, 2.41e-06, 1.03e-06, 2.96e-06, 2.73e-08, 3.77e-06, 1.26e-05, 2.54e-05, 5.18e-05, 1.58e-04, 2.02e-06, 1.61e-06, 9.09e-07, 1.66e-06, 7.44e-07, 1.49e-10, 4.01e-06, 2.28e-08]    [3.26e-06, 1.80e-06, 1.40e-06, 9.70e-07, 1.37e-06, 2.41e-06, 1.03e-06, 2.96e-06, 2.73e-08, 3.77e-06, 1.26e-05, 2.54e-05, 5.18e-05, 1.58e-04, 2.02e-06, 1.61e-06, 9.09e-07, 1.66e-06, 7.44e-07, 1.49e-10, 4.01e-06, 2.28e-08]    []  
587700    [1.02e-06, 1.41e-06, 9.06e-07, 7.10e-07, 8.32e-07, 1.91e-06, 8.01e-07, 4.24e-05, 7.73e-09, 4.04e-08, 6.03e-06, 7.04e-06, 1.59e-05, 1.06e-05, 2.83e-08, 2.71e-10, 2.13e-08, 1.36e-11, 0.00e+00, 1.58e-10, 5.29e-05, 3.08e-09]    [1.02e-06, 1.41e-06, 9.06e-07, 7.10e-07, 8.32e-07, 1.91e-06, 8.01e-07, 4.24e-05, 7.73e-09, 4.04e-08, 6.03e-06, 7.04e-06, 1.59e-05, 1.06e-05, 2.83e-08, 2.71e-10, 2.13e-08, 1.36e-11, 0.00e+00, 1.58e-10, 5.29e-05, 3.08e-09]    []  
587800    [1.59e-05, 5.18e-06, 2.26e-06, 3.16e-06, 1.54e-06, 3.66e-06, 1.15e-06, 6.94e-05, 6.88e-08, 1.13e-05, 1.46e-04, 1.74e-04, 5.29e-04, 8.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.74e-04, 1.79e-07]    [1.59e-05, 5.18e-06, 2.26e-06, 3.16e-06, 1.54e-06, 3.66e-06, 1.15e-06, 6.94e-05, 6.88e-08, 1.13e-05, 1.46e-04, 1.74e-04, 5.29e-04, 8.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.74e-04, 1.79e-07]    []  
587900    [8.62e-07, 1.27e-06, 9.40e-07, 8.64e-07, 9.10e-07, 1.76e-06, 9.68e-07, 4.24e-07, 2.74e-11, 3.64e-07, 6.39e-06, 7.23e-06, 2.19e-05, 2.62e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.39e-10, 1.14e-06, 4.15e-09]    [8.62e-07, 1.27e-06, 9.40e-07, 8.64e-07, 9.10e-07, 1.76e-06, 9.68e-07, 4.24e-07, 2.74e-11, 3.64e-07, 6.39e-06, 7.23e-06, 2.19e-05, 2.62e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.39e-10, 1.14e-06, 4.15e-09]    []  
588000    [1.19e-06, 1.18e-06, 9.46e-07, 8.68e-07, 1.10e-06, 1.88e-06, 9.95e-07, 1.63e-06, 7.11e-08, 6.87e-07, 9.75e-06, 1.04e-05, 3.12e-05, 4.51e-05, 4.85e-07, 3.38e-07, 6.73e-07, 5.35e-07, 4.96e-07, 1.24e-08, 2.87e-06, 7.65e-08]    [1.19e-06, 1.18e-06, 9.46e-07, 8.68e-07, 1.10e-06, 1.88e-06, 9.95e-07, 1.63e-06, 7.11e-08, 6.87e-07, 9.75e-06, 1.04e-05, 3.12e-05, 4.51e-05, 4.85e-07, 3.38e-07, 6.73e-07, 5.35e-07, 4.96e-07, 1.24e-08, 2.87e-06, 7.65e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 51.208799 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
588000    [1.19e-06, 1.18e-06, 9.46e-07, 8.68e-07, 1.10e-06, 1.88e-06, 9.95e-07, 1.63e-06, 7.11e-08, 6.87e-07, 9.75e-06, 1.04e-05, 3.12e-05, 4.51e-05, 4.85e-07, 3.38e-07, 6.73e-07, 5.35e-07, 4.96e-07, 1.24e-08, 2.87e-06, 7.65e-08]    [1.19e-06, 1.18e-06, 9.46e-07, 8.68e-07, 1.10e-06, 1.88e-06, 9.95e-07, 1.63e-06, 7.11e-08, 6.87e-07, 9.75e-06, 1.04e-05, 3.12e-05, 4.51e-05, 4.85e-07, 3.38e-07, 6.73e-07, 5.35e-07, 4.96e-07, 1.24e-08, 2.87e-06, 7.65e-08]    []  
588100    [4.70e-06, 1.68e-06, 1.19e-06, 1.22e-06, 1.45e-06, 2.26e-06, 1.10e-06, 1.03e-05, 3.73e-07, 4.21e-06, 3.88e-05, 4.60e-05, 1.50e-04, 2.57e-04, 3.06e-06, 1.99e-06, 2.70e-06, 2.49e-06, 3.82e-06, 7.03e-08, 2.06e-05, 3.81e-07]    [4.70e-06, 1.68e-06, 1.19e-06, 1.22e-06, 1.45e-06, 2.26e-06, 1.10e-06, 1.03e-05, 3.73e-07, 4.21e-06, 3.88e-05, 4.60e-05, 1.50e-04, 2.57e-04, 3.06e-06, 1.99e-06, 2.70e-06, 2.49e-06, 3.82e-06, 7.03e-08, 2.06e-05, 3.81e-07]    []  
588200    [1.26e-06, 1.37e-06, 9.57e-07, 9.04e-07, 9.24e-07, 1.79e-06, 9.80e-07, 1.87e-06, 2.04e-07, 7.22e-07, 8.85e-06, 1.11e-05, 3.40e-05, 4.94e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.14e-06, 1.52e-07]    [1.26e-06, 1.37e-06, 9.57e-07, 9.04e-07, 9.24e-07, 1.79e-06, 9.80e-07, 1.87e-06, 2.04e-07, 7.22e-07, 8.85e-06, 1.11e-05, 3.40e-05, 4.94e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.14e-06, 1.52e-07]    []  
588300    [5.43e-07, 1.20e-06, 9.06e-07, 8.52e-07, 9.26e-07, 1.72e-06, 9.70e-07, 1.94e-08, 1.14e-08, 6.11e-08, 3.38e-06, 3.64e-06, 8.49e-06, 6.27e-06, 0.00e+00, 2.59e-10, 7.77e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.54e-07, 1.35e-08]    [5.43e-07, 1.20e-06, 9.06e-07, 8.52e-07, 9.26e-07, 1.72e-06, 9.70e-07, 1.94e-08, 1.14e-08, 6.11e-08, 3.38e-06, 3.64e-06, 8.49e-06, 6.27e-06, 0.00e+00, 2.59e-10, 7.77e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.54e-07, 1.35e-08]    []  
588400    [4.99e-07, 1.16e-06, 8.99e-07, 8.30e-07, 9.35e-07, 1.71e-06, 9.83e-07, 2.58e-07, 8.21e-08, 4.47e-08, 2.31e-06, 2.97e-06, 5.85e-06, 5.09e-06, 0.00e+00, 3.45e-09, 8.34e-10, 1.02e-09, 0.00e+00, 2.94e-08, 1.06e-06, 1.81e-07]    [4.99e-07, 1.16e-06, 8.99e-07, 8.30e-07, 9.35e-07, 1.71e-06, 9.83e-07, 2.58e-07, 8.21e-08, 4.47e-08, 2.31e-06, 2.97e-06, 5.85e-06, 5.09e-06, 0.00e+00, 3.45e-09, 8.34e-10, 1.02e-09, 0.00e+00, 2.94e-08, 1.06e-06, 1.81e-07]    []  
588500    [4.94e-07, 1.13e-06, 9.15e-07, 8.49e-07, 9.63e-07, 1.78e-06, 9.62e-07, 7.73e-08, 9.16e-09, 5.75e-08, 1.88e-06, 2.54e-06, 3.22e-06, 3.32e-06, 9.96e-08, 3.39e-08, 1.24e-07, 9.92e-08, 3.95e-08, 5.56e-10, 2.39e-07, 2.90e-09]    [4.94e-07, 1.13e-06, 9.15e-07, 8.49e-07, 9.63e-07, 1.78e-06, 9.62e-07, 7.73e-08, 9.16e-09, 5.75e-08, 1.88e-06, 2.54e-06, 3.22e-06, 3.32e-06, 9.96e-08, 3.39e-08, 1.24e-07, 9.92e-08, 3.95e-08, 5.56e-10, 2.39e-07, 2.90e-09]    []  
588600    [4.44e-07, 1.14e-06, 9.40e-07, 8.48e-07, 9.31e-07, 1.75e-06, 9.42e-07, 6.97e-07, 1.17e-08, 4.08e-10, 1.61e-06, 2.08e-06, 2.32e-06, 3.06e-07, 5.01e-08, 1.95e-08, 1.04e-08, 2.74e-08, 4.53e-08, 5.40e-09, 2.87e-07, 3.33e-08]    [4.44e-07, 1.14e-06, 9.40e-07, 8.48e-07, 9.31e-07, 1.75e-06, 9.42e-07, 6.97e-07, 1.17e-08, 4.08e-10, 1.61e-06, 2.08e-06, 2.32e-06, 3.06e-07, 5.01e-08, 1.95e-08, 1.04e-08, 2.74e-08, 4.53e-08, 5.40e-09, 2.87e-07, 3.33e-08]    []  
588700    [4.42e-07, 1.12e-06, 9.24e-07, 8.09e-07, 9.34e-07, 1.76e-06, 9.62e-07, 3.79e-08, 6.83e-07, 3.10e-08, 1.34e-06, 2.38e-06, 1.92e-06, 2.16e-06, 5.91e-10, 7.15e-09, 5.11e-09, 2.79e-08, 0.00e+00, 8.74e-08, 1.24e-07, 4.87e-07]    [4.42e-07, 1.12e-06, 9.24e-07, 8.09e-07, 9.34e-07, 1.76e-06, 9.62e-07, 3.79e-08, 6.83e-07, 3.10e-08, 1.34e-06, 2.38e-06, 1.92e-06, 2.16e-06, 5.91e-10, 7.15e-09, 5.11e-09, 2.79e-08, 0.00e+00, 8.74e-08, 1.24e-07, 4.87e-07]    []  
588800    [4.91e-07, 1.10e-06, 9.59e-07, 8.16e-07, 9.27e-07, 1.81e-06, 9.25e-07, 1.57e-08, 1.06e-08, 7.04e-08, 1.47e-06, 2.14e-06, 1.65e-06, 2.92e-07, 4.85e-08, 3.69e-08, 7.32e-08, 6.82e-08, 3.05e-10, 0.00e+00, 1.07e-08, 1.78e-08]    [4.91e-07, 1.10e-06, 9.59e-07, 8.16e-07, 9.27e-07, 1.81e-06, 9.25e-07, 1.57e-08, 1.06e-08, 7.04e-08, 1.47e-06, 2.14e-06, 1.65e-06, 2.92e-07, 4.85e-08, 3.69e-08, 7.32e-08, 6.82e-08, 3.05e-10, 0.00e+00, 1.07e-08, 1.78e-08]    []  
588900    [6.68e-07, 1.09e-06, 9.59e-07, 8.07e-07, 1.02e-06, 1.82e-06, 9.76e-07, 7.51e-09, 1.45e-08, 6.07e-08, 7.74e-06, 6.32e-06, 1.57e-05, 1.05e-05, 1.06e-07, 2.19e-07, 2.94e-07, 2.70e-07, 3.99e-08, 2.04e-06, 2.52e-07, 9.20e-06]    [6.68e-07, 1.09e-06, 9.59e-07, 8.07e-07, 1.02e-06, 1.82e-06, 9.76e-07, 7.51e-09, 1.45e-08, 6.07e-08, 7.74e-06, 6.32e-06, 1.57e-05, 1.05e-05, 1.06e-07, 2.19e-07, 2.94e-07, 2.70e-07, 3.99e-08, 2.04e-06, 2.52e-07, 9.20e-06]    []  
589000    [8.78e-07, 1.29e-06, 1.01e-06, 8.47e-07, 8.95e-07, 1.77e-06, 9.57e-07, 4.68e-07, 5.14e-10, 2.63e-07, 5.45e-06, 6.96e-06, 1.88e-05, 2.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.48e-10, 1.59e-06, 4.36e-09]    [8.78e-07, 1.29e-06, 1.01e-06, 8.47e-07, 8.95e-07, 1.77e-06, 9.57e-07, 4.68e-07, 5.14e-10, 2.63e-07, 5.45e-06, 6.96e-06, 1.88e-05, 2.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.48e-10, 1.59e-06, 4.36e-09]    []  
589100    [5.15e-07, 1.10e-06, 9.44e-07, 8.21e-07, 9.62e-07, 1.78e-06, 9.48e-07, 2.04e-08, 1.05e-08, 1.04e-07, 2.37e-06, 2.93e-06, 5.50e-06, 6.86e-06, 1.53e-07, 5.19e-08, 2.21e-07, 1.78e-07, 1.93e-08, 3.13e-09, 1.16e-07, 1.86e-08]    [5.15e-07, 1.10e-06, 9.44e-07, 8.21e-07, 9.62e-07, 1.78e-06, 9.48e-07, 2.04e-08, 1.05e-08, 1.04e-07, 2.37e-06, 2.93e-06, 5.50e-06, 6.86e-06, 1.53e-07, 5.19e-08, 2.21e-07, 1.78e-07, 1.93e-08, 3.13e-09, 1.16e-07, 1.86e-08]    []  
589200    [4.83e-07, 1.18e-06, 9.87e-07, 8.21e-07, 9.41e-07, 1.76e-06, 9.73e-07, 5.23e-08, 9.07e-11, 2.55e-09, 2.95e-06, 3.17e-06, 5.74e-06, 9.45e-07, 7.85e-09, 1.87e-09, 1.65e-08, 7.67e-10, 7.77e-09, 9.01e-11, 3.95e-08, 2.69e-09]    [4.83e-07, 1.18e-06, 9.87e-07, 8.21e-07, 9.41e-07, 1.76e-06, 9.73e-07, 5.23e-08, 9.07e-11, 2.55e-09, 2.95e-06, 3.17e-06, 5.74e-06, 9.45e-07, 7.85e-09, 1.87e-09, 1.65e-08, 7.67e-10, 7.77e-09, 9.01e-11, 3.95e-08, 2.69e-09]    []  
589300    [7.58e-07, 1.12e-06, 9.32e-07, 7.95e-07, 1.01e-06, 1.83e-06, 9.58e-07, 4.50e-07, 7.44e-07, 2.18e-07, 7.08e-06, 6.70e-06, 1.93e-05, 2.07e-05, 2.37e-07, 1.40e-07, 5.07e-07, 2.90e-07, 2.22e-07, 1.40e-07, 1.35e-06, 7.84e-07]    [7.58e-07, 1.12e-06, 9.32e-07, 7.95e-07, 1.01e-06, 1.83e-06, 9.58e-07, 4.50e-07, 7.44e-07, 2.18e-07, 7.08e-06, 6.70e-06, 1.93e-05, 2.07e-05, 2.37e-07, 1.40e-07, 5.07e-07, 2.90e-07, 2.22e-07, 1.40e-07, 1.35e-06, 7.84e-07]    []  
589400    [1.44e-05, 5.29e-06, 1.84e-06, 3.25e-06, 1.52e-06, 3.89e-06, 1.15e-06, 2.77e-05, 9.45e-07, 1.31e-05, 6.08e-05, 1.37e-04, 3.02e-04, 7.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.73e-05, 1.66e-06]    [1.44e-05, 5.29e-06, 1.84e-06, 3.25e-06, 1.52e-06, 3.89e-06, 1.15e-06, 2.77e-05, 9.45e-07, 1.31e-05, 6.08e-05, 1.37e-04, 3.02e-04, 7.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.73e-05, 1.66e-06]    []  
589500    [8.30e-07, 1.10e-06, 9.09e-07, 8.46e-07, 1.09e-06, 1.80e-06, 1.03e-06, 7.96e-10, 3.57e-10, 4.11e-07, 4.73e-06, 5.85e-06, 1.51e-05, 2.44e-05, 2.89e-07, 2.04e-07, 3.29e-07, 3.27e-07, 6.46e-08, 2.48e-10, 3.53e-07, 2.39e-09]    [8.30e-07, 1.10e-06, 9.09e-07, 8.46e-07, 1.09e-06, 1.80e-06, 1.03e-06, 7.96e-10, 3.57e-10, 4.11e-07, 4.73e-06, 5.85e-06, 1.51e-05, 2.44e-05, 2.89e-07, 2.04e-07, 3.29e-07, 3.27e-07, 6.46e-08, 2.48e-10, 3.53e-07, 2.39e-09]    []  
589600    [8.25e-07, 1.98e-06, 1.13e-06, 1.22e-06, 1.58e-06, 2.08e-06, 1.00e-06, 4.17e-08, 2.59e-07, 6.28e-08, 3.71e-06, 3.90e-06, 3.15e-06, 1.21e-06, 1.37e-06, 2.58e-08, 2.00e-07, 1.30e-07, 1.13e-09, 1.41e-09, 1.97e-07, 1.77e-08]    [8.25e-07, 1.98e-06, 1.13e-06, 1.22e-06, 1.58e-06, 2.08e-06, 1.00e-06, 4.17e-08, 2.59e-07, 6.28e-08, 3.71e-06, 3.90e-06, 3.15e-06, 1.21e-06, 1.37e-06, 2.58e-08, 2.00e-07, 1.30e-07, 1.13e-09, 1.41e-09, 1.97e-07, 1.77e-08]    []  
589700    [5.11e-07, 1.61e-06, 9.91e-07, 9.04e-07, 1.16e-06, 1.71e-06, 9.47e-07, 6.97e-11, 4.92e-12, 2.16e-10, 1.64e-06, 2.05e-06, 1.68e-06, 3.68e-08, 1.05e-07, 2.46e-08, 4.57e-08, 5.28e-08, 2.35e-10, 5.13e-11, 1.22e-08, 2.53e-10]    [5.11e-07, 1.61e-06, 9.91e-07, 9.04e-07, 1.16e-06, 1.71e-06, 9.47e-07, 6.97e-11, 4.92e-12, 2.16e-10, 1.64e-06, 2.05e-06, 1.68e-06, 3.68e-08, 1.05e-07, 2.46e-08, 4.57e-08, 5.28e-08, 2.35e-10, 5.13e-11, 1.22e-08, 2.53e-10]    []  
589800    [4.07e-07, 1.39e-06, 9.04e-07, 7.99e-07, 1.12e-06, 1.67e-06, 9.69e-07, 2.42e-09, 8.29e-12, 5.89e-08, 1.09e-06, 2.30e-06, 2.59e-06, 3.23e-06, 6.49e-09, 2.83e-10, 6.99e-10, 3.54e-10, 2.36e-10, 9.50e-12, 3.31e-08, 2.56e-10]    [4.07e-07, 1.39e-06, 9.04e-07, 7.99e-07, 1.12e-06, 1.67e-06, 9.69e-07, 2.42e-09, 8.29e-12, 5.89e-08, 1.09e-06, 2.30e-06, 2.59e-06, 3.23e-06, 6.49e-09, 2.83e-10, 6.99e-10, 3.54e-10, 2.36e-10, 9.50e-12, 3.31e-08, 2.56e-10]    []  
589900    [5.69e-07, 1.28e-06, 1.10e-06, 8.12e-07, 9.67e-07, 1.94e-06, 8.41e-07, 1.11e-07, 6.09e-08, 6.52e-08, 2.00e-06, 2.76e-06, 2.39e-06, 1.76e-06, 1.26e-08, 1.24e-08, 3.90e-08, 3.00e-08, 1.96e-10, 0.00e+00, 4.66e-08, 8.95e-08]    [5.69e-07, 1.28e-06, 1.10e-06, 8.12e-07, 9.67e-07, 1.94e-06, 8.41e-07, 1.11e-07, 6.09e-08, 6.52e-08, 2.00e-06, 2.76e-06, 2.39e-06, 1.76e-06, 1.26e-08, 1.24e-08, 3.90e-08, 3.00e-08, 1.96e-10, 0.00e+00, 4.66e-08, 8.95e-08]    []  
590000    [4.32e-07, 1.23e-06, 8.70e-07, 8.48e-07, 1.14e-06, 1.74e-06, 9.37e-07, 3.85e-11, 1.37e-04, 2.03e-10, 1.07e-06, 1.86e-06, 1.61e-06, 5.11e-08, 1.36e-08, 1.03e-08, 1.47e-08, 1.33e-08, 4.94e-10, 0.00e+00, 1.91e-08, 2.14e-04]    [4.32e-07, 1.23e-06, 8.70e-07, 8.48e-07, 1.14e-06, 1.74e-06, 9.37e-07, 3.85e-11, 1.37e-04, 2.03e-10, 1.07e-06, 1.86e-06, 1.61e-06, 5.11e-08, 1.36e-08, 1.03e-08, 1.47e-08, 1.33e-08, 4.94e-10, 0.00e+00, 1.91e-08, 2.14e-04]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 47.483303 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
590000    [4.32e-07, 1.23e-06, 8.70e-07, 8.48e-07, 1.14e-06, 1.74e-06, 9.37e-07, 3.85e-11, 1.37e-04, 2.03e-10, 1.07e-06, 1.86e-06, 1.61e-06, 5.11e-08, 1.36e-08, 1.03e-08, 1.47e-08, 1.33e-08, 4.94e-10, 0.00e+00, 1.91e-08, 2.14e-04]    [4.32e-07, 1.23e-06, 8.70e-07, 8.48e-07, 1.14e-06, 1.74e-06, 9.37e-07, 3.85e-11, 1.37e-04, 2.03e-10, 1.07e-06, 1.86e-06, 1.61e-06, 5.11e-08, 1.36e-08, 1.03e-08, 1.47e-08, 1.33e-08, 4.94e-10, 0.00e+00, 1.91e-08, 2.14e-04]    []  
590100    [8.63e-06, 2.46e-06, 1.52e-06, 1.50e-06, 1.92e-06, 2.69e-06, 1.34e-06, 3.87e-06, 3.80e-09, 1.09e-05, 4.10e-05, 7.96e-05, 2.01e-04, 5.23e-04, 6.98e-06, 5.19e-06, 4.55e-06, 3.80e-06, 1.77e-06, 0.00e+00, 9.36e-06, 2.73e-08]    [8.63e-06, 2.46e-06, 1.52e-06, 1.50e-06, 1.92e-06, 2.69e-06, 1.34e-06, 3.87e-06, 3.80e-09, 1.09e-05, 4.10e-05, 7.96e-05, 2.01e-04, 5.23e-04, 6.98e-06, 5.19e-06, 4.55e-06, 3.80e-06, 1.77e-06, 0.00e+00, 9.36e-06, 2.73e-08]    []  
590200    [1.53e-06, 2.05e-06, 1.68e-06, 1.67e-06, 1.35e-06, 2.85e-06, 8.65e-07, 1.89e-05, 4.89e-09, 4.83e-07, 9.90e-06, 6.25e-06, 8.91e-06, 4.20e-06, 0.00e+00, 8.56e-08, 1.94e-08, 2.05e-08, 3.74e-06, 2.93e-09, 1.92e-05, 1.41e-08]    [1.53e-06, 2.05e-06, 1.68e-06, 1.67e-06, 1.35e-06, 2.85e-06, 8.65e-07, 1.89e-05, 4.89e-09, 4.83e-07, 9.90e-06, 6.25e-06, 8.91e-06, 4.20e-06, 0.00e+00, 8.56e-08, 1.94e-08, 2.05e-08, 3.74e-06, 2.93e-09, 1.92e-05, 1.41e-08]    []  
590300    [4.78e-07, 1.06e-06, 8.75e-07, 8.15e-07, 9.93e-07, 1.80e-06, 9.62e-07, 1.05e-08, 7.39e-12, 3.79e-08, 1.34e-06, 2.24e-06, 2.35e-06, 2.04e-06, 5.58e-08, 2.90e-08, 6.77e-08, 5.94e-08, 4.78e-10, 1.91e-11, 3.19e-08, 2.41e-10]    [4.78e-07, 1.06e-06, 8.75e-07, 8.15e-07, 9.93e-07, 1.80e-06, 9.62e-07, 1.05e-08, 7.39e-12, 3.79e-08, 1.34e-06, 2.24e-06, 2.35e-06, 2.04e-06, 5.58e-08, 2.90e-08, 6.77e-08, 5.94e-08, 4.78e-10, 1.91e-11, 3.19e-08, 2.41e-10]    []  
590400    [5.27e-07, 1.08e-06, 9.30e-07, 8.04e-07, 9.55e-07, 1.85e-06, 9.05e-07, 4.78e-08, 5.17e-10, 5.80e-08, 1.60e-06, 2.49e-06, 2.39e-06, 1.96e-06, 6.91e-08, 4.63e-08, 7.20e-08, 7.76e-08, 5.72e-09, 2.94e-11, 2.52e-08, 2.31e-10]    [5.27e-07, 1.08e-06, 9.30e-07, 8.04e-07, 9.55e-07, 1.85e-06, 9.05e-07, 4.78e-08, 5.17e-10, 5.80e-08, 1.60e-06, 2.49e-06, 2.39e-06, 1.96e-06, 6.91e-08, 4.63e-08, 7.20e-08, 7.76e-08, 5.72e-09, 2.94e-11, 2.52e-08, 2.31e-10]    []  
590500    [9.91e-07, 1.27e-06, 9.19e-07, 7.81e-07, 8.41e-07, 1.95e-06, 8.33e-07, 9.76e-08, 2.09e-07, 5.77e-07, 1.22e-05, 1.16e-05, 3.64e-05, 2.18e-05, 0.00e+00, 4.55e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.91e-07, 2.20e-07]    [9.91e-07, 1.27e-06, 9.19e-07, 7.81e-07, 8.41e-07, 1.95e-06, 8.33e-07, 9.76e-08, 2.09e-07, 5.77e-07, 1.22e-05, 1.16e-05, 3.64e-05, 2.18e-05, 0.00e+00, 4.55e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.91e-07, 2.20e-07]    []  
590600    [5.19e-06, 2.03e-06, 2.03e-06, 1.24e-06, 1.85e-06, 2.57e-06, 1.08e-06, 1.19e-05, 4.51e-05, 4.16e-06, 4.16e-05, 4.92e-05, 1.66e-04, 2.98e-04, 2.10e-06, 3.08e-06, 2.06e-06, 2.51e-06, 3.93e-06, 0.00e+00, 2.07e-05, 8.26e-05]    [5.19e-06, 2.03e-06, 2.03e-06, 1.24e-06, 1.85e-06, 2.57e-06, 1.08e-06, 1.19e-05, 4.51e-05, 4.16e-06, 4.16e-05, 4.92e-05, 1.66e-04, 2.98e-04, 2.10e-06, 3.08e-06, 2.06e-06, 2.51e-06, 3.93e-06, 0.00e+00, 2.07e-05, 8.26e-05]    []  
590700    [2.15e-06, 1.60e-06, 8.95e-07, 8.91e-07, 9.12e-07, 2.11e-06, 8.54e-07, 2.95e-05, 1.88e-09, 1.56e-06, 1.58e-05, 1.99e-05, 5.89e-05, 8.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.11e-05, 1.75e-06]    [2.15e-06, 1.60e-06, 8.95e-07, 8.91e-07, 9.12e-07, 2.11e-06, 8.54e-07, 2.95e-05, 1.88e-09, 1.56e-06, 1.58e-05, 1.99e-05, 5.89e-05, 8.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.11e-05, 1.75e-06]    []  
590800    [1.30e-06, 1.21e-06, 9.57e-07, 7.57e-07, 1.01e-06, 2.02e-06, 8.64e-07, 3.49e-06, 1.39e-08, 4.59e-07, 1.48e-05, 1.17e-05, 3.94e-05, 4.32e-05, 3.12e-07, 3.44e-07, 4.67e-07, 5.57e-07, 1.31e-06, 4.89e-09, 7.77e-06, 2.80e-08]    [1.30e-06, 1.21e-06, 9.57e-07, 7.57e-07, 1.01e-06, 2.02e-06, 8.64e-07, 3.49e-06, 1.39e-08, 4.59e-07, 1.48e-05, 1.17e-05, 3.94e-05, 4.32e-05, 3.12e-07, 3.44e-07, 4.67e-07, 5.57e-07, 1.31e-06, 4.89e-09, 7.77e-06, 2.80e-08]    []  
590900    [1.70e-06, 1.89e-06, 9.77e-07, 8.08e-07, 1.08e-06, 2.25e-06, 1.06e-06, 6.06e-05, 7.79e-08, 2.36e-06, 1.51e-05, 1.86e-05, 4.34e-06, 4.53e-05, 0.00e+00, 1.72e-09, 0.00e+00, 5.18e-12, 0.00e+00, 5.70e-09, 8.67e-05, 3.84e-08]    [1.70e-06, 1.89e-06, 9.77e-07, 8.08e-07, 1.08e-06, 2.25e-06, 1.06e-06, 6.06e-05, 7.79e-08, 2.36e-06, 1.51e-05, 1.86e-05, 4.34e-06, 4.53e-05, 0.00e+00, 1.72e-09, 0.00e+00, 5.18e-12, 0.00e+00, 5.70e-09, 8.67e-05, 3.84e-08]    []  
591000    [5.33e-07, 1.92e-06, 9.68e-07, 2.24e-06, 8.73e-07, 2.13e-06, 9.23e-07, 2.99e-13, 1.06e-11, 2.16e-07, 4.82e-05, 3.06e-05, 5.72e-05, 6.26e-08, 4.14e-06, 2.72e-08, 2.39e-09, 4.95e-14, 1.63e-15, 3.64e-11, 3.40e-07, 1.02e-09]    [5.33e-07, 1.92e-06, 9.68e-07, 2.24e-06, 8.73e-07, 2.13e-06, 9.23e-07, 2.99e-13, 1.06e-11, 2.16e-07, 4.82e-05, 3.06e-05, 5.72e-05, 6.26e-08, 4.14e-06, 2.72e-08, 2.39e-09, 4.95e-14, 1.63e-15, 3.64e-11, 3.40e-07, 1.02e-09]    []  
591100    [1.61e-06, 1.52e-06, 8.15e-07, 1.01e-06, 9.69e-07, 1.89e-06, 9.96e-07, 6.91e-07, 3.08e-05, 1.18e-06, 6.41e-06, 1.39e-05, 3.00e-05, 6.56e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.52e-06, 3.77e-05]    [1.61e-06, 1.52e-06, 8.15e-07, 1.01e-06, 9.69e-07, 1.89e-06, 9.96e-07, 6.91e-07, 3.08e-05, 1.18e-06, 6.41e-06, 1.39e-05, 3.00e-05, 6.56e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.52e-06, 3.77e-05]    []  
591200    [7.14e-07, 1.07e-06, 8.60e-07, 8.40e-07, 1.05e-06, 1.82e-06, 1.03e-06, 9.70e-07, 1.13e-09, 2.69e-07, 4.61e-06, 5.27e-06, 1.27e-05, 1.79e-05, 2.24e-07, 1.66e-07, 2.61e-07, 3.04e-07, 3.11e-07, 7.12e-11, 1.80e-06, 4.32e-09]    [7.14e-07, 1.07e-06, 8.60e-07, 8.40e-07, 1.05e-06, 1.82e-06, 1.03e-06, 9.70e-07, 1.13e-09, 2.69e-07, 4.61e-06, 5.27e-06, 1.27e-05, 1.79e-05, 2.24e-07, 1.66e-07, 2.61e-07, 3.04e-07, 3.11e-07, 7.12e-11, 1.80e-06, 4.32e-09]    []  
591300    [4.52e-07, 1.11e-06, 8.87e-07, 8.53e-07, 9.66e-07, 1.77e-06, 9.87e-07, 2.74e-08, 4.14e-09, 6.31e-09, 1.28e-06, 2.11e-06, 1.90e-06, 3.02e-07, 6.54e-09, 8.10e-09, 1.31e-08, 1.56e-08, 1.04e-08, 3.19e-11, 4.97e-08, 3.18e-09]    [4.52e-07, 1.11e-06, 8.87e-07, 8.53e-07, 9.66e-07, 1.77e-06, 9.87e-07, 2.74e-08, 4.14e-09, 6.31e-09, 1.28e-06, 2.11e-06, 1.90e-06, 3.02e-07, 6.54e-09, 8.10e-09, 1.31e-08, 1.56e-08, 1.04e-08, 3.19e-11, 4.97e-08, 3.18e-09]    []  
591400    [1.02e-06, 1.15e-06, 9.91e-07, 9.07e-07, 1.11e-06, 1.88e-06, 1.03e-06, 2.13e-07, 2.54e-10, 1.07e-06, 3.05e-06, 6.79e-06, 1.01e-05, 3.04e-05, 5.13e-07, 2.22e-07, 3.82e-07, 4.18e-07, 1.57e-08, 5.34e-10, 8.03e-08, 3.81e-09]    [1.02e-06, 1.15e-06, 9.91e-07, 9.07e-07, 1.11e-06, 1.88e-06, 1.03e-06, 2.13e-07, 2.54e-10, 1.07e-06, 3.05e-06, 6.79e-06, 1.01e-05, 3.04e-05, 5.13e-07, 2.22e-07, 3.82e-07, 4.18e-07, 1.57e-08, 5.34e-10, 8.03e-08, 3.81e-09]    []  
591500    [8.02e-07, 1.37e-06, 8.88e-07, 9.01e-07, 8.62e-07, 1.91e-06, 8.78e-07, 5.34e-06, 1.20e-08, 5.68e-08, 2.65e-06, 3.82e-06, 3.05e-06, 1.69e-06, 1.33e-07, 1.12e-08, 2.16e-08, 8.82e-09, 1.35e-06, 1.39e-10, 8.11e-06, 2.38e-09]    [8.02e-07, 1.37e-06, 8.88e-07, 9.01e-07, 8.62e-07, 1.91e-06, 8.78e-07, 5.34e-06, 1.20e-08, 5.68e-08, 2.65e-06, 3.82e-06, 3.05e-06, 1.69e-06, 1.33e-07, 1.12e-08, 2.16e-08, 8.82e-09, 1.35e-06, 1.39e-10, 8.11e-06, 2.38e-09]    []  
591600    [5.61e-06, 4.56e-06, 2.45e-06, 2.07e-06, 1.58e-06, 4.16e-06, 1.06e-06, 3.95e-05, 2.66e-08, 1.34e-05, 1.81e-05, 5.31e-05, 1.12e-04, 3.70e-04, 1.02e-05, 8.94e-07, 2.33e-06, 1.89e-06, 0.00e+00, 0.00e+00, 3.44e-05, 1.91e-08]    [5.61e-06, 4.56e-06, 2.45e-06, 2.07e-06, 1.58e-06, 4.16e-06, 1.06e-06, 3.95e-05, 2.66e-08, 1.34e-05, 1.81e-05, 5.31e-05, 1.12e-04, 3.70e-04, 1.02e-05, 8.94e-07, 2.33e-06, 1.89e-06, 0.00e+00, 0.00e+00, 3.44e-05, 1.91e-08]    []  
591700    [4.65e-07, 1.08e-06, 8.97e-07, 8.45e-07, 1.05e-06, 1.74e-06, 1.03e-06, 7.65e-09, 4.06e-11, 4.93e-08, 1.43e-06, 2.29e-06, 2.69e-06, 2.87e-06, 7.05e-08, 3.83e-08, 7.68e-08, 7.63e-08, 1.46e-08, 2.22e-11, 5.93e-08, 1.59e-09]    [4.65e-07, 1.08e-06, 8.97e-07, 8.45e-07, 1.05e-06, 1.74e-06, 1.03e-06, 7.65e-09, 4.06e-11, 4.93e-08, 1.43e-06, 2.29e-06, 2.69e-06, 2.87e-06, 7.05e-08, 3.83e-08, 7.68e-08, 7.63e-08, 1.46e-08, 2.22e-11, 5.93e-08, 1.59e-09]    []  
591800    [4.71e-07, 1.15e-06, 9.13e-07, 8.25e-07, 9.72e-07, 1.76e-06, 9.73e-07, 3.75e-07, 4.02e-08, 3.96e-08, 1.42e-06, 2.55e-06, 3.00e-06, 3.48e-06, 5.15e-11, 2.29e-09, 2.36e-09, 2.21e-09, 1.55e-08, 2.19e-10, 7.92e-08, 1.25e-08]    [4.71e-07, 1.15e-06, 9.13e-07, 8.25e-07, 9.72e-07, 1.76e-06, 9.73e-07, 3.75e-07, 4.02e-08, 3.96e-08, 1.42e-06, 2.55e-06, 3.00e-06, 3.48e-06, 5.15e-11, 2.29e-09, 2.36e-09, 2.21e-09, 1.55e-08, 2.19e-10, 7.92e-08, 1.25e-08]    []  
591900    [6.36e-07, 1.14e-06, 9.70e-07, 8.49e-07, 9.01e-07, 1.76e-06, 9.56e-07, 2.98e-07, 1.15e-07, 1.79e-07, 3.53e-06, 4.56e-06, 1.13e-05, 1.14e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.31e-09, 4.89e-08, 2.23e-08, 3.11e-07]    [6.36e-07, 1.14e-06, 9.70e-07, 8.49e-07, 9.01e-07, 1.76e-06, 9.56e-07, 2.98e-07, 1.15e-07, 1.79e-07, 3.53e-06, 4.56e-06, 1.13e-05, 1.14e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.31e-09, 4.89e-08, 2.23e-08, 3.11e-07]    []  
592000    [1.18e-06, 1.30e-06, 9.92e-07, 9.07e-07, 9.32e-07, 1.79e-06, 9.86e-07, 9.27e-07, 1.16e-09, 5.99e-07, 9.08e-06, 1.06e-05, 3.24e-05, 4.22e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.04e-17, 2.68e-06, 4.83e-09]    [1.18e-06, 1.30e-06, 9.92e-07, 9.07e-07, 9.32e-07, 1.79e-06, 9.86e-07, 9.27e-07, 1.16e-09, 5.99e-07, 9.08e-06, 1.06e-05, 3.24e-05, 4.22e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.04e-17, 2.68e-06, 4.83e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 46.665210 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
592000    [1.18e-06, 1.30e-06, 9.92e-07, 9.07e-07, 9.32e-07, 1.79e-06, 9.86e-07, 9.27e-07, 1.16e-09, 5.99e-07, 9.08e-06, 1.06e-05, 3.24e-05, 4.22e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.04e-17, 2.68e-06, 4.83e-09]    [1.18e-06, 1.30e-06, 9.92e-07, 9.07e-07, 9.32e-07, 1.79e-06, 9.86e-07, 9.27e-07, 1.16e-09, 5.99e-07, 9.08e-06, 1.06e-05, 3.24e-05, 4.22e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.04e-17, 2.68e-06, 4.83e-09]    []  
592100    [2.00e-06, 1.27e-06, 9.98e-07, 9.61e-07, 1.24e-06, 1.96e-06, 1.06e-06, 5.57e-06, 5.62e-11, 1.56e-06, 1.79e-05, 1.92e-05, 6.38e-05, 9.75e-05, 1.05e-06, 7.04e-07, 1.15e-06, 1.10e-06, 1.61e-06, 1.31e-08, 8.89e-06, 7.71e-08]    [2.00e-06, 1.27e-06, 9.98e-07, 9.61e-07, 1.24e-06, 1.96e-06, 1.06e-06, 5.57e-06, 5.62e-11, 1.56e-06, 1.79e-05, 1.92e-05, 6.38e-05, 9.75e-05, 1.05e-06, 7.04e-07, 1.15e-06, 1.10e-06, 1.61e-06, 1.31e-08, 8.89e-06, 7.71e-08]    []  
592200    [8.48e-07, 1.11e-06, 9.68e-07, 8.70e-07, 1.08e-06, 1.82e-06, 1.02e-06, 1.23e-06, 2.09e-05, 3.41e-07, 6.33e-06, 6.65e-06, 1.84e-05, 2.47e-05, 2.79e-07, 2.06e-07, 3.69e-07, 3.61e-07, 3.80e-07, 3.75e-06, 2.15e-06, 1.72e-05]    [8.48e-07, 1.11e-06, 9.68e-07, 8.70e-07, 1.08e-06, 1.82e-06, 1.02e-06, 1.23e-06, 2.09e-05, 3.41e-07, 6.33e-06, 6.65e-06, 1.84e-05, 2.47e-05, 2.79e-07, 2.06e-07, 3.69e-07, 3.61e-07, 3.80e-07, 3.75e-06, 2.15e-06, 1.72e-05]    []  
592300    [3.57e-06, 1.45e-06, 1.19e-06, 1.17e-06, 1.36e-06, 2.18e-06, 1.10e-06, 6.25e-06, 5.38e-09, 3.53e-06, 2.44e-05, 3.15e-05, 1.00e-04, 1.94e-04, 2.23e-06, 1.40e-06, 2.13e-06, 1.83e-06, 2.07e-06, 2.28e-10, 1.11e-05, 2.57e-09]    [3.57e-06, 1.45e-06, 1.19e-06, 1.17e-06, 1.36e-06, 2.18e-06, 1.10e-06, 6.25e-06, 5.38e-09, 3.53e-06, 2.44e-05, 3.15e-05, 1.00e-04, 1.94e-04, 2.23e-06, 1.40e-06, 2.13e-06, 1.83e-06, 2.07e-06, 2.28e-10, 1.11e-05, 2.57e-09]    []  
592400    [3.54e-05, 7.17e-06, 3.58e-06, 4.97e-06, 4.88e-06, 5.79e-06, 2.55e-06, 6.26e-05, 4.25e-07, 5.12e-05, 1.20e-04, 3.31e-04, 6.56e-04, 2.17e-03, 3.63e-05, 3.26e-05, 1.79e-05, 1.47e-05, 2.14e-05, 1.01e-07, 1.03e-04, 5.89e-07]    [3.54e-05, 7.17e-06, 3.58e-06, 4.97e-06, 4.88e-06, 5.79e-06, 2.55e-06, 6.26e-05, 4.25e-07, 5.12e-05, 1.20e-04, 3.31e-04, 6.56e-04, 2.17e-03, 3.63e-05, 3.26e-05, 1.79e-05, 1.47e-05, 2.14e-05, 1.01e-07, 1.03e-04, 5.89e-07]    []  
592500    [8.87e-06, 2.36e-06, 1.79e-06, 1.72e-06, 1.97e-06, 2.67e-06, 1.27e-06, 2.06e-05, 4.92e-05, 9.57e-06, 5.83e-05, 8.29e-05, 2.64e-04, 5.29e-04, 6.48e-06, 4.50e-06, 5.26e-06, 4.21e-06, 7.03e-06, 0.00e+00, 3.65e-05, 1.23e-04]    [8.87e-06, 2.36e-06, 1.79e-06, 1.72e-06, 1.97e-06, 2.67e-06, 1.27e-06, 2.06e-05, 4.92e-05, 9.57e-06, 5.83e-05, 8.29e-05, 2.64e-04, 5.29e-04, 6.48e-06, 4.50e-06, 5.26e-06, 4.21e-06, 7.03e-06, 0.00e+00, 3.65e-05, 1.23e-04]    []  
592600    [1.43e-05, 5.09e-06, 1.71e-06, 3.39e-06, 1.76e-06, 3.78e-06, 1.15e-06, 8.27e-06, 5.35e-08, 1.69e-05, 3.64e-05, 1.38e-04, 2.36e-04, 7.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-10, 2.26e-05, 1.94e-07]    [1.43e-05, 5.09e-06, 1.71e-06, 3.39e-06, 1.76e-06, 3.78e-06, 1.15e-06, 8.27e-06, 5.35e-08, 1.69e-05, 3.64e-05, 1.38e-04, 2.36e-04, 7.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-10, 2.26e-05, 1.94e-07]    []  
592700    [1.13e-06, 1.11e-06, 9.04e-07, 9.60e-07, 1.03e-06, 2.12e-06, 8.80e-07, 1.09e-05, 2.57e-09, 3.21e-06, 1.08e-05, 1.54e-05, 4.27e-06, 3.15e-05, 0.00e+00, 8.15e-11, 1.25e-09, 4.13e-10, 0.00e+00, 1.25e-10, 1.59e-05, 9.51e-10]    [1.13e-06, 1.11e-06, 9.04e-07, 9.60e-07, 1.03e-06, 2.12e-06, 8.80e-07, 1.09e-05, 2.57e-09, 3.21e-06, 1.08e-05, 1.54e-05, 4.27e-06, 3.15e-05, 0.00e+00, 8.15e-11, 1.25e-09, 4.13e-10, 0.00e+00, 1.25e-10, 1.59e-05, 9.51e-10]    []  
592800    [1.92e-06, 1.82e-06, 1.10e-06, 1.70e-06, 1.48e-06, 1.82e-06, 1.07e-06, 1.93e-06, 1.30e-05, 4.09e-07, 1.44e-05, 2.19e-05, 8.25e-05, 1.20e-04, 3.08e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-08, 0.00e+00, 1.16e-06, 4.77e-05]    [1.92e-06, 1.82e-06, 1.10e-06, 1.70e-06, 1.48e-06, 1.82e-06, 1.07e-06, 1.93e-06, 1.30e-05, 4.09e-07, 1.44e-05, 2.19e-05, 8.25e-05, 1.20e-04, 3.08e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-08, 0.00e+00, 1.16e-06, 4.77e-05]    []  
592900    [4.72e-07, 1.20e-06, 9.85e-07, 9.01e-07, 9.71e-07, 1.81e-06, 9.66e-07, 1.70e-08, 8.38e-10, 5.93e-11, 1.15e-06, 1.92e-06, 1.47e-06, 3.87e-09, 1.35e-08, 1.13e-08, 2.06e-08, 2.06e-08, 3.60e-09, 0.00e+00, 2.13e-08, 3.22e-08]    [4.72e-07, 1.20e-06, 9.85e-07, 9.01e-07, 9.71e-07, 1.81e-06, 9.66e-07, 1.70e-08, 8.38e-10, 5.93e-11, 1.15e-06, 1.92e-06, 1.47e-06, 3.87e-09, 1.35e-08, 1.13e-08, 2.06e-08, 2.06e-08, 3.60e-09, 0.00e+00, 2.13e-08, 3.22e-08]    []  
593000    [9.42e-05, 1.82e-05, 7.80e-06, 1.28e-05, 1.30e-05, 1.20e-05, 6.40e-06, 3.32e-05, 2.00e-05, 1.70e-04, 2.37e-04, 9.17e-04, 9.88e-04, 5.49e-03, 1.07e-04, 1.34e-04, 3.63e-05, 2.85e-05, 1.05e-05, 5.53e-06, 4.82e-05, 2.35e-05]    [9.42e-05, 1.82e-05, 7.80e-06, 1.28e-05, 1.30e-05, 1.20e-05, 6.40e-06, 3.32e-05, 2.00e-05, 1.70e-04, 2.37e-04, 9.17e-04, 9.88e-04, 5.49e-03, 1.07e-04, 1.34e-04, 3.63e-05, 2.85e-05, 1.05e-05, 5.53e-06, 4.82e-05, 2.35e-05]    []  
593100    [4.42e-07, 1.14e-06, 8.65e-07, 8.03e-07, 9.53e-07, 1.77e-06, 9.51e-07, 1.57e-08, 1.31e-07, 8.24e-09, 1.17e-06, 2.04e-06, 1.61e-06, 3.77e-07, 3.35e-09, 1.77e-08, 1.48e-08, 2.16e-08, 6.39e-10, 0.00e+00, 1.63e-08, 7.69e-07]    [4.42e-07, 1.14e-06, 8.65e-07, 8.03e-07, 9.53e-07, 1.77e-06, 9.51e-07, 1.57e-08, 1.31e-07, 8.24e-09, 1.17e-06, 2.04e-06, 1.61e-06, 3.77e-07, 3.35e-09, 1.77e-08, 1.48e-08, 2.16e-08, 6.39e-10, 0.00e+00, 1.63e-08, 7.69e-07]    []  
593200    [7.64e-07, 2.05e-06, 1.24e-06, 1.75e-06, 1.17e-06, 2.73e-06, 1.08e-06, 9.94e-07, 1.31e-05, 2.86e-06, 1.70e-05, 1.12e-05, 6.49e-06, 4.43e-05, 0.00e+00, 3.51e-08, 0.00e+00, 6.17e-10, 0.00e+00, 1.07e-05, 2.55e-07, 4.48e-05]    [7.64e-07, 2.05e-06, 1.24e-06, 1.75e-06, 1.17e-06, 2.73e-06, 1.08e-06, 9.94e-07, 1.31e-05, 2.86e-06, 1.70e-05, 1.12e-05, 6.49e-06, 4.43e-05, 0.00e+00, 3.51e-08, 0.00e+00, 6.17e-10, 0.00e+00, 1.07e-05, 2.55e-07, 4.48e-05]    []  
593300    [1.54e-05, 4.97e-06, 3.78e-06, 2.94e-06, 3.24e-06, 4.52e-06, 2.00e-06, 4.58e-06, 1.79e-05, 2.95e-05, 5.98e-05, 1.46e-04, 3.20e-04, 1.08e-03, 1.41e-05, 1.33e-05, 7.13e-06, 7.97e-06, 1.67e-06, 0.00e+00, 7.79e-06, 2.11e-05]    [1.54e-05, 4.97e-06, 3.78e-06, 2.94e-06, 3.24e-06, 4.52e-06, 2.00e-06, 4.58e-06, 1.79e-05, 2.95e-05, 5.98e-05, 1.46e-04, 3.20e-04, 1.08e-03, 1.41e-05, 1.33e-05, 7.13e-06, 7.97e-06, 1.67e-06, 0.00e+00, 7.79e-06, 2.11e-05]    []  
593400    [1.85e-06, 1.39e-06, 9.51e-07, 1.00e-06, 9.65e-07, 1.75e-06, 1.04e-06, 7.79e-06, 8.12e-10, 9.83e-07, 2.55e-05, 2.08e-05, 8.40e-05, 8.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.24e-05, 8.01e-09]    [1.85e-06, 1.39e-06, 9.51e-07, 1.00e-06, 9.65e-07, 1.75e-06, 1.04e-06, 7.79e-06, 8.12e-10, 9.83e-07, 2.55e-05, 2.08e-05, 8.40e-05, 8.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.24e-05, 8.01e-09]    []  
593500    [9.87e-07, 1.08e-06, 6.85e-07, 6.55e-07, 7.85e-07, 1.99e-06, 8.82e-07, 4.95e-05, 8.21e-12, 7.14e-07, 4.95e-06, 6.29e-06, 1.84e-05, 2.69e-05, 1.52e-07, 1.91e-07, 1.87e-07, 2.40e-07, 0.00e+00, 2.92e-10, 5.86e-05, 2.35e-10]    [9.87e-07, 1.08e-06, 6.85e-07, 6.55e-07, 7.85e-07, 1.99e-06, 8.82e-07, 4.95e-05, 8.21e-12, 7.14e-07, 4.95e-06, 6.29e-06, 1.84e-05, 2.69e-05, 1.52e-07, 1.91e-07, 1.87e-07, 2.40e-07, 0.00e+00, 2.92e-10, 5.86e-05, 2.35e-10]    []  
593600    [5.40e-07, 9.65e-07, 6.74e-07, 6.25e-07, 9.30e-07, 1.88e-06, 9.90e-07, 3.72e-07, 3.92e-09, 5.72e-08, 1.72e-06, 3.06e-06, 2.21e-06, 1.30e-06, 1.08e-07, 1.19e-07, 1.80e-08, 2.92e-08, 0.00e+00, 3.73e-11, 5.72e-07, 1.75e-08]    [5.40e-07, 9.65e-07, 6.74e-07, 6.25e-07, 9.30e-07, 1.88e-06, 9.90e-07, 3.72e-07, 3.92e-09, 5.72e-08, 1.72e-06, 3.06e-06, 2.21e-06, 1.30e-06, 1.08e-07, 1.19e-07, 1.80e-08, 2.92e-08, 0.00e+00, 3.73e-11, 5.72e-07, 1.75e-08]    []  
593700    [2.54e-06, 1.28e-06, 8.44e-07, 8.59e-07, 1.10e-06, 2.25e-06, 1.12e-06, 5.67e-06, 1.58e-10, 2.83e-06, 1.55e-05, 2.11e-05, 6.60e-05, 1.22e-04, 1.59e-06, 6.59e-07, 1.67e-06, 9.63e-07, 1.62e-06, 1.51e-09, 9.28e-06, 6.83e-09]    [2.54e-06, 1.28e-06, 8.44e-07, 8.59e-07, 1.10e-06, 2.25e-06, 1.12e-06, 5.67e-06, 1.58e-10, 2.83e-06, 1.55e-05, 2.11e-05, 6.60e-05, 1.22e-04, 1.59e-06, 6.59e-07, 1.67e-06, 9.63e-07, 1.62e-06, 1.51e-09, 9.28e-06, 6.83e-09]    []  
593800    [3.07e-06, 1.37e-06, 8.99e-07, 9.08e-07, 9.40e-07, 2.05e-06, 9.20e-07, 8.03e-06, 1.94e-08, 2.00e-06, 4.88e-05, 3.98e-05, 1.53e-04, 1.37e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.52e-05, 9.30e-08]    [3.07e-06, 1.37e-06, 8.99e-07, 9.08e-07, 9.40e-07, 2.05e-06, 9.20e-07, 8.03e-06, 1.94e-08, 2.00e-06, 4.88e-05, 3.98e-05, 1.53e-04, 1.37e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.52e-05, 9.30e-08]    []  
593900    [3.70e-07, 9.20e-07, 7.75e-07, 7.56e-07, 9.14e-07, 1.93e-06, 9.99e-07, 1.41e-07, 4.67e-07, 1.14e-09, 1.21e-06, 1.96e-06, 1.76e-06, 3.19e-07, 2.05e-09, 1.65e-08, 2.66e-08, 6.47e-08, 6.82e-08, 0.00e+00, 4.21e-07, 7.08e-07]    [3.70e-07, 9.20e-07, 7.75e-07, 7.56e-07, 9.14e-07, 1.93e-06, 9.99e-07, 1.41e-07, 4.67e-07, 1.14e-09, 1.21e-06, 1.96e-06, 1.76e-06, 3.19e-07, 2.05e-09, 1.65e-08, 2.66e-08, 6.47e-08, 6.82e-08, 0.00e+00, 4.21e-07, 7.08e-07]    []  
594000    [3.33e-07, 1.05e-06, 8.36e-07, 9.31e-07, 9.23e-07, 1.86e-06, 9.97e-07, 4.19e-07, 6.58e-07, 1.37e-08, 1.18e-06, 2.17e-06, 2.00e-06, 2.85e-06, 8.40e-09, 6.70e-09, 3.29e-08, 2.42e-08, 4.84e-08, 0.00e+00, 2.89e-07, 7.56e-07]    [3.33e-07, 1.05e-06, 8.36e-07, 9.31e-07, 9.23e-07, 1.86e-06, 9.97e-07, 4.19e-07, 6.58e-07, 1.37e-08, 1.18e-06, 2.17e-06, 2.00e-06, 2.85e-06, 8.40e-09, 6.70e-09, 3.29e-08, 2.42e-08, 4.84e-08, 0.00e+00, 2.89e-07, 7.56e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 44.020625 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
594000    [3.33e-07, 1.05e-06, 8.36e-07, 9.31e-07, 9.23e-07, 1.86e-06, 9.97e-07, 4.19e-07, 6.58e-07, 1.37e-08, 1.18e-06, 2.17e-06, 2.00e-06, 2.85e-06, 8.40e-09, 6.70e-09, 3.29e-08, 2.42e-08, 4.84e-08, 0.00e+00, 2.89e-07, 7.56e-07]    [3.33e-07, 1.05e-06, 8.36e-07, 9.31e-07, 9.23e-07, 1.86e-06, 9.97e-07, 4.19e-07, 6.58e-07, 1.37e-08, 1.18e-06, 2.17e-06, 2.00e-06, 2.85e-06, 8.40e-09, 6.70e-09, 3.29e-08, 2.42e-08, 4.84e-08, 0.00e+00, 2.89e-07, 7.56e-07]    []  
594100    [4.13e-06, 1.91e-06, 9.52e-07, 1.21e-06, 1.05e-06, 2.43e-06, 9.04e-07, 1.90e-07, 1.08e-06, 3.65e-06, 1.29e-05, 3.48e-05, 7.83e-05, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.74e-10, 0.00e+00, 2.26e-07, 1.51e-06, 9.19e-07]    [4.13e-06, 1.91e-06, 9.52e-07, 1.21e-06, 1.05e-06, 2.43e-06, 9.04e-07, 1.90e-07, 1.08e-06, 3.65e-06, 1.29e-05, 3.48e-05, 7.83e-05, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.74e-10, 0.00e+00, 2.26e-07, 1.51e-06, 9.19e-07]    []  
594200    [7.73e-07, 9.35e-07, 9.53e-07, 7.97e-07, 9.78e-07, 2.17e-06, 9.54e-07, 9.27e-06, 7.07e-07, 4.46e-07, 6.24e-06, 5.45e-06, 1.75e-05, 1.80e-05, 1.17e-07, 5.45e-08, 2.15e-07, 4.52e-07, 2.18e-06, 0.00e+00, 1.23e-05, 4.65e-07]    [7.73e-07, 9.35e-07, 9.53e-07, 7.97e-07, 9.78e-07, 2.17e-06, 9.54e-07, 9.27e-06, 7.07e-07, 4.46e-07, 6.24e-06, 5.45e-06, 1.75e-05, 1.80e-05, 1.17e-07, 5.45e-08, 2.15e-07, 4.52e-07, 2.18e-06, 0.00e+00, 1.23e-05, 4.65e-07]    []  
594300    [4.91e-07, 9.93e-07, 7.93e-07, 9.03e-07, 9.35e-07, 2.06e-06, 9.54e-07, 1.48e-05, 1.08e-05, 8.56e-09, 9.48e-06, 6.50e-06, 1.67e-05, 4.93e-06, 1.33e-07, 4.32e-08, 1.83e-07, 1.62e-07, 3.22e-06, 0.00e+00, 1.81e-05, 5.25e-06]    [4.91e-07, 9.93e-07, 7.93e-07, 9.03e-07, 9.35e-07, 2.06e-06, 9.54e-07, 1.48e-05, 1.08e-05, 8.56e-09, 9.48e-06, 6.50e-06, 1.67e-05, 4.93e-06, 1.33e-07, 4.32e-08, 1.83e-07, 1.62e-07, 3.22e-06, 0.00e+00, 1.81e-05, 5.25e-06]    []  
594400    [6.88e-07, 8.69e-07, 9.40e-07, 7.95e-07, 1.02e-06, 2.13e-06, 1.10e-06, 6.01e-06, 4.30e-08, 4.96e-07, 1.93e-06, 4.00e-06, 7.66e-06, 1.65e-05, 1.11e-07, 1.65e-07, 2.23e-07, 1.51e-07, 0.00e+00, 3.92e-09, 8.19e-06, 4.37e-09]    [6.88e-07, 8.69e-07, 9.40e-07, 7.95e-07, 1.02e-06, 2.13e-06, 1.10e-06, 6.01e-06, 4.30e-08, 4.96e-07, 1.93e-06, 4.00e-06, 7.66e-06, 1.65e-05, 1.11e-07, 1.65e-07, 2.23e-07, 1.51e-07, 0.00e+00, 3.92e-09, 8.19e-06, 4.37e-09]    []  
594500    [1.06e-06, 9.27e-07, 9.68e-07, 9.14e-07, 1.19e-06, 2.20e-06, 1.20e-06, 1.94e-07, 1.77e-08, 1.31e-06, 3.37e-06, 8.16e-06, 1.48e-05, 4.54e-05, 4.51e-07, 4.14e-07, 5.72e-07, 2.10e-07, 6.38e-08, 1.59e-08, 4.08e-07, 4.52e-08]    [1.06e-06, 9.27e-07, 9.68e-07, 9.14e-07, 1.19e-06, 2.20e-06, 1.20e-06, 1.94e-07, 1.77e-08, 1.31e-06, 3.37e-06, 8.16e-06, 1.48e-05, 4.54e-05, 4.51e-07, 4.14e-07, 5.72e-07, 2.10e-07, 6.38e-08, 1.59e-08, 4.08e-07, 4.52e-08]    []  
594600    [2.81e-05, 1.05e-05, 3.04e-06, 6.78e-06, 2.70e-06, 7.27e-06, 1.53e-06, 2.26e-05, 1.58e-07, 4.27e-05, 6.91e-05, 2.91e-04, 4.23e-04, 1.62e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.90e-08, 4.81e-05, 1.13e-07]    [2.81e-05, 1.05e-05, 3.04e-06, 6.78e-06, 2.70e-06, 7.27e-06, 1.53e-06, 2.26e-05, 1.58e-07, 4.27e-05, 6.91e-05, 2.91e-04, 4.23e-04, 1.62e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.90e-08, 4.81e-05, 1.13e-07]    []  
594700    [1.65e-05, 4.58e-06, 1.54e-06, 3.71e-06, 1.82e-06, 3.82e-06, 1.10e-06, 1.57e-07, 2.56e-05, 3.19e-05, 3.83e-05, 1.23e-04, 2.71e-04, 6.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.56e-10, 6.77e-06, 1.97e-06, 2.83e-05]    [1.65e-05, 4.58e-06, 1.54e-06, 3.71e-06, 1.82e-06, 3.82e-06, 1.10e-06, 1.57e-07, 2.56e-05, 3.19e-05, 3.83e-05, 1.23e-04, 2.71e-04, 6.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.56e-10, 6.77e-06, 1.97e-06, 2.83e-05]    []  
594800    [1.31e-05, 3.83e-06, 3.05e-06, 2.47e-06, 2.65e-06, 4.22e-06, 1.86e-06, 6.34e-06, 3.79e-09, 3.00e-05, 5.51e-05, 1.20e-04, 2.75e-04, 8.62e-04, 1.14e-05, 8.85e-06, 5.83e-06, 7.99e-06, 0.00e+00, 2.49e-08, 1.96e-06, 9.61e-08]    [1.31e-05, 3.83e-06, 3.05e-06, 2.47e-06, 2.65e-06, 4.22e-06, 1.86e-06, 6.34e-06, 3.79e-09, 3.00e-05, 5.51e-05, 1.20e-04, 2.75e-04, 8.62e-04, 1.14e-05, 8.85e-06, 5.83e-06, 7.99e-06, 0.00e+00, 2.49e-08, 1.96e-06, 9.61e-08]    []  
594900    [3.03e-05, 9.62e-06, 3.22e-06, 6.17e-06, 3.64e-06, 6.46e-06, 1.66e-06, 9.45e-06, 6.64e-06, 5.39e-05, 6.50e-05, 3.40e-04, 4.31e-04, 1.83e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.28e-06, 2.23e-05, 5.54e-06]    [3.03e-05, 9.62e-06, 3.22e-06, 6.17e-06, 3.64e-06, 6.46e-06, 1.66e-06, 9.45e-06, 6.64e-06, 5.39e-05, 6.50e-05, 3.40e-04, 4.31e-04, 1.83e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.28e-06, 2.23e-05, 5.54e-06]    []  
595000    [6.22e-05, 1.98e-05, 6.39e-06, 1.22e-05, 4.63e-06, 1.22e-05, 2.21e-06, 2.08e-06, 1.72e-09, 8.64e-05, 1.54e-04, 5.87e-04, 9.06e-04, 3.29e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-05, 3.36e-08]    [6.22e-05, 1.98e-05, 6.39e-06, 1.22e-05, 4.63e-06, 1.22e-05, 2.21e-06, 2.08e-06, 1.72e-09, 8.64e-05, 1.54e-04, 5.87e-04, 9.06e-04, 3.29e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-05, 3.36e-08]    []  
595100    [2.73e-07, 9.61e-07, 8.63e-07, 9.19e-07, 1.23e-06, 2.05e-06, 1.30e-06, 4.94e-07, 3.81e-10, 5.81e-11, 5.26e-07, 1.64e-06, 1.30e-06, 8.32e-08, 7.61e-09, 6.90e-09, 1.35e-08, 1.57e-08, 3.03e-08, 0.00e+00, 2.00e-07, 3.16e-08]    [2.73e-07, 9.61e-07, 8.63e-07, 9.19e-07, 1.23e-06, 2.05e-06, 1.30e-06, 4.94e-07, 3.81e-10, 5.81e-11, 5.26e-07, 1.64e-06, 1.30e-06, 8.32e-08, 7.61e-09, 6.90e-09, 1.35e-08, 1.57e-08, 3.03e-08, 0.00e+00, 2.00e-07, 3.16e-08]    []  
595200    [3.22e-07, 9.48e-07, 8.78e-07, 9.47e-07, 1.07e-06, 2.11e-06, 1.26e-06, 1.86e-08, 2.10e-08, 1.60e-07, 5.76e-07, 2.27e-06, 2.45e-06, 3.02e-06, 0.00e+00, 1.55e-09, 6.57e-09, 0.00e+00, 1.02e-10, 0.00e+00, 1.25e-08, 5.62e-08]    [3.22e-07, 9.48e-07, 8.78e-07, 9.47e-07, 1.07e-06, 2.11e-06, 1.26e-06, 1.86e-08, 2.10e-08, 1.60e-07, 5.76e-07, 2.27e-06, 2.45e-06, 3.02e-06, 0.00e+00, 1.55e-09, 6.57e-09, 0.00e+00, 1.02e-10, 0.00e+00, 1.25e-08, 5.62e-08]    []  
595300    [4.80e-07, 9.07e-07, 8.77e-07, 9.09e-07, 1.14e-06, 2.20e-06, 1.30e-06, 8.63e-09, 8.99e-10, 4.27e-07, 1.10e-06, 3.56e-06, 4.41e-06, 1.22e-05, 1.45e-07, 5.46e-08, 2.36e-07, 4.93e-08, 4.26e-09, 1.15e-09, 2.63e-08, 2.37e-09]    [4.80e-07, 9.07e-07, 8.77e-07, 9.09e-07, 1.14e-06, 2.20e-06, 1.30e-06, 8.63e-09, 8.99e-10, 4.27e-07, 1.10e-06, 3.56e-06, 4.41e-06, 1.22e-05, 1.45e-07, 5.46e-08, 2.36e-07, 4.93e-08, 4.26e-09, 1.15e-09, 2.63e-08, 2.37e-09]    []  
595400    [4.63e-07, 9.77e-07, 8.97e-07, 9.35e-07, 1.11e-06, 2.13e-06, 1.28e-06, 2.29e-08, 1.32e-09, 2.89e-07, 8.46e-07, 3.00e-06, 3.62e-06, 8.52e-06, 0.00e+00, 2.59e-12, 0.00e+00, 0.00e+00, 0.00e+00, 3.42e-10, 1.18e-08, 1.67e-09]    [4.63e-07, 9.77e-07, 8.97e-07, 9.35e-07, 1.11e-06, 2.13e-06, 1.28e-06, 2.29e-08, 1.32e-09, 2.89e-07, 8.46e-07, 3.00e-06, 3.62e-06, 8.52e-06, 0.00e+00, 2.59e-12, 0.00e+00, 0.00e+00, 0.00e+00, 3.42e-10, 1.18e-08, 1.67e-09]    []  
595500    [1.05e-06, 1.31e-06, 1.18e-06, 9.87e-07, 1.24e-06, 2.26e-06, 1.19e-06, 1.79e-05, 1.21e-04, 1.58e-06, 3.77e-06, 1.07e-05, 1.40e-05, 5.55e-05, 2.04e-06, 8.73e-08, 3.47e-07, 3.94e-07, 2.48e-06, 0.00e+00, 1.45e-05, 2.82e-04]    [1.05e-06, 1.31e-06, 1.18e-06, 9.87e-07, 1.24e-06, 2.26e-06, 1.19e-06, 1.79e-05, 1.21e-04, 1.58e-06, 3.77e-06, 1.07e-05, 1.40e-05, 5.55e-05, 2.04e-06, 8.73e-08, 3.47e-07, 3.94e-07, 2.48e-06, 0.00e+00, 1.45e-05, 2.82e-04]    []  
595600    [2.00e-05, 6.63e-06, 1.54e-06, 5.13e-06, 2.56e-06, 4.82e-06, 1.27e-06, 2.83e-05, 1.46e-08, 3.10e-05, 3.63e-05, 1.97e-04, 2.75e-04, 1.11e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.45e-10, 3.63e-05, 2.20e-09]    [2.00e-05, 6.63e-06, 1.54e-06, 5.13e-06, 2.56e-06, 4.82e-06, 1.27e-06, 2.83e-05, 1.46e-08, 3.10e-05, 3.63e-05, 1.97e-04, 2.75e-04, 1.11e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.45e-10, 3.63e-05, 2.20e-09]    []  
595700    [1.09e-05, 4.47e-06, 1.79e-06, 3.11e-06, 1.72e-06, 4.00e-06, 1.43e-06, 6.76e-08, 1.75e-09, 1.62e-05, 3.76e-05, 1.11e-04, 2.16e-04, 6.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.68e-10, 1.83e-10, 3.05e-06, 1.14e-09]    [1.09e-05, 4.47e-06, 1.79e-06, 3.11e-06, 1.72e-06, 4.00e-06, 1.43e-06, 6.76e-08, 1.75e-09, 1.62e-05, 3.76e-05, 1.11e-04, 2.16e-04, 6.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.68e-10, 1.83e-10, 3.05e-06, 1.14e-09]    []  
595800    [6.35e-07, 9.25e-07, 8.64e-07, 9.01e-07, 1.21e-06, 2.07e-06, 1.42e-06, 1.18e-05, 1.82e-09, 4.87e-07, 5.70e-06, 6.75e-06, 2.18e-05, 2.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.26e-10, 1.75e-05, 1.04e-09]    [6.35e-07, 9.25e-07, 8.64e-07, 9.01e-07, 1.21e-06, 2.07e-06, 1.42e-06, 1.18e-05, 1.82e-09, 4.87e-07, 5.70e-06, 6.75e-06, 2.18e-05, 2.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.26e-10, 1.75e-05, 1.04e-09]    []  
595900    [4.56e-07, 8.20e-07, 7.67e-07, 9.10e-07, 1.29e-06, 2.14e-06, 1.53e-06, 2.00e-08, 3.32e-05, 4.92e-07, 2.03e-06, 4.49e-06, 9.68e-06, 1.93e-05, 2.03e-07, 1.19e-07, 2.10e-07, 1.67e-07, 2.66e-08, 0.00e+00, 1.76e-07, 5.05e-06]    [4.56e-07, 8.20e-07, 7.67e-07, 9.10e-07, 1.29e-06, 2.14e-06, 1.53e-06, 2.00e-08, 3.32e-05, 4.92e-07, 2.03e-06, 4.49e-06, 9.68e-06, 1.93e-05, 2.03e-07, 1.19e-07, 2.10e-07, 1.67e-07, 2.66e-08, 0.00e+00, 1.76e-07, 5.05e-06]    []  
596000    [2.28e-07, 8.12e-07, 7.83e-07, 9.16e-07, 1.25e-06, 2.07e-06, 1.47e-06, 1.89e-07, 1.80e-09, 6.53e-08, 1.05e-06, 2.31e-06, 3.97e-06, 3.46e-06, 5.35e-08, 3.70e-08, 8.55e-08, 4.91e-08, 4.44e-08, 8.05e-11, 3.01e-07, 5.62e-10]    [2.28e-07, 8.12e-07, 7.83e-07, 9.16e-07, 1.25e-06, 2.07e-06, 1.47e-06, 1.89e-07, 1.80e-09, 6.53e-08, 1.05e-06, 2.31e-06, 3.97e-06, 3.46e-06, 5.35e-08, 3.70e-08, 8.55e-08, 4.91e-08, 4.44e-08, 8.05e-11, 3.01e-07, 5.62e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 46.140517 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
596000    [2.28e-07, 8.12e-07, 7.83e-07, 9.16e-07, 1.25e-06, 2.07e-06, 1.47e-06, 1.89e-07, 1.80e-09, 6.53e-08, 1.05e-06, 2.31e-06, 3.97e-06, 3.46e-06, 5.35e-08, 3.70e-08, 8.55e-08, 4.91e-08, 4.44e-08, 8.05e-11, 3.01e-07, 5.62e-10]    [2.28e-07, 8.12e-07, 7.83e-07, 9.16e-07, 1.25e-06, 2.07e-06, 1.47e-06, 1.89e-07, 1.80e-09, 6.53e-08, 1.05e-06, 2.31e-06, 3.97e-06, 3.46e-06, 5.35e-08, 3.70e-08, 8.55e-08, 4.91e-08, 4.44e-08, 8.05e-11, 3.01e-07, 5.62e-10]    []  
596100    [2.59e-07, 8.16e-07, 8.01e-07, 9.13e-07, 1.26e-06, 2.11e-06, 1.48e-06, 8.71e-09, 1.06e-10, 6.21e-08, 1.31e-06, 2.55e-06, 4.50e-06, 3.18e-06, 2.56e-08, 4.79e-08, 1.12e-07, 4.93e-08, 2.79e-09, 1.18e-10, 1.77e-08, 6.63e-10]    [2.59e-07, 8.16e-07, 8.01e-07, 9.13e-07, 1.26e-06, 2.11e-06, 1.48e-06, 8.71e-09, 1.06e-10, 6.21e-08, 1.31e-06, 2.55e-06, 4.50e-06, 3.18e-06, 2.56e-08, 4.79e-08, 1.12e-07, 4.93e-08, 2.79e-09, 1.18e-10, 1.77e-08, 6.63e-10]    []  
596200    [2.89e-07, 9.37e-07, 8.96e-07, 1.05e-06, 1.10e-06, 2.16e-06, 1.35e-06, 6.50e-07, 4.74e-09, 7.91e-08, 1.39e-06, 2.85e-06, 3.95e-06, 1.77e-06, 1.07e-07, 1.56e-07, 1.37e-07, 3.27e-08, 0.00e+00, 2.87e-10, 7.45e-08, 1.33e-09]    [2.89e-07, 9.37e-07, 8.96e-07, 1.05e-06, 1.10e-06, 2.16e-06, 1.35e-06, 6.50e-07, 4.74e-09, 7.91e-08, 1.39e-06, 2.85e-06, 3.95e-06, 1.77e-06, 1.07e-07, 1.56e-07, 1.37e-07, 3.27e-08, 0.00e+00, 2.87e-10, 7.45e-08, 1.33e-09]    []  
596300    [2.08e-05, 5.92e-06, 1.56e-06, 4.77e-06, 2.55e-06, 4.42e-06, 1.40e-06, 1.38e-08, 1.32e-09, 3.17e-05, 5.02e-05, 1.88e-04, 3.78e-04, 1.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.57e-11, 1.02e-06, 1.58e-09]    [2.08e-05, 5.92e-06, 1.56e-06, 4.77e-06, 2.55e-06, 4.42e-06, 1.40e-06, 1.38e-08, 1.32e-09, 3.17e-05, 5.02e-05, 1.88e-04, 3.78e-04, 1.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.57e-11, 1.02e-06, 1.58e-09]    []  
596400    [7.16e-07, 1.04e-06, 8.67e-07, 9.50e-07, 1.28e-06, 2.07e-06, 1.50e-06, 1.01e-07, 2.99e-10, 8.89e-07, 3.27e-06, 7.53e-06, 1.76e-05, 3.85e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.98e-11, 3.55e-07, 9.00e-10]    [7.16e-07, 1.04e-06, 8.67e-07, 9.50e-07, 1.28e-06, 2.07e-06, 1.50e-06, 1.01e-07, 2.99e-10, 8.89e-07, 3.27e-06, 7.53e-06, 1.76e-05, 3.85e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.98e-11, 3.55e-07, 9.00e-10]    []  
596500    [1.78e-07, 8.48e-07, 7.78e-07, 9.01e-07, 1.28e-06, 2.02e-06, 1.55e-06, 8.64e-11, 4.91e-08, 1.12e-08, 2.74e-07, 1.70e-06, 1.58e-06, 3.34e-07, 3.77e-09, 4.68e-09, 5.24e-09, 2.10e-09, 4.71e-13, 8.83e-09, 1.53e-08, 4.75e-08]    [1.78e-07, 8.48e-07, 7.78e-07, 9.01e-07, 1.28e-06, 2.02e-06, 1.55e-06, 8.64e-11, 4.91e-08, 1.12e-08, 2.74e-07, 1.70e-06, 1.58e-06, 3.34e-07, 3.77e-09, 4.68e-09, 5.24e-09, 2.10e-09, 4.71e-13, 8.83e-09, 1.53e-08, 4.75e-08]    []  
596600    [3.19e-07, 9.07e-07, 9.29e-07, 9.98e-07, 1.23e-06, 2.07e-06, 1.55e-06, 2.07e-07, 2.23e-09, 1.77e-07, 3.01e-06, 3.96e-06, 1.08e-05, 1.23e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-09, 6.44e-11, 7.73e-08, 6.35e-10]    [3.19e-07, 9.07e-07, 9.29e-07, 9.98e-07, 1.23e-06, 2.07e-06, 1.55e-06, 2.07e-07, 2.23e-09, 1.77e-07, 3.01e-06, 3.96e-06, 1.08e-05, 1.23e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-09, 6.44e-11, 7.73e-08, 6.35e-10]    []  
596700    [8.79e-07, 8.98e-07, 9.44e-07, 9.39e-07, 1.24e-06, 2.08e-06, 1.54e-06, 8.58e-08, 1.69e-09, 3.98e-07, 1.88e-05, 1.57e-05, 4.88e-05, 3.53e-05, 0.00e+00, 1.97e-11, 0.00e+00, 0.00e+00, 0.00e+00, 2.39e-10, 3.71e-06, 8.94e-10]    [8.79e-07, 8.98e-07, 9.44e-07, 9.39e-07, 1.24e-06, 2.08e-06, 1.54e-06, 8.58e-08, 1.69e-09, 3.98e-07, 1.88e-05, 1.57e-05, 4.88e-05, 3.53e-05, 0.00e+00, 1.97e-11, 0.00e+00, 0.00e+00, 0.00e+00, 2.39e-10, 3.71e-06, 8.94e-10]    []  
596800    [9.78e-07, 1.50e-06, 9.05e-07, 1.58e-06, 1.29e-06, 2.78e-06, 1.50e-06, 7.18e-07, 2.55e-09, 3.49e-06, 6.83e-06, 2.63e-05, 4.69e-06, 6.29e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-11, 4.41e-07, 7.82e-09]    [9.78e-07, 1.50e-06, 9.05e-07, 1.58e-06, 1.29e-06, 2.78e-06, 1.50e-06, 7.18e-07, 2.55e-09, 3.49e-06, 6.83e-06, 2.63e-05, 4.69e-06, 6.29e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-11, 4.41e-07, 7.82e-09]    []  
596900    [4.13e-06, 2.57e-06, 2.45e-06, 1.16e-06, 1.88e-06, 2.85e-06, 1.38e-06, 4.53e-06, 9.43e-05, 8.82e-06, 3.65e-05, 5.04e-05, 1.44e-04, 3.36e-04, 3.13e-06, 1.76e-06, 2.50e-06, 1.63e-06, 1.39e-06, 0.00e+00, 8.18e-06, 1.51e-04]    [4.13e-06, 2.57e-06, 2.45e-06, 1.16e-06, 1.88e-06, 2.85e-06, 1.38e-06, 4.53e-06, 9.43e-05, 8.82e-06, 3.65e-05, 5.04e-05, 1.44e-04, 3.36e-04, 3.13e-06, 1.76e-06, 2.50e-06, 1.63e-06, 1.39e-06, 0.00e+00, 8.18e-06, 1.51e-04]    []  
597000    [3.17e-06, 1.21e-06, 1.10e-06, 1.12e-06, 1.78e-06, 2.43e-06, 1.88e-06, 5.92e-09, 6.22e-07, 6.17e-06, 1.35e-05, 3.34e-05, 7.18e-05, 2.26e-04, 2.67e-06, 2.04e-06, 1.26e-06, 1.06e-06, 2.13e-08, 3.39e-09, 1.43e-07, 8.15e-08]    [3.17e-06, 1.21e-06, 1.10e-06, 1.12e-06, 1.78e-06, 2.43e-06, 1.88e-06, 5.92e-09, 6.22e-07, 6.17e-06, 1.35e-05, 3.34e-05, 7.18e-05, 2.26e-04, 2.67e-06, 2.04e-06, 1.26e-06, 1.06e-06, 2.13e-08, 3.39e-09, 1.43e-07, 8.15e-08]    []  
597100    [1.37e-07, 8.18e-07, 7.91e-07, 8.72e-07, 1.34e-06, 1.94e-06, 1.60e-06, 4.31e-06, 1.73e-09, 5.81e-09, 2.89e-07, 1.70e-06, 1.54e-06, 8.02e-08, 8.07e-09, 4.86e-09, 4.84e-09, 6.48e-09, 5.34e-07, 4.43e-11, 3.40e-06, 5.86e-10]    [1.37e-07, 8.18e-07, 7.91e-07, 8.72e-07, 1.34e-06, 1.94e-06, 1.60e-06, 4.31e-06, 1.73e-09, 5.81e-09, 2.89e-07, 1.70e-06, 1.54e-06, 8.02e-08, 8.07e-09, 4.86e-09, 4.84e-09, 6.48e-09, 5.34e-07, 4.43e-11, 3.40e-06, 5.86e-10]    []  
597200    [3.07e-07, 7.45e-07, 8.83e-07, 8.93e-07, 1.42e-06, 2.04e-06, 1.69e-06, 1.58e-07, 1.36e-09, 2.77e-07, 6.83e-07, 2.92e-06, 2.75e-06, 8.38e-06, 8.84e-08, 6.42e-08, 5.42e-08, 3.72e-08, 0.00e+00, 2.29e-10, 2.19e-07, 9.65e-10]    [3.07e-07, 7.45e-07, 8.83e-07, 8.93e-07, 1.42e-06, 2.04e-06, 1.69e-06, 1.58e-07, 1.36e-09, 2.77e-07, 6.83e-07, 2.92e-06, 2.75e-06, 8.38e-06, 8.84e-08, 6.42e-08, 5.42e-08, 3.72e-08, 0.00e+00, 2.29e-10, 2.19e-07, 9.65e-10]    []  
597300    [2.72e-07, 9.57e-07, 8.62e-07, 1.07e-06, 1.39e-06, 2.06e-06, 1.68e-06, 3.81e-07, 7.32e-09, 1.21e-08, 2.06e-06, 2.39e-06, 4.47e-06, 3.53e-06, 1.58e-08, 0.00e+00, 1.86e-08, 1.05e-08, 0.00e+00, 2.75e-09, 2.35e-08, 1.44e-08]    [2.72e-07, 9.57e-07, 8.62e-07, 1.07e-06, 1.39e-06, 2.06e-06, 1.68e-06, 3.81e-07, 7.32e-09, 1.21e-08, 2.06e-06, 2.39e-06, 4.47e-06, 3.53e-06, 1.58e-08, 0.00e+00, 1.86e-08, 1.05e-08, 0.00e+00, 2.75e-09, 2.35e-08, 1.44e-08]    []  
597400    [2.67e-05, 6.02e-06, 5.25e-06, 6.95e-06, 6.30e-06, 5.24e-06, 4.24e-06, 1.37e-04, 8.18e-08, 8.04e-05, 8.34e-05, 2.62e-04, 4.15e-04, 1.82e-03, 1.69e-05, 3.28e-05, 1.42e-05, 1.47e-05, 0.00e+00, 2.22e-08, 2.28e-04, 1.06e-07]    [2.67e-05, 6.02e-06, 5.25e-06, 6.95e-06, 6.30e-06, 5.24e-06, 4.24e-06, 1.37e-04, 8.18e-08, 8.04e-05, 8.34e-05, 2.62e-04, 4.15e-04, 1.82e-03, 1.69e-05, 3.28e-05, 1.42e-05, 1.47e-05, 0.00e+00, 2.22e-08, 2.28e-04, 1.06e-07]    []  
597500    [1.24e-07, 7.89e-07, 7.81e-07, 7.89e-07, 1.46e-06, 1.93e-06, 1.63e-06, 5.89e-10, 4.53e-05, 6.37e-10, 6.17e-07, 1.99e-06, 2.27e-06, 7.47e-08, 8.96e-09, 1.12e-08, 1.46e-08, 1.83e-08, 5.66e-10, 0.00e+00, 4.95e-09, 4.61e-05]    [1.24e-07, 7.89e-07, 7.81e-07, 7.89e-07, 1.46e-06, 1.93e-06, 1.63e-06, 5.89e-10, 4.53e-05, 6.37e-10, 6.17e-07, 1.99e-06, 2.27e-06, 7.47e-08, 8.96e-09, 1.12e-08, 1.46e-08, 1.83e-08, 5.66e-10, 0.00e+00, 4.95e-09, 4.61e-05]    []  
597600    [1.65e-07, 7.71e-07, 8.91e-07, 9.38e-07, 1.43e-06, 1.95e-06, 1.72e-06, 1.17e-07, 1.14e-08, 2.11e-10, 6.17e-07, 2.01e-06, 2.27e-06, 3.65e-07, 2.65e-09, 2.43e-09, 2.24e-10, 3.49e-10, 4.30e-09, 0.00e+00, 2.73e-08, 1.71e-08]    [1.65e-07, 7.71e-07, 8.91e-07, 9.38e-07, 1.43e-06, 1.95e-06, 1.72e-06, 1.17e-07, 1.14e-08, 2.11e-10, 6.17e-07, 2.01e-06, 2.27e-06, 3.65e-07, 2.65e-09, 2.43e-09, 2.24e-10, 3.49e-10, 4.30e-09, 0.00e+00, 2.73e-08, 1.71e-08]    []  
597700    [1.14e-06, 1.09e-06, 8.25e-07, 8.12e-07, 1.52e-06, 2.08e-06, 1.62e-06, 2.08e-06, 1.80e-08, 1.79e-06, 7.05e-06, 2.43e-05, 4.87e-06, 5.11e-05, 9.03e-09, 1.82e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.66e-07, 4.61e-08]    [1.14e-06, 1.09e-06, 8.25e-07, 8.12e-07, 1.52e-06, 2.08e-06, 1.62e-06, 2.08e-06, 1.80e-08, 1.79e-06, 7.05e-06, 2.43e-05, 4.87e-06, 5.11e-05, 9.03e-09, 1.82e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.66e-07, 4.61e-08]    []  
597800    [5.78e-05, 1.17e-05, 4.86e-06, 7.95e-06, 6.98e-06, 9.28e-06, 4.23e-06, 1.70e-04, 2.98e-05, 1.10e-04, 1.73e-04, 5.16e-04, 8.92e-04, 3.49e-03, 6.91e-05, 5.11e-05, 2.62e-05, 2.01e-05, 4.99e-05, 1.17e-05, 2.35e-04, 4.49e-05]    [5.78e-05, 1.17e-05, 4.86e-06, 7.95e-06, 6.98e-06, 9.28e-06, 4.23e-06, 1.70e-04, 2.98e-05, 1.10e-04, 1.73e-04, 5.16e-04, 8.92e-04, 3.49e-03, 6.91e-05, 5.11e-05, 2.62e-05, 2.01e-05, 4.99e-05, 1.17e-05, 2.35e-04, 4.49e-05]    []  
597900    [1.32e-07, 7.59e-07, 8.16e-07, 7.83e-07, 1.40e-06, 1.90e-06, 1.65e-06, 1.05e-07, 1.30e-08, 1.12e-08, 2.53e-07, 1.70e-06, 1.94e-06, 5.45e-07, 3.84e-08, 1.54e-08, 8.17e-09, 1.24e-08, 1.71e-08, 3.65e-10, 1.15e-07, 1.56e-09]    [1.32e-07, 7.59e-07, 8.16e-07, 7.83e-07, 1.40e-06, 1.90e-06, 1.65e-06, 1.05e-07, 1.30e-08, 1.12e-08, 2.53e-07, 1.70e-06, 1.94e-06, 5.45e-07, 3.84e-08, 1.54e-08, 8.17e-09, 1.24e-08, 1.71e-08, 3.65e-10, 1.15e-07, 1.56e-09]    []  
598000    [1.95e-07, 7.76e-07, 9.02e-07, 9.77e-07, 1.50e-06, 1.94e-06, 1.76e-06, 2.59e-07, 1.77e-08, 4.70e-08, 7.10e-07, 2.35e-06, 3.53e-06, 1.29e-06, 0.00e+00, 5.58e-11, 0.00e+00, 0.00e+00, 1.02e-08, 2.87e-09, 6.43e-08, 1.59e-08]    [1.95e-07, 7.76e-07, 9.02e-07, 9.77e-07, 1.50e-06, 1.94e-06, 1.76e-06, 2.59e-07, 1.77e-08, 4.70e-08, 7.10e-07, 2.35e-06, 3.53e-06, 1.29e-06, 0.00e+00, 5.58e-11, 0.00e+00, 0.00e+00, 1.02e-08, 2.87e-09, 6.43e-08, 1.59e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 48.456037 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
598000    [1.95e-07, 7.76e-07, 9.02e-07, 9.77e-07, 1.50e-06, 1.94e-06, 1.76e-06, 2.59e-07, 1.77e-08, 4.70e-08, 7.10e-07, 2.35e-06, 3.53e-06, 1.29e-06, 0.00e+00, 5.58e-11, 0.00e+00, 0.00e+00, 1.02e-08, 2.87e-09, 6.43e-08, 1.59e-08]    [1.95e-07, 7.76e-07, 9.02e-07, 9.77e-07, 1.50e-06, 1.94e-06, 1.76e-06, 2.59e-07, 1.77e-08, 4.70e-08, 7.10e-07, 2.35e-06, 3.53e-06, 1.29e-06, 0.00e+00, 5.58e-11, 0.00e+00, 0.00e+00, 1.02e-08, 2.87e-09, 6.43e-08, 1.59e-08]    []  
598100    [1.61e-06, 1.21e-06, 1.09e-06, 7.86e-07, 1.30e-06, 2.20e-06, 1.48e-06, 2.30e-07, 1.79e-07, 2.54e-06, 9.84e-06, 1.72e-05, 4.50e-05, 9.57e-05, 1.79e-06, 4.01e-07, 5.78e-07, 2.89e-07, 6.92e-09, 1.65e-08, 5.06e-08, 8.51e-08]    [1.61e-06, 1.21e-06, 1.09e-06, 7.86e-07, 1.30e-06, 2.20e-06, 1.48e-06, 2.30e-07, 1.79e-07, 2.54e-06, 9.84e-06, 1.72e-05, 4.50e-05, 9.57e-05, 1.79e-06, 4.01e-07, 5.78e-07, 2.89e-07, 6.92e-09, 1.65e-08, 5.06e-08, 8.51e-08]    []  
598200    [7.54e-06, 3.05e-06, 1.60e-06, 2.33e-06, 1.72e-06, 2.84e-06, 1.69e-06, 5.28e-08, 2.46e-07, 1.00e-05, 4.23e-05, 7.75e-05, 2.09e-04, 4.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.62e-08, 1.04e-06, 9.13e-08]    [7.54e-06, 3.05e-06, 1.60e-06, 2.33e-06, 1.72e-06, 2.84e-06, 1.69e-06, 5.28e-08, 2.46e-07, 1.00e-05, 4.23e-05, 7.75e-05, 2.09e-04, 4.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.62e-08, 1.04e-06, 9.13e-08]    []  
598300    [1.37e-07, 7.20e-07, 8.51e-07, 7.82e-07, 1.46e-06, 1.87e-06, 1.72e-06, 6.72e-08, 2.18e-09, 7.98e-10, 3.13e-07, 1.90e-06, 1.97e-06, 1.03e-07, 7.14e-09, 4.27e-09, 1.91e-11, 4.48e-10, 1.81e-08, 1.39e-10, 1.21e-07, 7.73e-10]    [1.37e-07, 7.20e-07, 8.51e-07, 7.82e-07, 1.46e-06, 1.87e-06, 1.72e-06, 6.72e-08, 2.18e-09, 7.98e-10, 3.13e-07, 1.90e-06, 1.97e-06, 1.03e-07, 7.14e-09, 4.27e-09, 1.91e-11, 4.48e-10, 1.81e-08, 1.39e-10, 1.21e-07, 7.73e-10]    []  
598400    [2.33e-07, 8.66e-07, 9.09e-07, 1.05e-06, 1.31e-06, 1.87e-06, 1.65e-06, 3.56e-06, 5.20e-10, 8.41e-08, 4.55e-07, 2.37e-06, 2.24e-06, 7.82e-07, 1.37e-08, 5.99e-10, 2.80e-12, 0.00e+00, 4.56e-07, 1.84e-10, 2.95e-06, 1.12e-09]    [2.33e-07, 8.66e-07, 9.09e-07, 1.05e-06, 1.31e-06, 1.87e-06, 1.65e-06, 3.56e-06, 5.20e-10, 8.41e-08, 4.55e-07, 2.37e-06, 2.24e-06, 7.82e-07, 1.37e-08, 5.99e-10, 2.80e-12, 0.00e+00, 4.56e-07, 1.84e-10, 2.95e-06, 1.12e-09]    []  
598500    [1.06e-05, 2.57e-06, 1.42e-06, 2.37e-06, 2.04e-06, 2.94e-06, 1.69e-06, 7.47e-08, 1.89e-06, 1.34e-05, 1.01e-04, 1.27e-04, 4.15e-04, 5.75e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.65e-07, 2.71e-06, 1.30e-06]    [1.06e-05, 2.57e-06, 1.42e-06, 2.37e-06, 2.04e-06, 2.94e-06, 1.69e-06, 7.47e-08, 1.89e-06, 1.34e-05, 1.01e-04, 1.27e-04, 4.15e-04, 5.75e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.65e-07, 2.71e-06, 1.30e-06]    []  
598600    [1.57e-05, 5.03e-06, 3.69e-06, 3.70e-06, 2.99e-06, 4.91e-06, 2.60e-06, 1.36e-05, 1.16e-09, 3.70e-05, 2.51e-04, 2.07e-04, 9.92e-04, 1.65e-03, 2.17e-05, 6.22e-06, 1.15e-05, 4.55e-06, 6.22e-07, 6.31e-09, 3.73e-06, 3.20e-08]    [1.57e-05, 5.03e-06, 3.69e-06, 3.70e-06, 2.99e-06, 4.91e-06, 2.60e-06, 1.36e-05, 1.16e-09, 3.70e-05, 2.51e-04, 2.07e-04, 9.92e-04, 1.65e-03, 2.17e-05, 6.22e-06, 1.15e-05, 4.55e-06, 6.22e-07, 6.31e-09, 3.73e-06, 3.20e-08]    []  
598700    [1.24e-07, 6.64e-07, 8.55e-07, 7.41e-07, 1.42e-06, 1.82e-06, 1.67e-06, 1.06e-08, 7.80e-12, 1.14e-08, 2.23e-07, 1.82e-06, 1.94e-06, 1.77e-07, 2.38e-08, 1.36e-08, 4.84e-09, 5.94e-09, 7.95e-13, 1.78e-11, 2.42e-09, 4.08e-10]    [1.24e-07, 6.64e-07, 8.55e-07, 7.41e-07, 1.42e-06, 1.82e-06, 1.67e-06, 1.06e-08, 7.80e-12, 1.14e-08, 2.23e-07, 1.82e-06, 1.94e-06, 1.77e-07, 2.38e-08, 1.36e-08, 4.84e-09, 5.94e-09, 7.95e-13, 1.78e-11, 2.42e-09, 4.08e-10]    []  
598800    [1.45e-07, 8.16e-07, 8.99e-07, 9.48e-07, 1.41e-06, 1.83e-06, 1.73e-06, 7.45e-07, 7.01e-09, 3.48e-10, 4.86e-07, 2.13e-06, 2.27e-06, 9.17e-08, 5.44e-10, 1.27e-10, 1.12e-09, 1.63e-10, 1.01e-07, 3.95e-11, 6.90e-07, 5.38e-10]    [1.45e-07, 8.16e-07, 8.99e-07, 9.48e-07, 1.41e-06, 1.83e-06, 1.73e-06, 7.45e-07, 7.01e-09, 3.48e-10, 4.86e-07, 2.13e-06, 2.27e-06, 9.17e-08, 5.44e-10, 1.27e-10, 1.12e-09, 1.63e-10, 1.01e-07, 3.95e-11, 6.90e-07, 5.38e-10]    []  
598900    [6.61e-07, 8.89e-07, 9.04e-07, 7.81e-07, 1.41e-06, 1.80e-06, 1.64e-06, 7.82e-07, 5.07e-11, 7.92e-07, 2.91e-06, 7.64e-06, 1.72e-05, 3.48e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.16e-11, 1.28e-06, 5.50e-10]    [6.61e-07, 8.89e-07, 9.04e-07, 7.81e-07, 1.41e-06, 1.80e-06, 1.64e-06, 7.82e-07, 5.07e-11, 7.92e-07, 2.91e-06, 7.64e-06, 1.72e-05, 3.48e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.16e-11, 1.28e-06, 5.50e-10]    []  
599000    [1.02e-05, 7.01e-06, 2.89e-06, 5.82e-06, 2.02e-05, 7.75e-06, 5.83e-06, 1.44e-06, 7.78e-06, 1.15e-07, 1.68e-05, 1.23e-04, 5.04e-05, 5.09e-05, 0.00e+00, 7.03e-06, 8.62e-07, 7.61e-06, 7.59e-08, 0.00e+00, 5.06e-07, 5.10e-06]    [1.02e-05, 7.01e-06, 2.89e-06, 5.82e-06, 2.02e-05, 7.75e-06, 5.83e-06, 1.44e-06, 7.78e-06, 1.15e-07, 1.68e-05, 1.23e-04, 5.04e-05, 5.09e-05, 0.00e+00, 7.03e-06, 8.62e-07, 7.61e-06, 7.59e-08, 0.00e+00, 5.06e-07, 5.10e-06]    []  
599100    [2.05e-06, 7.42e-06, 1.46e-06, 4.50e-06, 1.26e-05, 8.52e-06, 5.54e-06, 4.19e-07, 2.00e-09, 1.14e-06, 1.10e-05, 6.52e-05, 3.13e-05, 8.54e-07, 1.10e-07, 3.29e-07, 1.14e-07, 1.93e-06, 2.28e-09, 5.51e-10, 1.04e-07, 3.36e-09]    [2.05e-06, 7.42e-06, 1.46e-06, 4.50e-06, 1.26e-05, 8.52e-06, 5.54e-06, 4.19e-07, 2.00e-09, 1.14e-06, 1.10e-05, 6.52e-05, 3.13e-05, 8.54e-07, 1.10e-07, 3.29e-07, 1.14e-07, 1.93e-06, 2.28e-09, 5.51e-10, 1.04e-07, 3.36e-09]    []  
599200    [1.61e-06, 8.07e-06, 1.24e-06, 3.74e-06, 9.61e-06, 9.00e-06, 4.31e-06, 1.03e-08, 5.56e-10, 1.89e-10, 1.04e-05, 5.97e-05, 2.88e-05, 5.77e-08, 7.11e-08, 5.55e-08, 3.69e-08, 6.68e-07, 8.26e-10, 1.61e-10, 3.99e-08, 1.47e-09]    [1.61e-06, 8.07e-06, 1.24e-06, 3.74e-06, 9.61e-06, 9.00e-06, 4.31e-06, 1.03e-08, 5.56e-10, 1.89e-10, 1.04e-05, 5.97e-05, 2.88e-05, 5.77e-08, 7.11e-08, 5.55e-08, 3.69e-08, 6.68e-07, 8.26e-10, 1.61e-10, 3.99e-08, 1.47e-09]    []  
599300    [1.65e-06, 7.83e-06, 1.13e-06, 3.47e-06, 8.28e-06, 8.68e-06, 3.81e-06, 6.54e-10, 7.28e-12, 4.91e-11, 1.05e-05, 5.89e-05, 2.83e-05, 2.81e-08, 8.84e-08, 1.78e-08, 1.33e-08, 1.95e-07, 3.01e-10, 6.31e-12, 2.79e-08, 9.61e-10]    [1.65e-06, 7.83e-06, 1.13e-06, 3.47e-06, 8.28e-06, 8.68e-06, 3.81e-06, 6.54e-10, 7.28e-12, 4.91e-11, 1.05e-05, 5.89e-05, 2.83e-05, 2.81e-08, 8.84e-08, 1.78e-08, 1.33e-08, 1.95e-07, 3.01e-10, 6.31e-12, 2.79e-08, 9.61e-10]    []  
599400    [1.74e-06, 7.55e-06, 1.07e-06, 3.28e-06, 7.49e-06, 8.36e-06, 3.45e-06, 3.31e-07, 8.51e-09, 1.83e-10, 1.06e-05, 5.84e-05, 2.80e-05, 3.57e-08, 8.82e-08, 1.01e-08, 8.01e-09, 5.74e-08, 1.81e-09, 9.06e-10, 1.10e-07, 5.31e-09]    [1.74e-06, 7.55e-06, 1.07e-06, 3.28e-06, 7.49e-06, 8.36e-06, 3.45e-06, 3.31e-07, 8.51e-09, 1.83e-10, 1.06e-05, 5.84e-05, 2.80e-05, 3.57e-08, 8.82e-08, 1.01e-08, 8.01e-09, 5.74e-08, 1.81e-09, 9.06e-10, 1.10e-07, 5.31e-09]    []  
599500    [3.68e-06, 6.80e-06, 1.40e-06, 2.79e-06, 7.24e-06, 7.38e-06, 3.63e-06, 9.84e-10, 4.31e-10, 2.85e-10, 1.06e-05, 6.11e-05, 3.30e-05, 5.54e-06, 1.56e-07, 0.00e+00, 0.00e+00, 2.60e-09, 1.20e-10, 2.71e-11, 1.89e-08, 8.48e-10]    [3.68e-06, 6.80e-06, 1.40e-06, 2.79e-06, 7.24e-06, 7.38e-06, 3.63e-06, 9.84e-10, 4.31e-10, 2.85e-10, 1.06e-05, 6.11e-05, 3.30e-05, 5.54e-06, 1.56e-07, 0.00e+00, 0.00e+00, 2.60e-09, 1.20e-10, 2.71e-11, 1.89e-08, 8.48e-10]    []  
599600    [1.99e-06, 6.87e-06, 9.74e-07, 3.21e-06, 6.61e-06, 7.49e-06, 3.24e-06, 1.98e-08, 1.46e-10, 1.46e-10, 1.03e-05, 5.81e-05, 2.73e-05, 3.59e-08, 5.90e-08, 2.65e-08, 1.70e-09, 4.88e-09, 2.89e-11, 3.44e-10, 1.22e-08, 3.07e-09]    [1.99e-06, 6.87e-06, 9.74e-07, 3.21e-06, 6.61e-06, 7.49e-06, 3.24e-06, 1.98e-08, 1.46e-10, 1.46e-10, 1.03e-05, 5.81e-05, 2.73e-05, 3.59e-08, 5.90e-08, 2.65e-08, 1.70e-09, 4.88e-09, 2.89e-11, 3.44e-10, 1.22e-08, 3.07e-09]    []  
599700    [2.47e-05, 1.04e-05, 1.14e-06, 5.87e-06, 9.45e-06, 1.03e-05, 3.16e-06, 2.49e-08, 6.60e-08, 3.33e-05, 7.61e-05, 4.98e-04, 4.48e-04, 2.32e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.36e-10, 0.00e+00, 1.66e-07, 6.16e-08]    [2.47e-05, 1.04e-05, 1.14e-06, 5.87e-06, 9.45e-06, 1.03e-05, 3.16e-06, 2.49e-08, 6.60e-08, 3.33e-05, 7.61e-05, 4.98e-04, 4.48e-04, 2.32e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.36e-10, 0.00e+00, 1.66e-07, 6.16e-08]    []  
599800    [2.31e-06, 6.50e-06, 9.13e-07, 3.09e-06, 6.04e-06, 6.91e-06, 2.95e-06, 2.16e-08, 1.73e-08, 1.13e-09, 1.04e-05, 5.75e-05, 2.68e-05, 1.11e-07, 7.44e-08, 4.63e-08, 5.93e-09, 8.31e-09, 1.16e-09, 0.00e+00, 1.34e-08, 3.48e-08]    [2.31e-06, 6.50e-06, 9.13e-07, 3.09e-06, 6.04e-06, 6.91e-06, 2.95e-06, 2.16e-08, 1.73e-08, 1.13e-09, 1.04e-05, 5.75e-05, 2.68e-05, 1.11e-07, 7.44e-08, 4.63e-08, 5.93e-09, 8.31e-09, 1.16e-09, 0.00e+00, 1.34e-08, 3.48e-08]    []  
599900    [2.62e-06, 6.26e-06, 9.66e-07, 2.89e-06, 5.90e-06, 6.67e-06, 2.90e-06, 1.08e-06, 9.45e-08, 7.66e-07, 1.13e-05, 6.73e-05, 3.65e-05, 4.51e-05, 4.18e-10, 1.70e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.84e-07, 1.89e-07]    [2.62e-06, 6.26e-06, 9.66e-07, 2.89e-06, 5.90e-06, 6.67e-06, 2.90e-06, 1.08e-06, 9.45e-08, 7.66e-07, 1.13e-05, 6.73e-05, 3.65e-05, 4.51e-05, 4.18e-10, 1.70e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.84e-07, 1.89e-07]    []  
600000    [2.83e-06, 6.23e-06, 8.71e-07, 2.93e-06, 5.72e-06, 6.44e-06, 2.71e-06, 4.67e-08, 2.14e-07, 9.33e-08, 1.08e-05, 5.76e-05, 2.78e-05, 5.17e-06, 2.30e-07, 1.12e-07, 4.16e-08, 4.83e-08, 9.21e-09, 3.56e-08, 5.52e-08, 1.81e-07]    [2.83e-06, 6.23e-06, 8.71e-07, 2.93e-06, 5.72e-06, 6.44e-06, 2.71e-06, 4.67e-08, 2.14e-07, 9.33e-08, 1.08e-05, 5.76e-05, 2.78e-05, 5.17e-06, 2.30e-07, 1.12e-07, 4.16e-08, 4.83e-08, 9.21e-09, 3.56e-08, 5.52e-08, 1.81e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 47.811657 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
600000    [2.83e-06, 6.23e-06, 8.71e-07, 2.93e-06, 5.72e-06, 6.44e-06, 2.71e-06, 4.67e-08, 2.14e-07, 9.33e-08, 1.08e-05, 5.76e-05, 2.78e-05, 5.17e-06, 2.30e-07, 1.12e-07, 4.16e-08, 4.83e-08, 9.21e-09, 3.56e-08, 5.52e-08, 1.81e-07]    [2.83e-06, 6.23e-06, 8.71e-07, 2.93e-06, 5.72e-06, 6.44e-06, 2.71e-06, 4.67e-08, 2.14e-07, 9.33e-08, 1.08e-05, 5.76e-05, 2.78e-05, 5.17e-06, 2.30e-07, 1.12e-07, 4.16e-08, 4.83e-08, 9.21e-09, 3.56e-08, 5.52e-08, 1.81e-07]    []  
600100    [2.67e-06, 6.03e-06, 8.81e-07, 3.01e-06, 5.57e-06, 6.11e-06, 2.70e-06, 9.55e-08, 7.49e-09, 2.05e-09, 1.06e-05, 5.76e-05, 2.62e-05, 8.47e-08, 5.08e-08, 2.83e-08, 4.80e-09, 2.84e-09, 2.53e-09, 6.69e-10, 1.76e-08, 4.28e-09]    [2.67e-06, 6.03e-06, 8.81e-07, 3.01e-06, 5.57e-06, 6.11e-06, 2.70e-06, 9.55e-08, 7.49e-09, 2.05e-09, 1.06e-05, 5.76e-05, 2.62e-05, 8.47e-08, 5.08e-08, 2.83e-08, 4.80e-09, 2.84e-09, 2.53e-09, 6.69e-10, 1.76e-08, 4.28e-09]    []  
600200    [3.08e-06, 5.97e-06, 8.41e-07, 2.78e-06, 5.50e-06, 6.12e-06, 2.48e-06, 5.87e-07, 2.71e-06, 1.47e-07, 1.12e-05, 5.78e-05, 2.75e-05, 7.59e-06, 3.15e-07, 1.23e-07, 5.93e-08, 4.36e-08, 0.00e+00, 0.00e+00, 5.71e-07, 2.02e-06]    [3.08e-06, 5.97e-06, 8.41e-07, 2.78e-06, 5.50e-06, 6.12e-06, 2.48e-06, 5.87e-07, 2.71e-06, 1.47e-07, 1.12e-05, 5.78e-05, 2.75e-05, 7.59e-06, 3.15e-07, 1.23e-07, 5.93e-08, 4.36e-08, 0.00e+00, 0.00e+00, 5.71e-07, 2.02e-06]    []  
600300    [3.03e-06, 5.89e-06, 8.68e-07, 2.96e-06, 5.44e-06, 5.90e-06, 2.52e-06, 2.38e-06, 4.25e-09, 3.30e-08, 1.09e-05, 5.71e-05, 2.65e-05, 1.94e-06, 1.36e-07, 6.94e-08, 2.05e-08, 2.22e-08, 2.81e-07, 2.18e-09, 1.84e-06, 1.27e-08]    [3.03e-06, 5.89e-06, 8.68e-07, 2.96e-06, 5.44e-06, 5.90e-06, 2.52e-06, 2.38e-06, 4.25e-09, 3.30e-08, 1.09e-05, 5.71e-05, 2.65e-05, 1.94e-06, 1.36e-07, 6.94e-08, 2.05e-08, 2.22e-08, 2.81e-07, 2.18e-09, 1.84e-06, 1.27e-08]    []  
600400    [2.78e-06, 5.85e-06, 8.18e-07, 2.78e-06, 5.39e-06, 6.01e-06, 2.32e-06, 3.27e-10, 1.26e-10, 9.69e-10, 1.10e-05, 5.65e-05, 2.54e-05, 1.10e-07, 6.78e-08, 3.91e-08, 3.72e-09, 4.52e-09, 1.78e-12, 0.00e+00, 7.45e-09, 7.63e-10]    [2.78e-06, 5.85e-06, 8.18e-07, 2.78e-06, 5.39e-06, 6.01e-06, 2.32e-06, 3.27e-10, 1.26e-10, 9.69e-10, 1.10e-05, 5.65e-05, 2.54e-05, 1.10e-07, 6.78e-08, 3.91e-08, 3.72e-09, 4.52e-09, 1.78e-12, 0.00e+00, 7.45e-09, 7.63e-10]    []  
600500    [3.19e-06, 5.79e-06, 9.00e-07, 2.84e-06, 5.44e-06, 5.69e-06, 2.42e-06, 1.16e-07, 2.64e-12, 1.12e-07, 1.12e-05, 5.71e-05, 2.82e-05, 6.73e-06, 1.90e-07, 1.02e-07, 7.35e-08, 4.88e-08, 5.70e-09, 4.65e-10, 3.93e-08, 4.18e-09]    [3.19e-06, 5.79e-06, 9.00e-07, 2.84e-06, 5.44e-06, 5.69e-06, 2.42e-06, 1.16e-07, 2.64e-12, 1.12e-07, 1.12e-05, 5.71e-05, 2.82e-05, 6.73e-06, 1.90e-07, 1.02e-07, 7.35e-08, 4.88e-08, 5.70e-09, 4.65e-10, 3.93e-08, 4.18e-09]    []  
600600    [2.85e-06, 5.78e-06, 7.98e-07, 2.73e-06, 5.39e-06, 5.87e-06, 2.22e-06, 1.29e-07, 6.49e-07, 1.62e-10, 1.12e-05, 5.62e-05, 2.49e-05, 7.67e-08, 6.38e-08, 3.36e-08, 1.93e-09, 2.81e-09, 0.00e+00, 0.00e+00, 4.07e-08, 6.50e-06]    [2.85e-06, 5.78e-06, 7.98e-07, 2.73e-06, 5.39e-06, 5.87e-06, 2.22e-06, 1.29e-07, 6.49e-07, 1.62e-10, 1.12e-05, 5.62e-05, 2.49e-05, 7.67e-08, 6.38e-08, 3.36e-08, 1.93e-09, 2.81e-09, 0.00e+00, 0.00e+00, 4.07e-08, 6.50e-06]    []  
600700    [1.87e-05, 9.04e-06, 1.85e-06, 4.46e-06, 5.90e-06, 5.72e-06, 3.08e-06, 1.50e-04, 1.01e-06, 6.72e-06, 8.62e-05, 2.52e-04, 4.20e-04, 1.16e-03, 2.19e-05, 1.27e-05, 6.91e-06, 8.90e-06, 0.00e+00, 1.51e-07, 1.08e-04, 6.35e-07]    [1.87e-05, 9.04e-06, 1.85e-06, 4.46e-06, 5.90e-06, 5.72e-06, 3.08e-06, 1.50e-04, 1.01e-06, 6.72e-06, 8.62e-05, 2.52e-04, 4.20e-04, 1.16e-03, 2.19e-05, 1.27e-05, 6.91e-06, 8.90e-06, 0.00e+00, 1.51e-07, 1.08e-04, 6.35e-07]    []  
600800    [3.09e-06, 5.90e-06, 8.03e-07, 2.79e-06, 5.51e-06, 5.71e-06, 2.19e-06, 8.57e-09, 2.17e-09, 1.55e-09, 1.14e-05, 5.56e-05, 2.47e-05, 1.39e-07, 5.02e-08, 5.86e-08, 6.43e-09, 4.83e-09, 3.55e-10, 4.90e-13, 6.25e-09, 3.80e-09]    [3.09e-06, 5.90e-06, 8.03e-07, 2.79e-06, 5.51e-06, 5.71e-06, 2.19e-06, 8.57e-09, 2.17e-09, 1.55e-09, 1.14e-05, 5.56e-05, 2.47e-05, 1.39e-07, 5.02e-08, 5.86e-08, 6.43e-09, 4.83e-09, 3.55e-10, 4.90e-13, 6.25e-09, 3.80e-09]    []  
600900    [2.92e-06, 5.79e-06, 8.00e-07, 2.69e-06, 5.42e-06, 5.81e-06, 2.03e-06, 2.39e-09, 1.99e-10, 1.57e-12, 1.15e-05, 5.54e-05, 2.44e-05, 7.62e-08, 5.47e-08, 3.61e-08, 2.33e-09, 2.93e-09, 9.49e-10, 1.27e-12, 1.01e-08, 3.35e-10]    [2.92e-06, 5.79e-06, 8.00e-07, 2.69e-06, 5.42e-06, 5.81e-06, 2.03e-06, 2.39e-09, 1.99e-10, 1.57e-12, 1.15e-05, 5.54e-05, 2.44e-05, 7.62e-08, 5.47e-08, 3.61e-08, 2.33e-09, 2.93e-09, 9.49e-10, 1.27e-12, 1.01e-08, 3.35e-10]    []  
601000    [3.58e-06, 5.80e-06, 9.58e-07, 2.66e-06, 5.32e-06, 5.69e-06, 2.30e-06, 2.29e-06, 8.55e-06, 8.54e-07, 1.56e-05, 6.52e-05, 3.98e-05, 3.40e-05, 3.15e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.53e-07, 2.65e-06, 9.99e-07, 1.25e-05]    [3.58e-06, 5.80e-06, 9.58e-07, 2.66e-06, 5.32e-06, 5.69e-06, 2.30e-06, 2.29e-06, 8.55e-06, 8.54e-07, 1.56e-05, 6.52e-05, 3.98e-05, 3.40e-05, 3.15e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.53e-07, 2.65e-06, 9.99e-07, 1.25e-05]    []  
601100    [3.63e-06, 5.42e-06, 7.56e-07, 2.32e-06, 5.27e-06, 5.53e-06, 2.23e-06, 1.59e-04, 1.66e-09, 4.56e-07, 1.25e-05, 5.69e-05, 2.93e-05, 2.05e-05, 3.47e-07, 2.93e-07, 9.89e-08, 1.35e-07, 0.00e+00, 0.00e+00, 3.19e-04, 4.94e-09]    [3.63e-06, 5.42e-06, 7.56e-07, 2.32e-06, 5.27e-06, 5.53e-06, 2.23e-06, 1.59e-04, 1.66e-09, 4.56e-07, 1.25e-05, 5.69e-05, 2.93e-05, 2.05e-05, 3.47e-07, 2.93e-07, 9.89e-08, 1.35e-07, 0.00e+00, 0.00e+00, 3.19e-04, 4.94e-09]    []  
601200    [1.19e-05, 6.37e-06, 1.45e-06, 2.80e-06, 5.31e-06, 6.04e-06, 2.43e-06, 3.45e-07, 2.52e-10, 3.07e-06, 2.41e-05, 8.85e-05, 6.72e-05, 2.08e-04, 2.13e-06, 2.18e-06, 1.32e-06, 8.07e-07, 1.88e-09, 8.40e-11, 2.53e-06, 6.55e-10]    [1.19e-05, 6.37e-06, 1.45e-06, 2.80e-06, 5.31e-06, 6.04e-06, 2.43e-06, 3.45e-07, 2.52e-10, 3.07e-06, 2.41e-05, 8.85e-05, 6.72e-05, 2.08e-04, 2.13e-06, 2.18e-06, 1.32e-06, 8.07e-07, 1.88e-09, 8.40e-11, 2.53e-06, 6.55e-10]    []  
601300    [3.03e-06, 5.79e-06, 7.61e-07, 2.68e-06, 5.41e-06, 5.73e-06, 2.11e-06, 3.08e-10, 3.89e-12, 1.81e-10, 1.16e-05, 5.46e-05, 2.39e-05, 1.01e-07, 4.70e-08, 4.58e-08, 3.94e-09, 2.16e-09, 2.73e-10, 1.96e-11, 1.58e-08, 1.39e-09]    [3.03e-06, 5.79e-06, 7.61e-07, 2.68e-06, 5.41e-06, 5.73e-06, 2.11e-06, 3.08e-10, 3.89e-12, 1.81e-10, 1.16e-05, 5.46e-05, 2.39e-05, 1.01e-07, 4.70e-08, 4.58e-08, 3.94e-09, 2.16e-09, 2.73e-10, 1.96e-11, 1.58e-08, 1.39e-09]    []  
601400    [1.13e-05, 6.35e-06, 1.37e-06, 3.50e-06, 6.63e-06, 7.05e-06, 2.57e-06, 6.69e-05, 6.24e-11, 9.51e-06, 1.75e-04, 2.24e-04, 6.51e-04, 9.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.13e-06, 4.29e-12, 1.75e-05, 1.12e-09]    [1.13e-05, 6.35e-06, 1.37e-06, 3.50e-06, 6.63e-06, 7.05e-06, 2.57e-06, 6.69e-05, 6.24e-11, 9.51e-06, 1.75e-04, 2.24e-04, 6.51e-04, 9.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.13e-06, 4.29e-12, 1.75e-05, 1.12e-09]    []  
601500    [3.17e-06, 5.72e-06, 8.60e-07, 2.62e-06, 5.43e-06, 5.62e-06, 2.07e-06, 1.40e-07, 2.46e-11, 1.89e-09, 1.15e-05, 5.40e-05, 2.39e-05, 9.99e-08, 9.65e-08, 7.55e-08, 8.58e-09, 6.54e-09, 9.56e-10, 1.84e-11, 2.58e-08, 2.79e-09]    [3.17e-06, 5.72e-06, 8.60e-07, 2.62e-06, 5.43e-06, 5.62e-06, 2.07e-06, 1.40e-07, 2.46e-11, 1.89e-09, 1.15e-05, 5.40e-05, 2.39e-05, 9.99e-08, 9.65e-08, 7.55e-08, 8.58e-09, 6.54e-09, 9.56e-10, 1.84e-11, 2.58e-08, 2.79e-09]    []  
601600    [3.57e-05, 1.11e-05, 1.56e-06, 6.51e-06, 8.90e-06, 8.07e-06, 2.18e-06, 1.25e-07, 4.51e-09, 5.17e-05, 1.09e-04, 6.21e-04, 7.56e-04, 3.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.93e-11, 1.46e-06, 3.07e-09]    [3.57e-05, 1.11e-05, 1.56e-06, 6.51e-06, 8.90e-06, 8.07e-06, 2.18e-06, 1.25e-07, 4.51e-09, 5.17e-05, 1.09e-04, 6.21e-04, 7.56e-04, 3.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.93e-11, 1.46e-06, 3.07e-09]    []  
601700    [2.89e-06, 5.86e-06, 8.15e-07, 2.84e-06, 5.61e-06, 6.08e-06, 1.93e-06, 8.06e-08, 2.64e-11, 1.23e-06, 1.48e-05, 6.69e-05, 4.95e-05, 7.83e-05, 1.01e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-10, 2.01e-07, 1.76e-09]    [2.89e-06, 5.86e-06, 8.15e-07, 2.84e-06, 5.61e-06, 6.08e-06, 1.93e-06, 8.06e-08, 2.64e-11, 1.23e-06, 1.48e-05, 6.69e-05, 4.95e-05, 7.83e-05, 1.01e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-10, 2.01e-07, 1.76e-09]    []  
601800    [3.09e-06, 5.71e-06, 8.13e-07, 2.80e-06, 5.85e-06, 5.75e-06, 2.01e-06, 5.36e-08, 2.52e-09, 1.54e-08, 9.33e-06, 5.04e-05, 2.41e-05, 7.95e-07, 2.89e-07, 4.75e-08, 1.79e-08, 9.47e-09, 0.00e+00, 1.43e-11, 8.57e-08, 1.99e-09]    [3.09e-06, 5.71e-06, 8.13e-07, 2.80e-06, 5.85e-06, 5.75e-06, 2.01e-06, 5.36e-08, 2.52e-09, 1.54e-08, 9.33e-06, 5.04e-05, 2.41e-05, 7.95e-07, 2.89e-07, 4.75e-08, 1.79e-08, 9.47e-09, 0.00e+00, 1.43e-11, 8.57e-08, 1.99e-09]    []  
601900    [3.57e-06, 5.74e-06, 9.23e-07, 2.93e-06, 5.78e-06, 5.43e-06, 2.03e-06, 8.36e-06, 6.36e-09, 8.22e-08, 1.21e-05, 5.30e-05, 3.62e-05, 6.83e-07, 3.20e-07, 9.90e-09, 1.10e-07, 1.36e-08, 0.00e+00, 1.69e-13, 1.41e-06, 8.09e-09]    [3.57e-06, 5.74e-06, 9.23e-07, 2.93e-06, 5.78e-06, 5.43e-06, 2.03e-06, 8.36e-06, 6.36e-09, 8.22e-08, 1.21e-05, 5.30e-05, 3.62e-05, 6.83e-07, 3.20e-07, 9.90e-09, 1.10e-07, 1.36e-08, 0.00e+00, 1.69e-13, 1.41e-06, 8.09e-09]    []  
602000    [2.70e-06, 5.97e-06, 7.34e-07, 3.25e-06, 6.43e-06, 5.53e-06, 1.96e-06, 2.55e-08, 3.24e-11, 6.78e-11, 5.58e-06, 4.47e-05, 2.37e-05, 4.25e-08, 3.00e-07, 8.18e-08, 1.06e-08, 6.24e-09, 1.35e-09, 4.34e-11, 1.60e-08, 1.39e-09]    [2.70e-06, 5.97e-06, 7.34e-07, 3.25e-06, 6.43e-06, 5.53e-06, 1.96e-06, 2.55e-08, 3.24e-11, 6.78e-11, 5.58e-06, 4.47e-05, 2.37e-05, 4.25e-08, 3.00e-07, 8.18e-08, 1.06e-08, 6.24e-09, 1.35e-09, 4.34e-11, 1.60e-08, 1.39e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 45.722595 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
602000    [2.70e-06, 5.97e-06, 7.34e-07, 3.25e-06, 6.43e-06, 5.53e-06, 1.96e-06, 2.55e-08, 3.24e-11, 6.78e-11, 5.58e-06, 4.47e-05, 2.37e-05, 4.25e-08, 3.00e-07, 8.18e-08, 1.06e-08, 6.24e-09, 1.35e-09, 4.34e-11, 1.60e-08, 1.39e-09]    [2.70e-06, 5.97e-06, 7.34e-07, 3.25e-06, 6.43e-06, 5.53e-06, 1.96e-06, 2.55e-08, 3.24e-11, 6.78e-11, 5.58e-06, 4.47e-05, 2.37e-05, 4.25e-08, 3.00e-07, 8.18e-08, 1.06e-08, 6.24e-09, 1.35e-09, 4.34e-11, 1.60e-08, 1.39e-09]    []  
602100    [2.69e-06, 6.73e-06, 7.41e-07, 3.72e-06, 7.37e-06, 4.87e-06, 2.26e-06, 1.85e-07, 2.49e-06, 2.77e-07, 7.38e-06, 6.00e-05, 2.51e-05, 2.94e-05, 4.24e-07, 0.00e+00, 4.96e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.32e-07, 2.86e-06]    [2.69e-06, 6.73e-06, 7.41e-07, 3.72e-06, 7.37e-06, 4.87e-06, 2.26e-06, 1.85e-07, 2.49e-06, 2.77e-07, 7.38e-06, 6.00e-05, 2.51e-05, 2.94e-05, 4.24e-07, 0.00e+00, 4.96e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.32e-07, 2.86e-06]    []  
602200    [2.03e-06, 5.79e-06, 8.01e-07, 3.96e-06, 6.18e-06, 4.68e-06, 1.88e-06, 6.95e-05, 1.83e-08, 3.61e-07, 4.90e-06, 3.90e-05, 2.33e-05, 7.66e-06, 1.25e-07, 2.84e-10, 5.01e-09, 7.79e-10, 0.00e+00, 1.88e-09, 7.42e-05, 1.26e-08]    [2.03e-06, 5.79e-06, 8.01e-07, 3.96e-06, 6.18e-06, 4.68e-06, 1.88e-06, 6.95e-05, 1.83e-08, 3.61e-07, 4.90e-06, 3.90e-05, 2.33e-05, 7.66e-06, 1.25e-07, 2.84e-10, 5.01e-09, 7.79e-10, 0.00e+00, 1.88e-09, 7.42e-05, 1.26e-08]    []  
602300    [6.84e-06, 6.70e-06, 1.44e-06, 4.68e-06, 8.05e-06, 4.05e-06, 2.09e-06, 6.79e-06, 5.20e-08, 1.62e-06, 1.10e-05, 4.53e-05, 4.68e-05, 8.25e-05, 1.08e-06, 5.05e-06, 1.19e-06, 4.24e-07, 5.96e-07, 1.54e-09, 3.64e-06, 9.80e-09]    [6.84e-06, 6.70e-06, 1.44e-06, 4.68e-06, 8.05e-06, 4.05e-06, 2.09e-06, 6.79e-06, 5.20e-08, 1.62e-06, 1.10e-05, 4.53e-05, 4.68e-05, 8.25e-05, 1.08e-06, 5.05e-06, 1.19e-06, 4.24e-07, 5.96e-07, 1.54e-09, 3.64e-06, 9.80e-09]    []  
602400    [2.18e-06, 6.50e-06, 1.13e-06, 5.40e-06, 5.14e-06, 3.53e-06, 1.24e-06, 2.29e-07, 3.81e-05, 3.82e-08, 5.00e-06, 1.86e-05, 1.87e-05, 8.85e-07, 5.89e-07, 9.36e-10, 1.96e-08, 4.26e-08, 0.00e+00, 0.00e+00, 1.53e-07, 2.83e-05]    [2.18e-06, 6.50e-06, 1.13e-06, 5.40e-06, 5.14e-06, 3.53e-06, 1.24e-06, 2.29e-07, 3.81e-05, 3.82e-08, 5.00e-06, 1.86e-05, 1.87e-05, 8.85e-07, 5.89e-07, 9.36e-10, 1.96e-08, 4.26e-08, 0.00e+00, 0.00e+00, 1.53e-07, 2.83e-05]    []  
602500    [2.56e-06, 7.05e-06, 1.29e-06, 4.42e-06, 5.24e-06, 2.65e-06, 1.24e-06, 7.12e-08, 1.42e-08, 5.06e-07, 7.46e-06, 1.52e-05, 1.60e-05, 5.17e-06, 2.93e-07, 1.63e-07, 3.10e-08, 1.09e-08, 3.88e-10, 0.00e+00, 2.62e-07, 1.40e-08]    [2.56e-06, 7.05e-06, 1.29e-06, 4.42e-06, 5.24e-06, 2.65e-06, 1.24e-06, 7.12e-08, 1.42e-08, 5.06e-07, 7.46e-06, 1.52e-05, 1.60e-05, 5.17e-06, 2.93e-07, 1.63e-07, 3.10e-08, 1.09e-08, 3.88e-10, 0.00e+00, 2.62e-07, 1.40e-08]    []  
602600    [1.63e-05, 8.49e-06, 3.86e-06, 8.08e-06, 5.73e-06, 3.26e-06, 1.81e-06, 8.76e-05, 7.47e-09, 2.84e-05, 8.14e-05, 1.60e-04, 4.13e-04, 1.18e-03, 1.71e-05, 1.78e-05, 5.71e-06, 3.77e-06, 4.77e-07, 4.54e-09, 2.31e-07, 2.94e-08]    [1.63e-05, 8.49e-06, 3.86e-06, 8.08e-06, 5.73e-06, 3.26e-06, 1.81e-06, 8.76e-05, 7.47e-09, 2.84e-05, 8.14e-05, 1.60e-04, 4.13e-04, 1.18e-03, 1.71e-05, 1.78e-05, 5.71e-06, 3.77e-06, 4.77e-07, 4.54e-09, 2.31e-07, 2.94e-08]    []  
602700    [1.61e-06, 6.47e-06, 1.73e-06, 4.08e-06, 3.07e-06, 1.85e-06, 4.49e-07, 8.79e-10, 6.72e-12, 6.78e-09, 1.40e-06, 6.90e-06, 7.45e-06, 2.84e-07, 1.37e-07, 1.65e-08, 9.57e-13, 3.71e-09, 9.23e-13, 5.01e-12, 5.65e-09, 2.84e-10]    [1.61e-06, 6.47e-06, 1.73e-06, 4.08e-06, 3.07e-06, 1.85e-06, 4.49e-07, 8.79e-10, 6.72e-12, 6.78e-09, 1.40e-06, 6.90e-06, 7.45e-06, 2.84e-07, 1.37e-07, 1.65e-08, 9.57e-13, 3.71e-09, 9.23e-13, 5.01e-12, 5.65e-09, 2.84e-10]    []  
602800    [4.56e-06, 5.97e-06, 2.09e-06, 2.65e-06, 3.18e-06, 1.90e-06, 5.86e-07, 4.09e-08, 2.74e-05, 2.94e-06, 1.12e-05, 2.75e-05, 6.47e-05, 1.27e-04, 1.07e-06, 1.52e-06, 3.90e-07, 4.53e-07, 7.24e-09, 0.00e+00, 4.48e-08, 6.67e-06]    [4.56e-06, 5.97e-06, 2.09e-06, 2.65e-06, 3.18e-06, 1.90e-06, 5.86e-07, 4.09e-08, 2.74e-05, 2.94e-06, 1.12e-05, 2.75e-05, 6.47e-05, 1.27e-04, 1.07e-06, 1.52e-06, 3.90e-07, 4.53e-07, 7.24e-09, 0.00e+00, 4.48e-08, 6.67e-06]    []  
602900    [7.12e-05, 1.96e-05, 7.17e-06, 1.21e-05, 5.78e-06, 6.22e-06, 2.18e-06, 1.31e-07, 6.62e-09, 1.02e-04, 1.37e-04, 8.44e-04, 9.62e-04, 4.60e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.79e-07, 9.89e-09]    [7.12e-05, 1.96e-05, 7.17e-06, 1.21e-05, 5.78e-06, 6.22e-06, 2.18e-06, 1.31e-07, 6.62e-09, 1.02e-04, 1.37e-04, 8.44e-04, 9.62e-04, 4.60e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.79e-07, 9.89e-09]    []  
603000    [8.45e-07, 4.26e-06, 1.94e-06, 2.04e-06, 2.66e-06, 1.62e-06, 7.24e-07, 3.87e-08, 4.63e-12, 4.31e-09, 6.87e-07, 4.98e-06, 5.76e-06, 5.97e-08, 2.71e-08, 1.40e-08, 4.22e-09, 8.14e-09, 5.43e-09, 1.29e-11, 3.35e-08, 3.90e-10]    [8.45e-07, 4.26e-06, 1.94e-06, 2.04e-06, 2.66e-06, 1.62e-06, 7.24e-07, 3.87e-08, 4.63e-12, 4.31e-09, 6.87e-07, 4.98e-06, 5.76e-06, 5.97e-08, 2.71e-08, 1.40e-08, 4.22e-09, 8.14e-09, 5.43e-09, 1.29e-11, 3.35e-08, 3.90e-10]    []  
603100    [1.12e-06, 4.33e-06, 2.23e-06, 2.16e-06, 2.96e-06, 1.81e-06, 7.52e-07, 4.15e-06, 9.15e-09, 9.14e-08, 8.92e-06, 1.01e-05, 2.92e-05, 1.56e-05, 4.18e-08, 2.10e-09, 6.92e-09, 0.00e+00, 2.80e-07, 0.00e+00, 1.82e-06, 2.31e-08]    [1.12e-06, 4.33e-06, 2.23e-06, 2.16e-06, 2.96e-06, 1.81e-06, 7.52e-07, 4.15e-06, 9.15e-09, 9.14e-08, 8.92e-06, 1.01e-05, 2.92e-05, 1.56e-05, 4.18e-08, 2.10e-09, 6.92e-09, 0.00e+00, 2.80e-07, 0.00e+00, 1.82e-06, 2.31e-08]    []  
603200    [5.84e-07, 3.16e-06, 1.97e-06, 1.61e-06, 2.66e-06, 1.65e-06, 8.86e-07, 4.06e-08, 1.21e-10, 6.29e-10, 2.99e-07, 4.38e-06, 4.83e-06, 2.67e-08, 4.94e-09, 1.97e-08, 3.33e-09, 7.06e-10, 0.00e+00, 2.47e-11, 5.08e-08, 8.49e-10]    [5.84e-07, 3.16e-06, 1.97e-06, 1.61e-06, 2.66e-06, 1.65e-06, 8.86e-07, 4.06e-08, 1.21e-10, 6.29e-10, 2.99e-07, 4.38e-06, 4.83e-06, 2.67e-08, 4.94e-09, 1.97e-08, 3.33e-09, 7.06e-10, 0.00e+00, 2.47e-11, 5.08e-08, 8.49e-10]    []  
603300    [1.25e-06, 3.29e-06, 2.34e-06, 1.67e-06, 2.98e-06, 2.01e-06, 1.02e-06, 1.34e-08, 2.28e-06, 4.27e-07, 1.45e-06, 6.89e-06, 6.13e-06, 1.07e-05, 6.29e-08, 2.40e-07, 5.84e-08, 3.77e-08, 5.74e-09, 2.20e-07, 3.51e-08, 1.15e-06]    [1.25e-06, 3.29e-06, 2.34e-06, 1.67e-06, 2.98e-06, 2.01e-06, 1.02e-06, 1.34e-08, 2.28e-06, 4.27e-07, 1.45e-06, 6.89e-06, 6.13e-06, 1.07e-05, 6.29e-08, 2.40e-07, 5.84e-08, 3.77e-08, 5.74e-09, 2.20e-07, 3.51e-08, 1.15e-06]    []  
603400    [4.97e-07, 2.69e-06, 1.99e-06, 1.56e-06, 2.57e-06, 1.75e-06, 1.00e-06, 1.86e-09, 6.87e-11, 3.38e-12, 2.93e-07, 4.32e-06, 4.72e-06, 1.19e-08, 3.93e-09, 1.95e-08, 2.51e-09, 9.81e-11, 0.00e+00, 2.50e-11, 1.62e-08, 7.88e-10]    [4.97e-07, 2.69e-06, 1.99e-06, 1.56e-06, 2.57e-06, 1.75e-06, 1.00e-06, 1.86e-09, 6.87e-11, 3.38e-12, 2.93e-07, 4.32e-06, 4.72e-06, 1.19e-08, 3.93e-09, 1.95e-08, 2.51e-09, 9.81e-11, 0.00e+00, 2.50e-11, 1.62e-08, 7.88e-10]    []  
603500    [3.04e-05, 1.17e-05, 7.06e-06, 1.13e-05, 7.85e-06, 7.70e-06, 3.16e-06, 6.21e-08, 1.08e-08, 1.08e-04, 1.95e-04, 3.80e-04, 9.86e-04, 3.11e-03, 5.73e-05, 2.16e-05, 2.24e-05, 1.47e-05, 1.17e-07, 2.16e-08, 7.67e-07, 1.24e-07]    [3.04e-05, 1.17e-05, 7.06e-06, 1.13e-05, 7.85e-06, 7.70e-06, 3.16e-06, 6.21e-08, 1.08e-08, 1.08e-04, 1.95e-04, 3.80e-04, 9.86e-04, 3.11e-03, 5.73e-05, 2.16e-05, 2.24e-05, 1.47e-05, 1.17e-07, 2.16e-08, 7.67e-07, 1.24e-07]    []  
603600    [5.19e-07, 2.38e-06, 2.14e-06, 1.52e-06, 2.61e-06, 1.88e-06, 1.08e-06, 2.84e-08, 9.71e-11, 5.13e-09, 3.37e-07, 4.25e-06, 4.77e-06, 1.53e-07, 6.31e-10, 4.29e-08, 9.04e-09, 1.05e-09, 9.46e-09, 2.33e-10, 5.74e-08, 1.13e-09]    [5.19e-07, 2.38e-06, 2.14e-06, 1.52e-06, 2.61e-06, 1.88e-06, 1.08e-06, 2.84e-08, 9.71e-11, 5.13e-09, 3.37e-07, 4.25e-06, 4.77e-06, 1.53e-07, 6.31e-10, 4.29e-08, 9.04e-09, 1.05e-09, 9.46e-09, 2.33e-10, 5.74e-08, 1.13e-09]    []  
603700    [3.30e-07, 2.20e-06, 1.96e-06, 1.31e-06, 2.43e-06, 1.74e-06, 1.07e-06, 1.42e-08, 1.03e-09, 9.73e-12, 2.49e-07, 4.06e-06, 4.43e-06, 8.13e-09, 2.87e-09, 2.19e-08, 3.44e-09, 3.50e-11, 2.45e-09, 4.02e-11, 1.88e-08, 1.00e-09]    [3.30e-07, 2.20e-06, 1.96e-06, 1.31e-06, 2.43e-06, 1.74e-06, 1.07e-06, 1.42e-08, 1.03e-09, 9.73e-12, 2.49e-07, 4.06e-06, 4.43e-06, 8.13e-09, 2.87e-09, 2.19e-08, 3.44e-09, 3.50e-11, 2.45e-09, 4.02e-11, 1.88e-08, 1.00e-09]    []  
603800    [1.94e-06, 2.98e-06, 2.03e-06, 2.14e-06, 2.55e-06, 2.14e-06, 1.50e-06, 8.97e-07, 2.43e-05, 1.19e-09, 3.19e-06, 1.38e-05, 8.69e-06, 9.91e-06, 9.29e-07, 5.81e-07, 6.67e-09, 7.42e-12, 3.59e-08, 1.15e-05, 2.30e-07, 4.93e-05]    [1.94e-06, 2.98e-06, 2.03e-06, 2.14e-06, 2.55e-06, 2.14e-06, 1.50e-06, 8.97e-07, 2.43e-05, 1.19e-09, 3.19e-06, 1.38e-05, 8.69e-06, 9.91e-06, 9.29e-07, 5.81e-07, 6.67e-09, 7.42e-12, 3.59e-08, 1.15e-05, 2.30e-07, 4.93e-05]    []  
603900    [3.05e-07, 1.89e-06, 1.88e-06, 1.40e-06, 2.31e-06, 1.69e-06, 1.31e-06, 3.22e-09, 5.54e-09, 1.21e-10, 2.72e-07, 4.24e-06, 4.59e-06, 5.50e-09, 3.22e-09, 1.40e-08, 9.41e-10, 4.63e-11, 1.09e-09, 1.09e-09, 1.17e-08, 6.75e-09]    [3.05e-07, 1.89e-06, 1.88e-06, 1.40e-06, 2.31e-06, 1.69e-06, 1.31e-06, 3.22e-09, 5.54e-09, 1.21e-10, 2.72e-07, 4.24e-06, 4.59e-06, 5.50e-09, 3.22e-09, 1.40e-08, 9.41e-10, 4.63e-11, 1.09e-09, 1.09e-09, 1.17e-08, 6.75e-09]    []  
604000    [3.50e-05, 1.02e-05, 6.15e-06, 5.99e-06, 4.61e-06, 5.10e-06, 1.72e-06, 3.48e-05, 8.22e-10, 5.61e-05, 7.81e-05, 3.73e-04, 6.13e-04, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.48e-12, 4.42e-05, 8.61e-09]    [3.50e-05, 1.02e-05, 6.15e-06, 5.99e-06, 4.61e-06, 5.10e-06, 1.72e-06, 3.48e-05, 8.22e-10, 5.61e-05, 7.81e-05, 3.73e-04, 6.13e-04, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.48e-12, 4.42e-05, 8.61e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 50.070503 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Best train step: 302150
lambda_a: 2.166892767
lambda_b: 1.8063528538
kappa_a: 0.76282000542
kappa_b: 0.44990721345
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

intermediate_train()

Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
604000    [3.50e-05, 1.02e-05, 6.15e-06, 5.99e-06, 4.61e-06, 5.10e-06, 1.72e-06, 3.48e-05, 8.22e-10, 5.61e-05, 7.81e-05, 3.73e-04, 6.13e-04, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.48e-12, 4.42e-05, 8.61e-09]    [3.50e-05, 1.02e-05, 6.15e-06, 5.99e-06, 4.61e-06, 5.10e-06, 1.72e-06, 3.48e-05, 8.22e-10, 5.61e-05, 7.81e-05, 3.73e-04, 6.13e-04, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.48e-12, 4.42e-05, 8.61e-09]    []  
604100    [2.43e-07, 1.75e-06, 1.94e-06, 1.27e-06, 2.23e-06, 1.75e-06, 1.25e-06, 1.43e-08, 4.27e-13, 1.05e-08, 3.27e-07, 4.18e-06, 4.83e-06, 1.22e-06, 0.00e+00, 4.62e-09, 1.12e-09, 0.00e+00, 1.14e-09, 1.06e-11, 1.33e-08, 5.34e-10]    [2.43e-07, 1.75e-06, 1.94e-06, 1.27e-06, 2.23e-06, 1.75e-06, 1.25e-06, 1.43e-08, 4.27e-13, 1.05e-08, 3.27e-07, 4.18e-06, 4.83e-06, 1.22e-06, 0.00e+00, 4.62e-09, 1.12e-09, 0.00e+00, 1.14e-09, 1.06e-11, 1.33e-08, 5.34e-10]    []  
604200    [4.09e-07, 1.61e-06, 2.24e-06, 1.39e-06, 2.23e-06, 1.94e-06, 1.19e-06, 8.77e-08, 1.97e-10, 8.21e-09, 9.43e-07, 4.59e-06, 6.74e-06, 3.33e-06, 3.35e-09, 4.54e-08, 2.56e-08, 3.00e-09, 3.07e-10, 8.59e-12, 1.12e-08, 5.12e-10]    [4.09e-07, 1.61e-06, 2.24e-06, 1.39e-06, 2.23e-06, 1.94e-06, 1.19e-06, 8.77e-08, 1.97e-10, 8.21e-09, 9.43e-07, 4.59e-06, 6.74e-06, 3.33e-06, 3.35e-09, 4.54e-08, 2.56e-08, 3.00e-09, 3.07e-10, 8.59e-12, 1.12e-08, 5.12e-10]    []  
604300    [2.38e-07, 1.64e-06, 1.99e-06, 1.21e-06, 2.11e-06, 1.75e-06, 1.15e-06, 3.32e-08, 1.81e-11, 1.01e-10, 2.39e-07, 3.78e-06, 4.19e-06, 4.16e-09, 2.42e-09, 1.69e-08, 4.01e-09, 4.07e-12, 1.00e-08, 1.20e-11, 6.11e-08, 5.69e-10]    [2.38e-07, 1.64e-06, 1.99e-06, 1.21e-06, 2.11e-06, 1.75e-06, 1.15e-06, 3.32e-08, 1.81e-11, 1.01e-10, 2.39e-07, 3.78e-06, 4.19e-06, 4.16e-09, 2.42e-09, 1.69e-08, 4.01e-09, 4.07e-12, 1.00e-08, 1.20e-11, 6.11e-08, 5.69e-10]    []  
604400    [1.00e-06, 1.51e-06, 2.45e-06, 1.38e-06, 2.31e-06, 2.00e-06, 1.29e-06, 1.64e-06, 1.49e-09, 1.51e-06, 2.25e-06, 7.94e-06, 6.27e-06, 1.82e-05, 3.98e-09, 3.89e-07, 9.32e-08, 4.89e-08, 0.00e+00, 0.00e+00, 1.81e-06, 4.68e-09]    [1.00e-06, 1.51e-06, 2.45e-06, 1.38e-06, 2.31e-06, 2.00e-06, 1.29e-06, 1.64e-06, 1.49e-09, 1.51e-06, 2.25e-06, 7.94e-06, 6.27e-06, 1.82e-05, 3.98e-09, 3.89e-07, 9.32e-08, 4.89e-08, 0.00e+00, 0.00e+00, 1.81e-06, 4.68e-09]    []  
604500    [2.59e-07, 1.50e-06, 2.05e-06, 1.25e-06, 2.04e-06, 1.74e-06, 1.15e-06, 4.89e-08, 2.14e-11, 7.54e-12, 2.66e-07, 3.86e-06, 4.26e-06, 4.52e-09, 2.25e-09, 1.56e-08, 2.45e-09, 1.11e-12, 1.78e-10, 1.59e-10, 1.16e-08, 9.91e-10]    [2.59e-07, 1.50e-06, 2.05e-06, 1.25e-06, 2.04e-06, 1.74e-06, 1.15e-06, 4.89e-08, 2.14e-11, 7.54e-12, 2.66e-07, 3.86e-06, 4.26e-06, 4.52e-09, 2.25e-09, 1.56e-08, 2.45e-09, 1.11e-12, 1.78e-10, 1.59e-10, 1.16e-08, 9.91e-10]    []  
604600    [3.76e-04, 1.18e-04, 3.19e-05, 5.35e-05, 1.72e-05, 5.34e-05, 5.83e-06, 9.98e-04, 2.93e-09, 4.23e-04, 5.15e-04, 3.65e-03, 3.34e-03, 1.86e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-03, 3.66e-08]    [3.76e-04, 1.18e-04, 3.19e-05, 5.35e-05, 1.72e-05, 5.34e-05, 5.83e-06, 9.98e-04, 2.93e-09, 4.23e-04, 5.15e-04, 3.65e-03, 3.34e-03, 1.86e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-03, 3.66e-08]    []  
604700    [1.02e-06, 1.77e-06, 2.30e-06, 2.12e-06, 2.38e-06, 2.17e-06, 1.59e-06, 8.82e-08, 1.42e-10, 3.92e-08, 2.63e-06, 6.49e-06, 7.04e-06, 5.49e-07, 3.70e-10, 1.56e-08, 1.19e-08, 8.12e-09, 1.70e-11, 9.67e-11, 3.92e-08, 3.37e-09]    [1.02e-06, 1.77e-06, 2.30e-06, 2.12e-06, 2.38e-06, 2.17e-06, 1.59e-06, 8.82e-08, 1.42e-10, 3.92e-08, 2.63e-06, 6.49e-06, 7.04e-06, 5.49e-07, 3.70e-10, 1.56e-08, 1.19e-08, 8.12e-09, 1.70e-11, 9.67e-11, 3.92e-08, 3.37e-09]    []  
604800    [5.15e-07, 1.48e-06, 2.12e-06, 1.74e-06, 2.22e-06, 1.83e-06, 1.38e-06, 9.07e-08, 1.68e-11, 3.61e-10, 1.01e-06, 5.01e-06, 5.05e-06, 5.45e-09, 1.33e-08, 1.38e-08, 8.21e-10, 2.27e-09, 1.49e-09, 6.18e-11, 2.86e-08, 2.35e-09]    [5.15e-07, 1.48e-06, 2.12e-06, 1.74e-06, 2.22e-06, 1.83e-06, 1.38e-06, 9.07e-08, 1.68e-11, 3.61e-10, 1.01e-06, 5.01e-06, 5.05e-06, 5.45e-09, 1.33e-08, 1.38e-08, 8.21e-10, 2.27e-09, 1.49e-09, 6.18e-11, 2.86e-08, 2.35e-09]    []  
604900    [3.44e-07, 1.39e-06, 2.06e-06, 1.44e-06, 2.10e-06, 1.77e-06, 1.26e-06, 9.87e-11, 4.27e-11, 1.45e-10, 6.15e-07, 4.34e-06, 4.53e-06, 4.53e-09, 1.35e-08, 1.18e-08, 7.31e-10, 1.64e-09, 1.07e-08, 4.20e-11, 6.40e-08, 1.56e-09]    [3.44e-07, 1.39e-06, 2.06e-06, 1.44e-06, 2.10e-06, 1.77e-06, 1.26e-06, 9.87e-11, 4.27e-11, 1.45e-10, 6.15e-07, 4.34e-06, 4.53e-06, 4.53e-09, 1.35e-08, 1.18e-08, 7.31e-10, 1.64e-09, 1.07e-08, 4.20e-11, 6.40e-08, 1.56e-09]    []  
605000    [7.96e-06, 2.38e-06, 2.60e-06, 2.05e-06, 2.97e-06, 2.78e-06, 1.52e-06, 3.29e-07, 1.71e-10, 1.40e-05, 2.06e-05, 7.70e-05, 8.48e-05, 4.76e-04, 6.77e-06, 5.57e-06, 2.49e-06, 2.46e-06, 5.98e-08, 4.60e-11, 3.92e-07, 1.02e-09]    [7.96e-06, 2.38e-06, 2.60e-06, 2.05e-06, 2.97e-06, 2.78e-06, 1.52e-06, 3.29e-07, 1.71e-10, 1.40e-05, 2.06e-05, 7.70e-05, 8.48e-05, 4.76e-04, 6.77e-06, 5.57e-06, 2.49e-06, 2.46e-06, 5.98e-08, 4.60e-11, 3.92e-07, 1.02e-09]    []  
605100    [3.75e-07, 1.31e-06, 2.35e-06, 1.68e-06, 1.93e-06, 1.76e-06, 1.17e-06, 4.17e-08, 1.59e-07, 4.90e-09, 4.06e-07, 4.37e-06, 4.76e-06, 1.06e-06, 0.00e+00, 2.09e-08, 1.01e-11, 0.00e+00, 3.41e-10, 0.00e+00, 1.57e-08, 2.04e-07]    [3.75e-07, 1.31e-06, 2.35e-06, 1.68e-06, 1.93e-06, 1.76e-06, 1.17e-06, 4.17e-08, 1.59e-07, 4.90e-09, 4.06e-07, 4.37e-06, 4.76e-06, 1.06e-06, 0.00e+00, 2.09e-08, 1.01e-11, 0.00e+00, 3.41e-10, 0.00e+00, 1.57e-08, 2.04e-07]    []  
605200    [2.54e-07, 1.30e-06, 2.14e-06, 1.27e-06, 1.91e-06, 1.71e-06, 1.11e-06, 7.06e-08, 1.82e-09, 5.88e-12, 3.20e-07, 3.81e-06, 4.21e-06, 7.49e-09, 4.09e-09, 1.04e-08, 1.66e-10, 1.95e-10, 1.42e-09, 1.29e-12, 1.90e-08, 6.33e-10]    [2.54e-07, 1.30e-06, 2.14e-06, 1.27e-06, 1.91e-06, 1.71e-06, 1.11e-06, 7.06e-08, 1.82e-09, 5.88e-12, 3.20e-07, 3.81e-06, 4.21e-06, 7.49e-09, 4.09e-09, 1.04e-08, 1.66e-10, 1.95e-10, 1.42e-09, 1.29e-12, 1.90e-08, 6.33e-10]    []  
605300    [1.39e-06, 1.97e-06, 2.23e-06, 1.21e-06, 2.10e-06, 1.86e-06, 1.12e-06, 1.37e-03, 2.62e-09, 1.06e-06, 2.38e-05, 2.78e-05, 6.92e-05, 9.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.22e-13, 2.08e-03, 4.11e-10]    [1.39e-06, 1.97e-06, 2.23e-06, 1.21e-06, 2.10e-06, 1.86e-06, 1.12e-06, 1.37e-03, 2.62e-09, 1.06e-06, 2.38e-05, 2.78e-05, 6.92e-05, 9.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.22e-13, 2.08e-03, 4.11e-10]    []  
605400    [2.92e-07, 1.16e-06, 2.24e-06, 1.44e-06, 1.84e-06, 1.74e-06, 1.14e-06, 7.93e-08, 1.02e-09, 4.70e-08, 4.10e-07, 4.33e-06, 4.87e-06, 1.46e-06, 1.40e-09, 2.80e-08, 0.00e+00, 0.00e+00, 1.17e-08, 7.21e-11, 6.99e-08, 1.75e-09]    [2.92e-07, 1.16e-06, 2.24e-06, 1.44e-06, 1.84e-06, 1.74e-06, 1.14e-06, 7.93e-08, 1.02e-09, 4.70e-08, 4.10e-07, 4.33e-06, 4.87e-06, 1.46e-06, 1.40e-09, 2.80e-08, 0.00e+00, 0.00e+00, 1.17e-08, 7.21e-11, 6.99e-08, 1.75e-09]    []  
605500    [2.17e-07, 1.16e-06, 2.05e-06, 1.16e-06, 1.83e-06, 1.66e-06, 1.10e-06, 1.33e-08, 1.20e-10, 1.02e-11, 2.90e-07, 3.75e-06, 4.15e-06, 5.42e-09, 6.78e-09, 7.36e-09, 2.66e-10, 1.31e-10, 8.17e-11, 2.42e-11, 2.15e-08, 1.01e-09]    [2.17e-07, 1.16e-06, 2.05e-06, 1.16e-06, 1.83e-06, 1.66e-06, 1.10e-06, 1.33e-08, 1.20e-10, 1.02e-11, 2.90e-07, 3.75e-06, 4.15e-06, 5.42e-09, 6.78e-09, 7.36e-09, 2.66e-10, 1.31e-10, 8.17e-11, 2.42e-11, 2.15e-08, 1.01e-09]    []  
605600    [5.69e-06, 2.40e-06, 3.74e-06, 1.98e-06, 2.74e-06, 2.23e-06, 1.35e-06, 1.52e-10, 4.75e-04, 1.97e-05, 1.03e-05, 2.66e-05, 9.05e-06, 8.18e-05, 3.53e-07, 3.32e-06, 2.68e-07, 2.49e-07, 2.07e-09, 4.86e-05, 1.85e-08, 1.95e-04]    [5.69e-06, 2.40e-06, 3.74e-06, 1.98e-06, 2.74e-06, 2.23e-06, 1.35e-06, 1.52e-10, 4.75e-04, 1.97e-05, 1.03e-05, 2.66e-05, 9.05e-06, 8.18e-05, 3.53e-07, 3.32e-06, 2.68e-07, 2.49e-07, 2.07e-09, 4.86e-05, 1.85e-08, 1.95e-04]    []  
605700    [2.28e-07, 1.08e-06, 2.01e-06, 1.21e-06, 1.75e-06, 1.63e-06, 1.14e-06, 1.28e-10, 7.98e-10, 5.32e-10, 2.90e-07, 3.83e-06, 4.25e-06, 1.25e-08, 6.27e-09, 1.02e-08, 5.24e-11, 2.12e-10, 1.38e-10, 2.18e-11, 1.28e-08, 8.76e-10]    [2.28e-07, 1.08e-06, 2.01e-06, 1.21e-06, 1.75e-06, 1.63e-06, 1.14e-06, 1.28e-10, 7.98e-10, 5.32e-10, 2.90e-07, 3.83e-06, 4.25e-06, 1.25e-08, 6.27e-09, 1.02e-08, 5.24e-11, 2.12e-10, 1.38e-10, 2.18e-11, 1.28e-08, 8.76e-10]    []  
605800    [1.83e-07, 1.10e-06, 1.95e-06, 1.02e-06, 1.72e-06, 1.61e-06, 1.09e-06, 9.39e-11, 1.93e-11, 7.46e-11, 2.52e-07, 3.63e-06, 4.03e-06, 3.76e-09, 6.00e-09, 4.76e-09, 1.09e-09, 3.84e-10, 8.66e-11, 2.31e-12, 1.11e-08, 3.62e-10]    [1.83e-07, 1.10e-06, 1.95e-06, 1.02e-06, 1.72e-06, 1.61e-06, 1.09e-06, 9.39e-11, 1.93e-11, 7.46e-11, 2.52e-07, 3.63e-06, 4.03e-06, 3.76e-09, 6.00e-09, 4.76e-09, 1.09e-09, 3.84e-10, 8.66e-11, 2.31e-12, 1.11e-08, 3.62e-10]    []  
605900    [8.61e-07, 1.24e-06, 2.16e-06, 1.70e-06, 1.68e-06, 1.85e-06, 1.22e-06, 5.98e-08, 9.37e-10, 9.09e-08, 1.25e-06, 1.55e-05, 7.36e-06, 2.86e-05, 0.00e+00, 1.10e-08, 0.00e+00, 0.00e+00, 2.63e-08, 6.99e-11, 1.63e-07, 6.75e-10]    [8.61e-07, 1.24e-06, 2.16e-06, 1.70e-06, 1.68e-06, 1.85e-06, 1.22e-06, 5.98e-08, 9.37e-10, 9.09e-08, 1.25e-06, 1.55e-05, 7.36e-06, 2.86e-05, 0.00e+00, 1.10e-08, 0.00e+00, 0.00e+00, 2.63e-08, 6.99e-11, 1.63e-07, 6.75e-10]    []  
606000    [2.35e-07, 1.00e-06, 2.00e-06, 1.14e-06, 1.76e-06, 1.61e-06, 1.12e-06, 1.06e-07, 1.22e-09, 3.09e-10, 3.33e-07, 4.00e-06, 4.34e-06, 2.23e-09, 3.98e-09, 5.62e-09, 7.50e-12, 2.66e-10, 6.82e-09, 1.37e-11, 4.39e-08, 6.34e-10]    [2.35e-07, 1.00e-06, 2.00e-06, 1.14e-06, 1.76e-06, 1.61e-06, 1.12e-06, 1.06e-07, 1.22e-09, 3.09e-10, 3.33e-07, 4.00e-06, 4.34e-06, 2.23e-09, 3.98e-09, 5.62e-09, 7.50e-12, 2.66e-10, 6.82e-09, 1.37e-11, 4.39e-08, 6.34e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 43.758578 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
606000    [2.35e-07, 1.00e-06, 2.00e-06, 1.14e-06, 1.76e-06, 1.61e-06, 1.12e-06, 1.06e-07, 1.22e-09, 3.09e-10, 3.33e-07, 4.00e-06, 4.34e-06, 2.23e-09, 3.98e-09, 5.62e-09, 7.50e-12, 2.66e-10, 6.82e-09, 1.37e-11, 4.39e-08, 6.34e-10]    [2.35e-07, 1.00e-06, 2.00e-06, 1.14e-06, 1.76e-06, 1.61e-06, 1.12e-06, 1.06e-07, 1.22e-09, 3.09e-10, 3.33e-07, 4.00e-06, 4.34e-06, 2.23e-09, 3.98e-09, 5.62e-09, 7.50e-12, 2.66e-10, 6.82e-09, 1.37e-11, 4.39e-08, 6.34e-10]    []  
606100    [1.81e-07, 9.97e-07, 1.94e-06, 9.37e-07, 1.70e-06, 1.61e-06, 1.05e-06, 7.55e-08, 2.58e-12, 5.14e-11, 2.63e-07, 3.73e-06, 4.09e-06, 2.64e-09, 5.92e-09, 5.26e-09, 9.24e-10, 4.94e-10, 1.83e-11, 6.11e-11, 1.44e-08, 4.05e-10]    [1.81e-07, 9.97e-07, 1.94e-06, 9.37e-07, 1.70e-06, 1.61e-06, 1.05e-06, 7.55e-08, 2.58e-12, 5.14e-11, 2.63e-07, 3.73e-06, 4.09e-06, 2.64e-09, 5.92e-09, 5.26e-09, 9.24e-10, 4.94e-10, 1.83e-11, 6.11e-11, 1.44e-08, 4.05e-10]    []  
606200    [8.39e-07, 1.15e-06, 2.19e-06, 1.38e-06, 1.55e-06, 1.85e-06, 1.10e-06, 1.39e-10, 1.08e-09, 2.13e-06, 2.99e-06, 8.91e-06, 9.03e-06, 3.14e-05, 0.00e+00, 2.84e-08, 0.00e+00, 0.00e+00, 9.28e-10, 2.34e-11, 1.31e-08, 4.50e-10]    [8.39e-07, 1.15e-06, 2.19e-06, 1.38e-06, 1.55e-06, 1.85e-06, 1.10e-06, 1.39e-10, 1.08e-09, 2.13e-06, 2.99e-06, 8.91e-06, 9.03e-06, 3.14e-05, 0.00e+00, 2.84e-08, 0.00e+00, 0.00e+00, 9.28e-10, 2.34e-11, 1.31e-08, 4.50e-10]    []  
606300    [2.16e-07, 9.26e-07, 1.97e-06, 9.81e-07, 1.67e-06, 1.61e-06, 1.03e-06, 2.28e-09, 1.84e-11, 9.16e-11, 3.07e-07, 3.89e-06, 4.23e-06, 1.86e-09, 4.19e-09, 4.81e-09, 2.87e-10, 4.29e-10, 1.24e-11, 1.36e-11, 3.48e-08, 3.50e-10]    [2.16e-07, 9.26e-07, 1.97e-06, 9.81e-07, 1.67e-06, 1.61e-06, 1.03e-06, 2.28e-09, 1.84e-11, 9.16e-11, 3.07e-07, 3.89e-06, 4.23e-06, 1.86e-09, 4.19e-09, 4.81e-09, 2.87e-10, 4.29e-10, 1.24e-11, 1.36e-11, 3.48e-08, 3.50e-10]    []  
606400    [1.30e-06, 9.60e-07, 1.99e-06, 9.21e-07, 1.78e-06, 1.80e-06, 1.02e-06, 4.76e-07, 3.04e-10, 1.61e-06, 3.81e-06, 1.24e-05, 2.54e-05, 6.57e-05, 7.87e-07, 4.38e-07, 3.52e-07, 3.47e-07, 8.60e-08, 1.05e-10, 5.84e-07, 6.42e-10]    [1.30e-06, 9.60e-07, 1.99e-06, 9.21e-07, 1.78e-06, 1.80e-06, 1.02e-06, 4.76e-07, 3.04e-10, 1.61e-06, 3.81e-06, 1.24e-05, 2.54e-05, 6.57e-05, 7.87e-07, 4.38e-07, 3.52e-07, 3.47e-07, 8.60e-08, 1.05e-10, 5.84e-07, 6.42e-10]    []  
606500    [2.79e-07, 8.40e-07, 2.04e-06, 1.10e-06, 1.61e-06, 1.66e-06, 1.06e-06, 8.29e-10, 4.68e-11, 1.27e-09, 4.82e-07, 4.21e-06, 4.48e-06, 2.06e-07, 8.26e-09, 5.83e-09, 8.59e-12, 0.00e+00, 4.52e-12, 2.38e-11, 1.03e-07, 6.53e-10]    [2.79e-07, 8.40e-07, 2.04e-06, 1.10e-06, 1.61e-06, 1.66e-06, 1.06e-06, 8.29e-10, 4.68e-11, 1.27e-09, 4.82e-07, 4.21e-06, 4.48e-06, 2.06e-07, 8.26e-09, 5.83e-09, 8.59e-12, 0.00e+00, 4.52e-12, 2.38e-11, 1.03e-07, 6.53e-10]    []  
606600    [1.84e-07, 8.45e-07, 1.90e-06, 7.97e-07, 1.57e-06, 1.61e-06, 9.58e-07, 6.35e-08, 4.72e-11, 2.46e-10, 2.76e-07, 3.72e-06, 4.04e-06, 2.55e-09, 6.52e-09, 5.06e-09, 1.62e-09, 4.61e-10, 0.00e+00, 1.63e-11, 8.73e-08, 3.58e-10]    [1.84e-07, 8.45e-07, 1.90e-06, 7.97e-07, 1.57e-06, 1.61e-06, 9.58e-07, 6.35e-08, 4.72e-11, 2.46e-10, 2.76e-07, 3.72e-06, 4.04e-06, 2.55e-09, 6.52e-09, 5.06e-09, 1.62e-09, 4.61e-10, 0.00e+00, 1.63e-11, 8.73e-08, 3.58e-10]    []  
606700    [8.66e-07, 9.00e-07, 1.92e-06, 9.47e-07, 1.60e-06, 1.68e-06, 1.21e-06, 8.10e-07, 4.62e-05, 3.86e-07, 6.63e-06, 7.27e-06, 9.86e-06, 8.00e-07, 2.43e-08, 4.78e-08, 2.73e-09, 1.46e-12, 2.72e-08, 0.00e+00, 1.55e-07, 6.44e-05]    [8.66e-07, 9.00e-07, 1.92e-06, 9.47e-07, 1.60e-06, 1.68e-06, 1.21e-06, 8.10e-07, 4.62e-05, 3.86e-07, 6.63e-06, 7.27e-06, 9.86e-06, 8.00e-07, 2.43e-08, 4.78e-08, 2.73e-09, 1.46e-12, 2.72e-08, 0.00e+00, 1.55e-07, 6.44e-05]    []  
606800    [2.05e-07, 7.80e-07, 1.76e-06, 8.73e-07, 1.58e-06, 1.51e-06, 1.16e-06, 1.11e-09, 6.37e-09, 1.78e-14, 3.43e-07, 4.07e-06, 4.31e-06, 6.24e-09, 6.84e-09, 2.48e-09, 4.52e-11, 5.46e-10, 6.06e-12, 4.91e-11, 4.41e-08, 1.35e-09]    [2.05e-07, 7.80e-07, 1.76e-06, 8.73e-07, 1.58e-06, 1.51e-06, 1.16e-06, 1.11e-09, 6.37e-09, 1.78e-14, 3.43e-07, 4.07e-06, 4.31e-06, 6.24e-09, 6.84e-09, 2.48e-09, 4.52e-11, 5.46e-10, 6.06e-12, 4.91e-11, 4.41e-08, 1.35e-09]    []  
606900    [1.56e-07, 7.82e-07, 1.75e-06, 7.28e-07, 1.45e-06, 1.53e-06, 1.03e-06, 8.35e-08, 2.35e-14, 1.65e-08, 2.80e-07, 3.91e-06, 4.22e-06, 8.23e-07, 1.25e-10, 8.89e-10, 1.42e-09, 0.00e+00, 1.32e-10, 1.61e-12, 1.43e-08, 4.19e-10]    [1.56e-07, 7.82e-07, 1.75e-06, 7.28e-07, 1.45e-06, 1.53e-06, 1.03e-06, 8.35e-08, 2.35e-14, 1.65e-08, 2.80e-07, 3.91e-06, 4.22e-06, 8.23e-07, 1.25e-10, 8.89e-10, 1.42e-09, 0.00e+00, 1.32e-10, 1.61e-12, 1.43e-08, 4.19e-10]    []  
607000    [2.82e-07, 8.10e-07, 1.85e-06, 1.03e-06, 1.43e-06, 1.60e-06, 1.09e-06, 1.25e-10, 3.41e-10, 4.68e-08, 5.89e-07, 5.53e-06, 4.62e-06, 3.69e-06, 0.00e+00, 6.42e-10, 0.00e+00, 0.00e+00, 1.68e-11, 7.95e-11, 1.48e-08, 6.76e-10]    [2.82e-07, 8.10e-07, 1.85e-06, 1.03e-06, 1.43e-06, 1.60e-06, 1.09e-06, 1.25e-10, 3.41e-10, 4.68e-08, 5.89e-07, 5.53e-06, 4.62e-06, 3.69e-06, 0.00e+00, 6.42e-10, 0.00e+00, 0.00e+00, 1.68e-11, 7.95e-11, 1.48e-08, 6.76e-10]    []  
607100    [1.80e-07, 7.19e-07, 1.82e-06, 7.11e-07, 1.44e-06, 1.54e-06, 9.53e-07, 3.97e-09, 1.68e-10, 8.75e-12, 2.86e-07, 3.73e-06, 3.99e-06, 6.32e-09, 4.89e-09, 3.92e-09, 1.06e-09, 3.68e-10, 8.05e-09, 9.14e-13, 4.90e-08, 2.46e-09]    [1.80e-07, 7.19e-07, 1.82e-06, 7.11e-07, 1.44e-06, 1.54e-06, 9.53e-07, 3.97e-09, 1.68e-10, 8.75e-12, 2.86e-07, 3.73e-06, 3.99e-06, 6.32e-09, 4.89e-09, 3.92e-09, 1.06e-09, 3.68e-10, 8.05e-09, 9.14e-13, 4.90e-08, 2.46e-09]    []  
607200    [8.49e-06, 2.66e-06, 3.61e-06, 1.28e-06, 2.69e-06, 2.34e-06, 1.57e-06, 8.40e-08, 1.33e-10, 1.41e-05, 2.25e-05, 9.11e-05, 2.72e-05, 3.29e-04, 3.38e-06, 1.05e-05, 1.27e-06, 1.07e-06, 4.58e-10, 7.25e-13, 7.49e-08, 3.35e-09]    [8.49e-06, 2.66e-06, 3.61e-06, 1.28e-06, 2.69e-06, 2.34e-06, 1.57e-06, 8.40e-08, 1.33e-10, 1.41e-05, 2.25e-05, 9.11e-05, 2.72e-05, 3.29e-04, 3.38e-06, 1.05e-05, 1.27e-06, 1.07e-06, 4.58e-10, 7.25e-13, 7.49e-08, 3.35e-09]    []  
607300    [2.00e-07, 6.73e-07, 1.84e-06, 6.99e-07, 1.40e-06, 1.55e-06, 9.09e-07, 5.69e-08, 2.41e-11, 1.83e-10, 3.23e-07, 3.71e-06, 3.97e-06, 1.78e-09, 5.14e-09, 4.28e-09, 8.11e-11, 2.43e-10, 5.09e-09, 1.69e-11, 3.66e-08, 5.27e-10]    [2.00e-07, 6.73e-07, 1.84e-06, 6.99e-07, 1.40e-06, 1.55e-06, 9.09e-07, 5.69e-08, 2.41e-11, 1.83e-10, 3.23e-07, 3.71e-06, 3.97e-06, 1.78e-09, 5.14e-09, 4.28e-09, 8.11e-11, 2.43e-10, 5.09e-09, 1.69e-11, 3.66e-08, 5.27e-10]    []  
607400    [7.22e-07, 1.37e-06, 2.78e-06, 2.19e-06, 2.67e-06, 3.43e-06, 1.09e-06, 1.14e-04, 5.00e-10, 6.97e-06, 2.83e-05, 4.45e-05, 2.31e-05, 6.59e-05, 1.07e-06, 0.00e+00, 8.98e-09, 0.00e+00, 2.07e-05, 6.20e-10, 1.05e-04, 3.93e-09]    [7.22e-07, 1.37e-06, 2.78e-06, 2.19e-06, 2.67e-06, 3.43e-06, 1.09e-06, 1.14e-04, 5.00e-10, 6.97e-06, 2.83e-05, 4.45e-05, 2.31e-05, 6.59e-05, 1.07e-06, 0.00e+00, 8.98e-09, 0.00e+00, 2.07e-05, 6.20e-10, 1.05e-04, 3.93e-09]    []  
607500    [2.03e-07, 6.25e-07, 1.83e-06, 6.68e-07, 1.34e-06, 1.56e-06, 8.62e-07, 1.94e-08, 2.38e-11, 1.22e-10, 3.54e-07, 3.65e-06, 3.91e-06, 4.80e-08, 3.35e-09, 3.58e-09, 0.00e+00, 0.00e+00, 0.00e+00, 6.85e-12, 7.77e-08, 5.18e-10]    [2.03e-07, 6.25e-07, 1.83e-06, 6.68e-07, 1.34e-06, 1.56e-06, 8.62e-07, 1.94e-08, 2.38e-11, 1.22e-10, 3.54e-07, 3.65e-06, 3.91e-06, 4.80e-08, 3.35e-09, 3.58e-09, 0.00e+00, 0.00e+00, 0.00e+00, 6.85e-12, 7.77e-08, 5.18e-10]    []  
607600    [5.92e-05, 1.37e-05, 4.99e-06, 9.72e-06, 6.88e-06, 7.62e-06, 1.75e-06, 3.94e-08, 5.47e-09, 6.89e-05, 9.74e-05, 6.08e-04, 7.21e-04, 3.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.15e-10, 0.00e+00, 3.49e-07, 3.11e-08]    [5.92e-05, 1.37e-05, 4.99e-06, 9.72e-06, 6.88e-06, 7.62e-06, 1.75e-06, 3.94e-08, 5.47e-09, 6.89e-05, 9.74e-05, 6.08e-04, 7.21e-04, 3.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.15e-10, 0.00e+00, 3.49e-07, 3.11e-08]    []  
607700    [2.01e-07, 5.96e-07, 1.79e-06, 6.31e-07, 1.31e-06, 1.54e-06, 8.24e-07, 6.13e-08, 4.30e-10, 2.27e-09, 3.57e-07, 3.53e-06, 3.76e-06, 5.61e-08, 5.96e-09, 2.51e-09, 0.00e+00, 1.32e-11, 2.04e-10, 6.07e-12, 1.71e-08, 4.88e-10]    [2.01e-07, 5.96e-07, 1.79e-06, 6.31e-07, 1.31e-06, 1.54e-06, 8.24e-07, 6.13e-08, 4.30e-10, 2.27e-09, 3.57e-07, 3.53e-06, 3.76e-06, 5.61e-08, 5.96e-09, 2.51e-09, 0.00e+00, 1.32e-11, 2.04e-10, 6.07e-12, 1.71e-08, 4.88e-10]    []  
607800    [3.44e-06, 2.78e-06, 3.48e-06, 3.26e-06, 1.52e-06, 4.89e-06, 2.04e-06, 1.73e-04, 1.51e-07, 2.22e-07, 3.11e-05, 4.56e-05, 3.84e-05, 1.98e-05, 4.25e-06, 1.96e-07, 4.08e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.58e-04, 2.52e-07]    [3.44e-06, 2.78e-06, 3.48e-06, 3.26e-06, 1.52e-06, 4.89e-06, 2.04e-06, 1.73e-04, 1.51e-07, 2.22e-07, 3.11e-05, 4.56e-05, 3.84e-05, 1.98e-05, 4.25e-06, 1.96e-07, 4.08e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.58e-04, 2.52e-07]    []  
607900    [2.05e-07, 5.80e-07, 1.77e-06, 6.04e-07, 1.29e-06, 1.52e-06, 7.98e-07, 2.67e-07, 1.02e-11, 4.27e-09, 3.89e-07, 3.49e-06, 3.65e-06, 1.43e-07, 7.69e-09, 9.48e-10, 0.00e+00, 1.45e-11, 7.63e-11, 1.04e-14, 2.34e-08, 9.40e-10]    [2.05e-07, 5.80e-07, 1.77e-06, 6.04e-07, 1.29e-06, 1.52e-06, 7.98e-07, 2.67e-07, 1.02e-11, 4.27e-09, 3.89e-07, 3.49e-06, 3.65e-06, 1.43e-07, 7.69e-09, 9.48e-10, 0.00e+00, 1.45e-11, 7.63e-11, 1.04e-14, 2.34e-08, 9.40e-10]    []  
608000    [3.84e-05, 7.01e-06, 4.85e-06, 5.62e-06, 5.80e-06, 6.03e-06, 2.85e-06, 1.11e-05, 4.14e-05, 7.00e-05, 1.07e-04, 3.76e-04, 5.85e-04, 2.51e-03, 4.16e-05, 4.06e-05, 1.61e-05, 1.54e-05, 2.72e-06, 1.15e-05, 1.58e-05, 4.74e-05]    [3.84e-05, 7.01e-06, 4.85e-06, 5.62e-06, 5.80e-06, 6.03e-06, 2.85e-06, 1.11e-05, 4.14e-05, 7.00e-05, 1.07e-04, 3.76e-04, 5.85e-04, 2.51e-03, 4.16e-05, 4.06e-05, 1.61e-05, 1.54e-05, 2.72e-06, 1.15e-05, 1.58e-05, 4.74e-05]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 42.672871 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
608000    [3.84e-05, 7.01e-06, 4.85e-06, 5.62e-06, 5.80e-06, 6.03e-06, 2.85e-06, 1.11e-05, 4.14e-05, 7.00e-05, 1.07e-04, 3.76e-04, 5.85e-04, 2.51e-03, 4.16e-05, 4.06e-05, 1.61e-05, 1.54e-05, 2.72e-06, 1.15e-05, 1.58e-05, 4.74e-05]    [3.84e-05, 7.01e-06, 4.85e-06, 5.62e-06, 5.80e-06, 6.03e-06, 2.85e-06, 1.11e-05, 4.14e-05, 7.00e-05, 1.07e-04, 3.76e-04, 5.85e-04, 2.51e-03, 4.16e-05, 4.06e-05, 1.61e-05, 1.54e-05, 2.72e-06, 1.15e-05, 1.58e-05, 4.74e-05]    []  
608100    [1.89e-07, 5.38e-07, 1.66e-06, 5.75e-07, 1.21e-06, 1.49e-06, 7.42e-07, 1.02e-07, 1.30e-09, 3.83e-09, 3.58e-07, 3.21e-06, 3.34e-06, 1.58e-07, 9.36e-09, 9.17e-10, 0.00e+00, 0.00e+00, 6.80e-11, 4.86e-11, 2.00e-08, 4.80e-10]    [1.89e-07, 5.38e-07, 1.66e-06, 5.75e-07, 1.21e-06, 1.49e-06, 7.42e-07, 1.02e-07, 1.30e-09, 3.83e-09, 3.58e-07, 3.21e-06, 3.34e-06, 1.58e-07, 9.36e-09, 9.17e-10, 0.00e+00, 0.00e+00, 6.80e-11, 4.86e-11, 2.00e-08, 4.80e-10]    []  
608200    [3.41e-06, 1.52e-06, 1.99e-06, 1.21e-06, 1.93e-06, 2.51e-06, 1.14e-06, 3.14e-05, 4.10e-07, 1.71e-05, 4.24e-06, 3.83e-05, 6.11e-05, 1.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.14e-05, 6.44e-07]    [3.41e-06, 1.52e-06, 1.99e-06, 1.21e-06, 1.93e-06, 2.51e-06, 1.14e-06, 3.14e-05, 4.10e-07, 1.71e-05, 4.24e-06, 3.83e-05, 6.11e-05, 1.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.14e-05, 6.44e-07]    []  
608300    [2.01e-07, 4.99e-07, 1.61e-06, 5.47e-07, 1.16e-06, 1.46e-06, 7.10e-07, 1.48e-07, 3.76e-10, 3.46e-09, 3.93e-07, 2.94e-06, 3.10e-06, 3.96e-08, 1.48e-08, 6.53e-09, 0.00e+00, 1.71e-09, 8.09e-10, 1.10e-11, 1.78e-07, 4.87e-10]    [2.01e-07, 4.99e-07, 1.61e-06, 5.47e-07, 1.16e-06, 1.46e-06, 7.10e-07, 1.48e-07, 3.76e-10, 3.46e-09, 3.93e-07, 2.94e-06, 3.10e-06, 3.96e-08, 1.48e-08, 6.53e-09, 0.00e+00, 1.71e-09, 8.09e-10, 1.10e-11, 1.78e-07, 4.87e-10]    []  
608400    [4.74e-06, 1.94e-06, 1.86e-06, 8.85e-07, 1.21e-06, 1.69e-06, 9.94e-07, 2.12e-05, 4.25e-06, 9.06e-06, 2.62e-05, 2.87e-05, 2.36e-05, 1.59e-04, 1.93e-06, 1.02e-06, 1.04e-06, 1.79e-06, 0.00e+00, 2.14e-06, 2.94e-05, 9.77e-06]    [4.74e-06, 1.94e-06, 1.86e-06, 8.85e-07, 1.21e-06, 1.69e-06, 9.94e-07, 2.12e-05, 4.25e-06, 9.06e-06, 2.62e-05, 2.87e-05, 2.36e-05, 1.59e-04, 1.93e-06, 1.02e-06, 1.04e-06, 1.79e-06, 0.00e+00, 2.14e-06, 2.94e-05, 9.77e-06]    []  
608500    [1.91e-07, 4.97e-07, 1.54e-06, 5.48e-07, 1.12e-06, 1.40e-06, 6.93e-07, 1.90e-08, 5.57e-10, 9.89e-11, 3.73e-07, 2.72e-06, 2.82e-06, 1.12e-08, 1.05e-08, 4.21e-09, 0.00e+00, 5.17e-10, 1.25e-09, 1.90e-11, 2.05e-08, 4.93e-10]    [1.91e-07, 4.97e-07, 1.54e-06, 5.48e-07, 1.12e-06, 1.40e-06, 6.93e-07, 1.90e-08, 5.57e-10, 9.89e-11, 3.73e-07, 2.72e-06, 2.82e-06, 1.12e-08, 1.05e-08, 4.21e-09, 0.00e+00, 5.17e-10, 1.25e-09, 1.90e-11, 2.05e-08, 4.93e-10]    []  
608600    [1.99e-06, 7.93e-07, 1.68e-06, 7.87e-07, 1.10e-06, 1.53e-06, 9.29e-07, 5.47e-06, 2.79e-11, 1.70e-06, 4.02e-06, 6.49e-06, 1.21e-05, 3.94e-05, 1.55e-07, 3.28e-07, 1.57e-07, 9.46e-08, 7.83e-07, 0.00e+00, 4.92e-06, 1.39e-09]    [1.99e-06, 7.93e-07, 1.68e-06, 7.87e-07, 1.10e-06, 1.53e-06, 9.29e-07, 5.47e-06, 2.79e-11, 1.70e-06, 4.02e-06, 6.49e-06, 1.21e-05, 3.94e-05, 1.55e-07, 3.28e-07, 1.57e-07, 9.46e-08, 7.83e-07, 0.00e+00, 4.92e-06, 1.39e-09]    []  
608700    [1.88e-07, 4.96e-07, 1.50e-06, 5.55e-07, 1.08e-06, 1.36e-06, 6.65e-07, 2.80e-08, 7.95e-12, 1.00e-09, 3.88e-07, 2.55e-06, 2.62e-06, 4.90e-08, 8.10e-09, 4.32e-09, 0.00e+00, 2.00e-10, 2.08e-08, 8.11e-12, 1.21e-07, 3.98e-10]    [1.88e-07, 4.96e-07, 1.50e-06, 5.55e-07, 1.08e-06, 1.36e-06, 6.65e-07, 2.80e-08, 7.95e-12, 1.00e-09, 3.88e-07, 2.55e-06, 2.62e-06, 4.90e-08, 8.10e-09, 4.32e-09, 0.00e+00, 2.00e-10, 2.08e-08, 8.11e-12, 1.21e-07, 3.98e-10]    []  
608800    [1.01e-06, 6.79e-07, 1.55e-06, 8.80e-07, 1.14e-06, 1.52e-06, 8.67e-07, 6.92e-06, 3.10e-07, 2.30e-06, 1.64e-06, 6.89e-06, 1.50e-05, 3.38e-05, 1.04e-06, 1.14e-07, 7.89e-08, 6.18e-09, 1.84e-06, 4.77e-08, 1.10e-05, 2.74e-07]    [1.01e-06, 6.79e-07, 1.55e-06, 8.80e-07, 1.14e-06, 1.52e-06, 8.67e-07, 6.92e-06, 3.10e-07, 2.30e-06, 1.64e-06, 6.89e-06, 1.50e-05, 3.38e-05, 1.04e-06, 1.14e-07, 7.89e-08, 6.18e-09, 1.84e-06, 4.77e-08, 1.10e-05, 2.74e-07]    []  
608900    [2.01e-07, 4.91e-07, 1.42e-06, 5.41e-07, 1.08e-06, 1.31e-06, 6.69e-07, 3.66e-08, 1.01e-10, 3.18e-10, 3.94e-07, 2.41e-06, 2.44e-06, 3.06e-09, 1.33e-08, 5.59e-09, 0.00e+00, 7.58e-10, 1.33e-08, 0.00e+00, 7.90e-08, 3.07e-09]    [2.01e-07, 4.91e-07, 1.42e-06, 5.41e-07, 1.08e-06, 1.31e-06, 6.69e-07, 3.66e-08, 1.01e-10, 3.18e-10, 3.94e-07, 2.41e-06, 2.44e-06, 3.06e-09, 1.33e-08, 5.59e-09, 0.00e+00, 7.58e-10, 1.33e-08, 0.00e+00, 7.90e-08, 3.07e-09]    []  
609000    [1.47e-06, 6.90e-07, 1.68e-06, 6.35e-07, 1.23e-06, 1.52e-06, 9.07e-07, 5.16e-06, 4.56e-09, 1.17e-06, 2.82e-06, 1.23e-05, 4.95e-06, 3.39e-05, 5.60e-07, 4.99e-07, 1.16e-08, 2.94e-08, 0.00e+00, 7.70e-10, 5.22e-06, 4.94e-09]    [1.47e-06, 6.90e-07, 1.68e-06, 6.35e-07, 1.23e-06, 1.52e-06, 9.07e-07, 5.16e-06, 4.56e-09, 1.17e-06, 2.82e-06, 1.23e-05, 4.95e-06, 3.39e-05, 5.60e-07, 4.99e-07, 1.16e-08, 2.94e-08, 0.00e+00, 7.70e-10, 5.22e-06, 4.94e-09]    []  
609100    [1.96e-07, 4.88e-07, 1.37e-06, 5.34e-07, 1.06e-06, 1.27e-06, 6.49e-07, 3.89e-08, 6.67e-11, 4.22e-10, 4.08e-07, 2.26e-06, 2.29e-06, 9.56e-09, 1.02e-08, 4.98e-09, 0.00e+00, 6.17e-10, 2.21e-09, 2.42e-12, 2.47e-08, 3.79e-10]    [1.96e-07, 4.88e-07, 1.37e-06, 5.34e-07, 1.06e-06, 1.27e-06, 6.49e-07, 3.89e-08, 6.67e-11, 4.22e-10, 4.08e-07, 2.26e-06, 2.29e-06, 9.56e-09, 1.02e-08, 4.98e-09, 0.00e+00, 6.17e-10, 2.21e-09, 2.42e-12, 2.47e-08, 3.79e-10]    []  
609200    [4.91e-07, 5.88e-07, 1.45e-06, 6.47e-07, 1.22e-06, 1.26e-06, 8.65e-07, 4.71e-06, 6.32e-06, 8.40e-08, 2.03e-06, 4.89e-06, 7.98e-06, 6.98e-06, 1.01e-08, 6.17e-10, 0.00e+00, 8.59e-11, 0.00e+00, 9.19e-07, 8.71e-06, 4.45e-06]    [4.91e-07, 5.88e-07, 1.45e-06, 6.47e-07, 1.22e-06, 1.26e-06, 8.65e-07, 4.71e-06, 6.32e-06, 8.40e-08, 2.03e-06, 4.89e-06, 7.98e-06, 6.98e-06, 1.01e-08, 6.17e-10, 0.00e+00, 8.59e-11, 0.00e+00, 9.19e-07, 8.71e-06, 4.45e-06]    []  
609300    [1.84e-07, 4.89e-07, 1.29e-06, 5.24e-07, 1.03e-06, 1.23e-06, 6.54e-07, 3.19e-09, 6.75e-14, 3.22e-09, 3.79e-07, 2.19e-06, 2.15e-06, 1.58e-07, 5.03e-09, 2.40e-09, 0.00e+00, 2.17e-12, 1.74e-11, 2.50e-10, 3.14e-08, 1.42e-09]    [1.84e-07, 4.89e-07, 1.29e-06, 5.24e-07, 1.03e-06, 1.23e-06, 6.54e-07, 3.19e-09, 6.75e-14, 3.22e-09, 3.79e-07, 2.19e-06, 2.15e-06, 1.58e-07, 5.03e-09, 2.40e-09, 0.00e+00, 2.17e-12, 1.74e-11, 2.50e-10, 3.14e-08, 1.42e-09]    []  
609400    [2.90e-07, 5.70e-07, 1.39e-06, 5.27e-07, 1.24e-06, 1.25e-06, 7.73e-07, 2.18e-07, 3.21e-09, 3.55e-08, 7.06e-07, 3.20e-06, 3.43e-06, 2.52e-06, 7.31e-09, 0.00e+00, 0.00e+00, 5.87e-12, 1.75e-08, 2.58e-11, 1.02e-07, 4.18e-10]    [2.90e-07, 5.70e-07, 1.39e-06, 5.27e-07, 1.24e-06, 1.25e-06, 7.73e-07, 2.18e-07, 3.21e-09, 3.55e-08, 7.06e-07, 3.20e-06, 3.43e-06, 2.52e-06, 7.31e-09, 0.00e+00, 0.00e+00, 5.87e-12, 1.75e-08, 2.58e-11, 1.02e-07, 4.18e-10]    []  
609500    [5.06e-07, 6.87e-07, 1.24e-06, 6.18e-07, 1.02e-06, 1.22e-06, 6.58e-07, 4.45e-10, 3.51e-09, 5.63e-07, 1.23e-06, 6.06e-06, 8.90e-06, 2.34e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-12, 1.91e-11, 6.79e-08, 9.86e-09]    [5.06e-07, 6.87e-07, 1.24e-06, 6.18e-07, 1.02e-06, 1.22e-06, 6.58e-07, 4.45e-10, 3.51e-09, 5.63e-07, 1.23e-06, 6.06e-06, 8.90e-06, 2.34e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-12, 1.91e-11, 6.79e-08, 9.86e-09]    []  
609600    [2.52e-07, 5.00e-07, 1.52e-06, 5.50e-07, 1.22e-06, 1.20e-06, 7.04e-07, 3.52e-10, 1.45e-04, 1.33e-08, 5.07e-07, 2.32e-06, 2.45e-06, 7.92e-07, 4.52e-08, 1.78e-08, 9.84e-10, 4.27e-09, 5.70e-09, 4.10e-05, 3.69e-08, 1.57e-04]    [2.52e-07, 5.00e-07, 1.52e-06, 5.50e-07, 1.22e-06, 1.20e-06, 7.04e-07, 3.52e-10, 1.45e-04, 1.33e-08, 5.07e-07, 2.32e-06, 2.45e-06, 7.92e-07, 4.52e-08, 1.78e-08, 9.84e-10, 4.27e-09, 5.70e-09, 4.10e-05, 3.69e-08, 1.57e-04]    []  
609700    [1.22e-05, 3.12e-06, 2.88e-06, 2.15e-06, 1.36e-06, 3.13e-06, 1.05e-06, 2.43e-05, 9.25e-08, 9.61e-06, 4.51e-05, 8.94e-05, 2.35e-04, 5.77e-04, 1.06e-05, 2.84e-06, 3.18e-06, 3.09e-06, 6.70e-06, 2.40e-08, 3.61e-05, 1.41e-07]    [1.22e-05, 3.12e-06, 2.88e-06, 2.15e-06, 1.36e-06, 3.13e-06, 1.05e-06, 2.43e-05, 9.25e-08, 9.61e-06, 4.51e-05, 8.94e-05, 2.35e-04, 5.77e-04, 1.06e-05, 2.84e-06, 3.18e-06, 3.09e-06, 6.70e-06, 2.40e-08, 3.61e-05, 1.41e-07]    []  
609800    [1.90e-07, 5.01e-07, 1.22e-06, 4.92e-07, 1.09e-06, 1.14e-06, 6.63e-07, 5.23e-07, 1.11e-09, 9.68e-10, 4.65e-07, 2.06e-06, 2.04e-06, 1.46e-08, 8.15e-09, 2.88e-09, 0.00e+00, 1.20e-09, 5.56e-08, 8.14e-12, 3.65e-07, 2.62e-10]    [1.90e-07, 5.01e-07, 1.22e-06, 4.92e-07, 1.09e-06, 1.14e-06, 6.63e-07, 5.23e-07, 1.11e-09, 9.68e-10, 4.65e-07, 2.06e-06, 2.04e-06, 1.46e-08, 8.15e-09, 2.88e-09, 0.00e+00, 1.20e-09, 5.56e-08, 8.14e-12, 3.65e-07, 2.62e-10]    []  
609900    [3.07e-07, 5.82e-07, 1.32e-06, 4.53e-07, 1.23e-06, 1.19e-06, 7.69e-07, 6.80e-07, 7.44e-09, 6.71e-08, 7.70e-07, 2.79e-06, 2.79e-06, 2.44e-08, 6.14e-09, 3.03e-08, 5.77e-09, 2.74e-09, 4.35e-08, 1.38e-09, 2.76e-07, 9.25e-09]    [3.07e-07, 5.82e-07, 1.32e-06, 4.53e-07, 1.23e-06, 1.19e-06, 7.69e-07, 6.80e-07, 7.44e-09, 6.71e-08, 7.70e-07, 2.79e-06, 2.79e-06, 2.44e-08, 6.14e-09, 3.03e-08, 5.77e-09, 2.74e-09, 4.35e-08, 1.38e-09, 2.76e-07, 9.25e-09]    []  
610000    [1.46e-06, 6.07e-07, 1.38e-06, 5.51e-07, 1.33e-06, 1.23e-06, 7.48e-07, 3.95e-08, 2.43e-04, 1.80e-06, 2.99e-06, 1.06e-05, 1.32e-05, 5.78e-05, 8.03e-07, 4.19e-07, 2.69e-07, 2.36e-07, 0.00e+00, 4.48e-05, 1.30e-07, 1.74e-04]    [1.46e-06, 6.07e-07, 1.38e-06, 5.51e-07, 1.33e-06, 1.23e-06, 7.48e-07, 3.95e-08, 2.43e-04, 1.80e-06, 2.99e-06, 1.06e-05, 1.32e-05, 5.78e-05, 8.03e-07, 4.19e-07, 2.69e-07, 2.36e-07, 0.00e+00, 4.48e-05, 1.30e-07, 1.74e-04]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 48.206646 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
610000    [1.46e-06, 6.07e-07, 1.38e-06, 5.51e-07, 1.33e-06, 1.23e-06, 7.48e-07, 3.95e-08, 2.43e-04, 1.80e-06, 2.99e-06, 1.06e-05, 1.32e-05, 5.78e-05, 8.03e-07, 4.19e-07, 2.69e-07, 2.36e-07, 0.00e+00, 4.48e-05, 1.30e-07, 1.74e-04]    [1.46e-06, 6.07e-07, 1.38e-06, 5.51e-07, 1.33e-06, 1.23e-06, 7.48e-07, 3.95e-08, 2.43e-04, 1.80e-06, 2.99e-06, 1.06e-05, 1.32e-05, 5.78e-05, 8.03e-07, 4.19e-07, 2.69e-07, 2.36e-07, 0.00e+00, 4.48e-05, 1.30e-07, 1.74e-04]    []  
610100    [2.31e-07, 4.90e-07, 1.18e-06, 4.74e-07, 1.12e-06, 1.11e-06, 6.73e-07, 3.30e-08, 2.46e-08, 2.07e-08, 6.08e-07, 2.14e-06, 2.71e-06, 1.12e-06, 3.65e-08, 3.03e-08, 3.61e-10, 2.39e-08, 2.62e-09, 9.10e-11, 2.35e-08, 8.75e-10]    [2.31e-07, 4.90e-07, 1.18e-06, 4.74e-07, 1.12e-06, 1.11e-06, 6.73e-07, 3.30e-08, 2.46e-08, 2.07e-08, 6.08e-07, 2.14e-06, 2.71e-06, 1.12e-06, 3.65e-08, 3.03e-08, 3.61e-10, 2.39e-08, 2.62e-09, 9.10e-11, 2.35e-08, 8.75e-10]    []  
610200    [2.68e-07, 5.17e-07, 1.18e-06, 4.55e-07, 1.24e-06, 1.11e-06, 7.90e-07, 1.45e-06, 4.99e-09, 4.06e-08, 7.64e-07, 2.88e-06, 2.33e-06, 2.16e-06, 3.40e-09, 0.00e+00, 0.00e+00, 5.88e-10, 0.00e+00, 0.00e+00, 1.28e-06, 3.80e-09]    [2.68e-07, 5.17e-07, 1.18e-06, 4.55e-07, 1.24e-06, 1.11e-06, 7.90e-07, 1.45e-06, 4.99e-09, 4.06e-08, 7.64e-07, 2.88e-06, 2.33e-06, 2.16e-06, 3.40e-09, 0.00e+00, 0.00e+00, 5.88e-10, 0.00e+00, 0.00e+00, 1.28e-06, 3.80e-09]    []  
610300    [1.79e-06, 1.40e-06, 2.61e-06, 5.88e-06, 1.36e-06, 1.99e-06, 1.81e-06, 9.71e-05, 7.22e-07, 3.72e-06, 1.26e-05, 1.22e-05, 1.04e-05, 3.12e-05, 0.00e+00, 0.00e+00, 5.46e-11, 2.94e-08, 1.57e-05, 1.38e-07, 8.09e-05, 7.17e-07]    [1.79e-06, 1.40e-06, 2.61e-06, 5.88e-06, 1.36e-06, 1.99e-06, 1.81e-06, 9.71e-05, 7.22e-07, 3.72e-06, 1.26e-05, 1.22e-05, 1.04e-05, 3.12e-05, 0.00e+00, 0.00e+00, 5.46e-11, 2.94e-08, 1.57e-05, 1.38e-07, 8.09e-05, 7.17e-07]    []  
610400    [2.18e-07, 5.06e-07, 1.16e-06, 4.55e-07, 1.13e-06, 1.06e-06, 6.51e-07, 2.26e-07, 3.47e-10, 5.89e-09, 4.56e-07, 2.01e-06, 1.92e-06, 1.74e-07, 1.68e-08, 9.95e-09, 1.19e-11, 2.94e-09, 0.00e+00, 5.89e-12, 4.82e-08, 1.61e-10]    [2.18e-07, 5.06e-07, 1.16e-06, 4.55e-07, 1.13e-06, 1.06e-06, 6.51e-07, 2.26e-07, 3.47e-10, 5.89e-09, 4.56e-07, 2.01e-06, 1.92e-06, 1.74e-07, 1.68e-08, 9.95e-09, 1.19e-11, 2.94e-09, 0.00e+00, 5.89e-12, 4.82e-08, 1.61e-10]    []  
610500    [4.66e-07, 5.77e-07, 1.20e-06, 4.75e-07, 1.34e-06, 1.10e-06, 8.12e-07, 3.66e-07, 2.82e-06, 4.74e-07, 9.82e-07, 3.60e-06, 3.92e-06, 9.52e-06, 2.68e-07, 1.00e-07, 2.91e-08, 6.96e-09, 0.00e+00, 3.83e-07, 3.97e-08, 1.92e-06]    [4.66e-07, 5.77e-07, 1.20e-06, 4.75e-07, 1.34e-06, 1.10e-06, 8.12e-07, 3.66e-07, 2.82e-06, 4.74e-07, 9.82e-07, 3.60e-06, 3.92e-06, 9.52e-06, 2.68e-07, 1.00e-07, 2.91e-08, 6.96e-09, 0.00e+00, 3.83e-07, 3.97e-08, 1.92e-06]    []  
610600    [3.64e-05, 6.12e-06, 4.61e-06, 5.54e-06, 5.23e-06, 4.59e-06, 3.31e-06, 1.93e-05, 9.60e-09, 6.10e-05, 9.79e-05, 3.37e-04, 5.49e-04, 2.21e-03, 3.71e-05, 3.61e-05, 1.57e-05, 1.36e-05, 6.55e-06, 6.68e-09, 3.56e-05, 4.22e-08]    [3.64e-05, 6.12e-06, 4.61e-06, 5.54e-06, 5.23e-06, 4.59e-06, 3.31e-06, 1.93e-05, 9.60e-09, 6.10e-05, 9.79e-05, 3.37e-04, 5.49e-04, 2.21e-03, 3.71e-05, 3.61e-05, 1.57e-05, 1.36e-05, 6.55e-06, 6.68e-09, 3.56e-05, 4.22e-08]    []  
610700    [2.21e-07, 5.56e-07, 1.19e-06, 4.50e-07, 1.20e-06, 1.04e-06, 6.81e-07, 8.89e-12, 2.10e-10, 6.73e-09, 5.28e-07, 2.12e-06, 1.90e-06, 4.66e-08, 1.29e-08, 7.38e-09, 0.00e+00, 2.05e-09, 2.03e-11, 1.81e-10, 1.73e-08, 1.06e-09]    [2.21e-07, 5.56e-07, 1.19e-06, 4.50e-07, 1.20e-06, 1.04e-06, 6.81e-07, 8.89e-12, 2.10e-10, 6.73e-09, 5.28e-07, 2.12e-06, 1.90e-06, 4.66e-08, 1.29e-08, 7.38e-09, 0.00e+00, 2.05e-09, 2.03e-11, 1.81e-10, 1.73e-08, 1.06e-09]    []  
610800    [2.23e-06, 1.63e-06, 1.14e-06, 1.23e-06, 1.37e-06, 1.96e-06, 1.04e-06, 5.77e-05, 1.18e-06, 7.47e-06, 1.93e-06, 1.68e-05, 1.78e-05, 6.59e-05, 0.00e+00, 2.88e-08, 0.00e+00, 1.60e-09, 0.00e+00, 0.00e+00, 7.45e-05, 1.31e-06]    [2.23e-06, 1.63e-06, 1.14e-06, 1.23e-06, 1.37e-06, 1.96e-06, 1.04e-06, 5.77e-05, 1.18e-06, 7.47e-06, 1.93e-06, 1.68e-05, 1.78e-05, 6.59e-05, 0.00e+00, 2.88e-08, 0.00e+00, 1.60e-09, 0.00e+00, 0.00e+00, 7.45e-05, 1.31e-06]    []  
610900    [2.02e-07, 5.58e-07, 1.04e-06, 4.46e-07, 1.11e-06, 1.01e-06, 6.56e-07, 1.01e-07, 2.12e-06, 7.32e-10, 4.38e-07, 1.95e-06, 1.78e-06, 9.75e-08, 3.70e-09, 1.59e-09, 0.00e+00, 4.50e-10, 1.38e-08, 0.00e+00, 8.36e-08, 2.45e-06]    [2.02e-07, 5.58e-07, 1.04e-06, 4.46e-07, 1.11e-06, 1.01e-06, 6.56e-07, 1.01e-07, 2.12e-06, 7.32e-10, 4.38e-07, 1.95e-06, 1.78e-06, 9.75e-08, 3.70e-09, 1.59e-09, 0.00e+00, 4.50e-10, 1.38e-08, 0.00e+00, 8.36e-08, 2.45e-06]    []  
611000    [2.16e-07, 6.45e-07, 1.21e-06, 4.11e-07, 1.34e-06, 1.08e-06, 7.37e-07, 4.08e-07, 1.67e-09, 1.13e-07, 9.70e-07, 2.96e-06, 2.41e-06, 4.31e-06, 3.14e-09, 0.00e+00, 0.00e+00, 4.31e-09, 0.00e+00, 1.05e-10, 3.78e-07, 6.74e-10]    [2.16e-07, 6.45e-07, 1.21e-06, 4.11e-07, 1.34e-06, 1.08e-06, 7.37e-07, 4.08e-07, 1.67e-09, 1.13e-07, 9.70e-07, 2.96e-06, 2.41e-06, 4.31e-06, 3.14e-09, 0.00e+00, 0.00e+00, 4.31e-09, 0.00e+00, 1.05e-10, 3.78e-07, 6.74e-10]    []  
611100    [3.83e-06, 8.98e-07, 1.35e-06, 6.80e-07, 1.33e-06, 1.33e-06, 7.37e-07, 2.90e-07, 4.08e-09, 4.80e-06, 1.02e-05, 2.80e-05, 6.40e-05, 1.87e-04, 2.41e-06, 1.71e-06, 1.37e-06, 1.23e-06, 2.23e-07, 1.42e-09, 1.48e-06, 9.51e-09]    [3.83e-06, 8.98e-07, 1.35e-06, 6.80e-07, 1.33e-06, 1.33e-06, 7.37e-07, 2.90e-07, 4.08e-09, 4.80e-06, 1.02e-05, 2.80e-05, 6.40e-05, 1.87e-04, 2.41e-06, 1.71e-06, 1.37e-06, 1.23e-06, 2.23e-07, 1.42e-09, 1.48e-06, 9.51e-09]    []  
611200    [2.12e-07, 5.94e-07, 1.80e-06, 5.68e-07, 1.45e-06, 1.01e-06, 6.90e-07, 1.13e-07, 5.66e-04, 4.10e-09, 8.37e-07, 2.36e-06, 1.99e-06, 4.39e-08, 1.70e-08, 3.02e-10, 0.00e+00, 2.74e-09, 9.72e-09, 0.00e+00, 6.00e-08, 1.19e-03]    [2.12e-07, 5.94e-07, 1.80e-06, 5.68e-07, 1.45e-06, 1.01e-06, 6.90e-07, 1.13e-07, 5.66e-04, 4.10e-09, 8.37e-07, 2.36e-06, 1.99e-06, 4.39e-08, 1.70e-08, 3.02e-10, 0.00e+00, 2.74e-09, 9.72e-09, 0.00e+00, 6.00e-08, 1.19e-03]    []  
611300    [8.19e-06, 2.40e-06, 1.87e-06, 1.02e-06, 2.00e-06, 1.90e-06, 1.12e-06, 5.08e-05, 8.87e-08, 1.41e-05, 1.96e-05, 6.85e-05, 5.37e-05, 3.76e-04, 6.28e-06, 5.78e-06, 1.29e-06, 1.20e-06, 8.57e-06, 7.31e-08, 4.62e-05, 3.89e-07]    [8.19e-06, 2.40e-06, 1.87e-06, 1.02e-06, 2.00e-06, 1.90e-06, 1.12e-06, 5.08e-05, 8.87e-08, 1.41e-05, 1.96e-05, 6.85e-05, 5.37e-05, 3.76e-04, 6.28e-06, 5.78e-06, 1.29e-06, 1.20e-06, 8.57e-06, 7.31e-08, 4.62e-05, 3.89e-07]    []  
611400    [2.30e-07, 6.00e-07, 1.01e-06, 4.50e-07, 1.09e-06, 9.81e-07, 6.26e-07, 1.54e-07, 2.90e-10, 1.02e-07, 6.03e-07, 2.70e-06, 3.15e-06, 4.45e-06, 9.63e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.73e-11, 1.06e-07, 2.50e-10]    [2.30e-07, 6.00e-07, 1.01e-06, 4.50e-07, 1.09e-06, 9.81e-07, 6.26e-07, 1.54e-07, 2.90e-10, 1.02e-07, 6.03e-07, 2.70e-06, 3.15e-06, 4.45e-06, 9.63e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.73e-11, 1.06e-07, 2.50e-10]    []  
611500    [2.12e-07, 5.99e-07, 1.11e-06, 4.16e-07, 1.28e-06, 9.81e-07, 6.73e-07, 9.86e-08, 6.05e-10, 2.51e-08, 5.23e-07, 2.46e-06, 2.18e-06, 1.35e-06, 4.27e-09, 0.00e+00, 0.00e+00, 2.45e-09, 7.55e-10, 9.98e-13, 1.57e-08, 1.32e-10]    [2.12e-07, 5.99e-07, 1.11e-06, 4.16e-07, 1.28e-06, 9.81e-07, 6.73e-07, 9.86e-08, 6.05e-10, 2.51e-08, 5.23e-07, 2.46e-06, 2.18e-06, 1.35e-06, 4.27e-09, 0.00e+00, 0.00e+00, 2.45e-09, 7.55e-10, 9.98e-13, 1.57e-08, 1.32e-10]    []  
611600    [8.71e-06, 2.53e-06, 1.96e-06, 8.97e-07, 1.93e-06, 1.80e-06, 1.14e-06, 5.37e-05, 1.33e-05, 1.56e-05, 2.28e-05, 7.12e-05, 4.28e-05, 3.67e-04, 5.69e-06, 5.95e-06, 1.42e-06, 1.15e-06, 7.12e-06, 0.00e+00, 3.90e-05, 1.91e-05]    [8.71e-06, 2.53e-06, 1.96e-06, 8.97e-07, 1.93e-06, 1.80e-06, 1.14e-06, 5.37e-05, 1.33e-05, 1.56e-05, 2.28e-05, 7.12e-05, 4.28e-05, 3.67e-04, 5.69e-06, 5.95e-06, 1.42e-06, 1.15e-06, 7.12e-06, 0.00e+00, 3.90e-05, 1.91e-05]    []  
611700    [3.84e-07, 5.42e-07, 1.02e-06, 4.08e-07, 1.14e-06, 9.94e-07, 6.12e-07, 4.75e-10, 1.47e-06, 1.60e-07, 7.66e-07, 2.51e-06, 3.44e-06, 5.82e-06, 1.03e-07, 6.17e-08, 2.47e-08, 3.95e-08, 2.59e-12, 0.00e+00, 2.74e-08, 1.95e-06]    [3.84e-07, 5.42e-07, 1.02e-06, 4.08e-07, 1.14e-06, 9.94e-07, 6.12e-07, 4.75e-10, 1.47e-06, 1.60e-07, 7.66e-07, 2.51e-06, 3.44e-06, 5.82e-06, 1.03e-07, 6.17e-08, 2.47e-08, 3.95e-08, 2.59e-12, 0.00e+00, 2.74e-08, 1.95e-06]    []  
611800    [2.23e-07, 5.66e-07, 1.08e-06, 4.03e-07, 1.24e-06, 9.75e-07, 6.51e-07, 2.35e-08, 2.09e-08, 8.69e-09, 6.51e-07, 2.21e-06, 1.90e-06, 7.41e-08, 8.60e-09, 3.07e-09, 3.88e-10, 3.62e-09, 6.07e-11, 1.40e-09, 1.40e-08, 9.38e-09]    [2.23e-07, 5.66e-07, 1.08e-06, 4.03e-07, 1.24e-06, 9.75e-07, 6.51e-07, 2.35e-08, 2.09e-08, 8.69e-09, 6.51e-07, 2.21e-06, 1.90e-06, 7.41e-08, 8.60e-09, 3.07e-09, 3.88e-10, 3.62e-09, 6.07e-11, 1.40e-09, 1.40e-08, 9.38e-09]    []  
611900    [4.18e-06, 1.57e-06, 9.33e-07, 1.51e-06, 1.68e-06, 2.00e-06, 1.24e-06, 2.48e-05, 8.71e-06, 8.95e-08, 5.75e-05, 4.43e-05, 1.53e-04, 1.71e-04, 0.00e+00, 1.31e-07, 0.00e+00, 7.97e-10, 0.00e+00, 0.00e+00, 4.41e-05, 1.15e-05]    [4.18e-06, 1.57e-06, 9.33e-07, 1.51e-06, 1.68e-06, 2.00e-06, 1.24e-06, 2.48e-05, 8.71e-06, 8.95e-08, 5.75e-05, 4.43e-05, 1.53e-04, 1.71e-04, 0.00e+00, 1.31e-07, 0.00e+00, 7.97e-10, 0.00e+00, 0.00e+00, 4.41e-05, 1.15e-05]    []  
612000    [2.44e-07, 6.40e-07, 1.06e-06, 4.01e-07, 1.32e-06, 9.75e-07, 6.64e-07, 8.76e-09, 2.56e-14, 3.33e-10, 4.91e-07, 1.91e-06, 1.62e-06, 1.20e-08, 1.21e-08, 2.60e-09, 1.48e-10, 4.68e-09, 4.12e-12, 5.80e-12, 1.84e-08, 1.38e-10]    [2.44e-07, 6.40e-07, 1.06e-06, 4.01e-07, 1.32e-06, 9.75e-07, 6.64e-07, 8.76e-09, 2.56e-14, 3.33e-10, 4.91e-07, 1.91e-06, 1.62e-06, 1.20e-08, 1.21e-08, 2.60e-09, 1.48e-10, 4.68e-09, 4.12e-12, 5.80e-12, 1.84e-08, 1.38e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 49.010092 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
612000    [2.44e-07, 6.40e-07, 1.06e-06, 4.01e-07, 1.32e-06, 9.75e-07, 6.64e-07, 8.76e-09, 2.56e-14, 3.33e-10, 4.91e-07, 1.91e-06, 1.62e-06, 1.20e-08, 1.21e-08, 2.60e-09, 1.48e-10, 4.68e-09, 4.12e-12, 5.80e-12, 1.84e-08, 1.38e-10]    [2.44e-07, 6.40e-07, 1.06e-06, 4.01e-07, 1.32e-06, 9.75e-07, 6.64e-07, 8.76e-09, 2.56e-14, 3.33e-10, 4.91e-07, 1.91e-06, 1.62e-06, 1.20e-08, 1.21e-08, 2.60e-09, 1.48e-10, 4.68e-09, 4.12e-12, 5.80e-12, 1.84e-08, 1.38e-10]    []  
612100    [2.10e-05, 5.05e-06, 6.04e-06, 1.72e-05, 5.28e-06, 3.34e-06, 4.53e-06, 4.87e-05, 6.30e-08, 4.74e-06, 2.11e-04, 3.09e-04, 8.13e-04, 1.34e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.07e-05, 8.31e-08]    [2.10e-05, 5.05e-06, 6.04e-06, 1.72e-05, 5.28e-06, 3.34e-06, 4.53e-06, 4.87e-05, 6.30e-08, 4.74e-06, 2.11e-04, 3.09e-04, 8.13e-04, 1.34e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.07e-05, 8.31e-08]    []  
612200    [2.39e-07, 6.50e-07, 1.14e-06, 4.46e-07, 1.26e-06, 9.62e-07, 6.10e-07, 1.83e-11, 4.51e-09, 1.58e-10, 5.12e-07, 1.96e-06, 1.65e-06, 1.59e-08, 8.09e-09, 2.85e-09, 0.00e+00, 4.52e-09, 5.72e-09, 0.00e+00, 3.67e-08, 4.79e-09]    [2.39e-07, 6.50e-07, 1.14e-06, 4.46e-07, 1.26e-06, 9.62e-07, 6.10e-07, 1.83e-11, 4.51e-09, 1.58e-10, 5.12e-07, 1.96e-06, 1.65e-06, 1.59e-08, 8.09e-09, 2.85e-09, 0.00e+00, 4.52e-09, 5.72e-09, 0.00e+00, 3.67e-08, 4.79e-09]    []  
612300    [2.03e-05, 3.48e-06, 2.67e-06, 2.58e-06, 2.88e-06, 2.74e-06, 1.64e-06, 3.73e-06, 1.33e-06, 3.08e-05, 5.11e-05, 1.71e-04, 3.14e-04, 1.15e-03, 1.83e-05, 1.61e-05, 9.15e-06, 7.97e-06, 1.67e-06, 2.99e-07, 9.99e-06, 1.42e-06]    [2.03e-05, 3.48e-06, 2.67e-06, 2.58e-06, 2.88e-06, 2.74e-06, 1.64e-06, 3.73e-06, 1.33e-06, 3.08e-05, 5.11e-05, 1.71e-04, 3.14e-04, 1.15e-03, 1.83e-05, 1.61e-05, 9.15e-06, 7.97e-06, 1.67e-06, 2.99e-07, 9.99e-06, 1.42e-06]    []  
612400    [2.18e-07, 6.21e-07, 1.02e-06, 4.28e-07, 1.20e-06, 9.51e-07, 6.05e-07, 1.96e-07, 1.66e-08, 3.38e-12, 4.95e-07, 1.85e-06, 1.61e-06, 8.67e-09, 9.45e-09, 3.54e-09, 6.55e-12, 5.24e-09, 0.00e+00, 0.00e+00, 3.97e-08, 5.57e-07]    [2.18e-07, 6.21e-07, 1.02e-06, 4.28e-07, 1.20e-06, 9.51e-07, 6.05e-07, 1.96e-07, 1.66e-08, 3.38e-12, 4.95e-07, 1.85e-06, 1.61e-06, 8.67e-09, 9.45e-09, 3.54e-09, 6.55e-12, 5.24e-09, 0.00e+00, 0.00e+00, 3.97e-08, 5.57e-07]    []  
612500    [1.60e-06, 1.24e-06, 1.06e-06, 1.02e-06, 1.38e-06, 1.13e-06, 8.38e-07, 8.91e-06, 2.82e-09, 2.72e-08, 1.21e-05, 1.52e-05, 4.20e-05, 1.03e-05, 0.00e+00, 4.74e-08, 0.00e+00, 4.45e-09, 7.13e-07, 0.00e+00, 4.54e-06, 5.65e-09]    [1.60e-06, 1.24e-06, 1.06e-06, 1.02e-06, 1.38e-06, 1.13e-06, 8.38e-07, 8.91e-06, 2.82e-09, 2.72e-08, 1.21e-05, 1.52e-05, 4.20e-05, 1.03e-05, 0.00e+00, 4.74e-08, 0.00e+00, 4.45e-09, 7.13e-07, 0.00e+00, 4.54e-06, 5.65e-09]    []  
612600    [2.44e-07, 5.82e-07, 9.83e-07, 4.18e-07, 1.13e-06, 9.54e-07, 5.42e-07, 6.38e-11, 3.78e-10, 1.05e-08, 4.98e-07, 1.80e-06, 1.66e-06, 4.03e-07, 1.94e-08, 1.22e-08, 1.21e-09, 5.50e-09, 3.48e-13, 5.85e-13, 4.89e-08, 1.66e-10]    [2.44e-07, 5.82e-07, 9.83e-07, 4.18e-07, 1.13e-06, 9.54e-07, 5.42e-07, 6.38e-11, 3.78e-10, 1.05e-08, 4.98e-07, 1.80e-06, 1.66e-06, 4.03e-07, 1.94e-08, 1.22e-08, 1.21e-09, 5.50e-09, 3.48e-13, 5.85e-13, 4.89e-08, 1.66e-10]    []  
612700    [2.39e-07, 6.59e-07, 1.04e-06, 4.01e-07, 1.25e-06, 9.84e-07, 6.06e-07, 9.06e-09, 4.96e-10, 1.65e-07, 6.88e-07, 2.46e-06, 2.16e-06, 2.57e-06, 2.54e-09, 0.00e+00, 0.00e+00, 6.42e-09, 0.00e+00, 0.00e+00, 2.05e-07, 1.06e-09]    [2.39e-07, 6.59e-07, 1.04e-06, 4.01e-07, 1.25e-06, 9.84e-07, 6.06e-07, 9.06e-09, 4.96e-10, 1.65e-07, 6.88e-07, 2.46e-06, 2.16e-06, 2.57e-06, 2.54e-09, 0.00e+00, 0.00e+00, 6.42e-09, 0.00e+00, 0.00e+00, 2.05e-07, 1.06e-09]    []  
612800    [1.04e-05, 2.64e-06, 3.06e-06, 3.64e-06, 1.81e-06, 2.57e-06, 1.91e-06, 1.01e-04, 1.77e-06, 9.34e-06, 2.41e-05, 7.84e-05, 6.09e-05, 3.58e-04, 1.02e-05, 2.27e-06, 2.02e-06, 1.10e-06, 1.63e-05, 0.00e+00, 8.40e-05, 1.98e-06]    [1.04e-05, 2.64e-06, 3.06e-06, 3.64e-06, 1.81e-06, 2.57e-06, 1.91e-06, 1.01e-04, 1.77e-06, 9.34e-06, 2.41e-05, 7.84e-05, 6.09e-05, 3.58e-04, 1.02e-05, 2.27e-06, 2.02e-06, 1.10e-06, 1.63e-05, 0.00e+00, 8.40e-05, 1.98e-06]    []  
612900    [3.07e-07, 7.32e-07, 1.03e-06, 4.64e-07, 1.20e-06, 9.58e-07, 5.67e-07, 3.88e-08, 2.06e-04, 2.55e-07, 1.01e-06, 3.38e-06, 6.44e-06, 1.08e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-11, 1.98e-08, 9.34e-06, 1.19e-07, 3.86e-05]    [3.07e-07, 7.32e-07, 1.03e-06, 4.64e-07, 1.20e-06, 9.58e-07, 5.67e-07, 3.88e-08, 2.06e-04, 2.55e-07, 1.01e-06, 3.38e-06, 6.44e-06, 1.08e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-11, 1.98e-08, 9.34e-06, 1.19e-07, 3.86e-05]    []  
613000    [2.24e-07, 6.47e-07, 9.53e-07, 4.03e-07, 1.20e-06, 9.67e-07, 5.80e-07, 1.35e-07, 5.83e-09, 1.33e-07, 6.43e-07, 2.69e-06, 2.05e-06, 3.46e-06, 9.49e-10, 0.00e+00, 0.00e+00, 3.04e-09, 8.89e-09, 8.61e-10, 5.53e-08, 5.76e-09]    [2.24e-07, 6.47e-07, 9.53e-07, 4.03e-07, 1.20e-06, 9.67e-07, 5.80e-07, 1.35e-07, 5.83e-09, 1.33e-07, 6.43e-07, 2.69e-06, 2.05e-06, 3.46e-06, 9.49e-10, 0.00e+00, 0.00e+00, 3.04e-09, 8.89e-09, 8.61e-10, 5.53e-08, 5.76e-09]    []  
613100    [1.03e-06, 6.66e-07, 1.07e-06, 3.37e-07, 1.27e-06, 1.12e-06, 6.67e-07, 2.42e-06, 1.60e-10, 4.04e-07, 2.08e-06, 4.78e-06, 1.05e-05, 2.72e-05, 1.60e-07, 2.17e-07, 1.32e-07, 2.57e-07, 0.00e+00, 0.00e+00, 4.38e-06, 1.43e-08]    [1.03e-06, 6.66e-07, 1.07e-06, 3.37e-07, 1.27e-06, 1.12e-06, 6.67e-07, 2.42e-06, 1.60e-10, 4.04e-07, 2.08e-06, 4.78e-06, 1.05e-05, 2.72e-05, 1.60e-07, 2.17e-07, 1.32e-07, 2.57e-07, 0.00e+00, 0.00e+00, 4.38e-06, 1.43e-08]    []  
613200    [9.16e-05, 2.76e-05, 8.67e-06, 2.73e-05, 9.76e-06, 1.30e-05, 5.24e-06, 9.96e-05, 1.93e-07, 1.49e-04, 1.32e-04, 9.58e-04, 9.98e-04, 5.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.83e-04, 3.36e-07]    [9.16e-05, 2.76e-05, 8.67e-06, 2.73e-05, 9.76e-06, 1.30e-05, 5.24e-06, 9.96e-05, 1.93e-07, 1.49e-04, 1.32e-04, 9.58e-04, 9.98e-04, 5.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.83e-04, 3.36e-07]    []  
613300    [2.19e-07, 6.27e-07, 9.96e-07, 4.15e-07, 1.19e-06, 9.60e-07, 5.46e-07, 2.34e-08, 1.85e-10, 1.51e-10, 5.07e-07, 1.94e-06, 1.62e-06, 2.47e-08, 7.67e-09, 2.81e-09, 0.00e+00, 2.07e-09, 0.00e+00, 0.00e+00, 4.35e-08, 2.14e-10]    [2.19e-07, 6.27e-07, 9.96e-07, 4.15e-07, 1.19e-06, 9.60e-07, 5.46e-07, 2.34e-08, 1.85e-10, 1.51e-10, 5.07e-07, 1.94e-06, 1.62e-06, 2.47e-08, 7.67e-09, 2.81e-09, 0.00e+00, 2.07e-09, 0.00e+00, 0.00e+00, 4.35e-08, 2.14e-10]    []  
613400    [1.15e-06, 7.57e-07, 1.01e-06, 6.31e-07, 1.47e-06, 1.05e-06, 7.32e-07, 2.69e-06, 1.81e-06, 2.42e-06, 6.46e-06, 1.59e-05, 6.57e-06, 5.85e-05, 0.00e+00, 1.82e-08, 0.00e+00, 1.52e-09, 0.00e+00, 0.00e+00, 2.93e-06, 1.02e-06]    [1.15e-06, 7.57e-07, 1.01e-06, 6.31e-07, 1.47e-06, 1.05e-06, 7.32e-07, 2.69e-06, 1.81e-06, 2.42e-06, 6.46e-06, 1.59e-05, 6.57e-06, 5.85e-05, 0.00e+00, 1.82e-08, 0.00e+00, 1.52e-09, 0.00e+00, 0.00e+00, 2.93e-06, 1.02e-06]    []  
613500    [5.51e-07, 8.14e-07, 9.16e-07, 5.06e-07, 1.11e-06, 1.01e-06, 5.29e-07, 2.78e-07, 3.42e-10, 5.62e-07, 1.37e-06, 5.73e-06, 9.49e-06, 2.39e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-07, 1.01e-09]    [5.51e-07, 8.14e-07, 9.16e-07, 5.06e-07, 1.11e-06, 1.01e-06, 5.29e-07, 2.78e-07, 3.42e-10, 5.62e-07, 1.37e-06, 5.73e-06, 9.49e-06, 2.39e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-07, 1.01e-09]    []  
613600    [2.15e-07, 6.49e-07, 1.00e-06, 4.05e-07, 1.22e-06, 9.76e-07, 5.69e-07, 6.61e-07, 5.11e-11, 4.22e-09, 6.44e-07, 2.18e-06, 2.02e-06, 1.33e-07, 4.54e-09, 2.11e-10, 0.00e+00, 7.05e-09, 0.00e+00, 2.79e-13, 4.03e-07, 6.77e-10]    [2.15e-07, 6.49e-07, 1.00e-06, 4.05e-07, 1.22e-06, 9.76e-07, 5.69e-07, 6.61e-07, 5.11e-11, 4.22e-09, 6.44e-07, 2.18e-06, 2.02e-06, 1.33e-07, 4.54e-09, 2.11e-10, 0.00e+00, 7.05e-09, 0.00e+00, 2.79e-13, 4.03e-07, 6.77e-10]    []  
613700    [1.42e-06, 8.93e-07, 1.11e-06, 7.64e-07, 1.43e-06, 1.15e-06, 8.10e-07, 1.64e-05, 2.37e-09, 5.00e-07, 2.11e-05, 2.06e-05, 8.59e-05, 5.69e-05, 0.00e+00, 3.96e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.31e-05, 5.93e-09]    [1.42e-06, 8.93e-07, 1.11e-06, 7.64e-07, 1.43e-06, 1.15e-06, 8.10e-07, 1.64e-05, 2.37e-09, 5.00e-07, 2.11e-05, 2.06e-05, 8.59e-05, 5.69e-05, 0.00e+00, 3.96e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.31e-05, 5.93e-09]    []  
613800    [6.36e-06, 2.40e-06, 1.20e-06, 1.62e-06, 1.49e-06, 1.61e-06, 7.46e-07, 2.41e-06, 2.50e-07, 7.40e-06, 1.41e-05, 5.51e-05, 1.13e-04, 3.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.35e-06, 3.40e-07]    [6.36e-06, 2.40e-06, 1.20e-06, 1.62e-06, 1.49e-06, 1.61e-06, 7.46e-07, 2.41e-06, 2.50e-07, 7.40e-06, 1.41e-05, 5.51e-05, 1.13e-04, 3.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.35e-06, 3.40e-07]    []  
613900    [2.35e-07, 6.46e-07, 1.01e-06, 4.05e-07, 1.23e-06, 9.87e-07, 5.59e-07, 3.51e-08, 1.00e-06, 1.26e-08, 5.48e-07, 1.95e-06, 1.62e-06, 2.40e-07, 1.69e-08, 6.37e-09, 0.00e+00, 8.83e-09, 0.00e+00, 5.47e-09, 5.36e-08, 1.73e-05]    [2.35e-07, 6.46e-07, 1.01e-06, 4.05e-07, 1.23e-06, 9.87e-07, 5.59e-07, 3.51e-08, 1.00e-06, 1.26e-08, 5.48e-07, 1.95e-06, 1.62e-06, 2.40e-07, 1.69e-08, 6.37e-09, 0.00e+00, 8.83e-09, 0.00e+00, 5.47e-09, 5.36e-08, 1.73e-05]    []  
614000    [3.16e-06, 1.45e-06, 1.21e-06, 1.23e-06, 1.60e-06, 1.37e-06, 8.84e-07, 2.89e-05, 2.82e-09, 1.51e-06, 1.57e-05, 2.88e-05, 8.82e-05, 1.02e-04, 0.00e+00, 1.84e-08, 0.00e+00, 5.03e-11, 0.00e+00, 1.54e-11, 5.04e-05, 8.76e-09]    [3.16e-06, 1.45e-06, 1.21e-06, 1.23e-06, 1.60e-06, 1.37e-06, 8.84e-07, 2.89e-05, 2.82e-09, 1.51e-06, 1.57e-05, 2.88e-05, 8.82e-05, 1.02e-04, 0.00e+00, 1.84e-08, 0.00e+00, 5.03e-11, 0.00e+00, 1.54e-11, 5.04e-05, 8.76e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 44.006642 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
614000    [3.16e-06, 1.45e-06, 1.21e-06, 1.23e-06, 1.60e-06, 1.37e-06, 8.84e-07, 2.89e-05, 2.82e-09, 1.51e-06, 1.57e-05, 2.88e-05, 8.82e-05, 1.02e-04, 0.00e+00, 1.84e-08, 0.00e+00, 5.03e-11, 0.00e+00, 1.54e-11, 5.04e-05, 8.76e-09]    [3.16e-06, 1.45e-06, 1.21e-06, 1.23e-06, 1.60e-06, 1.37e-06, 8.84e-07, 2.89e-05, 2.82e-09, 1.51e-06, 1.57e-05, 2.88e-05, 8.82e-05, 1.02e-04, 0.00e+00, 1.84e-08, 0.00e+00, 5.03e-11, 0.00e+00, 1.54e-11, 5.04e-05, 8.76e-09]    []  
614100    [2.45e-07, 6.59e-07, 9.26e-07, 4.27e-07, 1.08e-06, 9.84e-07, 4.99e-07, 5.12e-07, 9.52e-12, 7.71e-08, 6.76e-07, 2.51e-06, 3.05e-06, 3.68e-06, 1.72e-11, 0.00e+00, 0.00e+00, 5.92e-10, 0.00e+00, 3.69e-12, 6.81e-07, 1.64e-10]    [2.45e-07, 6.59e-07, 9.26e-07, 4.27e-07, 1.08e-06, 9.84e-07, 4.99e-07, 5.12e-07, 9.52e-12, 7.71e-08, 6.76e-07, 2.51e-06, 3.05e-06, 3.68e-06, 1.72e-11, 0.00e+00, 0.00e+00, 5.92e-10, 0.00e+00, 3.69e-12, 6.81e-07, 1.64e-10]    []  
614200    [2.14e-07, 6.35e-07, 9.94e-07, 3.88e-07, 1.18e-06, 9.81e-07, 5.24e-07, 3.04e-08, 1.37e-11, 1.01e-09, 5.26e-07, 1.96e-06, 1.67e-06, 9.48e-09, 4.67e-09, 1.31e-09, 4.31e-09, 6.98e-09, 0.00e+00, 0.00e+00, 5.28e-08, 1.33e-09]    [2.14e-07, 6.35e-07, 9.94e-07, 3.88e-07, 1.18e-06, 9.81e-07, 5.24e-07, 3.04e-08, 1.37e-11, 1.01e-09, 5.26e-07, 1.96e-06, 1.67e-06, 9.48e-09, 4.67e-09, 1.31e-09, 4.31e-09, 6.98e-09, 0.00e+00, 0.00e+00, 5.28e-08, 1.33e-09]    []  
614300    [2.26e-06, 9.58e-07, 1.07e-06, 9.69e-07, 1.89e-06, 1.13e-06, 7.54e-07, 1.04e-06, 2.10e-06, 1.67e-06, 7.71e-06, 1.18e-05, 3.98e-05, 4.64e-05, 2.72e-07, 8.74e-07, 7.96e-07, 4.27e-07, 8.70e-07, 4.17e-07, 5.35e-06, 1.90e-06]    [2.26e-06, 9.58e-07, 1.07e-06, 9.69e-07, 1.89e-06, 1.13e-06, 7.54e-07, 1.04e-06, 2.10e-06, 1.67e-06, 7.71e-06, 1.18e-05, 3.98e-05, 4.64e-05, 2.72e-07, 8.74e-07, 7.96e-07, 4.27e-07, 8.70e-07, 4.17e-07, 5.35e-06, 1.90e-06]    []  
614400    [2.15e-07, 6.45e-07, 9.19e-07, 4.12e-07, 1.09e-06, 9.92e-07, 4.81e-07, 5.33e-09, 1.19e-07, 1.64e-08, 4.85e-07, 1.92e-06, 1.59e-06, 6.70e-07, 2.83e-10, 8.34e-11, 0.00e+00, 1.69e-09, 0.00e+00, 0.00e+00, 1.39e-07, 1.70e-07]    [2.15e-07, 6.45e-07, 9.19e-07, 4.12e-07, 1.09e-06, 9.92e-07, 4.81e-07, 5.33e-09, 1.19e-07, 1.64e-08, 4.85e-07, 1.92e-06, 1.59e-06, 6.70e-07, 2.83e-10, 8.34e-11, 0.00e+00, 1.69e-09, 0.00e+00, 0.00e+00, 1.39e-07, 1.70e-07]    []  
614500    [2.35e-07, 6.61e-07, 9.96e-07, 4.13e-07, 1.17e-06, 1.00e-06, 5.10e-07, 1.28e-08, 1.72e-08, 3.95e-09, 9.45e-07, 2.45e-06, 2.86e-06, 1.04e-06, 2.36e-09, 1.91e-12, 0.00e+00, 7.95e-09, 0.00e+00, 2.13e-09, 2.86e-07, 1.41e-08]    [2.35e-07, 6.61e-07, 9.96e-07, 4.13e-07, 1.17e-06, 1.00e-06, 5.10e-07, 1.28e-08, 1.72e-08, 3.95e-09, 9.45e-07, 2.45e-06, 2.86e-06, 1.04e-06, 2.36e-09, 1.91e-12, 0.00e+00, 7.95e-09, 0.00e+00, 2.13e-09, 2.86e-07, 1.41e-08]    []  
614600    [8.02e-07, 7.69e-07, 9.26e-07, 5.66e-07, 1.41e-06, 1.16e-06, 8.06e-07, 2.29e-06, 2.76e-06, 4.87e-07, 4.34e-06, 6.86e-06, 1.43e-05, 8.21e-06, 0.00e+00, 8.61e-08, 0.00e+00, 4.21e-09, 0.00e+00, 0.00e+00, 1.65e-06, 4.76e-06]    [8.02e-07, 7.69e-07, 9.26e-07, 5.66e-07, 1.41e-06, 1.16e-06, 8.06e-07, 2.29e-06, 2.76e-06, 4.87e-07, 4.34e-06, 6.86e-06, 1.43e-05, 8.21e-06, 0.00e+00, 8.61e-08, 0.00e+00, 4.21e-09, 0.00e+00, 0.00e+00, 1.65e-06, 4.76e-06]    []  
614700    [3.47e-07, 7.26e-07, 8.68e-07, 4.61e-07, 1.03e-06, 1.01e-06, 4.80e-07, 3.92e-07, 3.75e-10, 2.39e-07, 9.27e-07, 3.57e-06, 5.53e-06, 1.07e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-11, 0.00e+00, 8.84e-11, 9.93e-08, 5.46e-10]    [3.47e-07, 7.26e-07, 8.68e-07, 4.61e-07, 1.03e-06, 1.01e-06, 4.80e-07, 3.92e-07, 3.75e-10, 2.39e-07, 9.27e-07, 3.57e-06, 5.53e-06, 1.07e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-11, 0.00e+00, 8.84e-11, 9.93e-08, 5.46e-10]    []  
614800    [2.13e-07, 6.58e-07, 9.93e-07, 4.05e-07, 1.19e-06, 9.98e-07, 5.13e-07, 8.60e-08, 1.10e-09, 5.57e-10, 6.07e-07, 2.11e-06, 1.75e-06, 1.97e-07, 3.80e-09, 4.29e-11, 0.00e+00, 7.56e-09, 0.00e+00, 0.00e+00, 1.31e-07, 6.58e-10]    [2.13e-07, 6.58e-07, 9.93e-07, 4.05e-07, 1.19e-06, 9.98e-07, 5.13e-07, 8.60e-08, 1.10e-09, 5.57e-10, 6.07e-07, 2.11e-06, 1.75e-06, 1.97e-07, 3.80e-09, 4.29e-11, 0.00e+00, 7.56e-09, 0.00e+00, 0.00e+00, 1.31e-07, 6.58e-10]    []  
614900    [2.88e-06, 1.28e-06, 1.27e-06, 1.35e-06, 1.69e-06, 1.76e-06, 1.01e-06, 1.20e-05, 1.57e-07, 3.09e-06, 1.19e-05, 3.08e-05, 1.26e-05, 1.35e-04, 0.00e+00, 9.02e-09, 0.00e+00, 4.27e-09, 0.00e+00, 0.00e+00, 9.90e-06, 2.03e-07]    [2.88e-06, 1.28e-06, 1.27e-06, 1.35e-06, 1.69e-06, 1.76e-06, 1.01e-06, 1.20e-05, 1.57e-07, 3.09e-06, 1.19e-05, 3.08e-05, 1.26e-05, 1.35e-04, 0.00e+00, 9.02e-09, 0.00e+00, 4.27e-09, 0.00e+00, 0.00e+00, 9.90e-06, 2.03e-07]    []  
615000    [7.32e-07, 8.77e-07, 1.42e-06, 5.81e-07, 1.18e-06, 1.06e-06, 4.97e-07, 2.58e-06, 3.23e-04, 6.13e-07, 3.96e-06, 7.92e-06, 2.57e-05, 3.76e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-04, 4.77e-06, 4.79e-04]    [7.32e-07, 8.77e-07, 1.42e-06, 5.81e-07, 1.18e-06, 1.06e-06, 4.97e-07, 2.58e-06, 3.23e-04, 6.13e-07, 3.96e-06, 7.92e-06, 2.57e-05, 3.76e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-04, 4.77e-06, 4.79e-04]    []  
615100    [2.16e-07, 6.62e-07, 9.07e-07, 4.26e-07, 1.12e-06, 1.01e-06, 5.26e-07, 3.69e-08, 4.71e-09, 1.09e-09, 6.91e-07, 2.14e-06, 2.19e-06, 5.64e-07, 2.31e-09, 1.03e-09, 0.00e+00, 6.70e-09, 0.00e+00, 2.56e-11, 2.82e-07, 6.66e-09]    [2.16e-07, 6.62e-07, 9.07e-07, 4.26e-07, 1.12e-06, 1.01e-06, 5.26e-07, 3.69e-08, 4.71e-09, 1.09e-09, 6.91e-07, 2.14e-06, 2.19e-06, 5.64e-07, 2.31e-09, 1.03e-09, 0.00e+00, 6.70e-09, 0.00e+00, 2.56e-11, 2.82e-07, 6.66e-09]    []  
615200    [8.46e-07, 7.42e-07, 9.04e-07, 5.67e-07, 1.30e-06, 1.08e-06, 6.57e-07, 9.80e-08, 1.04e-09, 2.66e-06, 4.37e-06, 1.13e-05, 4.07e-06, 2.66e-05, 0.00e+00, 2.85e-08, 0.00e+00, 6.22e-09, 7.79e-08, 3.72e-10, 5.19e-07, 2.36e-09]    [8.46e-07, 7.42e-07, 9.04e-07, 5.67e-07, 1.30e-06, 1.08e-06, 6.57e-07, 9.80e-08, 1.04e-09, 2.66e-06, 4.37e-06, 1.13e-05, 4.07e-06, 2.66e-05, 0.00e+00, 2.85e-08, 0.00e+00, 6.22e-09, 7.79e-08, 3.72e-10, 5.19e-07, 2.36e-09]    []  
615300    [4.84e-05, 8.38e-06, 7.04e-06, 9.13e-06, 6.67e-06, 6.23e-06, 5.73e-06, 1.01e-04, 6.40e-08, 9.71e-05, 1.43e-04, 4.57e-04, 6.77e-04, 3.14e-03, 4.60e-05, 5.38e-05, 2.42e-05, 1.53e-05, 2.51e-05, 2.13e-08, 1.26e-04, 1.25e-07]    [4.84e-05, 8.38e-06, 7.04e-06, 9.13e-06, 6.67e-06, 6.23e-06, 5.73e-06, 1.01e-04, 6.40e-08, 9.71e-05, 1.43e-04, 4.57e-04, 6.77e-04, 3.14e-03, 4.60e-05, 5.38e-05, 2.42e-05, 1.53e-05, 2.51e-05, 2.13e-08, 1.26e-04, 1.25e-07]    []  
615400    [2.06e-07, 6.18e-07, 9.03e-07, 4.28e-07, 1.04e-06, 1.01e-06, 4.50e-07, 2.18e-07, 6.25e-10, 7.82e-09, 5.47e-07, 1.90e-06, 1.54e-06, 1.36e-07, 2.41e-09, 3.07e-09, 4.71e-12, 2.57e-09, 4.61e-09, 8.45e-11, 3.18e-08, 5.16e-10]    [2.06e-07, 6.18e-07, 9.03e-07, 4.28e-07, 1.04e-06, 1.01e-06, 4.50e-07, 2.18e-07, 6.25e-10, 7.82e-09, 5.47e-07, 1.90e-06, 1.54e-06, 1.36e-07, 2.41e-09, 3.07e-09, 4.71e-12, 2.57e-09, 4.61e-09, 8.45e-11, 3.18e-08, 5.16e-10]    []  
615500    [4.15e-07, 6.60e-07, 1.02e-06, 3.99e-07, 1.16e-06, 1.05e-06, 5.49e-07, 2.88e-07, 3.60e-08, 6.80e-08, 8.58e-07, 2.95e-06, 2.91e-06, 4.95e-06, 1.46e-07, 4.91e-08, 0.00e+00, 8.56e-08, 0.00e+00, 0.00e+00, 3.63e-07, 7.98e-08]    [4.15e-07, 6.60e-07, 1.02e-06, 3.99e-07, 1.16e-06, 1.05e-06, 5.49e-07, 2.88e-07, 3.60e-08, 6.80e-08, 8.58e-07, 2.95e-06, 2.91e-06, 4.95e-06, 1.46e-07, 4.91e-08, 0.00e+00, 8.56e-08, 0.00e+00, 0.00e+00, 3.63e-07, 7.98e-08]    []  
615600    [7.50e-06, 2.71e-06, 1.23e-06, 1.82e-06, 1.49e-06, 1.80e-06, 7.03e-07, 2.26e-06, 3.63e-07, 8.72e-06, 1.47e-05, 6.37e-05, 1.23e-04, 3.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.89e-06, 5.02e-07]    [7.50e-06, 2.71e-06, 1.23e-06, 1.82e-06, 1.49e-06, 1.80e-06, 7.03e-07, 2.26e-06, 3.63e-07, 8.72e-06, 1.47e-05, 6.37e-05, 1.23e-04, 3.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.89e-06, 5.02e-07]    []  
615700    [2.11e-07, 6.56e-07, 9.22e-07, 4.24e-07, 1.10e-06, 1.03e-06, 4.75e-07, 4.25e-07, 1.77e-07, 2.28e-08, 5.20e-07, 2.06e-06, 1.65e-06, 9.83e-07, 1.30e-09, 7.15e-12, 0.00e+00, 4.47e-09, 0.00e+00, 0.00e+00, 4.39e-07, 9.64e-08]    [2.11e-07, 6.56e-07, 9.22e-07, 4.24e-07, 1.10e-06, 1.03e-06, 4.75e-07, 4.25e-07, 1.77e-07, 2.28e-08, 5.20e-07, 2.06e-06, 1.65e-06, 9.83e-07, 1.30e-09, 7.15e-12, 0.00e+00, 4.47e-09, 0.00e+00, 0.00e+00, 4.39e-07, 9.64e-08]    []  
615800    [1.29e-06, 7.71e-07, 1.05e-06, 3.93e-07, 1.19e-06, 1.25e-06, 5.90e-07, 1.94e-06, 5.90e-10, 6.64e-07, 2.32e-06, 7.49e-06, 7.83e-06, 3.42e-05, 4.12e-07, 2.39e-07, 1.55e-07, 2.97e-07, 0.00e+00, 3.22e-12, 5.13e-06, 1.37e-09]    [1.29e-06, 7.71e-07, 1.05e-06, 3.93e-07, 1.19e-06, 1.25e-06, 5.90e-07, 1.94e-06, 5.90e-10, 6.64e-07, 2.32e-06, 7.49e-06, 7.83e-06, 3.42e-05, 4.12e-07, 2.39e-07, 1.55e-07, 2.97e-07, 0.00e+00, 3.22e-12, 5.13e-06, 1.37e-09]    []  
615900    [2.75e-05, 5.42e-06, 3.92e-06, 9.66e-06, 4.91e-06, 2.81e-06, 3.26e-06, 1.20e-06, 1.50e-08, 3.61e-05, 7.38e-05, 2.85e-04, 5.32e-04, 1.59e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.35e-06, 3.88e-08]    [2.75e-05, 5.42e-06, 3.92e-06, 9.66e-06, 4.91e-06, 2.81e-06, 3.26e-06, 1.20e-06, 1.50e-08, 3.61e-05, 7.38e-05, 2.85e-04, 5.32e-04, 1.59e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.35e-06, 3.88e-08]    []  
616000    [2.45e-07, 6.14e-07, 9.17e-07, 4.32e-07, 1.01e-06, 1.04e-06, 4.16e-07, 1.45e-07, 9.81e-11, 9.48e-09, 5.60e-07, 1.79e-06, 1.75e-06, 3.99e-07, 1.59e-08, 1.16e-08, 8.76e-10, 1.14e-08, 6.00e-09, 1.27e-11, 3.99e-08, 1.87e-10]    [2.45e-07, 6.14e-07, 9.17e-07, 4.32e-07, 1.01e-06, 1.04e-06, 4.16e-07, 1.45e-07, 9.81e-11, 9.48e-09, 5.60e-07, 1.79e-06, 1.75e-06, 3.99e-07, 1.59e-08, 1.16e-08, 8.76e-10, 1.14e-08, 6.00e-09, 1.27e-11, 3.99e-08, 1.87e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 46.392041 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
616000    [2.45e-07, 6.14e-07, 9.17e-07, 4.32e-07, 1.01e-06, 1.04e-06, 4.16e-07, 1.45e-07, 9.81e-11, 9.48e-09, 5.60e-07, 1.79e-06, 1.75e-06, 3.99e-07, 1.59e-08, 1.16e-08, 8.76e-10, 1.14e-08, 6.00e-09, 1.27e-11, 3.99e-08, 1.87e-10]    [2.45e-07, 6.14e-07, 9.17e-07, 4.32e-07, 1.01e-06, 1.04e-06, 4.16e-07, 1.45e-07, 9.81e-11, 9.48e-09, 5.60e-07, 1.79e-06, 1.75e-06, 3.99e-07, 1.59e-08, 1.16e-08, 8.76e-10, 1.14e-08, 6.00e-09, 1.27e-11, 3.99e-08, 1.87e-10]    []  
616100    [2.42e-07, 6.42e-07, 9.86e-07, 4.05e-07, 1.12e-06, 1.08e-06, 4.48e-07, 2.73e-07, 3.61e-08, 5.99e-09, 5.97e-07, 1.97e-06, 1.70e-06, 2.41e-08, 8.44e-09, 4.93e-09, 1.33e-10, 1.05e-08, 0.00e+00, 5.74e-09, 1.01e-07, 3.64e-08]    [2.42e-07, 6.42e-07, 9.86e-07, 4.05e-07, 1.12e-06, 1.08e-06, 4.48e-07, 2.73e-07, 3.61e-08, 5.99e-09, 5.97e-07, 1.97e-06, 1.70e-06, 2.41e-08, 8.44e-09, 4.93e-09, 1.33e-10, 1.05e-08, 0.00e+00, 5.74e-09, 1.01e-07, 3.64e-08]    []  
616200    [7.53e-07, 1.03e-06, 1.10e-06, 8.93e-07, 1.38e-06, 1.62e-06, 7.81e-07, 2.13e-05, 6.43e-05, 6.47e-07, 1.43e-05, 1.32e-05, 2.18e-05, 2.80e-07, 0.00e+00, 6.09e-08, 6.64e-08, 5.65e-08, 3.75e-06, 7.61e-05, 2.15e-05, 2.67e-04]    [7.53e-07, 1.03e-06, 1.10e-06, 8.93e-07, 1.38e-06, 1.62e-06, 7.81e-07, 2.13e-05, 6.43e-05, 6.47e-07, 1.43e-05, 1.32e-05, 2.18e-05, 2.80e-07, 0.00e+00, 6.09e-08, 6.64e-08, 5.65e-08, 3.75e-06, 7.61e-05, 2.15e-05, 2.67e-04]    []  
616300    [1.79e-06, 1.20e-06, 9.20e-07, 7.61e-07, 1.07e-06, 1.22e-06, 4.75e-07, 1.83e-07, 1.23e-09, 2.06e-06, 3.95e-06, 1.59e-05, 3.19e-05, 8.88e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.51e-10, 3.64e-07, 9.00e-10]    [1.79e-06, 1.20e-06, 9.20e-07, 7.61e-07, 1.07e-06, 1.22e-06, 4.75e-07, 1.83e-07, 1.23e-09, 2.06e-06, 3.95e-06, 1.59e-05, 3.19e-05, 8.88e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.51e-10, 3.64e-07, 9.00e-10]    []  
616400    [2.31e-07, 6.32e-07, 9.39e-07, 4.58e-07, 1.05e-06, 1.05e-06, 4.29e-07, 2.42e-07, 3.54e-11, 6.41e-09, 5.52e-07, 1.85e-06, 1.67e-06, 2.31e-07, 1.90e-08, 1.10e-08, 0.00e+00, 3.05e-08, 3.51e-08, 2.14e-11, 2.25e-07, 2.35e-10]    [2.31e-07, 6.32e-07, 9.39e-07, 4.58e-07, 1.05e-06, 1.05e-06, 4.29e-07, 2.42e-07, 3.54e-11, 6.41e-09, 5.52e-07, 1.85e-06, 1.67e-06, 2.31e-07, 1.90e-08, 1.10e-08, 0.00e+00, 3.05e-08, 3.51e-08, 2.14e-11, 2.25e-07, 2.35e-10]    []  
616500    [1.53e-06, 1.03e-06, 1.15e-06, 5.58e-07, 1.29e-06, 1.35e-06, 6.74e-07, 1.13e-08, 1.13e-08, 1.29e-06, 6.07e-06, 1.23e-05, 3.45e-06, 2.60e-05, 7.21e-07, 2.87e-07, 2.55e-08, 2.10e-07, 6.17e-11, 0.00e+00, 1.29e-07, 6.57e-08]    [1.53e-06, 1.03e-06, 1.15e-06, 5.58e-07, 1.29e-06, 1.35e-06, 6.74e-07, 1.13e-08, 1.13e-08, 1.29e-06, 6.07e-06, 1.23e-05, 3.45e-06, 2.60e-05, 7.21e-07, 2.87e-07, 2.55e-08, 2.10e-07, 6.17e-11, 0.00e+00, 1.29e-07, 6.57e-08]    []  
616600    [2.38e-07, 6.72e-07, 8.88e-07, 4.60e-07, 9.54e-07, 1.06e-06, 3.86e-07, 1.11e-08, 1.15e-09, 5.63e-08, 5.48e-07, 2.15e-06, 2.10e-06, 2.44e-06, 1.10e-11, 0.00e+00, 0.00e+00, 8.33e-10, 8.39e-11, 9.95e-11, 1.53e-08, 5.93e-10]    [2.38e-07, 6.72e-07, 8.88e-07, 4.60e-07, 9.54e-07, 1.06e-06, 3.86e-07, 1.11e-08, 1.15e-09, 5.63e-08, 5.48e-07, 2.15e-06, 2.10e-06, 2.44e-06, 1.10e-11, 0.00e+00, 0.00e+00, 8.33e-10, 8.39e-11, 9.95e-11, 1.53e-08, 5.93e-10]    []  
616700    [2.80e-07, 6.37e-07, 9.76e-07, 4.39e-07, 1.07e-06, 1.07e-06, 4.11e-07, 1.14e-07, 1.93e-08, 2.42e-08, 5.94e-07, 2.05e-06, 1.88e-06, 1.26e-06, 3.25e-08, 2.09e-08, 4.76e-08, 8.76e-09, 1.99e-09, 0.00e+00, 1.98e-08, 2.70e-08]    [2.80e-07, 6.37e-07, 9.76e-07, 4.39e-07, 1.07e-06, 1.07e-06, 4.11e-07, 1.14e-07, 1.93e-08, 2.42e-08, 5.94e-07, 2.05e-06, 1.88e-06, 1.26e-06, 3.25e-08, 2.09e-08, 4.76e-08, 8.76e-09, 1.99e-09, 0.00e+00, 1.98e-08, 2.70e-08]    []  
616800    [1.06e-06, 1.03e-06, 7.05e-07, 5.72e-07, 1.34e-06, 1.44e-06, 6.57e-07, 1.21e-06, 2.68e-08, 4.02e-07, 1.36e-06, 4.29e-06, 5.41e-06, 6.61e-06, 3.73e-08, 1.58e-07, 1.13e-07, 2.59e-08, 9.04e-07, 0.00e+00, 5.60e-06, 4.65e-05]    [1.06e-06, 1.03e-06, 7.05e-07, 5.72e-07, 1.34e-06, 1.44e-06, 6.57e-07, 1.21e-06, 2.68e-08, 4.02e-07, 1.36e-06, 4.29e-06, 5.41e-06, 6.61e-06, 3.73e-08, 1.58e-07, 1.13e-07, 2.59e-08, 9.04e-07, 0.00e+00, 5.60e-06, 4.65e-05]    []  
616900    [3.45e-07, 7.19e-07, 8.55e-07, 4.71e-07, 9.51e-07, 1.09e-06, 4.02e-07, 2.72e-07, 1.06e-09, 2.20e-07, 8.03e-07, 3.35e-06, 4.36e-06, 9.48e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.85e-10, 0.00e+00, 3.06e-10, 5.31e-07, 1.81e-09]    [3.45e-07, 7.19e-07, 8.55e-07, 4.71e-07, 9.51e-07, 1.09e-06, 4.02e-07, 2.72e-07, 1.06e-09, 2.20e-07, 8.03e-07, 3.35e-06, 4.36e-06, 9.48e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.85e-10, 0.00e+00, 3.06e-10, 5.31e-07, 1.81e-09]    []  
617000    [2.77e-07, 6.27e-07, 9.40e-07, 4.36e-07, 1.03e-06, 1.08e-06, 4.15e-07, 1.84e-07, 8.83e-11, 3.64e-08, 6.22e-07, 2.04e-06, 1.76e-06, 1.28e-06, 1.92e-08, 3.14e-08, 8.70e-09, 1.00e-08, 1.51e-08, 7.49e-13, 9.10e-08, 3.62e-10]    [2.77e-07, 6.27e-07, 9.40e-07, 4.36e-07, 1.03e-06, 1.08e-06, 4.15e-07, 1.84e-07, 8.83e-11, 3.64e-08, 6.22e-07, 2.04e-06, 1.76e-06, 1.28e-06, 1.92e-08, 3.14e-08, 8.70e-09, 1.00e-08, 1.51e-08, 7.49e-13, 9.10e-08, 3.62e-10]    []  
617100    [8.14e-07, 7.06e-07, 9.79e-07, 3.50e-07, 1.25e-06, 1.12e-06, 7.28e-07, 8.63e-07, 5.84e-08, 8.83e-08, 3.72e-06, 5.19e-06, 4.29e-06, 2.88e-06, 0.00e+00, 2.18e-07, 0.00e+00, 3.05e-08, 0.00e+00, 5.67e-09, 1.08e-06, 3.66e-08]    [8.14e-07, 7.06e-07, 9.79e-07, 3.50e-07, 1.25e-06, 1.12e-06, 7.28e-07, 8.63e-07, 5.84e-08, 8.83e-08, 3.72e-06, 5.19e-06, 4.29e-06, 2.88e-06, 0.00e+00, 2.18e-07, 0.00e+00, 3.05e-08, 0.00e+00, 5.67e-09, 1.08e-06, 3.66e-08]    []  
617200    [3.80e-05, 6.26e-06, 4.05e-06, 4.63e-06, 4.76e-06, 4.43e-06, 2.69e-06, 2.79e-05, 4.33e-08, 6.09e-05, 9.15e-05, 3.28e-04, 5.47e-04, 2.18e-03, 3.60e-05, 3.69e-05, 1.75e-05, 1.43e-05, 8.37e-06, 1.23e-08, 4.52e-05, 7.51e-08]    [3.80e-05, 6.26e-06, 4.05e-06, 4.63e-06, 4.76e-06, 4.43e-06, 2.69e-06, 2.79e-05, 4.33e-08, 6.09e-05, 9.15e-05, 3.28e-04, 5.47e-04, 2.18e-03, 3.60e-05, 3.69e-05, 1.75e-05, 1.43e-05, 8.37e-06, 1.23e-08, 4.52e-05, 7.51e-08]    []  
617300    [2.32e-07, 6.55e-07, 9.51e-07, 4.51e-07, 1.01e-06, 1.09e-06, 3.78e-07, 1.39e-08, 6.89e-10, 9.41e-10, 5.38e-07, 1.86e-06, 1.47e-06, 8.58e-09, 4.71e-09, 1.18e-09, 3.16e-10, 4.81e-09, 4.07e-10, 0.00e+00, 1.41e-08, 1.70e-09]    [2.32e-07, 6.55e-07, 9.51e-07, 4.51e-07, 1.01e-06, 1.09e-06, 3.78e-07, 1.39e-08, 6.89e-10, 9.41e-10, 5.38e-07, 1.86e-06, 1.47e-06, 8.58e-09, 4.71e-09, 1.18e-09, 3.16e-10, 4.81e-09, 4.07e-10, 0.00e+00, 1.41e-08, 1.70e-09]    []  
617400    [8.56e-07, 7.69e-07, 8.24e-07, 8.06e-07, 1.44e-06, 1.09e-06, 5.95e-07, 1.59e-05, 8.91e-07, 4.94e-07, 6.14e-06, 1.83e-05, 5.97e-06, 1.59e-05, 0.00e+00, 5.02e-08, 0.00e+00, 3.60e-08, 0.00e+00, 2.82e-07, 1.75e-05, 1.38e-06]    [8.56e-07, 7.69e-07, 8.24e-07, 8.06e-07, 1.44e-06, 1.09e-06, 5.95e-07, 1.59e-05, 8.91e-07, 4.94e-07, 6.14e-06, 1.83e-05, 5.97e-06, 1.59e-05, 0.00e+00, 5.02e-08, 0.00e+00, 3.60e-08, 0.00e+00, 2.82e-07, 1.75e-05, 1.38e-06]    []  
617500    [1.08e-06, 6.53e-07, 9.62e-07, 4.90e-07, 9.53e-07, 1.18e-06, 3.70e-07, 1.62e-07, 1.11e-11, 9.48e-07, 2.51e-06, 6.65e-06, 1.52e-05, 3.80e-05, 4.54e-07, 3.11e-07, 2.90e-07, 2.54e-07, 5.07e-08, 1.49e-11, 3.34e-07, 2.02e-10]    [1.08e-06, 6.53e-07, 9.62e-07, 4.90e-07, 9.53e-07, 1.18e-06, 3.70e-07, 1.62e-07, 1.11e-11, 9.48e-07, 2.51e-06, 6.65e-06, 1.52e-05, 3.80e-05, 4.54e-07, 3.11e-07, 2.90e-07, 2.54e-07, 5.07e-08, 1.49e-11, 3.34e-07, 2.02e-10]    []  
617600    [2.37e-07, 6.24e-07, 9.31e-07, 4.58e-07, 1.01e-06, 1.09e-06, 3.60e-07, 4.11e-09, 6.29e-09, 2.66e-09, 6.90e-07, 1.93e-06, 2.07e-06, 3.98e-07, 1.47e-08, 1.33e-08, 6.32e-14, 2.98e-08, 5.75e-10, 4.78e-10, 1.37e-08, 3.09e-09]    [2.37e-07, 6.24e-07, 9.31e-07, 4.58e-07, 1.01e-06, 1.09e-06, 3.60e-07, 4.11e-09, 6.29e-09, 2.66e-09, 6.90e-07, 1.93e-06, 2.07e-06, 3.98e-07, 1.47e-08, 1.33e-08, 6.32e-14, 2.98e-08, 5.75e-10, 4.78e-10, 1.37e-08, 3.09e-09]    []  
617700    [1.33e-06, 8.06e-07, 1.11e-06, 4.15e-07, 1.40e-06, 1.17e-06, 8.72e-07, 3.72e-07, 1.01e-05, 1.27e-06, 6.76e-06, 1.61e-05, 5.14e-06, 5.61e-05, 3.82e-07, 1.51e-06, 3.40e-08, 5.41e-07, 4.69e-10, 1.53e-06, 1.76e-08, 6.96e-06]    [1.33e-06, 8.06e-07, 1.11e-06, 4.15e-07, 1.40e-06, 1.17e-06, 8.72e-07, 3.72e-07, 1.01e-05, 1.27e-06, 6.76e-06, 1.61e-05, 5.14e-06, 5.61e-05, 3.82e-07, 1.51e-06, 3.40e-08, 5.41e-07, 4.69e-10, 1.53e-06, 1.76e-08, 6.96e-06]    []  
617800    [8.21e-05, 2.37e-05, 7.41e-06, 2.50e-05, 8.95e-06, 1.10e-05, 4.34e-06, 9.13e-05, 1.50e-07, 1.38e-04, 1.02e-04, 7.79e-04, 9.07e-04, 4.19e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.69e-04, 3.30e-07]    [8.21e-05, 2.37e-05, 7.41e-06, 2.50e-05, 8.95e-06, 1.10e-05, 4.34e-06, 9.13e-05, 1.50e-07, 1.38e-04, 1.02e-04, 7.79e-04, 9.07e-04, 4.19e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.69e-04, 3.30e-07]    []  
617900    [2.25e-07, 6.52e-07, 9.12e-07, 4.65e-07, 9.61e-07, 1.10e-06, 3.56e-07, 6.04e-08, 9.92e-10, 3.25e-09, 5.19e-07, 1.86e-06, 1.46e-06, 2.64e-07, 2.02e-09, 1.17e-09, 1.41e-11, 3.52e-09, 8.57e-09, 2.02e-14, 5.38e-08, 6.43e-10]    [2.25e-07, 6.52e-07, 9.12e-07, 4.65e-07, 9.61e-07, 1.10e-06, 3.56e-07, 6.04e-08, 9.92e-10, 3.25e-09, 5.19e-07, 1.86e-06, 1.46e-06, 2.64e-07, 2.02e-09, 1.17e-09, 1.41e-11, 3.52e-09, 8.57e-09, 2.02e-14, 5.38e-08, 6.43e-10]    []  
618000    [8.78e-07, 7.30e-07, 1.05e-06, 6.03e-07, 1.31e-06, 1.27e-06, 4.53e-07, 3.08e-06, 2.17e-07, 1.28e-06, 2.24e-06, 1.02e-05, 4.45e-06, 3.22e-05, 0.00e+00, 4.02e-09, 0.00e+00, 4.04e-09, 0.00e+00, 2.73e-08, 6.62e-06, 1.59e-07]    [8.78e-07, 7.30e-07, 1.05e-06, 6.03e-07, 1.31e-06, 1.27e-06, 4.53e-07, 3.08e-06, 2.17e-07, 1.28e-06, 2.24e-06, 1.02e-05, 4.45e-06, 3.22e-05, 0.00e+00, 4.02e-09, 0.00e+00, 4.04e-09, 0.00e+00, 2.73e-08, 6.62e-06, 1.59e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 52.637066 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
618000    [8.78e-07, 7.30e-07, 1.05e-06, 6.03e-07, 1.31e-06, 1.27e-06, 4.53e-07, 3.08e-06, 2.17e-07, 1.28e-06, 2.24e-06, 1.02e-05, 4.45e-06, 3.22e-05, 0.00e+00, 4.02e-09, 0.00e+00, 4.04e-09, 0.00e+00, 2.73e-08, 6.62e-06, 1.59e-07]    [8.78e-07, 7.30e-07, 1.05e-06, 6.03e-07, 1.31e-06, 1.27e-06, 4.53e-07, 3.08e-06, 2.17e-07, 1.28e-06, 2.24e-06, 1.02e-05, 4.45e-06, 3.22e-05, 0.00e+00, 4.02e-09, 0.00e+00, 4.04e-09, 0.00e+00, 2.73e-08, 6.62e-06, 1.59e-07]    []  
618100    [7.52e-05, 1.30e-05, 8.47e-06, 1.16e-05, 1.18e-05, 8.69e-06, 8.03e-06, 9.39e-05, 1.61e-05, 1.45e-04, 2.07e-04, 8.15e-04, 9.31e-04, 4.96e-03, 8.53e-05, 1.15e-04, 3.22e-05, 2.53e-05, 2.48e-05, 3.67e-06, 1.24e-04, 1.53e-05]    [7.52e-05, 1.30e-05, 8.47e-06, 1.16e-05, 1.18e-05, 8.69e-06, 8.03e-06, 9.39e-05, 1.61e-05, 1.45e-04, 2.07e-04, 8.15e-04, 9.31e-04, 4.96e-03, 8.53e-05, 1.15e-04, 3.22e-05, 2.53e-05, 2.48e-05, 3.67e-06, 1.24e-04, 1.53e-05]    []  
618200    [2.26e-07, 6.26e-07, 8.76e-07, 4.57e-07, 9.23e-07, 1.12e-06, 3.72e-07, 9.87e-09, 5.29e-08, 1.86e-09, 5.33e-07, 1.76e-06, 1.45e-06, 5.65e-09, 6.22e-09, 2.75e-09, 2.23e-09, 4.08e-09, 2.68e-09, 3.55e-10, 2.33e-08, 9.13e-10]    [2.26e-07, 6.26e-07, 8.76e-07, 4.57e-07, 9.23e-07, 1.12e-06, 3.72e-07, 9.87e-09, 5.29e-08, 1.86e-09, 5.33e-07, 1.76e-06, 1.45e-06, 5.65e-09, 6.22e-09, 2.75e-09, 2.23e-09, 4.08e-09, 2.68e-09, 3.55e-10, 2.33e-08, 9.13e-10]    []  
618300    [5.80e-07, 6.07e-07, 9.35e-07, 3.89e-07, 1.09e-06, 1.15e-06, 4.19e-07, 3.59e-07, 1.61e-10, 7.59e-08, 2.06e-06, 3.46e-06, 7.80e-06, 9.38e-06, 1.10e-07, 1.40e-07, 2.74e-07, 1.33e-08, 0.00e+00, 1.97e-12, 5.22e-08, 3.48e-10]    [5.80e-07, 6.07e-07, 9.35e-07, 3.89e-07, 1.09e-06, 1.15e-06, 4.19e-07, 3.59e-07, 1.61e-10, 7.59e-08, 2.06e-06, 3.46e-06, 7.80e-06, 9.38e-06, 1.10e-07, 1.40e-07, 2.74e-07, 1.33e-08, 0.00e+00, 1.97e-12, 5.22e-08, 3.48e-10]    []  
618400    [6.32e-06, 2.54e-06, 2.23e-06, 4.66e-06, 3.26e-06, 1.99e-06, 2.96e-06, 4.93e-05, 3.67e-08, 1.21e-05, 1.05e-05, 1.16e-04, 1.33e-04, 5.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.39e-09, 0.00e+00, 0.00e+00, 8.60e-05, 1.39e-08]    [6.32e-06, 2.54e-06, 2.23e-06, 4.66e-06, 3.26e-06, 1.99e-06, 2.96e-06, 4.93e-05, 3.67e-08, 1.21e-05, 1.05e-05, 1.16e-04, 1.33e-04, 5.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.39e-09, 0.00e+00, 0.00e+00, 8.60e-05, 1.39e-08]    []  
618500    [2.67e-07, 6.12e-07, 8.85e-07, 4.74e-07, 8.75e-07, 1.13e-06, 3.26e-07, 6.37e-08, 2.89e-10, 1.95e-08, 5.54e-07, 1.75e-06, 1.61e-06, 6.47e-07, 2.08e-08, 1.91e-08, 2.97e-09, 9.34e-09, 2.52e-08, 2.95e-11, 1.55e-07, 2.81e-10]    [2.67e-07, 6.12e-07, 8.85e-07, 4.74e-07, 8.75e-07, 1.13e-06, 3.26e-07, 6.37e-08, 2.89e-10, 1.95e-08, 5.54e-07, 1.75e-06, 1.61e-06, 6.47e-07, 2.08e-08, 1.91e-08, 2.97e-09, 9.34e-09, 2.52e-08, 2.95e-11, 1.55e-07, 2.81e-10]    []  
618600    [2.51e-07, 6.60e-07, 9.57e-07, 4.44e-07, 9.84e-07, 1.17e-06, 3.52e-07, 1.03e-07, 3.11e-09, 2.81e-08, 8.66e-07, 2.22e-06, 2.36e-06, 4.44e-07, 6.52e-09, 9.51e-12, 1.94e-10, 5.91e-09, 0.00e+00, 0.00e+00, 3.40e-07, 5.51e-09]    [2.51e-07, 6.60e-07, 9.57e-07, 4.44e-07, 9.84e-07, 1.17e-06, 3.52e-07, 1.03e-07, 3.11e-09, 2.81e-08, 8.66e-07, 2.22e-06, 2.36e-06, 4.44e-07, 6.52e-09, 9.51e-12, 1.94e-10, 5.91e-09, 0.00e+00, 0.00e+00, 3.40e-07, 5.51e-09]    []  
618700    [1.16e-06, 1.26e-06, 8.22e-07, 1.14e-06, 1.60e-06, 1.99e-06, 1.20e-06, 5.47e-06, 5.85e-06, 3.02e-06, 2.68e-05, 3.47e-05, 1.70e-05, 4.97e-05, 0.00e+00, 1.46e-08, 7.28e-09, 3.92e-08, 7.04e-07, 0.00e+00, 4.49e-06, 9.42e-06]    [1.16e-06, 1.26e-06, 8.22e-07, 1.14e-06, 1.60e-06, 1.99e-06, 1.20e-06, 5.47e-06, 5.85e-06, 3.02e-06, 2.68e-05, 3.47e-05, 1.70e-05, 4.97e-05, 0.00e+00, 1.46e-08, 7.28e-09, 3.92e-08, 7.04e-07, 0.00e+00, 4.49e-06, 9.42e-06]    []  
618800    [1.40e-06, 1.05e-06, 8.48e-07, 6.92e-07, 8.93e-07, 1.27e-06, 3.57e-07, 1.35e-07, 9.32e-07, 1.53e-06, 3.11e-06, 1.23e-05, 2.48e-05, 6.73e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.80e-07, 1.27e-06]    [1.40e-06, 1.05e-06, 8.48e-07, 6.92e-07, 8.93e-07, 1.27e-06, 3.57e-07, 1.35e-07, 9.32e-07, 1.53e-06, 3.11e-06, 1.23e-05, 2.48e-05, 6.73e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.80e-07, 1.27e-06]    []  
618900    [2.26e-07, 6.62e-07, 9.16e-07, 4.91e-07, 9.34e-07, 1.15e-06, 3.30e-07, 1.18e-07, 5.18e-10, 6.99e-09, 6.02e-07, 1.96e-06, 1.75e-06, 4.99e-07, 1.93e-09, 2.40e-11, 0.00e+00, 7.21e-09, 1.44e-08, 1.69e-10, 8.72e-08, 9.67e-10]    [2.26e-07, 6.62e-07, 9.16e-07, 4.91e-07, 9.34e-07, 1.15e-06, 3.30e-07, 1.18e-07, 5.18e-10, 6.99e-09, 6.02e-07, 1.96e-06, 1.75e-06, 4.99e-07, 1.93e-09, 2.40e-11, 0.00e+00, 7.21e-09, 1.44e-08, 1.69e-10, 8.72e-08, 9.67e-10]    []  
619000    [4.99e-07, 7.72e-07, 8.98e-07, 4.57e-07, 1.09e-06, 1.27e-06, 4.82e-07, 2.85e-06, 3.37e-06, 7.92e-08, 1.58e-06, 2.39e-06, 2.20e-06, 1.74e-06, 0.00e+00, 2.43e-08, 0.00e+00, 9.92e-09, 4.57e-07, 0.00e+00, 2.99e-06, 5.53e-06]    [4.99e-07, 7.72e-07, 8.98e-07, 4.57e-07, 1.09e-06, 1.27e-06, 4.82e-07, 2.85e-06, 3.37e-06, 7.92e-08, 1.58e-06, 2.39e-06, 2.20e-06, 1.74e-06, 0.00e+00, 2.43e-08, 0.00e+00, 9.92e-09, 4.57e-07, 0.00e+00, 2.99e-06, 5.53e-06]    []  
619100    [5.80e-07, 1.04e-06, 2.37e-06, 3.61e-06, 1.56e-06, 2.04e-06, 1.66e-06, 4.03e-05, 3.37e-05, 2.29e-06, 7.57e-05, 5.23e-05, 7.06e-05, 1.18e-05, 4.43e-07, 0.00e+00, 6.77e-07, 0.00e+00, 8.56e-06, 7.27e-06, 4.59e-05, 2.94e-05]    [5.80e-07, 1.04e-06, 2.37e-06, 3.61e-06, 1.56e-06, 2.04e-06, 1.66e-06, 4.03e-05, 3.37e-05, 2.29e-06, 7.57e-05, 5.23e-05, 7.06e-05, 1.18e-05, 4.43e-07, 0.00e+00, 6.77e-07, 0.00e+00, 8.56e-06, 7.27e-06, 4.59e-05, 2.94e-05]    []  
619200    [2.28e-07, 6.36e-07, 8.77e-07, 4.82e-07, 8.64e-07, 1.15e-06, 3.10e-07, 1.70e-07, 4.52e-10, 3.18e-09, 5.12e-07, 1.78e-06, 1.40e-06, 1.42e-07, 1.94e-09, 2.88e-09, 0.00e+00, 3.05e-09, 1.93e-09, 2.88e-10, 2.36e-08, 1.69e-09]    [2.28e-07, 6.36e-07, 8.77e-07, 4.82e-07, 8.64e-07, 1.15e-06, 3.10e-07, 1.70e-07, 4.52e-10, 3.18e-09, 5.12e-07, 1.78e-06, 1.40e-06, 1.42e-07, 1.94e-09, 2.88e-09, 0.00e+00, 3.05e-09, 1.93e-09, 2.88e-10, 2.36e-08, 1.69e-09]    []  
619300    [3.60e-07, 7.14e-07, 9.53e-07, 4.35e-07, 1.02e-06, 1.19e-06, 3.71e-07, 3.87e-06, 3.64e-08, 8.01e-09, 1.02e-06, 2.71e-06, 2.94e-06, 3.70e-08, 2.35e-08, 1.20e-08, 8.04e-10, 1.15e-09, 1.88e-07, 3.91e-09, 1.24e-06, 2.57e-08]    [3.60e-07, 7.14e-07, 9.53e-07, 4.35e-07, 1.02e-06, 1.19e-06, 3.71e-07, 3.87e-06, 3.64e-08, 8.01e-09, 1.02e-06, 2.71e-06, 2.94e-06, 3.70e-08, 2.35e-08, 1.20e-08, 8.04e-10, 1.15e-09, 1.88e-07, 3.91e-09, 1.24e-06, 2.57e-08]    []  
619400    [4.49e-06, 2.37e-06, 3.07e-06, 4.56e-06, 1.08e-06, 3.17e-06, 1.98e-06, 5.66e-05, 5.97e-07, 1.50e-06, 7.68e-05, 5.70e-05, 2.11e-04, 1.43e-04, 4.85e-06, 0.00e+00, 6.80e-06, 1.29e-07, 1.30e-05, 1.29e-05, 6.76e-05, 4.90e-05]    [4.49e-06, 2.37e-06, 3.07e-06, 4.56e-06, 1.08e-06, 3.17e-06, 1.98e-06, 5.66e-05, 5.97e-07, 1.50e-06, 7.68e-05, 5.70e-05, 2.11e-04, 1.43e-04, 4.85e-06, 0.00e+00, 6.80e-06, 1.29e-07, 1.30e-05, 1.29e-05, 6.76e-05, 4.90e-05]    []  
619500    [2.39e-07, 6.42e-07, 8.79e-07, 4.91e-07, 8.60e-07, 1.17e-06, 3.28e-07, 3.09e-08, 2.87e-09, 4.85e-10, 5.17e-07, 1.73e-06, 1.34e-06, 1.84e-09, 6.11e-09, 4.57e-09, 6.61e-12, 5.45e-09, 0.00e+00, 1.86e-11, 3.01e-08, 4.68e-10]    [2.39e-07, 6.42e-07, 8.79e-07, 4.91e-07, 8.60e-07, 1.17e-06, 3.28e-07, 3.09e-08, 2.87e-09, 4.85e-10, 5.17e-07, 1.73e-06, 1.34e-06, 1.84e-09, 6.11e-09, 4.57e-09, 6.61e-12, 5.45e-09, 0.00e+00, 1.86e-11, 3.01e-08, 4.68e-10]    []  
619600    [5.82e-07, 7.73e-07, 9.20e-07, 5.21e-07, 1.06e-06, 1.27e-06, 4.60e-07, 8.52e-06, 5.00e-10, 2.62e-07, 2.26e-06, 4.93e-06, 4.00e-06, 1.79e-05, 0.00e+00, 2.26e-08, 0.00e+00, 1.30e-08, 0.00e+00, 0.00e+00, 5.62e-06, 4.40e-08]    [5.82e-07, 7.73e-07, 9.20e-07, 5.21e-07, 1.06e-06, 1.27e-06, 4.60e-07, 8.52e-06, 5.00e-10, 2.62e-07, 2.26e-06, 4.93e-06, 4.00e-06, 1.79e-05, 0.00e+00, 2.26e-08, 0.00e+00, 1.30e-08, 0.00e+00, 0.00e+00, 5.62e-06, 4.40e-08]    []  
619700    [4.54e-05, 7.56e-06, 4.74e-06, 5.56e-06, 5.76e-06, 5.31e-06, 3.33e-06, 2.99e-05, 3.36e-08, 7.47e-05, 1.09e-04, 4.09e-04, 6.17e-04, 2.67e-03, 4.42e-05, 4.96e-05, 2.03e-05, 1.68e-05, 8.20e-06, 1.15e-08, 4.44e-05, 7.16e-08]    [4.54e-05, 7.56e-06, 4.74e-06, 5.56e-06, 5.76e-06, 5.31e-06, 3.33e-06, 2.99e-05, 3.36e-08, 7.47e-05, 1.09e-04, 4.09e-04, 6.17e-04, 2.67e-03, 4.42e-05, 4.96e-05, 2.03e-05, 1.68e-05, 8.20e-06, 1.15e-08, 4.44e-05, 7.16e-08]    []  
619800    [2.22e-07, 6.24e-07, 8.77e-07, 4.76e-07, 8.63e-07, 1.18e-06, 2.96e-07, 8.00e-08, 1.30e-12, 3.00e-09, 5.59e-07, 1.81e-06, 1.41e-06, 9.47e-08, 2.38e-09, 1.00e-10, 2.69e-10, 4.47e-09, 3.65e-11, 6.71e-11, 1.50e-08, 4.12e-10]    [2.22e-07, 6.24e-07, 8.77e-07, 4.76e-07, 8.63e-07, 1.18e-06, 2.96e-07, 8.00e-08, 1.30e-12, 3.00e-09, 5.59e-07, 1.81e-06, 1.41e-06, 9.47e-08, 2.38e-09, 1.00e-10, 2.69e-10, 4.47e-09, 3.65e-11, 6.71e-11, 1.50e-08, 4.12e-10]    []  
619900    [5.83e-07, 8.60e-07, 1.08e-06, 4.71e-07, 1.08e-06, 1.43e-06, 3.95e-07, 9.52e-06, 1.00e-06, 1.23e-07, 1.91e-06, 3.16e-06, 2.50e-06, 1.11e-06, 1.12e-08, 4.85e-09, 3.10e-08, 3.09e-09, 1.12e-06, 1.69e-07, 7.01e-06, 8.79e-07]    [5.83e-07, 8.60e-07, 1.08e-06, 4.71e-07, 1.08e-06, 1.43e-06, 3.95e-07, 9.52e-06, 1.00e-06, 1.23e-07, 1.91e-06, 3.16e-06, 2.50e-06, 1.11e-06, 1.12e-08, 4.85e-09, 3.10e-08, 3.09e-09, 1.12e-06, 1.69e-07, 7.01e-06, 8.79e-07]    []  
620000    [7.91e-05, 1.35e-05, 9.56e-06, 1.30e-05, 1.26e-05, 9.42e-06, 8.98e-06, 1.21e-04, 2.02e-09, 1.62e-04, 2.32e-04, 8.68e-04, 9.70e-04, 5.35e-03, 8.72e-05, 1.24e-04, 3.49e-05, 2.58e-05, 3.23e-05, 6.36e-09, 1.59e-04, 4.01e-08]    [7.91e-05, 1.35e-05, 9.56e-06, 1.30e-05, 1.26e-05, 9.42e-06, 8.98e-06, 1.21e-04, 2.02e-09, 1.62e-04, 2.32e-04, 8.68e-04, 9.70e-04, 5.35e-03, 8.72e-05, 1.24e-04, 3.49e-05, 2.58e-05, 3.23e-05, 6.36e-09, 1.59e-04, 4.01e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 47.855233 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
620000    [7.91e-05, 1.35e-05, 9.56e-06, 1.30e-05, 1.26e-05, 9.42e-06, 8.98e-06, 1.21e-04, 2.02e-09, 1.62e-04, 2.32e-04, 8.68e-04, 9.70e-04, 5.35e-03, 8.72e-05, 1.24e-04, 3.49e-05, 2.58e-05, 3.23e-05, 6.36e-09, 1.59e-04, 4.01e-08]    [7.91e-05, 1.35e-05, 9.56e-06, 1.30e-05, 1.26e-05, 9.42e-06, 8.98e-06, 1.21e-04, 2.02e-09, 1.62e-04, 2.32e-04, 8.68e-04, 9.70e-04, 5.35e-03, 8.72e-05, 1.24e-04, 3.49e-05, 2.58e-05, 3.23e-05, 6.36e-09, 1.59e-04, 4.01e-08]    []  
620100    [2.40e-07, 6.26e-07, 8.84e-07, 4.91e-07, 8.42e-07, 1.19e-06, 2.91e-07, 3.63e-09, 7.55e-11, 3.10e-09, 5.76e-07, 1.79e-06, 1.39e-06, 3.78e-09, 5.18e-09, 3.31e-09, 2.97e-10, 3.84e-09, 1.98e-11, 2.19e-11, 6.48e-08, 2.53e-10]    [2.40e-07, 6.26e-07, 8.84e-07, 4.91e-07, 8.42e-07, 1.19e-06, 2.91e-07, 3.63e-09, 7.55e-11, 3.10e-09, 5.76e-07, 1.79e-06, 1.39e-06, 3.78e-09, 5.18e-09, 3.31e-09, 2.97e-10, 3.84e-09, 1.98e-11, 2.19e-11, 6.48e-08, 2.53e-10]    []  
620200    [3.98e-07, 6.40e-07, 9.96e-07, 4.70e-07, 1.10e-06, 1.42e-06, 3.29e-07, 7.02e-06, 2.14e-09, 2.14e-09, 2.72e-06, 4.90e-06, 6.59e-06, 1.44e-07, 4.43e-09, 5.39e-09, 2.39e-08, 5.65e-09, 0.00e+00, 2.00e-11, 1.12e-05, 2.44e-10]    [3.98e-07, 6.40e-07, 9.96e-07, 4.70e-07, 1.10e-06, 1.42e-06, 3.29e-07, 7.02e-06, 2.14e-09, 2.14e-09, 2.72e-06, 4.90e-06, 6.59e-06, 1.44e-07, 4.43e-09, 5.39e-09, 2.39e-08, 5.65e-09, 0.00e+00, 2.00e-11, 1.12e-05, 2.44e-10]    []  
620300    [4.11e-05, 1.16e-05, 3.76e-06, 7.68e-06, 3.55e-06, 5.85e-06, 1.73e-06, 2.26e-05, 9.37e-07, 4.69e-05, 6.56e-05, 3.56e-04, 5.50e-04, 2.05e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.55e-05, 1.37e-06]    [4.11e-05, 1.16e-05, 3.76e-06, 7.68e-06, 3.55e-06, 5.85e-06, 1.73e-06, 2.26e-05, 9.37e-07, 4.69e-05, 6.56e-05, 3.56e-04, 5.50e-04, 2.05e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.55e-05, 1.37e-06]    []  
620400    [2.20e-07, 6.65e-07, 8.15e-07, 4.90e-07, 8.46e-07, 1.23e-06, 4.15e-07, 5.96e-08, 6.48e-08, 5.96e-09, 5.92e-07, 1.88e-06, 1.36e-06, 3.09e-07, 3.05e-09, 3.33e-12, 1.51e-10, 4.57e-09, 1.96e-09, 3.83e-11, 1.99e-08, 9.79e-10]    [2.20e-07, 6.65e-07, 8.15e-07, 4.90e-07, 8.46e-07, 1.23e-06, 4.15e-07, 5.96e-08, 6.48e-08, 5.96e-09, 5.92e-07, 1.88e-06, 1.36e-06, 3.09e-07, 3.05e-09, 3.33e-12, 1.51e-10, 4.57e-09, 1.96e-09, 3.83e-11, 1.99e-08, 9.79e-10]    []  
620500    [2.00e-06, 2.03e-06, 7.97e-07, 8.55e-07, 1.08e-06, 1.76e-06, 6.21e-07, 3.86e-05, 3.66e-09, 4.06e-08, 4.07e-05, 3.26e-05, 9.21e-05, 1.60e-05, 0.00e+00, 4.53e-08, 0.00e+00, 1.15e-08, 0.00e+00, 4.06e-10, 4.67e-05, 2.50e-09]    [2.00e-06, 2.03e-06, 7.97e-07, 8.55e-07, 1.08e-06, 1.76e-06, 6.21e-07, 3.86e-05, 3.66e-09, 4.06e-08, 4.07e-05, 3.26e-05, 9.21e-05, 1.60e-05, 0.00e+00, 4.53e-08, 0.00e+00, 1.15e-08, 0.00e+00, 4.06e-10, 4.67e-05, 2.50e-09]    []  
620600    [2.35e-07, 6.20e-07, 8.12e-07, 5.06e-07, 7.35e-07, 1.21e-06, 3.39e-07, 1.58e-07, 8.13e-11, 3.29e-08, 5.23e-07, 1.91e-06, 1.63e-06, 1.49e-06, 2.74e-10, 0.00e+00, 0.00e+00, 1.63e-09, 0.00e+00, 8.00e-12, 3.89e-07, 4.28e-10]    [2.35e-07, 6.20e-07, 8.12e-07, 5.06e-07, 7.35e-07, 1.21e-06, 3.39e-07, 1.58e-07, 8.13e-11, 3.29e-08, 5.23e-07, 1.91e-06, 1.63e-06, 1.49e-06, 2.74e-10, 0.00e+00, 0.00e+00, 1.63e-09, 0.00e+00, 8.00e-12, 3.89e-07, 4.28e-10]    []  
620700    [2.85e-07, 6.10e-07, 8.99e-07, 5.06e-07, 9.01e-07, 1.23e-06, 3.45e-07, 1.40e-07, 6.32e-10, 4.73e-08, 6.42e-07, 1.90e-06, 2.06e-06, 1.59e-06, 7.66e-08, 1.28e-08, 2.62e-08, 9.20e-09, 3.90e-11, 5.41e-11, 1.50e-08, 4.89e-10]    [2.85e-07, 6.10e-07, 8.99e-07, 5.06e-07, 9.01e-07, 1.23e-06, 3.45e-07, 1.40e-07, 6.32e-10, 4.73e-08, 6.42e-07, 1.90e-06, 2.06e-06, 1.59e-06, 7.66e-08, 1.28e-08, 2.62e-08, 9.20e-09, 3.90e-11, 5.41e-11, 1.50e-08, 4.89e-10]    []  
620800    [6.05e-06, 2.66e-06, 1.29e-06, 8.90e-07, 1.41e-06, 1.97e-06, 7.18e-07, 8.75e-06, 1.32e-10, 5.51e-06, 5.05e-06, 3.48e-05, 3.61e-05, 1.72e-04, 2.56e-06, 2.28e-06, 1.59e-06, 1.00e-06, 2.22e-06, 9.27e-12, 1.32e-05, 3.34e-10]    [6.05e-06, 2.66e-06, 1.29e-06, 8.90e-07, 1.41e-06, 1.97e-06, 7.18e-07, 8.75e-06, 1.32e-10, 5.51e-06, 5.05e-06, 3.48e-05, 3.61e-05, 1.72e-04, 2.56e-06, 2.28e-06, 1.59e-06, 1.00e-06, 2.22e-06, 9.27e-12, 1.32e-05, 3.34e-10]    []  
620900    [3.14e-07, 5.87e-07, 8.56e-07, 5.11e-07, 7.56e-07, 1.23e-06, 2.93e-07, 2.16e-08, 8.36e-11, 5.28e-08, 6.70e-07, 1.85e-06, 2.31e-06, 2.44e-06, 4.07e-08, 3.13e-08, 1.50e-08, 2.46e-08, 2.07e-08, 1.47e-11, 1.26e-07, 3.40e-10]    [3.14e-07, 5.87e-07, 8.56e-07, 5.11e-07, 7.56e-07, 1.23e-06, 2.93e-07, 2.16e-08, 8.36e-11, 5.28e-08, 6.70e-07, 1.85e-06, 2.31e-06, 2.44e-06, 4.07e-08, 3.13e-08, 1.50e-08, 2.46e-08, 2.07e-08, 1.47e-11, 1.26e-07, 3.40e-10]    []  
621000    [2.65e-07, 6.11e-07, 9.30e-07, 4.66e-07, 8.94e-07, 1.24e-06, 3.06e-07, 7.85e-12, 2.26e-11, 3.93e-08, 6.57e-07, 1.92e-06, 1.90e-06, 1.15e-06, 1.47e-08, 1.46e-08, 1.37e-08, 1.05e-08, 0.00e+00, 4.93e-11, 2.15e-08, 3.85e-10]    [2.65e-07, 6.11e-07, 9.30e-07, 4.66e-07, 8.94e-07, 1.24e-06, 3.06e-07, 7.85e-12, 2.26e-11, 3.93e-08, 6.57e-07, 1.92e-06, 1.90e-06, 1.15e-06, 1.47e-08, 1.46e-08, 1.37e-08, 1.05e-08, 0.00e+00, 4.93e-11, 2.15e-08, 3.85e-10]    []  
621100    [2.19e-06, 1.65e-06, 8.14e-07, 1.10e-06, 1.05e-06, 1.95e-06, 1.11e-06, 5.04e-05, 4.27e-08, 2.30e-06, 3.28e-06, 1.64e-05, 2.30e-05, 5.62e-05, 0.00e+00, 8.91e-09, 0.00e+00, 4.03e-08, 0.00e+00, 0.00e+00, 6.30e-05, 1.23e-07]    [2.19e-06, 1.65e-06, 8.14e-07, 1.10e-06, 1.05e-06, 1.95e-06, 1.11e-06, 5.04e-05, 4.27e-08, 2.30e-06, 3.28e-06, 1.64e-05, 2.30e-05, 5.62e-05, 0.00e+00, 8.91e-09, 0.00e+00, 4.03e-08, 0.00e+00, 0.00e+00, 6.30e-05, 1.23e-07]    []  
621200    [3.63e-07, 7.00e-07, 8.32e-07, 5.30e-07, 7.38e-07, 1.25e-06, 2.63e-07, 2.74e-08, 8.38e-11, 2.18e-07, 9.14e-07, 3.25e-06, 5.10e-06, 1.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.03e-11, 1.49e-10, 3.12e-12, 3.37e-08, 5.73e-10]    [3.63e-07, 7.00e-07, 8.32e-07, 5.30e-07, 7.38e-07, 1.25e-06, 2.63e-07, 2.74e-08, 8.38e-11, 2.18e-07, 9.14e-07, 3.25e-06, 5.10e-06, 1.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.03e-11, 1.49e-10, 3.12e-12, 3.37e-08, 5.73e-10]    []  
621300    [2.25e-07, 6.41e-07, 9.00e-07, 4.66e-07, 8.61e-07, 1.24e-06, 2.76e-07, 1.18e-07, 4.05e-09, 7.12e-10, 6.09e-07, 1.80e-06, 1.50e-06, 9.95e-09, 3.82e-09, 2.44e-09, 2.60e-10, 9.93e-09, 3.40e-09, 0.00e+00, 2.63e-08, 5.52e-09]    [2.25e-07, 6.41e-07, 9.00e-07, 4.66e-07, 8.61e-07, 1.24e-06, 2.76e-07, 1.18e-07, 4.05e-09, 7.12e-10, 6.09e-07, 1.80e-06, 1.50e-06, 9.95e-09, 3.82e-09, 2.44e-09, 2.60e-10, 9.93e-09, 3.40e-09, 0.00e+00, 2.63e-08, 5.52e-09]    []  
621400    [1.21e-06, 9.63e-07, 6.90e-07, 8.09e-07, 1.26e-06, 1.16e-06, 5.71e-07, 2.08e-05, 2.91e-05, 1.79e-06, 2.51e-06, 1.12e-05, 3.11e-05, 6.41e-05, 0.00e+00, 3.50e-08, 0.00e+00, 2.63e-09, 0.00e+00, 0.00e+00, 2.02e-05, 5.57e-05]    [1.21e-06, 9.63e-07, 6.90e-07, 8.09e-07, 1.26e-06, 1.16e-06, 5.71e-07, 2.08e-05, 2.91e-05, 1.79e-06, 2.51e-06, 1.12e-05, 3.11e-05, 6.41e-05, 0.00e+00, 3.50e-08, 0.00e+00, 2.63e-09, 0.00e+00, 0.00e+00, 2.02e-05, 5.57e-05]    []  
621500    [1.16e-06, 6.40e-07, 9.22e-07, 5.50e-07, 8.05e-07, 1.34e-06, 2.82e-07, 1.17e-07, 1.04e-11, 1.04e-06, 2.85e-06, 7.30e-06, 1.76e-05, 4.37e-05, 4.68e-07, 3.35e-07, 3.30e-07, 2.92e-07, 6.17e-08, 3.01e-11, 4.09e-07, 2.86e-10]    [1.16e-06, 6.40e-07, 9.22e-07, 5.50e-07, 8.05e-07, 1.34e-06, 2.82e-07, 1.17e-07, 1.04e-11, 1.04e-06, 2.85e-06, 7.30e-06, 1.76e-05, 4.37e-05, 4.68e-07, 3.35e-07, 3.30e-07, 2.92e-07, 6.17e-08, 3.01e-11, 4.09e-07, 2.86e-10]    []  
621600    [2.36e-07, 6.18e-07, 8.83e-07, 5.01e-07, 8.40e-07, 1.25e-06, 2.62e-07, 3.48e-08, 4.49e-12, 7.31e-10, 5.83e-07, 1.75e-06, 1.60e-06, 2.97e-07, 9.39e-09, 3.10e-09, 0.00e+00, 2.08e-08, 2.55e-09, 2.47e-11, 2.34e-08, 2.75e-10]    [2.36e-07, 6.18e-07, 8.83e-07, 5.01e-07, 8.40e-07, 1.25e-06, 2.62e-07, 3.48e-08, 4.49e-12, 7.31e-10, 5.83e-07, 1.75e-06, 1.60e-06, 2.97e-07, 9.39e-09, 3.10e-09, 0.00e+00, 2.08e-08, 2.55e-09, 2.47e-11, 2.34e-08, 2.75e-10]    []  
621700    [7.98e-07, 7.93e-07, 1.01e-06, 4.57e-07, 1.11e-06, 1.30e-06, 6.06e-07, 1.08e-06, 8.72e-06, 5.67e-08, 3.53e-06, 6.43e-06, 5.02e-06, 5.17e-06, 0.00e+00, 2.33e-07, 0.00e+00, 2.39e-08, 0.00e+00, 2.66e-06, 1.32e-06, 1.18e-05]    [7.98e-07, 7.93e-07, 1.01e-06, 4.57e-07, 1.11e-06, 1.30e-06, 6.06e-07, 1.08e-06, 8.72e-06, 5.67e-08, 3.53e-06, 6.43e-06, 5.02e-06, 5.17e-06, 0.00e+00, 2.33e-07, 0.00e+00, 2.39e-08, 0.00e+00, 2.66e-06, 1.32e-06, 1.18e-05]    []  
621800    [3.19e-05, 9.16e-06, 3.11e-06, 5.96e-06, 2.77e-06, 4.85e-06, 1.26e-06, 1.66e-05, 2.29e-08, 3.56e-05, 5.34e-05, 2.71e-04, 4.52e-04, 1.60e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-12, 4.11e-05, 2.19e-09]    [3.19e-05, 9.16e-06, 3.11e-06, 5.96e-06, 2.77e-06, 4.85e-06, 1.26e-06, 1.66e-05, 2.29e-08, 3.56e-05, 5.34e-05, 2.71e-04, 4.52e-04, 1.60e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-12, 4.11e-05, 2.19e-09]    []  
621900    [2.56e-07, 6.50e-07, 1.05e-06, 5.71e-07, 8.73e-07, 1.29e-06, 2.69e-07, 5.73e-07, 1.15e-04, 1.16e-08, 5.64e-07, 1.77e-06, 1.44e-06, 3.52e-07, 1.04e-08, 2.00e-08, 4.09e-09, 9.44e-09, 0.00e+00, 2.81e-05, 5.60e-07, 1.10e-04]    [2.56e-07, 6.50e-07, 1.05e-06, 5.71e-07, 8.73e-07, 1.29e-06, 2.69e-07, 5.73e-07, 1.15e-04, 1.16e-08, 5.64e-07, 1.77e-06, 1.44e-06, 3.52e-07, 1.04e-08, 2.00e-08, 4.09e-09, 9.44e-09, 0.00e+00, 2.81e-05, 5.60e-07, 1.10e-04]    []  
622000    [1.65e-06, 1.71e-06, 1.02e-06, 9.05e-07, 9.68e-07, 1.72e-06, 9.46e-07, 5.36e-05, 4.17e-08, 4.31e-07, 4.44e-06, 7.86e-06, 1.02e-05, 3.96e-06, 0.00e+00, 2.61e-08, 0.00e+00, 6.82e-08, 0.00e+00, 0.00e+00, 6.87e-05, 2.89e-08]    [1.65e-06, 1.71e-06, 1.02e-06, 9.05e-07, 9.68e-07, 1.72e-06, 9.46e-07, 5.36e-05, 4.17e-08, 4.31e-07, 4.44e-06, 7.86e-06, 1.02e-05, 3.96e-06, 0.00e+00, 2.61e-08, 0.00e+00, 6.82e-08, 0.00e+00, 0.00e+00, 6.87e-05, 2.89e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 41.887838 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
622000    [1.65e-06, 1.71e-06, 1.02e-06, 9.05e-07, 9.68e-07, 1.72e-06, 9.46e-07, 5.36e-05, 4.17e-08, 4.31e-07, 4.44e-06, 7.86e-06, 1.02e-05, 3.96e-06, 0.00e+00, 2.61e-08, 0.00e+00, 6.82e-08, 0.00e+00, 0.00e+00, 6.87e-05, 2.89e-08]    [1.65e-06, 1.71e-06, 1.02e-06, 9.05e-07, 9.68e-07, 1.72e-06, 9.46e-07, 5.36e-05, 4.17e-08, 4.31e-07, 4.44e-06, 7.86e-06, 1.02e-05, 3.96e-06, 0.00e+00, 2.61e-08, 0.00e+00, 6.82e-08, 0.00e+00, 0.00e+00, 6.87e-05, 2.89e-08]    []  
622100    [2.96e-07, 5.98e-07, 8.28e-07, 5.21e-07, 7.17e-07, 1.28e-06, 2.42e-07, 5.97e-08, 1.65e-10, 4.05e-08, 6.03e-07, 1.74e-06, 1.89e-06, 1.73e-06, 2.80e-08, 2.41e-08, 1.23e-08, 1.60e-08, 2.50e-08, 1.18e-11, 1.54e-07, 4.60e-10]    [2.96e-07, 5.98e-07, 8.28e-07, 5.21e-07, 7.17e-07, 1.28e-06, 2.42e-07, 5.97e-08, 1.65e-10, 4.05e-08, 6.03e-07, 1.74e-06, 1.89e-06, 1.73e-06, 2.80e-08, 2.41e-08, 1.23e-08, 1.60e-08, 2.50e-08, 1.18e-11, 1.54e-07, 4.60e-10]    []  
622200    [2.53e-07, 6.58e-07, 9.03e-07, 5.08e-07, 8.56e-07, 1.28e-06, 2.55e-07, 2.39e-08, 5.62e-10, 4.99e-09, 8.29e-07, 2.15e-06, 2.44e-06, 1.02e-06, 5.82e-09, 0.00e+00, 3.45e-11, 3.14e-09, 6.70e-10, 3.68e-12, 1.40e-08, 9.59e-10]    [2.53e-07, 6.58e-07, 9.03e-07, 5.08e-07, 8.56e-07, 1.28e-06, 2.55e-07, 2.39e-08, 5.62e-10, 4.99e-09, 8.29e-07, 2.15e-06, 2.44e-06, 1.02e-06, 5.82e-09, 0.00e+00, 3.45e-11, 3.14e-09, 6.70e-10, 3.68e-12, 1.40e-08, 9.59e-10]    []  
622300    [3.62e-06, 1.88e-06, 1.00e-06, 1.18e-06, 1.25e-06, 1.92e-06, 9.07e-07, 3.51e-05, 2.28e-05, 1.86e-06, 1.74e-05, 2.71e-05, 9.80e-05, 1.43e-04, 0.00e+00, 6.10e-09, 0.00e+00, 1.40e-09, 0.00e+00, 3.95e-06, 4.96e-05, 1.74e-05]    [3.62e-06, 1.88e-06, 1.00e-06, 1.18e-06, 1.25e-06, 1.92e-06, 9.07e-07, 3.51e-05, 2.28e-05, 1.86e-06, 1.74e-05, 2.71e-05, 9.80e-05, 1.43e-04, 0.00e+00, 6.10e-09, 0.00e+00, 1.40e-09, 0.00e+00, 3.95e-06, 4.96e-05, 1.74e-05]    []  
622400    [2.52e-07, 6.35e-07, 8.60e-07, 5.38e-07, 7.21e-07, 1.29e-06, 2.36e-07, 1.06e-08, 8.19e-11, 1.20e-09, 5.05e-07, 1.59e-06, 1.18e-06, 2.79e-08, 5.31e-09, 3.81e-09, 1.13e-10, 4.66e-09, 4.77e-10, 2.69e-11, 1.36e-08, 3.00e-10]    [2.52e-07, 6.35e-07, 8.60e-07, 5.38e-07, 7.21e-07, 1.29e-06, 2.36e-07, 1.06e-08, 8.19e-11, 1.20e-09, 5.05e-07, 1.59e-06, 1.18e-06, 2.79e-08, 5.31e-09, 3.81e-09, 1.13e-10, 4.66e-09, 4.77e-10, 2.69e-11, 1.36e-08, 3.00e-10]    []  
622500    [5.64e-07, 7.85e-07, 1.01e-06, 4.61e-07, 9.55e-07, 1.35e-06, 3.08e-07, 2.89e-06, 1.32e-08, 1.15e-07, 2.31e-06, 4.31e-06, 1.21e-05, 1.08e-05, 0.00e+00, 8.50e-11, 0.00e+00, 0.00e+00, 2.57e-07, 0.00e+00, 1.72e-06, 9.01e-09]    [5.64e-07, 7.85e-07, 1.01e-06, 4.61e-07, 9.55e-07, 1.35e-06, 3.08e-07, 2.89e-06, 1.32e-08, 1.15e-07, 2.31e-06, 4.31e-06, 1.21e-05, 1.08e-05, 0.00e+00, 8.50e-11, 0.00e+00, 0.00e+00, 2.57e-07, 0.00e+00, 1.72e-06, 9.01e-09]    []  
622600    [4.18e-05, 7.36e-06, 5.83e-06, 7.80e-06, 5.19e-06, 6.08e-06, 5.01e-06, 7.62e-05, 2.84e-06, 8.54e-05, 1.30e-04, 3.81e-04, 6.26e-04, 2.74e-03, 3.55e-05, 4.19e-05, 2.23e-05, 1.15e-05, 1.85e-05, 6.12e-07, 9.48e-05, 2.96e-06]    [4.18e-05, 7.36e-06, 5.83e-06, 7.80e-06, 5.19e-06, 6.08e-06, 5.01e-06, 7.62e-05, 2.84e-06, 8.54e-05, 1.30e-04, 3.81e-04, 6.26e-04, 2.74e-03, 3.55e-05, 4.19e-05, 2.23e-05, 1.15e-05, 1.85e-05, 6.12e-07, 9.48e-05, 2.96e-06]    []  
622700    [2.29e-07, 6.20e-07, 7.78e-07, 5.41e-07, 6.90e-07, 1.29e-06, 3.49e-07, 8.85e-08, 6.82e-09, 5.04e-09, 5.01e-07, 1.62e-06, 1.22e-06, 4.07e-09, 6.57e-09, 2.11e-09, 1.97e-10, 5.01e-09, 1.50e-08, 0.00e+00, 9.12e-08, 1.62e-08]    [2.29e-07, 6.20e-07, 7.78e-07, 5.41e-07, 6.90e-07, 1.29e-06, 3.49e-07, 8.85e-08, 6.82e-09, 5.04e-09, 5.01e-07, 1.62e-06, 1.22e-06, 4.07e-09, 6.57e-09, 2.11e-09, 1.97e-10, 5.01e-09, 1.50e-08, 0.00e+00, 9.12e-08, 1.62e-08]    []  
622800    [4.36e-07, 7.62e-07, 8.33e-07, 4.65e-07, 8.72e-07, 1.29e-06, 3.58e-07, 1.40e-06, 5.12e-11, 7.75e-08, 1.41e-06, 3.64e-06, 7.91e-06, 1.06e-05, 5.52e-10, 0.00e+00, 0.00e+00, 2.03e-11, 2.03e-07, 4.84e-12, 1.37e-06, 9.64e-10]    [4.36e-07, 7.62e-07, 8.33e-07, 4.65e-07, 8.72e-07, 1.29e-06, 3.58e-07, 1.40e-06, 5.12e-11, 7.75e-08, 1.41e-06, 3.64e-06, 7.91e-06, 1.06e-05, 5.52e-10, 0.00e+00, 0.00e+00, 2.03e-11, 2.03e-07, 4.84e-12, 1.37e-06, 9.64e-10]    []  
622900    [6.27e-05, 1.04e-05, 6.42e-06, 7.86e-06, 8.31e-06, 7.28e-06, 4.96e-06, 4.12e-05, 1.26e-09, 1.07e-04, 1.51e-04, 6.01e-04, 7.88e-04, 3.78e-03, 6.38e-05, 8.09e-05, 2.73e-05, 2.27e-05, 1.18e-05, 3.86e-09, 6.25e-05, 2.53e-08]    [6.27e-05, 1.04e-05, 6.42e-06, 7.86e-06, 8.31e-06, 7.28e-06, 4.96e-06, 4.12e-05, 1.26e-09, 1.07e-04, 1.51e-04, 6.01e-04, 7.88e-04, 3.78e-03, 6.38e-05, 8.09e-05, 2.73e-05, 2.27e-05, 1.18e-05, 3.86e-09, 6.25e-05, 2.53e-08]    []  
623000    [2.24e-07, 6.21e-07, 8.41e-07, 5.13e-07, 7.35e-07, 1.29e-06, 2.82e-07, 4.27e-08, 6.83e-13, 6.48e-09, 5.16e-07, 1.74e-06, 1.30e-06, 1.98e-07, 1.63e-09, 2.26e-14, 7.69e-11, 4.00e-09, 0.00e+00, 4.52e-11, 2.41e-08, 5.24e-10]    [2.24e-07, 6.21e-07, 8.41e-07, 5.13e-07, 7.35e-07, 1.29e-06, 2.82e-07, 4.27e-08, 6.83e-13, 6.48e-09, 5.16e-07, 1.74e-06, 1.30e-06, 1.98e-07, 1.63e-09, 2.26e-14, 7.69e-11, 4.00e-09, 0.00e+00, 4.52e-11, 2.41e-08, 5.24e-10]    []  
623100    [4.07e-07, 7.04e-07, 9.41e-07, 4.89e-07, 9.70e-07, 1.49e-06, 2.98e-07, 7.01e-08, 1.45e-09, 1.23e-07, 4.98e-06, 5.29e-06, 5.54e-06, 1.21e-06, 0.00e+00, 1.60e-09, 1.97e-08, 2.18e-09, 4.68e-08, 3.57e-10, 3.10e-07, 2.05e-09]    [4.07e-07, 7.04e-07, 9.41e-07, 4.89e-07, 9.70e-07, 1.49e-06, 2.98e-07, 7.01e-08, 1.45e-09, 1.23e-07, 4.98e-06, 5.29e-06, 5.54e-06, 1.21e-06, 0.00e+00, 1.60e-09, 1.97e-08, 2.18e-09, 4.68e-08, 3.57e-10, 3.10e-07, 2.05e-09]    []  
623200    [1.13e-04, 3.43e-05, 1.05e-05, 2.49e-05, 9.66e-06, 1.69e-05, 4.76e-06, 5.30e-05, 4.44e-09, 1.60e-04, 1.60e-04, 1.17e-03, 1.09e-03, 5.98e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-04, 1.80e-08]    [1.13e-04, 3.43e-05, 1.05e-05, 2.49e-05, 9.66e-06, 1.69e-05, 4.76e-06, 5.30e-05, 4.44e-09, 1.60e-04, 1.60e-04, 1.17e-03, 1.09e-03, 5.98e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-04, 1.80e-08]    []  
623300    [2.28e-07, 6.15e-07, 8.66e-07, 5.20e-07, 7.52e-07, 1.30e-06, 2.49e-07, 2.08e-08, 6.26e-10, 3.89e-09, 5.17e-07, 1.70e-06, 1.26e-06, 8.87e-08, 1.97e-09, 3.65e-10, 2.71e-10, 3.98e-09, 0.00e+00, 3.87e-11, 1.14e-07, 5.06e-10]    [2.28e-07, 6.15e-07, 8.66e-07, 5.20e-07, 7.52e-07, 1.30e-06, 2.49e-07, 2.08e-08, 6.26e-10, 3.89e-09, 5.17e-07, 1.70e-06, 1.26e-06, 8.87e-08, 1.97e-09, 3.65e-10, 2.71e-10, 3.98e-09, 0.00e+00, 3.87e-11, 1.14e-07, 5.06e-10]    []  
623400    [1.05e-06, 9.88e-07, 9.53e-07, 8.63e-07, 1.12e-06, 1.45e-06, 3.65e-07, 6.69e-06, 2.84e-08, 7.93e-07, 5.89e-06, 2.00e-05, 4.17e-06, 5.55e-05, 0.00e+00, 1.46e-08, 0.00e+00, 1.15e-08, 0.00e+00, 1.97e-09, 4.02e-06, 1.29e-08]    [1.05e-06, 9.88e-07, 9.53e-07, 8.63e-07, 1.12e-06, 1.45e-06, 3.65e-07, 6.69e-06, 2.84e-08, 7.93e-07, 5.89e-06, 2.00e-05, 4.17e-06, 5.55e-05, 0.00e+00, 1.46e-08, 0.00e+00, 1.15e-08, 0.00e+00, 1.97e-09, 4.02e-06, 1.29e-08]    []  
623500    [7.53e-07, 5.98e-07, 8.80e-07, 5.60e-07, 7.05e-07, 1.37e-06, 2.35e-07, 9.93e-09, 1.83e-11, 5.54e-07, 1.75e-06, 4.53e-06, 9.99e-06, 2.37e-05, 2.61e-07, 1.84e-07, 1.68e-07, 1.58e-07, 1.52e-08, 1.48e-11, 9.04e-08, 6.05e-10]    [7.53e-07, 5.98e-07, 8.80e-07, 5.60e-07, 7.05e-07, 1.37e-06, 2.35e-07, 9.93e-09, 1.83e-11, 5.54e-07, 1.75e-06, 4.53e-06, 9.99e-06, 2.37e-05, 2.61e-07, 1.84e-07, 1.68e-07, 1.58e-07, 1.52e-08, 1.48e-11, 9.04e-08, 6.05e-10]    []  
623600    [2.59e-07, 6.24e-07, 1.00e-06, 5.41e-07, 8.02e-07, 1.32e-06, 2.38e-07, 7.61e-08, 8.39e-05, 5.06e-09, 5.63e-07, 1.86e-06, 1.36e-06, 4.95e-07, 1.26e-08, 8.52e-09, 0.00e+00, 1.86e-08, 0.00e+00, 1.76e-05, 3.03e-08, 7.17e-05]    [2.59e-07, 6.24e-07, 1.00e-06, 5.41e-07, 8.02e-07, 1.32e-06, 2.38e-07, 7.61e-08, 8.39e-05, 5.06e-09, 5.63e-07, 1.86e-06, 1.36e-06, 4.95e-07, 1.26e-08, 8.52e-09, 0.00e+00, 1.86e-08, 0.00e+00, 1.76e-05, 3.03e-08, 7.17e-05]    []  
623700    [1.38e-06, 9.38e-07, 9.82e-07, 4.65e-07, 1.25e-06, 1.30e-06, 7.47e-07, 1.45e-06, 5.84e-08, 1.32e-06, 6.38e-06, 1.43e-05, 3.46e-06, 3.57e-05, 3.78e-08, 1.89e-06, 8.18e-09, 2.22e-07, 1.07e-08, 0.00e+00, 3.73e-08, 1.22e-08]    [1.38e-06, 9.38e-07, 9.82e-07, 4.65e-07, 1.25e-06, 1.30e-06, 7.47e-07, 1.45e-06, 5.84e-08, 1.32e-06, 6.38e-06, 1.43e-05, 3.46e-06, 3.57e-05, 3.78e-08, 1.89e-06, 8.18e-09, 2.22e-07, 1.07e-08, 0.00e+00, 3.73e-08, 1.22e-08]    []  
623800    [1.89e-06, 1.18e-06, 8.73e-07, 8.16e-07, 6.98e-07, 1.50e-06, 2.62e-07, 9.34e-07, 2.31e-10, 1.93e-06, 4.67e-06, 1.58e-05, 3.69e-05, 9.31e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.55e-11, 1.73e-06, 5.28e-10]    [1.89e-06, 1.18e-06, 8.73e-07, 8.16e-07, 6.98e-07, 1.50e-06, 2.62e-07, 9.34e-07, 2.31e-10, 1.93e-06, 4.67e-06, 1.58e-05, 3.69e-05, 9.31e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.55e-11, 1.73e-06, 5.28e-10]    []  
623900    [2.47e-07, 6.32e-07, 8.73e-07, 5.43e-07, 7.68e-07, 1.33e-06, 2.41e-07, 2.05e-08, 6.86e-10, 4.52e-09, 5.76e-07, 1.70e-06, 1.48e-06, 4.12e-07, 1.38e-08, 8.37e-09, 0.00e+00, 2.53e-08, 8.06e-09, 6.14e-12, 5.00e-08, 3.16e-09]    [2.47e-07, 6.32e-07, 8.73e-07, 5.43e-07, 7.68e-07, 1.33e-06, 2.41e-07, 2.05e-08, 6.86e-10, 4.52e-09, 5.76e-07, 1.70e-06, 1.48e-06, 4.12e-07, 1.38e-08, 8.37e-09, 0.00e+00, 2.53e-08, 8.06e-09, 6.14e-12, 5.00e-08, 3.16e-09]    []  
624000    [1.54e-06, 1.00e-06, 7.34e-07, 1.05e-06, 1.36e-06, 1.36e-06, 4.83e-07, 1.27e-05, 6.49e-09, 1.50e-06, 2.49e-05, 1.68e-05, 6.87e-05, 4.14e-05, 2.09e-07, 6.65e-07, 8.87e-07, 5.29e-07, 2.14e-06, 2.97e-11, 1.27e-05, 9.11e-10]    [1.54e-06, 1.00e-06, 7.34e-07, 1.05e-06, 1.36e-06, 1.36e-06, 4.83e-07, 1.27e-05, 6.49e-09, 1.50e-06, 2.49e-05, 1.68e-05, 6.87e-05, 4.14e-05, 2.09e-07, 6.65e-07, 8.87e-07, 5.29e-07, 2.14e-06, 2.97e-11, 1.27e-05, 9.11e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 55.838435 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
624000    [1.54e-06, 1.00e-06, 7.34e-07, 1.05e-06, 1.36e-06, 1.36e-06, 4.83e-07, 1.27e-05, 6.49e-09, 1.50e-06, 2.49e-05, 1.68e-05, 6.87e-05, 4.14e-05, 2.09e-07, 6.65e-07, 8.87e-07, 5.29e-07, 2.14e-06, 2.97e-11, 1.27e-05, 9.11e-10]    [1.54e-06, 1.00e-06, 7.34e-07, 1.05e-06, 1.36e-06, 1.36e-06, 4.83e-07, 1.27e-05, 6.49e-09, 1.50e-06, 2.49e-05, 1.68e-05, 6.87e-05, 4.14e-05, 2.09e-07, 6.65e-07, 8.87e-07, 5.29e-07, 2.14e-06, 2.97e-11, 1.27e-05, 9.11e-10]    []  
624100    [3.34e-07, 5.70e-07, 8.13e-07, 5.40e-07, 6.48e-07, 1.35e-06, 2.12e-07, 1.87e-07, 1.33e-10, 8.18e-08, 7.90e-07, 1.94e-06, 3.06e-06, 3.78e-06, 4.38e-08, 3.80e-08, 2.58e-08, 3.35e-08, 9.23e-09, 3.58e-11, 5.69e-08, 5.09e-10]    [3.34e-07, 5.70e-07, 8.13e-07, 5.40e-07, 6.48e-07, 1.35e-06, 2.12e-07, 1.87e-07, 1.33e-10, 8.18e-08, 7.90e-07, 1.94e-06, 3.06e-06, 3.78e-06, 4.38e-08, 3.80e-08, 2.58e-08, 3.35e-08, 9.23e-09, 3.58e-11, 5.69e-08, 5.09e-10]    []  
624200    [2.80e-07, 6.99e-07, 9.81e-07, 5.54e-07, 7.97e-07, 1.36e-06, 2.58e-07, 6.45e-08, 7.46e-06, 4.09e-08, 7.71e-07, 2.30e-06, 1.45e-06, 1.09e-06, 1.41e-08, 8.31e-09, 5.49e-10, 2.21e-08, 2.22e-09, 1.11e-06, 2.07e-08, 5.46e-06]    [2.80e-07, 6.99e-07, 9.81e-07, 5.54e-07, 7.97e-07, 1.36e-06, 2.58e-07, 6.45e-08, 7.46e-06, 4.09e-08, 7.71e-07, 2.30e-06, 1.45e-06, 1.09e-06, 1.41e-08, 8.31e-09, 5.49e-10, 2.21e-08, 2.22e-09, 1.11e-06, 2.07e-08, 5.46e-06]    []  
624300    [8.25e-05, 1.40e-05, 9.27e-06, 1.25e-05, 1.27e-05, 1.00e-05, 8.58e-06, 1.04e-04, 1.65e-08, 1.67e-04, 2.37e-04, 8.95e-04, 1.01e-03, 5.53e-03, 8.80e-05, 1.31e-04, 3.69e-05, 2.76e-05, 2.63e-05, 5.84e-09, 1.32e-04, 3.87e-08]    [8.25e-05, 1.40e-05, 9.27e-06, 1.25e-05, 1.27e-05, 1.00e-05, 8.58e-06, 1.04e-04, 1.65e-08, 1.67e-04, 2.37e-04, 8.95e-04, 1.01e-03, 5.53e-03, 8.80e-05, 1.31e-04, 3.69e-05, 2.76e-05, 2.63e-05, 5.84e-09, 1.32e-04, 3.87e-08]    []  
624400    [2.46e-07, 6.34e-07, 8.55e-07, 5.37e-07, 7.17e-07, 1.35e-06, 2.20e-07, 1.15e-07, 5.91e-09, 6.96e-09, 5.34e-07, 1.62e-06, 1.23e-06, 1.63e-07, 5.53e-09, 3.69e-09, 1.67e-09, 4.50e-09, 1.97e-08, 7.86e-10, 1.21e-07, 4.43e-09]    [2.46e-07, 6.34e-07, 8.55e-07, 5.37e-07, 7.17e-07, 1.35e-06, 2.20e-07, 1.15e-07, 5.91e-09, 6.96e-09, 5.34e-07, 1.62e-06, 1.23e-06, 1.63e-07, 5.53e-09, 3.69e-09, 1.67e-09, 4.50e-09, 1.97e-08, 7.86e-10, 1.21e-07, 4.43e-09]    []  
624500    [2.34e-06, 2.21e-06, 8.21e-07, 7.64e-07, 1.22e-06, 1.44e-06, 6.45e-07, 3.58e-05, 1.38e-04, 4.20e-08, 1.52e-05, 1.23e-05, 8.45e-05, 1.17e-04, 2.86e-07, 4.12e-07, 1.75e-06, 2.39e-06, 0.00e+00, 1.04e-05, 6.49e-06, 4.42e-05]    [2.34e-06, 2.21e-06, 8.21e-07, 7.64e-07, 1.22e-06, 1.44e-06, 6.45e-07, 3.58e-05, 1.38e-04, 4.20e-08, 1.52e-05, 1.23e-05, 8.45e-05, 1.17e-04, 2.86e-07, 4.12e-07, 1.75e-06, 2.39e-06, 0.00e+00, 1.04e-05, 6.49e-06, 4.42e-05]    []  
624600    [2.56e-07, 7.17e-07, 8.77e-07, 5.86e-07, 7.41e-07, 1.42e-06, 2.54e-07, 7.16e-08, 4.91e-05, 3.70e-10, 5.19e-07, 1.57e-06, 1.13e-06, 7.89e-09, 2.75e-09, 5.61e-10, 1.17e-09, 4.44e-09, 6.05e-09, 0.00e+00, 4.06e-08, 6.24e-05]    [2.56e-07, 7.17e-07, 8.77e-07, 5.86e-07, 7.41e-07, 1.42e-06, 2.54e-07, 7.16e-08, 4.91e-05, 3.70e-10, 5.19e-07, 1.57e-06, 1.13e-06, 7.89e-09, 2.75e-09, 5.61e-10, 1.17e-09, 4.44e-09, 6.05e-09, 0.00e+00, 4.06e-08, 6.24e-05]    []  
624700    [3.65e-06, 2.50e-06, 5.41e-06, 9.54e-06, 2.37e-06, 2.52e-06, 3.69e-06, 1.83e-04, 5.04e-10, 1.12e-07, 7.72e-06, 3.37e-05, 3.84e-05, 7.40e-05, 2.90e-08, 2.47e-06, 1.71e-07, 1.34e-07, 0.00e+00, 5.34e-11, 2.24e-04, 7.73e-10]    [3.65e-06, 2.50e-06, 5.41e-06, 9.54e-06, 2.37e-06, 2.52e-06, 3.69e-06, 1.83e-04, 5.04e-10, 1.12e-07, 7.72e-06, 3.37e-05, 3.84e-05, 7.40e-05, 2.90e-08, 2.47e-06, 1.71e-07, 1.34e-07, 0.00e+00, 5.34e-11, 2.24e-04, 7.73e-10]    []  
624800    [2.49e-07, 6.58e-07, 8.75e-07, 5.43e-07, 7.32e-07, 1.37e-06, 2.31e-07, 4.97e-08, 1.27e-10, 1.39e-09, 5.31e-07, 1.57e-06, 1.21e-06, 9.26e-08, 5.77e-09, 3.81e-09, 1.15e-10, 8.13e-09, 9.39e-09, 1.19e-10, 5.78e-08, 1.02e-09]    [2.49e-07, 6.58e-07, 8.75e-07, 5.43e-07, 7.32e-07, 1.37e-06, 2.31e-07, 4.97e-08, 1.27e-10, 1.39e-09, 5.31e-07, 1.57e-06, 1.21e-06, 9.26e-08, 5.77e-09, 3.81e-09, 1.15e-10, 8.13e-09, 9.39e-09, 1.19e-10, 5.78e-08, 1.02e-09]    []  
624900    [2.19e-06, 1.39e-06, 2.62e-06, 4.65e-06, 1.64e-06, 1.95e-06, 1.65e-06, 1.29e-04, 1.69e-10, 5.50e-07, 1.13e-05, 2.77e-05, 3.55e-05, 5.26e-06, 6.86e-08, 0.00e+00, 5.11e-10, 7.06e-08, 1.79e-05, 5.53e-09, 9.39e-05, 3.44e-08]    [2.19e-06, 1.39e-06, 2.62e-06, 4.65e-06, 1.64e-06, 1.95e-06, 1.65e-06, 1.29e-04, 1.69e-10, 5.50e-07, 1.13e-05, 2.77e-05, 3.55e-05, 5.26e-06, 6.86e-08, 0.00e+00, 5.11e-10, 7.06e-08, 1.79e-05, 5.53e-09, 9.39e-05, 3.44e-08]    []  
625000    [2.32e-07, 5.97e-07, 8.14e-07, 5.36e-07, 6.61e-07, 1.36e-06, 2.11e-07, 8.66e-08, 4.72e-12, 3.13e-10, 5.00e-07, 1.53e-06, 1.12e-06, 3.96e-08, 3.33e-09, 1.44e-09, 3.98e-11, 3.89e-09, 1.11e-09, 7.23e-11, 1.52e-08, 1.04e-09]    [2.32e-07, 5.97e-07, 8.14e-07, 5.36e-07, 6.61e-07, 1.36e-06, 2.11e-07, 8.66e-08, 4.72e-12, 3.13e-10, 5.00e-07, 1.53e-06, 1.12e-06, 3.96e-08, 3.33e-09, 1.44e-09, 3.98e-11, 3.89e-09, 1.11e-09, 7.23e-11, 1.52e-08, 1.04e-09]    []  
625100    [3.73e-07, 7.49e-07, 9.92e-07, 4.64e-07, 9.23e-07, 1.40e-06, 2.68e-07, 5.98e-06, 5.96e-08, 1.09e-10, 1.94e-06, 2.87e-06, 5.37e-06, 1.79e-06, 6.94e-10, 4.50e-09, 0.00e+00, 2.79e-10, 4.88e-07, 0.00e+00, 3.18e-06, 1.21e-07]    [3.73e-07, 7.49e-07, 9.92e-07, 4.64e-07, 9.23e-07, 1.40e-06, 2.68e-07, 5.98e-06, 5.96e-08, 1.09e-10, 1.94e-06, 2.87e-06, 5.37e-06, 1.79e-06, 6.94e-10, 4.50e-09, 0.00e+00, 2.79e-10, 4.88e-07, 0.00e+00, 3.18e-06, 1.21e-07]    []  
625200    [3.01e-07, 5.84e-07, 8.13e-07, 5.61e-07, 6.12e-07, 1.39e-06, 1.98e-07, 9.16e-10, 4.40e-11, 5.38e-08, 5.90e-07, 1.68e-06, 1.65e-06, 2.14e-06, 3.35e-08, 2.33e-08, 1.07e-08, 1.77e-08, 6.39e-10, 3.16e-11, 1.31e-08, 1.79e-09]    [3.01e-07, 5.84e-07, 8.13e-07, 5.61e-07, 6.12e-07, 1.39e-06, 1.98e-07, 9.16e-10, 4.40e-11, 5.38e-08, 5.90e-07, 1.68e-06, 1.65e-06, 2.14e-06, 3.35e-08, 2.33e-08, 1.07e-08, 1.77e-08, 6.39e-10, 3.16e-11, 1.31e-08, 1.79e-09]    []  
625300    [2.63e-07, 6.24e-07, 9.11e-07, 5.43e-07, 7.96e-07, 1.38e-06, 2.17e-07, 1.92e-07, 1.37e-07, 3.68e-08, 7.45e-07, 1.93e-06, 1.34e-06, 5.18e-07, 4.00e-08, 9.18e-11, 6.07e-09, 7.62e-09, 0.00e+00, 0.00e+00, 1.11e-07, 2.02e-07]    [2.63e-07, 6.24e-07, 9.11e-07, 5.43e-07, 7.96e-07, 1.38e-06, 2.17e-07, 1.92e-07, 1.37e-07, 3.68e-08, 7.45e-07, 1.93e-06, 1.34e-06, 5.18e-07, 4.00e-08, 9.18e-11, 6.07e-09, 7.62e-09, 0.00e+00, 0.00e+00, 1.11e-07, 2.02e-07]    []  
625400    [4.87e-06, 1.39e-06, 1.55e-06, 3.58e-06, 2.00e-06, 1.50e-06, 2.20e-06, 3.85e-05, 5.54e-07, 6.66e-06, 1.10e-05, 3.97e-05, 5.55e-05, 1.98e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.40e-08, 4.22e-06, 0.00e+00, 2.44e-05, 1.27e-06]    [4.87e-06, 1.39e-06, 1.55e-06, 3.58e-06, 2.00e-06, 1.50e-06, 2.20e-06, 3.85e-05, 5.54e-07, 6.66e-06, 1.10e-05, 3.97e-05, 5.55e-05, 1.98e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.40e-08, 4.22e-06, 0.00e+00, 2.44e-05, 1.27e-06]    []  
625500    [2.23e-07, 5.91e-07, 7.79e-07, 5.28e-07, 6.35e-07, 1.38e-06, 2.03e-07, 6.90e-09, 1.76e-07, 1.22e-08, 5.02e-07, 1.62e-06, 1.24e-06, 5.34e-07, 5.77e-10, 0.00e+00, 0.00e+00, 1.75e-09, 0.00e+00, 0.00e+00, 7.70e-08, 1.40e-07]    [2.23e-07, 5.91e-07, 7.79e-07, 5.28e-07, 6.35e-07, 1.38e-06, 2.03e-07, 6.90e-09, 1.76e-07, 1.22e-08, 5.02e-07, 1.62e-06, 1.24e-06, 5.34e-07, 5.77e-10, 0.00e+00, 0.00e+00, 1.75e-09, 0.00e+00, 0.00e+00, 7.70e-08, 1.40e-07]    []  
625600    [2.65e-07, 6.40e-07, 9.39e-07, 5.40e-07, 8.07e-07, 1.40e-06, 2.27e-07, 8.66e-08, 1.13e-09, 2.35e-10, 1.07e-06, 2.22e-06, 2.94e-06, 1.09e-06, 5.16e-09, 0.00e+00, 0.00e+00, 6.13e-10, 0.00e+00, 2.43e-09, 2.81e-07, 1.34e-08]    [2.65e-07, 6.40e-07, 9.39e-07, 5.40e-07, 8.07e-07, 1.40e-06, 2.27e-07, 8.66e-08, 1.13e-09, 2.35e-10, 1.07e-06, 2.22e-06, 2.94e-06, 1.09e-06, 5.16e-09, 0.00e+00, 0.00e+00, 6.13e-10, 0.00e+00, 2.43e-09, 2.81e-07, 1.34e-08]    []  
625700    [2.78e-05, 9.50e-06, 7.14e-06, 9.35e-06, 3.19e-06, 6.56e-06, 3.49e-06, 2.10e-06, 5.66e-06, 7.07e-05, 9.02e-05, 2.97e-04, 7.16e-04, 2.13e-03, 6.99e-05, 1.38e-05, 1.66e-05, 1.77e-05, 1.58e-06, 4.82e-07, 9.28e-06, 3.11e-06]    [2.78e-05, 9.50e-06, 7.14e-06, 9.35e-06, 3.19e-06, 6.56e-06, 3.49e-06, 2.10e-06, 5.66e-06, 7.07e-05, 9.02e-05, 2.97e-04, 7.16e-04, 2.13e-03, 6.99e-05, 1.38e-05, 1.66e-05, 1.77e-05, 1.58e-06, 4.82e-07, 9.28e-06, 3.11e-06]    []  
625800    [2.32e-07, 5.93e-07, 8.60e-07, 5.68e-07, 6.62e-07, 1.37e-06, 2.10e-07, 6.38e-08, 2.56e-08, 7.92e-10, 5.31e-07, 1.55e-06, 1.18e-06, 8.74e-08, 4.96e-09, 7.60e-10, 4.79e-11, 6.98e-09, 0.00e+00, 3.30e-13, 7.80e-08, 2.45e-08]    [2.32e-07, 5.93e-07, 8.60e-07, 5.68e-07, 6.62e-07, 1.37e-06, 2.10e-07, 6.38e-08, 2.56e-08, 7.92e-10, 5.31e-07, 1.55e-06, 1.18e-06, 8.74e-08, 4.96e-09, 7.60e-10, 4.79e-11, 6.98e-09, 0.00e+00, 3.30e-13, 7.80e-08, 2.45e-08]    []  
625900    [4.02e-07, 7.25e-07, 9.14e-07, 1.25e-06, 1.53e-06, 1.14e-06, 5.90e-07, 7.97e-06, 1.16e-09, 1.03e-07, 3.68e-06, 3.23e-06, 8.41e-06, 3.95e-06, 8.12e-08, 1.11e-07, 7.22e-08, 3.46e-07, 9.89e-07, 5.53e-09, 6.22e-06, 3.37e-08]    [4.02e-07, 7.25e-07, 9.14e-07, 1.25e-06, 1.53e-06, 1.14e-06, 5.90e-07, 7.97e-06, 1.16e-09, 1.03e-07, 3.68e-06, 3.23e-06, 8.41e-06, 3.95e-06, 8.12e-08, 1.11e-07, 7.22e-08, 3.46e-07, 9.89e-07, 5.53e-09, 6.22e-06, 3.37e-08]    []  
626000    [2.47e-07, 5.25e-07, 7.95e-07, 6.91e-07, 6.05e-07, 1.27e-06, 2.53e-07, 1.74e-09, 7.99e-09, 1.65e-09, 6.06e-07, 1.52e-06, 1.18e-06, 1.05e-07, 2.02e-08, 9.36e-12, 2.40e-09, 9.68e-09, 3.08e-10, 1.55e-09, 9.89e-09, 1.29e-08]    [2.47e-07, 5.25e-07, 7.95e-07, 6.91e-07, 6.05e-07, 1.27e-06, 2.53e-07, 1.74e-09, 7.99e-09, 1.65e-09, 6.06e-07, 1.52e-06, 1.18e-06, 1.05e-07, 2.02e-08, 9.36e-12, 2.40e-09, 9.68e-09, 3.08e-10, 1.55e-09, 9.89e-09, 1.29e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 48.241105 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
626000    [2.47e-07, 5.25e-07, 7.95e-07, 6.91e-07, 6.05e-07, 1.27e-06, 2.53e-07, 1.74e-09, 7.99e-09, 1.65e-09, 6.06e-07, 1.52e-06, 1.18e-06, 1.05e-07, 2.02e-08, 9.36e-12, 2.40e-09, 9.68e-09, 3.08e-10, 1.55e-09, 9.89e-09, 1.29e-08]    [2.47e-07, 5.25e-07, 7.95e-07, 6.91e-07, 6.05e-07, 1.27e-06, 2.53e-07, 1.74e-09, 7.99e-09, 1.65e-09, 6.06e-07, 1.52e-06, 1.18e-06, 1.05e-07, 2.02e-08, 9.36e-12, 2.40e-09, 9.68e-09, 3.08e-10, 1.55e-09, 9.89e-09, 1.29e-08]    []  
626100    [2.31e-07, 7.65e-07, 1.10e-06, 1.60e-06, 1.63e-06, 9.92e-07, 2.45e-07, 2.10e-08, 3.45e-05, 3.41e-08, 6.03e-07, 1.99e-06, 2.03e-06, 1.36e-06, 1.00e-07, 1.09e-10, 5.89e-08, 2.55e-08, 4.55e-09, 6.29e-06, 2.75e-08, 2.85e-05]    [2.31e-07, 7.65e-07, 1.10e-06, 1.60e-06, 1.63e-06, 9.92e-07, 2.45e-07, 2.10e-08, 3.45e-05, 3.41e-08, 6.03e-07, 1.99e-06, 2.03e-06, 1.36e-06, 1.00e-07, 1.09e-10, 5.89e-08, 2.55e-08, 4.55e-09, 6.29e-06, 2.75e-08, 2.85e-05]    []  
626200    [4.74e-07, 5.75e-07, 8.69e-07, 1.12e-06, 8.82e-07, 1.11e-06, 2.27e-07, 6.85e-09, 2.21e-06, 2.18e-07, 9.91e-07, 2.73e-06, 4.33e-06, 1.01e-05, 1.98e-07, 1.62e-08, 5.43e-08, 1.42e-07, 1.81e-09, 0.00e+00, 1.10e-08, 2.01e-06]    [4.74e-07, 5.75e-07, 8.69e-07, 1.12e-06, 8.82e-07, 1.11e-06, 2.27e-07, 6.85e-09, 2.21e-06, 2.18e-07, 9.91e-07, 2.73e-06, 4.33e-06, 1.01e-05, 1.98e-07, 1.62e-08, 5.43e-08, 1.42e-07, 1.81e-09, 0.00e+00, 1.10e-08, 2.01e-06]    []  
626300    [1.77e-07, 6.20e-07, 8.93e-07, 1.42e-06, 1.14e-06, 9.75e-07, 2.50e-07, 3.30e-08, 5.08e-13, 1.74e-09, 4.08e-07, 1.74e-06, 1.37e-06, 3.23e-07, 2.72e-08, 0.00e+00, 2.30e-09, 9.55e-10, 0.00e+00, 2.72e-11, 6.04e-08, 5.13e-10]    [1.77e-07, 6.20e-07, 8.93e-07, 1.42e-06, 1.14e-06, 9.75e-07, 2.50e-07, 3.30e-08, 5.08e-13, 1.74e-09, 4.08e-07, 1.74e-06, 1.37e-06, 3.23e-07, 2.72e-08, 0.00e+00, 2.30e-09, 9.55e-10, 0.00e+00, 2.72e-11, 6.04e-08, 5.13e-10]    []  
626400    [1.82e-06, 1.01e-06, 9.81e-07, 1.38e-06, 1.31e-06, 1.12e-06, 6.56e-07, 2.57e-06, 3.08e-07, 1.27e-09, 2.23e-05, 2.04e-05, 5.31e-05, 2.63e-05, 0.00e+00, 2.84e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.25e-08, 1.25e-05, 1.34e-07]    [1.82e-06, 1.01e-06, 9.81e-07, 1.38e-06, 1.31e-06, 1.12e-06, 6.56e-07, 2.57e-06, 3.08e-07, 1.27e-09, 2.23e-05, 2.04e-05, 5.31e-05, 2.63e-05, 0.00e+00, 2.84e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.25e-08, 1.25e-05, 1.34e-07]    []  
626500    [2.77e-07, 6.28e-07, 9.25e-07, 1.05e-06, 7.02e-07, 1.35e-06, 2.25e-07, 6.72e-10, 1.60e-14, 1.55e-10, 5.56e-07, 1.58e-06, 1.08e-06, 1.72e-08, 1.82e-09, 6.24e-11, 1.26e-09, 2.49e-09, 7.78e-11, 7.49e-12, 1.27e-08, 2.20e-10]    [2.77e-07, 6.28e-07, 9.25e-07, 1.05e-06, 7.02e-07, 1.35e-06, 2.25e-07, 6.72e-10, 1.60e-14, 1.55e-10, 5.56e-07, 1.58e-06, 1.08e-06, 1.72e-08, 1.82e-09, 6.24e-11, 1.26e-09, 2.49e-09, 7.78e-11, 7.49e-12, 1.27e-08, 2.20e-10]    []  
626600    [3.70e-07, 6.21e-07, 1.08e-06, 6.00e-07, 9.77e-07, 1.78e-06, 2.58e-07, 3.25e-06, 2.68e-09, 1.09e-07, 1.47e-06, 2.17e-06, 2.88e-06, 7.15e-07, 0.00e+00, 1.22e-07, 4.03e-08, 1.81e-11, 0.00e+00, 1.48e-11, 4.33e-06, 3.84e-10]    [3.70e-07, 6.21e-07, 1.08e-06, 6.00e-07, 9.77e-07, 1.78e-06, 2.58e-07, 3.25e-06, 2.68e-09, 1.09e-07, 1.47e-06, 2.17e-06, 2.88e-06, 7.15e-07, 0.00e+00, 1.22e-07, 4.03e-08, 1.81e-11, 0.00e+00, 1.48e-11, 4.33e-06, 3.84e-10]    []  
626700    [2.14e-07, 5.66e-07, 8.36e-07, 6.66e-07, 6.69e-07, 1.62e-06, 1.97e-07, 5.82e-11, 4.97e-11, 9.40e-12, 4.04e-07, 1.33e-06, 9.93e-07, 2.06e-08, 6.07e-10, 8.58e-09, 1.58e-09, 3.05e-09, 2.66e-10, 8.18e-12, 1.26e-08, 1.55e-10]    [2.14e-07, 5.66e-07, 8.36e-07, 6.66e-07, 6.69e-07, 1.62e-06, 1.97e-07, 5.82e-11, 4.97e-11, 9.40e-12, 4.04e-07, 1.33e-06, 9.93e-07, 2.06e-08, 6.07e-10, 8.58e-09, 1.58e-09, 3.05e-09, 2.66e-10, 8.18e-12, 1.26e-08, 1.55e-10]    []  
626800    [4.14e-07, 8.70e-07, 1.03e-06, 7.18e-07, 8.65e-07, 1.79e-06, 2.48e-07, 2.61e-08, 9.34e-07, 1.22e-07, 4.57e-06, 5.57e-06, 3.68e-06, 7.99e-06, 6.38e-10, 2.23e-08, 3.34e-11, 9.50e-09, 2.63e-07, 0.00e+00, 1.70e-06, 1.47e-06]    [4.14e-07, 8.70e-07, 1.03e-06, 7.18e-07, 8.65e-07, 1.79e-06, 2.48e-07, 2.61e-08, 9.34e-07, 1.22e-07, 4.57e-06, 5.57e-06, 3.68e-06, 7.99e-06, 6.38e-10, 2.23e-08, 3.34e-11, 9.50e-09, 2.63e-07, 0.00e+00, 1.70e-06, 1.47e-06]    []  
626900    [2.54e-07, 6.89e-07, 8.21e-07, 6.06e-07, 7.19e-07, 1.70e-06, 1.96e-07, 1.65e-07, 6.28e-10, 4.72e-10, 4.85e-07, 1.37e-06, 9.82e-07, 9.54e-09, 2.90e-10, 7.43e-09, 2.12e-09, 7.40e-10, 2.35e-08, 5.61e-12, 1.44e-07, 1.59e-10]    [2.54e-07, 6.89e-07, 8.21e-07, 6.06e-07, 7.19e-07, 1.70e-06, 1.96e-07, 1.65e-07, 6.28e-10, 4.72e-10, 4.85e-07, 1.37e-06, 9.82e-07, 9.54e-09, 2.90e-10, 7.43e-09, 2.12e-09, 7.40e-10, 2.35e-08, 5.61e-12, 1.44e-07, 1.59e-10]    []  
627000    [1.46e-06, 1.46e-06, 1.94e-06, 8.58e-07, 1.87e-06, 2.31e-06, 8.46e-07, 2.93e-06, 7.94e-04, 4.65e-07, 2.86e-06, 1.77e-05, 3.17e-06, 3.24e-05, 0.00e+00, 9.11e-09, 7.86e-10, 9.63e-09, 2.53e-07, 0.00e+00, 1.70e-06, 6.67e-04]    [1.46e-06, 1.46e-06, 1.94e-06, 8.58e-07, 1.87e-06, 2.31e-06, 8.46e-07, 2.93e-06, 7.94e-04, 4.65e-07, 2.86e-06, 1.77e-05, 3.17e-06, 3.24e-05, 0.00e+00, 9.11e-09, 7.86e-10, 9.63e-09, 2.53e-07, 0.00e+00, 1.70e-06, 6.67e-04]    []  
627100    [2.37e-07, 5.92e-07, 6.48e-07, 5.44e-07, 5.78e-07, 1.63e-06, 3.38e-07, 1.68e-08, 3.43e-12, 3.36e-09, 5.40e-07, 1.33e-06, 1.21e-06, 2.49e-07, 2.62e-09, 1.58e-08, 8.83e-09, 3.52e-09, 1.55e-08, 2.65e-11, 9.30e-08, 3.92e-10]    [2.37e-07, 5.92e-07, 6.48e-07, 5.44e-07, 5.78e-07, 1.63e-06, 3.38e-07, 1.68e-08, 3.43e-12, 3.36e-09, 5.40e-07, 1.33e-06, 1.21e-06, 2.49e-07, 2.62e-09, 1.58e-08, 8.83e-09, 3.52e-09, 1.55e-08, 2.65e-11, 9.30e-08, 3.92e-10]    []  
627200    [2.70e-07, 5.82e-07, 7.83e-07, 5.74e-07, 6.69e-07, 1.62e-06, 3.21e-07, 2.12e-07, 2.44e-11, 9.74e-09, 1.18e-06, 1.89e-06, 2.97e-06, 9.44e-07, 1.52e-08, 1.96e-08, 3.12e-08, 1.09e-08, 1.05e-07, 1.52e-11, 7.06e-07, 3.20e-10]    [2.70e-07, 5.82e-07, 7.83e-07, 5.74e-07, 6.69e-07, 1.62e-06, 3.21e-07, 2.12e-07, 2.44e-11, 9.74e-09, 1.18e-06, 1.89e-06, 2.97e-06, 9.44e-07, 1.52e-08, 1.96e-08, 3.12e-08, 1.09e-08, 1.05e-07, 1.52e-11, 7.06e-07, 3.20e-10]    []  
627300    [9.01e-05, 2.57e-05, 9.31e-06, 1.57e-05, 6.01e-06, 1.25e-05, 2.36e-06, 5.41e-05, 2.41e-11, 9.37e-05, 1.40e-04, 7.59e-04, 1.13e-03, 4.33e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-04, 2.48e-08]    [9.01e-05, 2.57e-05, 9.31e-06, 1.57e-05, 6.01e-06, 1.25e-05, 2.36e-06, 5.41e-05, 2.41e-11, 9.37e-05, 1.40e-04, 7.59e-04, 1.13e-03, 4.33e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-04, 2.48e-08]    []  
627400    [4.67e-07, 1.14e-06, 1.08e-06, 8.30e-07, 9.88e-07, 1.65e-06, 3.54e-07, 1.14e-07, 1.50e-11, 2.47e-08, 1.68e-06, 3.11e-06, 2.43e-06, 1.91e-06, 4.73e-08, 0.00e+00, 9.48e-11, 7.44e-10, 0.00e+00, 4.18e-10, 3.28e-07, 2.55e-09]    [4.67e-07, 1.14e-06, 1.08e-06, 8.30e-07, 9.88e-07, 1.65e-06, 3.54e-07, 1.14e-07, 1.50e-11, 2.47e-08, 1.68e-06, 3.11e-06, 2.43e-06, 1.91e-06, 4.73e-08, 0.00e+00, 9.48e-11, 7.44e-10, 0.00e+00, 4.18e-10, 3.28e-07, 2.55e-09]    []  
627500    [3.29e-07, 8.92e-07, 9.11e-07, 6.34e-07, 6.41e-07, 1.76e-06, 2.63e-07, 6.36e-11, 2.30e-13, 2.00e-12, 7.01e-07, 1.71e-06, 1.14e-06, 1.62e-09, 5.10e-09, 1.97e-09, 1.20e-09, 8.51e-10, 8.79e-10, 7.48e-12, 1.51e-08, 2.25e-10]    [3.29e-07, 8.92e-07, 9.11e-07, 6.34e-07, 6.41e-07, 1.76e-06, 2.63e-07, 6.36e-11, 2.30e-13, 2.00e-12, 7.01e-07, 1.71e-06, 1.14e-06, 1.62e-09, 5.10e-09, 1.97e-09, 1.20e-09, 8.51e-10, 8.79e-10, 7.48e-12, 1.51e-08, 2.25e-10]    []  
627600    [3.47e-05, 1.01e-05, 3.80e-06, 1.55e-05, 5.09e-06, 4.96e-06, 3.04e-06, 1.89e-04, 4.31e-09, 7.57e-05, 6.98e-05, 3.76e-04, 3.24e-04, 1.91e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.97e-04, 3.37e-08]    [3.47e-05, 1.01e-05, 3.80e-06, 1.55e-05, 5.09e-06, 4.96e-06, 3.04e-06, 1.89e-04, 4.31e-09, 7.57e-05, 6.98e-05, 3.76e-04, 3.24e-04, 1.91e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.97e-04, 3.37e-08]    []  
627700    [3.03e-07, 8.14e-07, 8.53e-07, 5.84e-07, 5.75e-07, 1.65e-06, 2.26e-07, 4.03e-08, 5.67e-11, 1.11e-10, 6.33e-07, 1.65e-06, 1.17e-06, 2.89e-09, 2.56e-09, 3.10e-09, 4.46e-10, 3.39e-09, 4.65e-16, 4.04e-12, 1.86e-08, 2.64e-10]    [3.03e-07, 8.14e-07, 8.53e-07, 5.84e-07, 5.75e-07, 1.65e-06, 2.26e-07, 4.03e-08, 5.67e-11, 1.11e-10, 6.33e-07, 1.65e-06, 1.17e-06, 2.89e-09, 2.56e-09, 3.10e-09, 4.46e-10, 3.39e-09, 4.65e-16, 4.04e-12, 1.86e-08, 2.64e-10]    []  
627800    [2.56e-07, 6.82e-07, 7.00e-07, 6.07e-07, 4.28e-07, 1.62e-06, 1.92e-07, 2.09e-08, 1.74e-10, 1.36e-08, 5.15e-07, 1.51e-06, 1.03e-06, 5.75e-07, 5.39e-13, 2.76e-10, 4.71e-13, 0.00e+00, 0.00e+00, 3.83e-12, 4.17e-08, 4.18e-10]    [2.56e-07, 6.82e-07, 7.00e-07, 6.07e-07, 4.28e-07, 1.62e-06, 1.92e-07, 2.09e-08, 1.74e-10, 1.36e-08, 5.15e-07, 1.51e-06, 1.03e-06, 5.75e-07, 5.39e-13, 2.76e-10, 4.71e-13, 0.00e+00, 0.00e+00, 3.83e-12, 4.17e-08, 4.18e-10]    []  
627900    [2.67e-07, 7.29e-07, 8.94e-07, 4.89e-07, 7.50e-07, 1.62e-06, 2.21e-07, 1.28e-08, 2.50e-13, 2.54e-08, 7.71e-07, 1.76e-06, 1.46e-06, 2.64e-07, 1.09e-08, 4.15e-09, 2.32e-09, 1.99e-08, 3.51e-09, 1.96e-12, 2.67e-08, 5.69e-10]    [2.67e-07, 7.29e-07, 8.94e-07, 4.89e-07, 7.50e-07, 1.62e-06, 2.21e-07, 1.28e-08, 2.50e-13, 2.54e-08, 7.71e-07, 1.76e-06, 1.46e-06, 2.64e-07, 1.09e-08, 4.15e-09, 2.32e-09, 1.99e-08, 3.51e-09, 1.96e-12, 2.67e-08, 5.69e-10]    []  
628000    [2.35e-07, 6.06e-07, 7.21e-07, 5.51e-07, 5.06e-07, 1.58e-06, 1.81e-07, 1.81e-07, 2.33e-11, 6.55e-12, 4.76e-07, 1.36e-06, 9.41e-07, 1.17e-09, 1.77e-09, 4.10e-09, 1.14e-09, 1.13e-09, 1.12e-09, 1.22e-11, 1.52e-08, 3.18e-10]    [2.35e-07, 6.06e-07, 7.21e-07, 5.51e-07, 5.06e-07, 1.58e-06, 1.81e-07, 1.81e-07, 2.33e-11, 6.55e-12, 4.76e-07, 1.36e-06, 9.41e-07, 1.17e-09, 1.77e-09, 4.10e-09, 1.14e-09, 1.13e-09, 1.12e-09, 1.22e-11, 1.52e-08, 3.18e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 56.317256 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
628000    [2.35e-07, 6.06e-07, 7.21e-07, 5.51e-07, 5.06e-07, 1.58e-06, 1.81e-07, 1.81e-07, 2.33e-11, 6.55e-12, 4.76e-07, 1.36e-06, 9.41e-07, 1.17e-09, 1.77e-09, 4.10e-09, 1.14e-09, 1.13e-09, 1.12e-09, 1.22e-11, 1.52e-08, 3.18e-10]    [2.35e-07, 6.06e-07, 7.21e-07, 5.51e-07, 5.06e-07, 1.58e-06, 1.81e-07, 1.81e-07, 2.33e-11, 6.55e-12, 4.76e-07, 1.36e-06, 9.41e-07, 1.17e-09, 1.77e-09, 4.10e-09, 1.14e-09, 1.13e-09, 1.12e-09, 1.22e-11, 1.52e-08, 3.18e-10]    []  
628100    [1.39e-06, 1.00e-06, 8.94e-07, 5.72e-07, 8.52e-07, 1.79e-06, 3.56e-07, 2.64e-06, 5.05e-08, 3.70e-07, 1.95e-06, 5.58e-06, 9.41e-06, 2.34e-05, 2.15e-07, 3.12e-07, 1.59e-07, 6.60e-08, 3.59e-07, 4.76e-09, 2.38e-06, 3.09e-08]    [1.39e-06, 1.00e-06, 8.94e-07, 5.72e-07, 8.52e-07, 1.79e-06, 3.56e-07, 2.64e-06, 5.05e-08, 3.70e-07, 1.95e-06, 5.58e-06, 9.41e-06, 2.34e-05, 2.15e-07, 3.12e-07, 1.59e-07, 6.60e-08, 3.59e-07, 4.76e-09, 2.38e-06, 3.09e-08]    []  
628200    [2.31e-07, 5.85e-07, 7.09e-07, 5.16e-07, 5.35e-07, 1.54e-06, 1.89e-07, 9.81e-10, 6.77e-07, 4.57e-10, 4.75e-07, 1.40e-06, 9.89e-07, 2.61e-09, 2.57e-09, 6.04e-09, 2.38e-10, 6.33e-10, 6.85e-09, 8.97e-08, 4.30e-08, 5.04e-07]    [2.31e-07, 5.85e-07, 7.09e-07, 5.16e-07, 5.35e-07, 1.54e-06, 1.89e-07, 9.81e-10, 6.77e-07, 4.57e-10, 4.75e-07, 1.40e-06, 9.89e-07, 2.61e-09, 2.57e-09, 6.04e-09, 2.38e-10, 6.33e-10, 6.85e-09, 8.97e-08, 4.30e-08, 5.04e-07]    []  
628300    [1.14e-06, 9.18e-07, 8.39e-07, 6.40e-07, 7.38e-07, 1.58e-06, 3.11e-07, 1.35e-05, 9.46e-08, 1.09e-06, 1.68e-06, 8.85e-06, 1.04e-05, 3.85e-05, 0.00e+00, 1.96e-08, 0.00e+00, 0.00e+00, 0.00e+00, 7.59e-09, 1.89e-05, 4.89e-08]    [1.14e-06, 9.18e-07, 8.39e-07, 6.40e-07, 7.38e-07, 1.58e-06, 3.11e-07, 1.35e-05, 9.46e-08, 1.09e-06, 1.68e-06, 8.85e-06, 1.04e-05, 3.85e-05, 0.00e+00, 1.96e-08, 0.00e+00, 0.00e+00, 0.00e+00, 7.59e-09, 1.89e-05, 4.89e-08]    []  
628400    [2.17e-07, 5.42e-07, 6.87e-07, 5.09e-07, 5.32e-07, 1.52e-06, 1.77e-07, 4.89e-09, 7.89e-10, 1.41e-10, 4.92e-07, 1.37e-06, 1.03e-06, 2.71e-08, 1.75e-09, 5.34e-09, 1.24e-09, 1.99e-09, 9.61e-09, 1.13e-11, 5.84e-08, 2.87e-10]    [2.17e-07, 5.42e-07, 6.87e-07, 5.09e-07, 5.32e-07, 1.52e-06, 1.77e-07, 4.89e-09, 7.89e-10, 1.41e-10, 4.92e-07, 1.37e-06, 1.03e-06, 2.71e-08, 1.75e-09, 5.34e-09, 1.24e-09, 1.99e-09, 9.61e-09, 1.13e-11, 5.84e-08, 2.87e-10]    []  
628500    [3.10e-07, 6.25e-07, 8.29e-07, 4.50e-07, 7.26e-07, 1.55e-06, 2.16e-07, 2.62e-07, 2.45e-08, 1.53e-07, 7.92e-07, 2.55e-06, 2.74e-06, 4.42e-06, 3.56e-09, 0.00e+00, 0.00e+00, 3.23e-09, 0.00e+00, 0.00e+00, 4.63e-07, 2.69e-08]    [3.10e-07, 6.25e-07, 8.29e-07, 4.50e-07, 7.26e-07, 1.55e-06, 2.16e-07, 2.62e-07, 2.45e-08, 1.53e-07, 7.92e-07, 2.55e-06, 2.74e-06, 4.42e-06, 3.56e-09, 0.00e+00, 0.00e+00, 3.23e-09, 0.00e+00, 0.00e+00, 4.63e-07, 2.69e-08]    []  
628600    [3.34e-06, 1.95e-06, 1.42e-06, 6.15e-06, 1.98e-06, 3.27e-06, 3.15e-06, 5.15e-05, 4.08e-06, 1.80e-06, 3.91e-05, 5.03e-05, 1.55e-04, 9.40e-05, 0.00e+00, 0.00e+00, 9.54e-10, 0.00e+00, 0.00e+00, 9.67e-07, 8.79e-05, 4.51e-06]    [3.34e-06, 1.95e-06, 1.42e-06, 6.15e-06, 1.98e-06, 3.27e-06, 3.15e-06, 5.15e-05, 4.08e-06, 1.80e-06, 3.91e-05, 5.03e-05, 1.55e-04, 9.40e-05, 0.00e+00, 0.00e+00, 9.54e-10, 0.00e+00, 0.00e+00, 9.67e-07, 8.79e-05, 4.51e-06]    []  
628700    [2.20e-07, 5.62e-07, 7.87e-07, 5.43e-07, 5.42e-07, 1.53e-06, 2.34e-07, 9.47e-09, 2.12e-05, 7.83e-12, 5.49e-07, 1.53e-06, 1.15e-06, 4.15e-08, 2.33e-09, 7.44e-09, 5.31e-10, 3.25e-09, 5.16e-11, 4.76e-06, 3.21e-08, 2.11e-05]    [2.20e-07, 5.62e-07, 7.87e-07, 5.43e-07, 5.42e-07, 1.53e-06, 2.34e-07, 9.47e-09, 2.12e-05, 7.83e-12, 5.49e-07, 1.53e-06, 1.15e-06, 4.15e-08, 2.33e-09, 7.44e-09, 5.31e-10, 3.25e-09, 5.16e-11, 4.76e-06, 3.21e-08, 2.11e-05]    []  
628800    [1.37e-06, 1.06e-06, 6.82e-07, 7.12e-07, 8.09e-07, 1.53e-06, 4.94e-07, 1.04e-05, 4.72e-06, 5.07e-07, 1.92e-05, 1.68e-05, 5.27e-05, 4.81e-05, 0.00e+00, 3.78e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.04e-05, 4.33e-06]    [1.37e-06, 1.06e-06, 6.82e-07, 7.12e-07, 8.09e-07, 1.53e-06, 4.94e-07, 1.04e-05, 4.72e-06, 5.07e-07, 1.92e-05, 1.68e-05, 5.27e-05, 4.81e-05, 0.00e+00, 3.78e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.04e-05, 4.33e-06]    []  
628900    [2.19e-07, 5.70e-07, 7.27e-07, 5.58e-07, 5.06e-07, 1.54e-06, 2.05e-07, 5.33e-08, 3.76e-12, 1.24e-09, 4.76e-07, 1.40e-06, 9.61e-07, 3.18e-08, 2.77e-10, 1.81e-09, 1.42e-10, 2.13e-10, 3.23e-08, 2.31e-11, 2.04e-07, 2.79e-10]    [2.19e-07, 5.70e-07, 7.27e-07, 5.58e-07, 5.06e-07, 1.54e-06, 2.05e-07, 5.33e-08, 3.76e-12, 1.24e-09, 4.76e-07, 1.40e-06, 9.61e-07, 3.18e-08, 2.77e-10, 1.81e-09, 1.42e-10, 2.13e-10, 3.23e-08, 2.31e-11, 2.04e-07, 2.79e-10]    []  
629000    [3.13e-07, 6.41e-07, 8.57e-07, 4.76e-07, 7.19e-07, 1.55e-06, 2.42e-07, 2.00e-07, 9.24e-08, 1.15e-07, 1.07e-06, 2.57e-06, 1.83e-06, 1.01e-06, 1.38e-10, 9.52e-10, 1.20e-09, 2.21e-09, 2.73e-11, 0.00e+00, 1.51e-08, 9.88e-08]    [3.13e-07, 6.41e-07, 8.57e-07, 4.76e-07, 7.19e-07, 1.55e-06, 2.42e-07, 2.00e-07, 9.24e-08, 1.15e-07, 1.07e-06, 2.57e-06, 1.83e-06, 1.01e-06, 1.38e-10, 9.52e-10, 1.20e-09, 2.21e-09, 2.73e-11, 0.00e+00, 1.51e-08, 9.88e-08]    []  
629100    [8.32e-07, 5.55e-07, 7.62e-07, 6.00e-07, 5.48e-07, 1.63e-06, 2.16e-07, 3.12e-07, 2.21e-10, 7.13e-07, 2.38e-06, 5.32e-06, 1.38e-05, 3.13e-05, 3.10e-07, 2.38e-07, 2.43e-07, 2.15e-07, 4.72e-08, 1.70e-11, 3.11e-07, 2.58e-10]    [8.32e-07, 5.55e-07, 7.62e-07, 6.00e-07, 5.48e-07, 1.63e-06, 2.16e-07, 3.12e-07, 2.21e-10, 7.13e-07, 2.38e-06, 5.32e-06, 1.38e-05, 3.13e-05, 3.10e-07, 2.38e-07, 2.43e-07, 2.15e-07, 4.72e-08, 1.70e-11, 3.11e-07, 2.58e-10]    []  
629200    [2.26e-07, 6.08e-07, 8.05e-07, 5.38e-07, 6.09e-07, 1.55e-06, 2.05e-07, 1.09e-07, 9.02e-09, 6.41e-12, 5.72e-07, 1.62e-06, 1.23e-06, 5.61e-08, 1.50e-09, 1.14e-09, 0.00e+00, 4.33e-09, 5.44e-09, 0.00e+00, 3.68e-08, 7.22e-09]    [2.26e-07, 6.08e-07, 8.05e-07, 5.38e-07, 6.09e-07, 1.55e-06, 2.05e-07, 1.09e-07, 9.02e-09, 6.41e-12, 5.72e-07, 1.62e-06, 1.23e-06, 5.61e-08, 1.50e-09, 1.14e-09, 0.00e+00, 4.33e-09, 5.44e-09, 0.00e+00, 3.68e-08, 7.22e-09]    []  
629300    [1.00e-05, 4.77e-06, 4.38e-06, 4.44e-06, 2.18e-06, 3.10e-06, 1.98e-06, 5.16e-06, 8.45e-08, 1.74e-05, 3.70e-05, 1.49e-04, 8.21e-05, 6.78e-04, 1.50e-05, 9.54e-06, 1.12e-06, 3.28e-06, 6.48e-08, 1.93e-10, 3.23e-07, 2.00e-09]    [1.00e-05, 4.77e-06, 4.38e-06, 4.44e-06, 2.18e-06, 3.10e-06, 1.98e-06, 5.16e-06, 8.45e-08, 1.74e-05, 3.70e-05, 1.49e-04, 8.21e-05, 6.78e-04, 1.50e-05, 9.54e-06, 1.12e-06, 3.28e-06, 6.48e-08, 1.93e-10, 3.23e-07, 2.00e-09]    []  
629400    [2.34e-07, 5.83e-07, 7.96e-07, 5.80e-07, 5.24e-07, 1.57e-06, 1.90e-07, 2.89e-07, 1.01e-12, 8.07e-11, 5.14e-07, 1.47e-06, 1.02e-06, 1.42e-08, 4.78e-10, 1.54e-09, 1.16e-10, 1.56e-11, 0.00e+00, 3.70e-12, 2.08e-07, 2.22e-10]    [2.34e-07, 5.83e-07, 7.96e-07, 5.80e-07, 5.24e-07, 1.57e-06, 1.90e-07, 2.89e-07, 1.01e-12, 8.07e-11, 5.14e-07, 1.47e-06, 1.02e-06, 1.42e-08, 4.78e-10, 1.54e-09, 1.16e-10, 1.56e-11, 0.00e+00, 3.70e-12, 2.08e-07, 2.22e-10]    []  
629500    [2.03e-06, 1.35e-06, 7.20e-07, 9.70e-07, 7.82e-07, 1.70e-06, 5.54e-07, 1.77e-05, 9.91e-05, 3.86e-07, 2.99e-05, 2.99e-05, 1.09e-04, 8.72e-05, 0.00e+00, 2.95e-08, 0.00e+00, 0.00e+00, 0.00e+00, 6.13e-06, 5.48e-05, 2.74e-05]    [2.03e-06, 1.35e-06, 7.20e-07, 9.70e-07, 7.82e-07, 1.70e-06, 5.54e-07, 1.77e-05, 9.91e-05, 3.86e-07, 2.99e-05, 2.99e-05, 1.09e-04, 8.72e-05, 0.00e+00, 2.95e-08, 0.00e+00, 0.00e+00, 0.00e+00, 6.13e-06, 5.48e-05, 2.74e-05]    []  
629600    [2.31e-07, 5.35e-07, 6.70e-07, 5.58e-07, 4.69e-07, 1.57e-06, 2.43e-07, 5.67e-09, 1.32e-09, 8.85e-09, 5.20e-07, 1.38e-06, 1.12e-06, 4.19e-07, 7.57e-09, 1.00e-08, 3.40e-09, 6.83e-09, 3.09e-11, 1.28e-11, 2.61e-08, 3.73e-10]    [2.31e-07, 5.35e-07, 6.70e-07, 5.58e-07, 4.69e-07, 1.57e-06, 2.43e-07, 5.67e-09, 1.32e-09, 8.85e-09, 5.20e-07, 1.38e-06, 1.12e-06, 4.19e-07, 7.57e-09, 1.00e-08, 3.40e-09, 6.83e-09, 3.09e-11, 1.28e-11, 2.61e-08, 3.73e-10]    []  
629700    [2.58e-07, 5.81e-07, 8.04e-07, 5.34e-07, 6.20e-07, 1.59e-06, 2.40e-07, 1.95e-07, 2.65e-10, 3.50e-08, 1.33e-06, 2.24e-06, 3.27e-06, 1.13e-06, 4.43e-09, 0.00e+00, 0.00e+00, 6.04e-09, 0.00e+00, 3.07e-11, 2.21e-07, 3.25e-10]    [2.58e-07, 5.81e-07, 8.04e-07, 5.34e-07, 6.20e-07, 1.59e-06, 2.40e-07, 1.95e-07, 2.65e-10, 3.50e-08, 1.33e-06, 2.24e-06, 3.27e-06, 1.13e-06, 4.43e-09, 0.00e+00, 0.00e+00, 6.04e-09, 0.00e+00, 3.07e-11, 2.21e-07, 3.25e-10]    []  
629800    [9.17e-06, 1.97e-06, 1.88e-06, 3.55e-06, 2.48e-06, 1.96e-06, 2.39e-06, 2.85e-06, 3.08e-07, 1.27e-05, 1.59e-05, 7.90e-05, 7.82e-05, 3.65e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.71e-09, 2.14e-07, 1.49e-08, 1.44e-06, 9.23e-08]    [9.17e-06, 1.97e-06, 1.88e-06, 3.55e-06, 2.48e-06, 1.96e-06, 2.39e-06, 2.85e-06, 3.08e-07, 1.27e-05, 1.59e-05, 7.90e-05, 7.82e-05, 3.65e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.71e-09, 2.14e-07, 1.49e-08, 1.44e-06, 9.23e-08]    []  
629900    [2.27e-07, 5.42e-07, 7.38e-07, 5.56e-07, 5.03e-07, 1.57e-06, 2.12e-07, 9.14e-09, 6.47e-11, 3.29e-09, 5.14e-07, 1.40e-06, 1.02e-06, 7.02e-08, 2.16e-09, 4.81e-09, 1.32e-09, 1.97e-09, 4.98e-11, 1.03e-13, 1.34e-07, 9.30e-10]    [2.27e-07, 5.42e-07, 7.38e-07, 5.56e-07, 5.03e-07, 1.57e-06, 2.12e-07, 9.14e-09, 6.47e-11, 3.29e-09, 5.14e-07, 1.40e-06, 1.02e-06, 7.02e-08, 2.16e-09, 4.81e-09, 1.32e-09, 1.97e-09, 4.98e-11, 1.03e-13, 1.34e-07, 9.30e-10]    []  
630000    [3.52e-07, 7.35e-07, 8.77e-07, 5.28e-07, 6.80e-07, 1.67e-06, 2.47e-07, 1.29e-06, 1.93e-08, 3.85e-08, 7.44e-07, 1.84e-06, 1.46e-06, 7.97e-07, 1.83e-09, 8.53e-09, 3.16e-09, 3.75e-09, 3.25e-07, 0.00e+00, 2.15e-06, 8.75e-09]    [3.52e-07, 7.35e-07, 8.77e-07, 5.28e-07, 6.80e-07, 1.67e-06, 2.47e-07, 1.29e-06, 1.93e-08, 3.85e-08, 7.44e-07, 1.84e-06, 1.46e-06, 7.97e-07, 1.83e-09, 8.53e-09, 3.16e-09, 3.75e-09, 3.25e-07, 0.00e+00, 2.15e-06, 8.75e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 57.697049 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
630000    [3.52e-07, 7.35e-07, 8.77e-07, 5.28e-07, 6.80e-07, 1.67e-06, 2.47e-07, 1.29e-06, 1.93e-08, 3.85e-08, 7.44e-07, 1.84e-06, 1.46e-06, 7.97e-07, 1.83e-09, 8.53e-09, 3.16e-09, 3.75e-09, 3.25e-07, 0.00e+00, 2.15e-06, 8.75e-09]    [3.52e-07, 7.35e-07, 8.77e-07, 5.28e-07, 6.80e-07, 1.67e-06, 2.47e-07, 1.29e-06, 1.93e-08, 3.85e-08, 7.44e-07, 1.84e-06, 1.46e-06, 7.97e-07, 1.83e-09, 8.53e-09, 3.16e-09, 3.75e-09, 3.25e-07, 0.00e+00, 2.15e-06, 8.75e-09]    []  
630100    [8.62e-05, 2.73e-05, 8.33e-06, 1.69e-05, 6.55e-06, 1.43e-05, 3.13e-06, 5.29e-05, 3.97e-08, 1.14e-04, 1.31e-04, 8.58e-04, 9.15e-04, 4.54e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.36e-04, 1.77e-07]    [8.62e-05, 2.73e-05, 8.33e-06, 1.69e-05, 6.55e-06, 1.43e-05, 3.13e-06, 5.29e-05, 3.97e-08, 1.14e-04, 1.31e-04, 8.58e-04, 9.15e-04, 4.54e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.36e-04, 1.77e-07]    []  
630200    [2.21e-07, 5.81e-07, 7.55e-07, 5.41e-07, 5.54e-07, 1.57e-06, 1.99e-07, 7.49e-10, 3.01e-09, 2.27e-09, 5.18e-07, 1.50e-06, 1.08e-06, 3.07e-07, 1.74e-10, 7.97e-11, 0.00e+00, 0.00e+00, 4.08e-12, 4.75e-10, 4.28e-08, 3.02e-09]    [2.21e-07, 5.81e-07, 7.55e-07, 5.41e-07, 5.54e-07, 1.57e-06, 1.99e-07, 7.49e-10, 3.01e-09, 2.27e-09, 5.18e-07, 1.50e-06, 1.08e-06, 3.07e-07, 1.74e-10, 7.97e-11, 0.00e+00, 0.00e+00, 4.08e-12, 4.75e-10, 4.28e-08, 3.02e-09]    []  
630300    [1.21e-06, 9.83e-07, 8.78e-07, 6.69e-07, 7.21e-07, 1.46e-06, 4.61e-07, 4.08e-06, 5.69e-08, 8.35e-07, 2.18e-06, 6.68e-06, 4.00e-06, 5.65e-06, 2.68e-08, 7.09e-07, 5.36e-10, 6.73e-08, 8.94e-07, 9.25e-07, 5.66e-06, 4.27e-06]    [1.21e-06, 9.83e-07, 8.78e-07, 6.69e-07, 7.21e-07, 1.46e-06, 4.61e-07, 4.08e-06, 5.69e-08, 8.35e-07, 2.18e-06, 6.68e-06, 4.00e-06, 5.65e-06, 2.68e-08, 7.09e-07, 5.36e-10, 6.73e-08, 8.94e-07, 9.25e-07, 5.66e-06, 4.27e-06]    []  
630400    [3.95e-07, 6.51e-07, 6.78e-07, 5.72e-07, 4.40e-07, 1.60e-06, 2.07e-07, 3.52e-09, 3.18e-10, 2.66e-07, 8.28e-07, 3.13e-06, 4.21e-06, 1.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.98e-11, 1.17e-11, 1.23e-08, 3.08e-10]    [3.95e-07, 6.51e-07, 6.78e-07, 5.72e-07, 4.40e-07, 1.60e-06, 2.07e-07, 3.52e-09, 3.18e-10, 2.66e-07, 8.28e-07, 3.13e-06, 4.21e-06, 1.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.98e-11, 1.17e-11, 1.23e-08, 3.08e-10]    []  
630500    [2.44e-07, 5.67e-07, 7.69e-07, 5.37e-07, 5.92e-07, 1.58e-06, 2.23e-07, 9.31e-09, 1.16e-09, 1.54e-08, 6.13e-07, 1.56e-06, 1.32e-06, 5.40e-07, 5.20e-09, 1.69e-08, 4.65e-09, 7.83e-09, 1.94e-09, 0.00e+00, 1.90e-08, 2.15e-09]    [2.44e-07, 5.67e-07, 7.69e-07, 5.37e-07, 5.92e-07, 1.58e-06, 2.23e-07, 9.31e-09, 1.16e-09, 1.54e-08, 6.13e-07, 1.56e-06, 1.32e-06, 5.40e-07, 5.20e-09, 1.69e-08, 4.65e-09, 7.83e-09, 1.94e-09, 0.00e+00, 1.90e-08, 2.15e-09]    []  
630600    [2.33e-06, 2.74e-06, 1.12e-06, 3.30e-06, 1.12e-06, 2.58e-06, 1.67e-06, 5.81e-05, 1.42e-07, 2.94e-06, 5.20e-06, 3.48e-05, 2.00e-05, 1.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 6.57e-09, 0.00e+00, 8.41e-09, 1.18e-04, 5.30e-08]    [2.33e-06, 2.74e-06, 1.12e-06, 3.30e-06, 1.12e-06, 2.58e-06, 1.67e-06, 5.81e-05, 1.42e-07, 2.94e-06, 5.20e-06, 3.48e-05, 2.00e-05, 1.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 6.57e-09, 0.00e+00, 8.41e-09, 1.18e-04, 5.30e-08]    []  
630700    [2.19e-07, 5.47e-07, 6.88e-07, 5.42e-07, 5.01e-07, 1.60e-06, 1.98e-07, 1.14e-09, 7.99e-10, 1.50e-10, 5.00e-07, 1.30e-06, 8.83e-07, 1.74e-09, 1.33e-09, 2.48e-09, 3.84e-10, 6.20e-10, 9.72e-10, 1.28e-12, 1.48e-08, 7.33e-10]    [2.19e-07, 5.47e-07, 6.88e-07, 5.42e-07, 5.01e-07, 1.60e-06, 1.98e-07, 1.14e-09, 7.99e-10, 1.50e-10, 5.00e-07, 1.30e-06, 8.83e-07, 1.74e-09, 1.33e-09, 2.48e-09, 3.84e-10, 6.20e-10, 9.72e-10, 1.28e-12, 1.48e-08, 7.33e-10]    []  
630800    [2.88e-07, 6.62e-07, 8.93e-07, 5.80e-07, 7.61e-07, 1.51e-06, 2.53e-07, 1.97e-06, 4.73e-05, 5.67e-08, 2.64e-06, 3.89e-06, 4.41e-06, 9.53e-07, 2.33e-09, 5.03e-08, 1.03e-09, 1.88e-08, 4.49e-07, 0.00e+00, 2.94e-06, 5.82e-05]    [2.88e-07, 6.62e-07, 8.93e-07, 5.80e-07, 7.61e-07, 1.51e-06, 2.53e-07, 1.97e-06, 4.73e-05, 5.67e-08, 2.64e-06, 3.89e-06, 4.41e-06, 9.53e-07, 2.33e-09, 5.03e-08, 1.03e-09, 1.88e-08, 4.49e-07, 0.00e+00, 2.94e-06, 5.82e-05]    []  
630900    [2.31e-07, 5.77e-07, 6.74e-07, 5.79e-07, 4.57e-07, 1.64e-06, 1.89e-07, 6.62e-10, 7.68e-11, 6.61e-11, 5.17e-07, 1.22e-06, 7.97e-07, 1.35e-09, 1.31e-09, 3.55e-09, 2.07e-09, 1.44e-09, 9.25e-09, 3.71e-12, 5.56e-08, 5.50e-10]    [2.31e-07, 5.77e-07, 6.74e-07, 5.79e-07, 4.57e-07, 1.64e-06, 1.89e-07, 6.62e-10, 7.68e-11, 6.61e-11, 5.17e-07, 1.22e-06, 7.97e-07, 1.35e-09, 1.31e-09, 3.55e-09, 2.07e-09, 1.44e-09, 9.25e-09, 3.71e-12, 5.56e-08, 5.50e-10]    []  
631000    [4.27e-07, 7.25e-07, 7.09e-07, 5.51e-07, 5.89e-07, 1.69e-06, 3.24e-07, 2.54e-08, 1.20e-05, 5.91e-08, 1.75e-06, 2.62e-06, 5.94e-06, 8.01e-06, 6.25e-09, 9.66e-08, 8.40e-08, 3.14e-09, 1.38e-10, 0.00e+00, 4.66e-08, 1.92e-05]    [4.27e-07, 7.25e-07, 7.09e-07, 5.51e-07, 5.89e-07, 1.69e-06, 3.24e-07, 2.54e-08, 1.20e-05, 5.91e-08, 1.75e-06, 2.62e-06, 5.94e-06, 8.01e-06, 6.25e-09, 9.66e-08, 8.40e-08, 3.14e-09, 1.38e-10, 0.00e+00, 4.66e-08, 1.92e-05]    []  
631100    [2.32e-07, 5.53e-07, 6.10e-07, 5.73e-07, 3.84e-07, 1.61e-06, 2.51e-07, 5.73e-08, 1.48e-09, 3.59e-08, 5.54e-07, 1.51e-06, 1.37e-06, 1.58e-06, 0.00e+00, 5.22e-10, 6.83e-10, 0.00e+00, 0.00e+00, 1.62e-10, 2.58e-08, 9.74e-10]    [2.32e-07, 5.53e-07, 6.10e-07, 5.73e-07, 3.84e-07, 1.61e-06, 2.51e-07, 5.73e-08, 1.48e-09, 3.59e-08, 5.54e-07, 1.51e-06, 1.37e-06, 1.58e-06, 0.00e+00, 5.22e-10, 6.83e-10, 0.00e+00, 0.00e+00, 1.62e-10, 2.58e-08, 9.74e-10]    []  
631200    [2.50e-07, 6.37e-07, 7.80e-07, 5.84e-07, 5.35e-07, 1.62e-06, 2.58e-07, 7.80e-09, 1.02e-09, 3.37e-09, 7.41e-07, 1.77e-06, 1.82e-06, 4.86e-07, 4.39e-09, 0.00e+00, 1.64e-10, 4.36e-09, 2.96e-09, 1.64e-10, 2.35e-08, 9.99e-10]    [2.50e-07, 6.37e-07, 7.80e-07, 5.84e-07, 5.35e-07, 1.62e-06, 2.58e-07, 7.80e-09, 1.02e-09, 3.37e-09, 7.41e-07, 1.77e-06, 1.82e-06, 4.86e-07, 4.39e-09, 0.00e+00, 1.64e-10, 4.36e-09, 2.96e-09, 1.64e-10, 2.35e-08, 9.99e-10]    []  
631300    [7.06e-07, 5.37e-07, 6.70e-07, 6.10e-07, 4.62e-07, 1.69e-06, 2.57e-07, 1.03e-08, 5.46e-11, 5.57e-07, 1.85e-06, 4.24e-06, 9.36e-06, 2.31e-05, 2.56e-07, 1.84e-07, 1.76e-07, 1.72e-07, 4.98e-08, 1.89e-11, 3.20e-07, 3.47e-10]    [7.06e-07, 5.37e-07, 6.70e-07, 6.10e-07, 4.62e-07, 1.69e-06, 2.57e-07, 1.03e-08, 5.46e-11, 5.57e-07, 1.85e-06, 4.24e-06, 9.36e-06, 2.31e-05, 2.56e-07, 1.84e-07, 1.76e-07, 1.72e-07, 4.98e-08, 1.89e-11, 3.20e-07, 3.47e-10]    []  
631400    [2.40e-07, 6.02e-07, 7.63e-07, 5.56e-07, 5.10e-07, 1.61e-06, 2.38e-07, 4.26e-09, 4.44e-15, 7.07e-09, 5.90e-07, 1.63e-06, 1.15e-06, 4.73e-07, 9.39e-10, 0.00e+00, 0.00e+00, 1.94e-09, 1.61e-10, 3.27e-10, 1.18e-08, 1.84e-09]    [2.40e-07, 6.02e-07, 7.63e-07, 5.56e-07, 5.10e-07, 1.61e-06, 2.38e-07, 4.26e-09, 4.44e-15, 7.07e-09, 5.90e-07, 1.63e-06, 1.15e-06, 4.73e-07, 9.39e-10, 0.00e+00, 0.00e+00, 1.94e-09, 1.61e-10, 3.27e-10, 1.18e-08, 1.84e-09]    []  
631500    [2.23e-05, 3.74e-06, 2.32e-06, 2.76e-06, 2.44e-06, 3.75e-06, 1.04e-06, 1.31e-05, 6.21e-10, 3.17e-05, 6.38e-05, 1.74e-04, 4.12e-04, 1.24e-03, 1.84e-05, 1.58e-05, 1.08e-05, 9.50e-06, 4.44e-06, 1.53e-11, 2.52e-05, 3.35e-10]    [2.23e-05, 3.74e-06, 2.32e-06, 2.76e-06, 2.44e-06, 3.75e-06, 1.04e-06, 1.31e-05, 6.21e-10, 3.17e-05, 6.38e-05, 1.74e-04, 4.12e-04, 1.24e-03, 1.84e-05, 1.58e-05, 1.08e-05, 9.50e-06, 4.44e-06, 1.53e-11, 2.52e-05, 3.35e-10]    []  
631600    [2.41e-07, 5.85e-07, 7.68e-07, 5.88e-07, 5.14e-07, 1.63e-06, 2.24e-07, 3.14e-08, 1.28e-09, 4.24e-09, 6.34e-07, 1.44e-06, 1.09e-06, 2.19e-07, 3.87e-09, 6.41e-09, 1.47e-10, 8.38e-09, 0.00e+00, 2.15e-10, 3.42e-08, 1.24e-09]    [2.41e-07, 5.85e-07, 7.68e-07, 5.88e-07, 5.14e-07, 1.63e-06, 2.24e-07, 3.14e-08, 1.28e-09, 4.24e-09, 6.34e-07, 1.44e-06, 1.09e-06, 2.19e-07, 3.87e-09, 6.41e-09, 1.47e-10, 8.38e-09, 0.00e+00, 2.15e-10, 3.42e-08, 1.24e-09]    []  
631700    [5.86e-06, 1.78e-06, 1.81e-06, 3.56e-06, 2.85e-06, 2.24e-06, 1.98e-06, 9.56e-06, 2.36e-07, 1.86e-05, 7.77e-05, 1.06e-04, 3.08e-05, 3.20e-04, 0.00e+00, 0.00e+00, 6.20e-08, 2.11e-10, 2.13e-06, 1.91e-08, 1.27e-05, 1.16e-07]    [5.86e-06, 1.78e-06, 1.81e-06, 3.56e-06, 2.85e-06, 2.24e-06, 1.98e-06, 9.56e-06, 2.36e-07, 1.86e-05, 7.77e-05, 1.06e-04, 3.08e-05, 3.20e-04, 0.00e+00, 0.00e+00, 6.20e-08, 2.11e-10, 2.13e-06, 1.91e-08, 1.27e-05, 1.16e-07]    []  
631800    [2.27e-07, 5.73e-07, 6.81e-07, 5.44e-07, 4.64e-07, 1.62e-06, 2.08e-07, 1.12e-07, 1.49e-10, 5.24e-09, 5.61e-07, 1.42e-06, 9.36e-07, 1.93e-07, 2.43e-13, 1.09e-09, 0.00e+00, 7.59e-12, 3.53e-08, 2.00e-11, 2.26e-07, 2.38e-10]    [2.27e-07, 5.73e-07, 6.81e-07, 5.44e-07, 4.64e-07, 1.62e-06, 2.08e-07, 1.12e-07, 1.49e-10, 5.24e-09, 5.61e-07, 1.42e-06, 9.36e-07, 1.93e-07, 2.43e-13, 1.09e-09, 0.00e+00, 7.59e-12, 3.53e-08, 2.00e-11, 2.26e-07, 2.38e-10]    []  
631900    [7.16e-07, 7.68e-07, 9.13e-07, 5.35e-07, 5.69e-07, 1.67e-06, 4.60e-07, 7.00e-06, 1.91e-05, 1.80e-07, 4.54e-06, 5.42e-06, 4.01e-06, 2.51e-06, 1.57e-09, 2.34e-07, 0.00e+00, 1.24e-07, 0.00e+00, 3.53e-06, 9.56e-06, 1.57e-05]    [7.16e-07, 7.68e-07, 9.13e-07, 5.35e-07, 5.69e-07, 1.67e-06, 4.60e-07, 7.00e-06, 1.91e-05, 1.80e-07, 4.54e-06, 5.42e-06, 4.01e-06, 2.51e-06, 1.57e-09, 2.34e-07, 0.00e+00, 1.24e-07, 0.00e+00, 3.53e-06, 9.56e-06, 1.57e-05]    []  
632000    [5.29e-07, 6.71e-07, 6.22e-07, 5.52e-07, 4.07e-07, 1.65e-06, 1.99e-07, 1.95e-08, 8.56e-10, 4.05e-07, 1.37e-06, 4.02e-06, 8.05e-06, 1.82e-05, 0.00e+00, 0.00e+00, 9.71e-11, 0.00e+00, 1.06e-10, 1.72e-11, 7.04e-08, 3.20e-10]    [5.29e-07, 6.71e-07, 6.22e-07, 5.52e-07, 4.07e-07, 1.65e-06, 1.99e-07, 1.95e-08, 8.56e-10, 4.05e-07, 1.37e-06, 4.02e-06, 8.05e-06, 1.82e-05, 0.00e+00, 0.00e+00, 9.71e-11, 0.00e+00, 1.06e-10, 1.72e-11, 7.04e-08, 3.20e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 56.608268 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
632000    [5.29e-07, 6.71e-07, 6.22e-07, 5.52e-07, 4.07e-07, 1.65e-06, 1.99e-07, 1.95e-08, 8.56e-10, 4.05e-07, 1.37e-06, 4.02e-06, 8.05e-06, 1.82e-05, 0.00e+00, 0.00e+00, 9.71e-11, 0.00e+00, 1.06e-10, 1.72e-11, 7.04e-08, 3.20e-10]    [5.29e-07, 6.71e-07, 6.22e-07, 5.52e-07, 4.07e-07, 1.65e-06, 1.99e-07, 1.95e-08, 8.56e-10, 4.05e-07, 1.37e-06, 4.02e-06, 8.05e-06, 1.82e-05, 0.00e+00, 0.00e+00, 9.71e-11, 0.00e+00, 1.06e-10, 1.72e-11, 7.04e-08, 3.20e-10]    []  
632100    [2.53e-07, 5.69e-07, 7.50e-07, 5.21e-07, 5.19e-07, 1.65e-06, 2.20e-07, 6.57e-08, 1.44e-08, 7.21e-09, 6.48e-07, 1.53e-06, 1.03e-06, 1.41e-07, 3.26e-09, 6.21e-09, 0.00e+00, 3.58e-09, 0.00e+00, 0.00e+00, 2.22e-07, 3.08e-09]    [2.53e-07, 5.69e-07, 7.50e-07, 5.21e-07, 5.19e-07, 1.65e-06, 2.20e-07, 6.57e-08, 1.44e-08, 7.21e-09, 6.48e-07, 1.53e-06, 1.03e-06, 1.41e-07, 3.26e-09, 6.21e-09, 0.00e+00, 3.58e-09, 0.00e+00, 0.00e+00, 2.22e-07, 3.08e-09]    []  
632200    [4.05e-06, 2.11e-06, 3.30e-06, 2.02e-06, 1.06e-06, 1.82e-06, 1.18e-06, 4.37e-05, 1.04e-04, 2.09e-06, 1.27e-05, 3.14e-05, 7.74e-05, 1.36e-04, 2.22e-06, 7.26e-07, 1.91e-06, 1.04e-06, 0.00e+00, 0.00e+00, 3.20e-05, 1.63e-04]    [4.05e-06, 2.11e-06, 3.30e-06, 2.02e-06, 1.06e-06, 1.82e-06, 1.18e-06, 4.37e-05, 1.04e-04, 2.09e-06, 1.27e-05, 3.14e-05, 7.74e-05, 1.36e-04, 2.22e-06, 7.26e-07, 1.91e-06, 1.04e-06, 0.00e+00, 0.00e+00, 3.20e-05, 1.63e-04]    []  
632300    [2.29e-07, 5.31e-07, 6.36e-07, 5.26e-07, 4.56e-07, 1.64e-06, 2.01e-07, 2.30e-07, 2.80e-09, 1.14e-09, 6.06e-07, 1.32e-06, 9.95e-07, 1.28e-07, 2.86e-09, 7.24e-09, 2.14e-09, 3.90e-09, 1.13e-08, 4.00e-10, 6.85e-08, 2.41e-09]    [2.29e-07, 5.31e-07, 6.36e-07, 5.26e-07, 4.56e-07, 1.64e-06, 2.01e-07, 2.30e-07, 2.80e-09, 1.14e-09, 6.06e-07, 1.32e-06, 9.95e-07, 1.28e-07, 2.86e-09, 7.24e-09, 2.14e-09, 3.90e-09, 1.13e-08, 4.00e-10, 6.85e-08, 2.41e-09]    []  
632400    [5.00e-07, 6.98e-07, 7.42e-07, 5.78e-07, 5.26e-07, 1.56e-06, 2.54e-07, 1.08e-07, 1.14e-06, 1.65e-07, 7.53e-07, 2.96e-06, 2.40e-06, 5.46e-06, 1.30e-10, 0.00e+00, 0.00e+00, 1.05e-08, 8.98e-09, 0.00e+00, 5.56e-08, 2.59e-06]    [5.00e-07, 6.98e-07, 7.42e-07, 5.78e-07, 5.26e-07, 1.56e-06, 2.54e-07, 1.08e-07, 1.14e-06, 1.65e-07, 7.53e-07, 2.96e-06, 2.40e-06, 5.46e-06, 1.30e-10, 0.00e+00, 0.00e+00, 1.05e-08, 8.98e-09, 0.00e+00, 5.56e-08, 2.59e-06]    []  
632500    [7.53e-06, 1.49e-06, 1.17e-06, 1.20e-06, 1.10e-06, 2.38e-06, 4.54e-07, 4.40e-06, 1.26e-09, 9.97e-06, 2.24e-05, 5.58e-05, 1.45e-04, 4.00e-04, 5.08e-06, 3.97e-06, 3.33e-06, 2.97e-06, 1.23e-06, 0.00e+00, 7.62e-06, 1.06e-08]    [7.53e-06, 1.49e-06, 1.17e-06, 1.20e-06, 1.10e-06, 2.38e-06, 4.54e-07, 4.40e-06, 1.26e-09, 9.97e-06, 2.24e-05, 5.58e-05, 1.45e-04, 4.00e-04, 5.08e-06, 3.97e-06, 3.33e-06, 2.97e-06, 1.23e-06, 0.00e+00, 7.62e-06, 1.06e-08]    []  
632600    [2.35e-07, 5.86e-07, 7.23e-07, 5.30e-07, 4.97e-07, 1.63e-06, 2.18e-07, 7.79e-08, 7.99e-10, 1.69e-08, 5.92e-07, 1.56e-06, 1.03e-06, 5.09e-07, 3.18e-11, 7.36e-10, 0.00e+00, 1.18e-10, 0.00e+00, 4.47e-12, 4.30e-08, 1.05e-09]    [2.35e-07, 5.86e-07, 7.23e-07, 5.30e-07, 4.97e-07, 1.63e-06, 2.18e-07, 7.79e-08, 7.99e-10, 1.69e-08, 5.92e-07, 1.56e-06, 1.03e-06, 5.09e-07, 3.18e-11, 7.36e-10, 0.00e+00, 1.18e-10, 0.00e+00, 4.47e-12, 4.30e-08, 1.05e-09]    []  
632700    [4.35e-05, 9.56e-06, 6.18e-06, 1.20e-05, 1.05e-05, 4.98e-06, 5.71e-06, 4.96e-06, 3.22e-05, 7.67e-05, 1.89e-04, 5.63e-04, 6.67e-04, 3.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.62e-06, 3.25e-06, 1.63e-05]    [4.35e-05, 9.56e-06, 6.18e-06, 1.20e-05, 1.05e-05, 4.98e-06, 5.71e-06, 4.96e-06, 3.22e-05, 7.67e-05, 1.89e-04, 5.63e-04, 6.67e-04, 3.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.62e-06, 3.25e-06, 1.63e-05]    []  
632800    [2.42e-07, 6.34e-07, 7.73e-07, 5.62e-07, 5.22e-07, 1.65e-06, 2.00e-07, 1.56e-07, 1.11e-09, 4.05e-10, 5.94e-07, 1.35e-06, 8.65e-07, 4.41e-08, 1.87e-10, 1.06e-09, 0.00e+00, 6.06e-11, 2.28e-09, 1.29e-10, 2.47e-08, 7.65e-10]    [2.42e-07, 6.34e-07, 7.73e-07, 5.62e-07, 5.22e-07, 1.65e-06, 2.00e-07, 1.56e-07, 1.11e-09, 4.05e-10, 5.94e-07, 1.35e-06, 8.65e-07, 4.41e-08, 1.87e-10, 1.06e-09, 0.00e+00, 6.06e-11, 2.28e-09, 1.29e-10, 2.47e-08, 7.65e-10]    []  
632900    [9.95e-06, 3.29e-06, 1.29e-06, 1.93e-06, 8.63e-07, 2.67e-06, 3.77e-07, 2.70e-06, 9.52e-09, 1.08e-05, 1.93e-05, 7.91e-05, 1.59e-04, 4.94e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.36e-10, 6.48e-06, 3.17e-09]    [9.95e-06, 3.29e-06, 1.29e-06, 1.93e-06, 8.63e-07, 2.67e-06, 3.77e-07, 2.70e-06, 9.52e-09, 1.08e-05, 1.93e-05, 7.91e-05, 1.59e-04, 4.94e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.36e-10, 6.48e-06, 3.17e-09]    []  
633000    [2.53e-07, 6.36e-07, 6.53e-07, 5.73e-07, 4.40e-07, 1.66e-06, 2.67e-07, 8.12e-11, 3.82e-08, 2.45e-09, 6.90e-07, 1.56e-06, 1.30e-06, 9.93e-08, 1.40e-09, 1.16e-09, 0.00e+00, 1.08e-09, 2.04e-08, 0.00e+00, 1.20e-07, 5.68e-07]    [2.53e-07, 6.36e-07, 6.53e-07, 5.73e-07, 4.40e-07, 1.66e-06, 2.67e-07, 8.12e-11, 3.82e-08, 2.45e-09, 6.90e-07, 1.56e-06, 1.30e-06, 9.93e-08, 1.40e-09, 1.16e-09, 0.00e+00, 1.08e-09, 2.04e-08, 0.00e+00, 1.20e-07, 5.68e-07]    []  
633100    [2.62e-05, 7.47e-06, 2.85e-06, 4.36e-06, 1.77e-06, 4.51e-06, 6.62e-07, 8.43e-06, 1.73e-10, 2.75e-05, 4.79e-05, 2.07e-04, 3.90e-04, 1.27e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.47e-12, 2.45e-05, 1.10e-09]    [2.62e-05, 7.47e-06, 2.85e-06, 4.36e-06, 1.77e-06, 4.51e-06, 6.62e-07, 8.43e-06, 1.73e-10, 2.75e-05, 4.79e-05, 2.07e-04, 3.90e-04, 1.27e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.47e-12, 2.45e-05, 1.10e-09]    []  
633200    [2.50e-07, 5.86e-07, 7.10e-07, 5.41e-07, 4.63e-07, 1.65e-06, 2.33e-07, 1.42e-08, 1.82e-10, 6.91e-09, 6.30e-07, 1.44e-06, 9.43e-07, 5.75e-08, 1.55e-09, 5.70e-09, 0.00e+00, 5.46e-09, 8.11e-11, 2.58e-10, 1.37e-08, 1.47e-09]    [2.50e-07, 5.86e-07, 7.10e-07, 5.41e-07, 4.63e-07, 1.65e-06, 2.33e-07, 1.42e-08, 1.82e-10, 6.91e-09, 6.30e-07, 1.44e-06, 9.43e-07, 5.75e-08, 1.55e-09, 5.70e-09, 0.00e+00, 5.46e-09, 8.11e-11, 2.58e-10, 1.37e-08, 1.47e-09]    []  
633300    [8.55e-06, 2.83e-06, 1.24e-06, 1.66e-06, 7.73e-07, 2.47e-06, 2.95e-07, 3.46e-06, 3.43e-10, 8.79e-06, 1.90e-05, 6.59e-05, 1.51e-04, 4.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-11, 7.94e-06, 6.72e-10]    [8.55e-06, 2.83e-06, 1.24e-06, 1.66e-06, 7.73e-07, 2.47e-06, 2.95e-07, 3.46e-06, 3.43e-10, 8.79e-06, 1.90e-05, 6.59e-05, 1.51e-04, 4.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-11, 7.94e-06, 6.72e-10]    []  
633400    [2.73e-07, 5.94e-07, 7.59e-07, 5.42e-07, 4.75e-07, 1.67e-06, 2.18e-07, 3.30e-08, 1.51e-07, 1.87e-08, 7.76e-07, 1.53e-06, 9.94e-07, 3.29e-07, 4.55e-09, 1.15e-08, 0.00e+00, 1.36e-08, 0.00e+00, 0.00e+00, 7.03e-08, 5.30e-07]    [2.73e-07, 5.94e-07, 7.59e-07, 5.42e-07, 4.75e-07, 1.67e-06, 2.18e-07, 3.30e-08, 1.51e-07, 1.87e-08, 7.76e-07, 1.53e-06, 9.94e-07, 3.29e-07, 4.55e-09, 1.15e-08, 0.00e+00, 1.36e-08, 0.00e+00, 0.00e+00, 7.03e-08, 5.30e-07]    []  
633500    [2.92e-06, 1.37e-06, 7.60e-07, 8.16e-07, 4.90e-07, 1.90e-06, 1.97e-07, 8.13e-07, 3.07e-10, 2.98e-06, 6.79e-06, 2.25e-05, 5.26e-05, 1.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.75e-11, 1.90e-06, 5.09e-10]    [2.92e-06, 1.37e-06, 7.60e-07, 8.16e-07, 4.90e-07, 1.90e-06, 1.97e-07, 8.13e-07, 3.07e-10, 2.98e-06, 6.79e-06, 2.25e-05, 5.26e-05, 1.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.75e-11, 1.90e-06, 5.09e-10]    []  
633600    [2.43e-07, 5.69e-07, 7.05e-07, 5.04e-07, 4.65e-07, 1.64e-06, 1.99e-07, 3.08e-07, 4.05e-09, 2.88e-10, 6.11e-07, 1.43e-06, 9.44e-07, 3.64e-08, 2.19e-09, 6.94e-09, 0.00e+00, 9.22e-09, 2.02e-08, 0.00e+00, 1.23e-07, 2.49e-09]    [2.43e-07, 5.69e-07, 7.05e-07, 5.04e-07, 4.65e-07, 1.64e-06, 1.99e-07, 3.08e-07, 4.05e-09, 2.88e-10, 6.11e-07, 1.43e-06, 9.44e-07, 3.64e-08, 2.19e-09, 6.94e-09, 0.00e+00, 9.22e-09, 2.02e-08, 0.00e+00, 1.23e-07, 2.49e-09]    []  
633700    [6.74e-06, 2.13e-06, 3.56e-06, 6.07e-06, 1.50e-06, 4.50e-06, 1.78e-06, 1.55e-04, 1.14e-06, 5.78e-06, 1.73e-05, 6.72e-05, 2.93e-05, 1.28e-04, 3.34e-06, 3.34e-07, 1.38e-07, 2.01e-07, 2.17e-05, 0.00e+00, 1.13e-04, 5.49e-07]    [6.74e-06, 2.13e-06, 3.56e-06, 6.07e-06, 1.50e-06, 4.50e-06, 1.78e-06, 1.55e-04, 1.14e-06, 5.78e-06, 1.73e-05, 6.72e-05, 2.93e-05, 1.28e-04, 3.34e-06, 3.34e-07, 1.38e-07, 2.01e-07, 2.17e-05, 0.00e+00, 1.13e-04, 5.49e-07]    []  
633800    [2.50e-07, 5.64e-07, 6.62e-07, 4.63e-07, 4.71e-07, 1.70e-06, 1.79e-07, 3.35e-11, 4.04e-06, 3.83e-08, 1.09e-06, 1.73e-06, 1.16e-06, 3.51e-07, 3.61e-09, 3.23e-09, 2.55e-11, 2.46e-08, 0.00e+00, 0.00e+00, 2.08e-07, 4.78e-06]    [2.50e-07, 5.64e-07, 6.62e-07, 4.63e-07, 4.71e-07, 1.70e-06, 1.79e-07, 3.35e-11, 4.04e-06, 3.83e-08, 1.09e-06, 1.73e-06, 1.16e-06, 3.51e-07, 3.61e-09, 3.23e-09, 2.55e-11, 2.46e-08, 0.00e+00, 0.00e+00, 2.08e-07, 4.78e-06]    []  
633900    [4.04e-06, 2.92e-06, 8.77e-07, 1.54e-06, 2.77e-06, 2.06e-06, 1.86e-06, 2.62e-05, 1.42e-06, 2.99e-08, 2.14e-05, 4.20e-05, 2.88e-05, 5.94e-05, 1.57e-07, 1.73e-06, 7.71e-07, 3.92e-09, 0.00e+00, 2.60e-07, 7.50e-05, 1.32e-06]    [4.04e-06, 2.92e-06, 8.77e-07, 1.54e-06, 2.77e-06, 2.06e-06, 1.86e-06, 2.62e-05, 1.42e-06, 2.99e-08, 2.14e-05, 4.20e-05, 2.88e-05, 5.94e-05, 1.57e-07, 1.73e-06, 7.71e-07, 3.92e-09, 0.00e+00, 2.60e-07, 7.50e-05, 1.32e-06]    []  
634000    [2.45e-07, 6.21e-07, 7.49e-07, 5.28e-07, 4.65e-07, 1.67e-06, 1.61e-07, 1.42e-07, 7.86e-10, 1.85e-10, 5.64e-07, 1.20e-06, 7.39e-07, 2.55e-08, 1.16e-09, 3.52e-09, 3.31e-11, 1.20e-09, 1.33e-10, 5.14e-11, 1.51e-08, 3.89e-10]    [2.45e-07, 6.21e-07, 7.49e-07, 5.28e-07, 4.65e-07, 1.67e-06, 1.61e-07, 1.42e-07, 7.86e-10, 1.85e-10, 5.64e-07, 1.20e-06, 7.39e-07, 2.55e-08, 1.16e-09, 3.52e-09, 3.31e-11, 1.20e-09, 1.33e-10, 5.14e-11, 1.51e-08, 3.89e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 50.467412 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
634000    [2.45e-07, 6.21e-07, 7.49e-07, 5.28e-07, 4.65e-07, 1.67e-06, 1.61e-07, 1.42e-07, 7.86e-10, 1.85e-10, 5.64e-07, 1.20e-06, 7.39e-07, 2.55e-08, 1.16e-09, 3.52e-09, 3.31e-11, 1.20e-09, 1.33e-10, 5.14e-11, 1.51e-08, 3.89e-10]    [2.45e-07, 6.21e-07, 7.49e-07, 5.28e-07, 4.65e-07, 1.67e-06, 1.61e-07, 1.42e-07, 7.86e-10, 1.85e-10, 5.64e-07, 1.20e-06, 7.39e-07, 2.55e-08, 1.16e-09, 3.52e-09, 3.31e-11, 1.20e-09, 1.33e-10, 5.14e-11, 1.51e-08, 3.89e-10]    []  
634100    [1.30e-04, 2.29e-05, 1.41e-05, 1.84e-05, 2.12e-05, 1.57e-05, 1.16e-05, 8.56e-05, 1.02e-07, 2.69e-04, 3.77e-04, 1.47e-03, 1.62e-03, 8.93e-03, 1.55e-04, 2.46e-04, 5.68e-05, 5.44e-05, 2.34e-05, 6.93e-08, 1.18e-04, 3.82e-07]    [1.30e-04, 2.29e-05, 1.41e-05, 1.84e-05, 2.12e-05, 1.57e-05, 1.16e-05, 8.56e-05, 1.02e-07, 2.69e-04, 3.77e-04, 1.47e-03, 1.62e-03, 8.93e-03, 1.55e-04, 2.46e-04, 5.68e-05, 5.44e-05, 2.34e-05, 6.93e-08, 1.18e-04, 3.82e-07]    []  
634200    [2.46e-07, 6.42e-07, 7.92e-07, 5.14e-07, 4.97e-07, 1.66e-06, 1.57e-07, 1.34e-07, 7.72e-12, 6.24e-10, 5.73e-07, 1.33e-06, 9.07e-07, 1.96e-07, 2.33e-09, 1.63e-09, 1.74e-12, 3.55e-10, 1.47e-08, 2.47e-11, 8.93e-08, 2.39e-10]    [2.46e-07, 6.42e-07, 7.92e-07, 5.14e-07, 4.97e-07, 1.66e-06, 1.57e-07, 1.34e-07, 7.72e-12, 6.24e-10, 5.73e-07, 1.33e-06, 9.07e-07, 1.96e-07, 2.33e-09, 1.63e-09, 1.74e-12, 3.55e-10, 1.47e-08, 2.47e-11, 8.93e-08, 2.39e-10]    []  
634300    [2.94e-07, 6.07e-07, 5.20e-07, 4.10e-07, 4.05e-07, 1.66e-06, 1.07e-07, 1.09e-08, 4.99e-08, 1.21e-07, 6.90e-07, 1.84e-06, 2.72e-06, 5.68e-06, 0.00e+00, 5.81e-10, 3.38e-09, 0.00e+00, 7.84e-09, 0.00e+00, 4.95e-08, 4.15e-08]    [2.94e-07, 6.07e-07, 5.20e-07, 4.10e-07, 4.05e-07, 1.66e-06, 1.07e-07, 1.09e-08, 4.99e-08, 1.21e-07, 6.90e-07, 1.84e-06, 2.72e-06, 5.68e-06, 0.00e+00, 5.81e-10, 3.38e-09, 0.00e+00, 7.84e-09, 0.00e+00, 4.95e-08, 4.15e-08]    []  
634400    [2.41e-07, 5.71e-07, 6.52e-07, 4.50e-07, 4.92e-07, 1.63e-06, 1.98e-07, 3.10e-07, 1.19e-07, 1.76e-08, 5.81e-07, 1.46e-06, 1.06e-06, 1.21e-07, 6.36e-09, 1.11e-08, 5.29e-09, 6.03e-09, 5.07e-11, 0.00e+00, 1.54e-08, 3.79e-06]    [2.41e-07, 5.71e-07, 6.52e-07, 4.50e-07, 4.92e-07, 1.63e-06, 1.98e-07, 3.10e-07, 1.19e-07, 1.76e-08, 5.81e-07, 1.46e-06, 1.06e-06, 1.21e-07, 6.36e-09, 1.11e-08, 5.29e-09, 6.03e-09, 5.07e-11, 0.00e+00, 1.54e-08, 3.79e-06]    []  
634500    [1.52e-06, 1.18e-06, 4.11e-06, 8.03e-06, 2.48e-06, 2.74e-06, 3.77e-06, 8.95e-05, 1.32e-08, 4.84e-06, 4.71e-05, 4.13e-05, 4.59e-05, 7.33e-06, 0.00e+00, 4.18e-08, 2.09e-07, 1.37e-07, 2.51e-05, 0.00e+00, 1.25e-04, 3.27e-08]    [1.52e-06, 1.18e-06, 4.11e-06, 8.03e-06, 2.48e-06, 2.74e-06, 3.77e-06, 8.95e-05, 1.32e-08, 4.84e-06, 4.71e-05, 4.13e-05, 4.59e-05, 7.33e-06, 0.00e+00, 4.18e-08, 2.09e-07, 1.37e-07, 2.51e-05, 0.00e+00, 1.25e-04, 3.27e-08]    []  
634600    [2.31e-07, 5.77e-07, 6.81e-07, 4.53e-07, 4.88e-07, 1.64e-06, 1.58e-07, 7.24e-09, 6.72e-12, 1.70e-09, 5.39e-07, 1.21e-06, 7.78e-07, 2.35e-08, 1.34e-09, 3.77e-09, 0.00e+00, 3.64e-09, 0.00e+00, 2.04e-11, 1.29e-07, 2.93e-10]    [2.31e-07, 5.77e-07, 6.81e-07, 4.53e-07, 4.88e-07, 1.64e-06, 1.58e-07, 7.24e-09, 6.72e-12, 1.70e-09, 5.39e-07, 1.21e-06, 7.78e-07, 2.35e-08, 1.34e-09, 3.77e-09, 0.00e+00, 3.64e-09, 0.00e+00, 2.04e-11, 1.29e-07, 2.93e-10]    []  
634700    [4.01e-06, 2.96e-06, 2.48e-06, 2.66e-06, 9.55e-07, 2.02e-06, 9.64e-07, 3.68e-07, 2.75e-09, 6.97e-06, 3.60e-05, 7.79e-05, 2.94e-05, 2.44e-04, 3.00e-06, 2.18e-06, 3.74e-07, 1.25e-06, 2.01e-09, 2.89e-08, 2.68e-06, 1.65e-07]    [4.01e-06, 2.96e-06, 2.48e-06, 2.66e-06, 9.55e-07, 2.02e-06, 9.64e-07, 3.68e-07, 2.75e-09, 6.97e-06, 3.60e-05, 7.79e-05, 2.94e-05, 2.44e-04, 3.00e-06, 2.18e-06, 3.74e-07, 1.25e-06, 2.01e-09, 2.89e-08, 2.68e-06, 1.65e-07]    []  
634800    [2.23e-07, 5.72e-07, 6.53e-07, 4.28e-07, 4.86e-07, 1.64e-06, 1.32e-07, 4.05e-08, 1.03e-10, 3.56e-10, 5.01e-07, 1.10e-06, 7.24e-07, 1.80e-08, 1.31e-09, 3.23e-09, 3.44e-10, 1.45e-09, 1.55e-09, 2.17e-11, 1.76e-08, 2.76e-10]    [2.23e-07, 5.72e-07, 6.53e-07, 4.28e-07, 4.86e-07, 1.64e-06, 1.32e-07, 4.05e-08, 1.03e-10, 3.56e-10, 5.01e-07, 1.10e-06, 7.24e-07, 1.80e-08, 1.31e-09, 3.23e-09, 3.44e-10, 1.45e-09, 1.55e-09, 2.17e-11, 1.76e-08, 2.76e-10]    []  
634900    [1.93e-06, 1.30e-06, 7.36e-07, 1.70e-06, 1.84e-06, 1.59e-06, 1.20e-06, 9.05e-06, 9.09e-08, 7.63e-08, 4.52e-06, 1.71e-05, 2.97e-05, 5.76e-05, 0.00e+00, 2.17e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-05, 2.67e-08]    [1.93e-06, 1.30e-06, 7.36e-07, 1.70e-06, 1.84e-06, 1.59e-06, 1.20e-06, 9.05e-06, 9.09e-08, 7.63e-08, 4.52e-06, 1.71e-05, 2.97e-05, 5.76e-05, 0.00e+00, 2.17e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-05, 2.67e-08]    []  
635000    [2.25e-07, 5.89e-07, 6.67e-07, 4.33e-07, 4.85e-07, 1.64e-06, 1.12e-07, 1.41e-07, 6.22e-10, 8.26e-11, 4.83e-07, 1.06e-06, 6.79e-07, 6.30e-09, 1.03e-09, 2.75e-09, 9.28e-10, 1.18e-09, 8.16e-11, 4.10e-12, 1.50e-08, 2.84e-10]    [2.25e-07, 5.89e-07, 6.67e-07, 4.33e-07, 4.85e-07, 1.64e-06, 1.12e-07, 1.41e-07, 6.22e-10, 8.26e-11, 4.83e-07, 1.06e-06, 6.79e-07, 6.30e-09, 1.03e-09, 2.75e-09, 9.28e-10, 1.18e-09, 8.16e-11, 4.10e-12, 1.50e-08, 2.84e-10]    []  
635100    [2.19e-06, 1.55e-06, 9.71e-07, 1.39e-06, 1.01e-06, 1.70e-06, 7.50e-07, 1.56e-05, 1.25e-05, 2.79e-08, 4.75e-05, 3.73e-05, 1.21e-04, 4.16e-05, 0.00e+00, 3.74e-07, 0.00e+00, 0.00e+00, 0.00e+00, 2.74e-06, 2.56e-05, 1.21e-05]    [2.19e-06, 1.55e-06, 9.71e-07, 1.39e-06, 1.01e-06, 1.70e-06, 7.50e-07, 1.56e-05, 1.25e-05, 2.79e-08, 4.75e-05, 3.73e-05, 1.21e-04, 4.16e-05, 0.00e+00, 3.74e-07, 0.00e+00, 0.00e+00, 0.00e+00, 2.74e-06, 2.56e-05, 1.21e-05]    []  
635200    [2.16e-07, 5.76e-07, 6.19e-07, 4.13e-07, 4.85e-07, 1.62e-06, 1.06e-07, 9.06e-08, 2.84e-07, 2.17e-10, 4.61e-07, 1.03e-06, 6.64e-07, 2.41e-08, 6.09e-10, 1.73e-09, 8.29e-10, 1.12e-09, 3.62e-09, 0.00e+00, 3.01e-08, 2.23e-07]    [2.16e-07, 5.76e-07, 6.19e-07, 4.13e-07, 4.85e-07, 1.62e-06, 1.06e-07, 9.06e-08, 2.84e-07, 2.17e-10, 4.61e-07, 1.03e-06, 6.64e-07, 2.41e-08, 6.09e-10, 1.73e-09, 8.29e-10, 1.12e-09, 3.62e-09, 0.00e+00, 3.01e-08, 2.23e-07]    []  
635300    [1.03e-06, 9.16e-07, 9.55e-07, 8.78e-07, 4.38e-07, 1.78e-06, 3.24e-07, 6.23e-07, 4.41e-08, 1.75e-06, 2.21e-06, 4.62e-06, 5.11e-06, 2.14e-05, 1.30e-07, 2.03e-07, 1.20e-07, 2.24e-07, 1.64e-07, 5.25e-09, 1.11e-06, 3.43e-08]    [1.03e-06, 9.16e-07, 9.55e-07, 8.78e-07, 4.38e-07, 1.78e-06, 3.24e-07, 6.23e-07, 4.41e-08, 1.75e-06, 2.21e-06, 4.62e-06, 5.11e-06, 2.14e-05, 1.30e-07, 2.03e-07, 1.20e-07, 2.24e-07, 1.64e-07, 5.25e-09, 1.11e-06, 3.43e-08]    []  
635400    [2.13e-07, 5.26e-07, 5.47e-07, 3.88e-07, 4.56e-07, 1.61e-06, 1.11e-07, 1.82e-07, 2.74e-06, 2.74e-09, 4.78e-07, 9.60e-07, 7.14e-07, 2.02e-07, 7.22e-09, 8.13e-09, 6.37e-09, 1.00e-08, 0.00e+00, 6.20e-07, 6.75e-08, 3.12e-06]    [2.13e-07, 5.26e-07, 5.47e-07, 3.88e-07, 4.56e-07, 1.61e-06, 1.11e-07, 1.82e-07, 2.74e-06, 2.74e-09, 4.78e-07, 9.60e-07, 7.14e-07, 2.02e-07, 7.22e-09, 8.13e-09, 6.37e-09, 1.00e-08, 0.00e+00, 6.20e-07, 6.75e-08, 3.12e-06]    []  
635500    [2.78e-07, 6.72e-07, 8.88e-07, 5.13e-07, 5.72e-07, 1.61e-06, 1.66e-07, 1.51e-07, 4.07e-09, 1.81e-08, 7.05e-07, 1.71e-06, 1.19e-06, 1.62e-07, 1.21e-08, 1.03e-08, 1.40e-08, 2.18e-08, 7.68e-09, 9.58e-11, 4.80e-08, 6.83e-10]    [2.78e-07, 6.72e-07, 8.88e-07, 5.13e-07, 5.72e-07, 1.61e-06, 1.66e-07, 1.51e-07, 4.07e-09, 1.81e-08, 7.05e-07, 1.71e-06, 1.19e-06, 1.62e-07, 1.21e-08, 1.03e-08, 1.40e-08, 2.18e-08, 7.68e-09, 9.58e-11, 4.80e-08, 6.83e-10]    []  
635600    [2.19e-07, 5.46e-07, 5.53e-07, 3.92e-07, 4.50e-07, 1.63e-06, 9.16e-08, 3.37e-08, 4.58e-12, 5.41e-09, 4.50e-07, 9.16e-07, 6.48e-07, 1.83e-07, 5.36e-09, 8.00e-09, 8.23e-09, 6.40e-09, 1.84e-10, 6.15e-13, 1.70e-07, 8.53e-10]    [2.19e-07, 5.46e-07, 5.53e-07, 3.92e-07, 4.50e-07, 1.63e-06, 9.16e-08, 3.37e-08, 4.58e-12, 5.41e-09, 4.50e-07, 9.16e-07, 6.48e-07, 1.83e-07, 5.36e-09, 8.00e-09, 8.23e-09, 6.40e-09, 1.84e-10, 6.15e-13, 1.70e-07, 8.53e-10]    []  
635700    [2.70e-07, 6.38e-07, 8.45e-07, 4.81e-07, 5.53e-07, 1.62e-06, 1.46e-07, 2.95e-08, 3.15e-08, 1.42e-08, 8.75e-07, 1.73e-06, 2.13e-06, 7.68e-07, 7.62e-09, 2.73e-10, 0.00e+00, 2.47e-08, 1.74e-09, 1.69e-09, 1.80e-08, 1.25e-08]    [2.70e-07, 6.38e-07, 8.45e-07, 4.81e-07, 5.53e-07, 1.62e-06, 1.46e-07, 2.95e-08, 3.15e-08, 1.42e-08, 8.75e-07, 1.73e-06, 2.13e-06, 7.68e-07, 7.62e-09, 2.73e-10, 0.00e+00, 2.47e-08, 1.74e-09, 1.69e-09, 1.80e-08, 1.25e-08]    []  
635800    [1.44e-06, 9.83e-07, 5.87e-07, 5.07e-07, 4.65e-07, 1.71e-06, 1.13e-07, 9.81e-07, 3.34e-07, 1.38e-06, 3.45e-06, 1.14e-05, 2.54e-05, 6.75e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.92e-06, 3.64e-07]    [1.44e-06, 9.83e-07, 5.87e-07, 5.07e-07, 4.65e-07, 1.71e-06, 1.13e-07, 9.81e-07, 3.34e-07, 1.38e-06, 3.45e-06, 1.14e-05, 2.54e-05, 6.75e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.92e-06, 3.64e-07]    []  
635900    [2.15e-07, 5.85e-07, 6.60e-07, 4.23e-07, 5.01e-07, 1.57e-06, 1.36e-07, 3.37e-08, 1.87e-06, 3.12e-08, 4.91e-07, 1.28e-06, 1.06e-06, 4.70e-07, 4.01e-09, 0.00e+00, 0.00e+00, 1.85e-10, 0.00e+00, 1.76e-09, 6.03e-08, 2.54e-08]    [2.15e-07, 5.85e-07, 6.60e-07, 4.23e-07, 5.01e-07, 1.57e-06, 1.36e-07, 3.37e-08, 1.87e-06, 3.12e-08, 4.91e-07, 1.28e-06, 1.06e-06, 4.70e-07, 4.01e-09, 0.00e+00, 0.00e+00, 1.85e-10, 0.00e+00, 1.76e-09, 6.03e-08, 2.54e-08]    []  
636000    [5.65e-06, 2.31e-06, 3.04e-06, 4.67e-06, 1.81e-06, 2.23e-06, 1.69e-06, 4.66e-05, 1.31e-07, 1.27e-05, 4.21e-05, 1.10e-04, 4.66e-05, 3.48e-04, 5.94e-06, 4.40e-06, 2.44e-08, 2.62e-07, 2.86e-06, 7.54e-08, 1.69e-05, 4.17e-07]    [5.65e-06, 2.31e-06, 3.04e-06, 4.67e-06, 1.81e-06, 2.23e-06, 1.69e-06, 4.66e-05, 1.31e-07, 1.27e-05, 4.21e-05, 1.10e-04, 4.66e-05, 3.48e-04, 5.94e-06, 4.40e-06, 2.44e-08, 2.62e-07, 2.86e-06, 7.54e-08, 1.69e-05, 4.17e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 49.211188 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
636000    [5.65e-06, 2.31e-06, 3.04e-06, 4.67e-06, 1.81e-06, 2.23e-06, 1.69e-06, 4.66e-05, 1.31e-07, 1.27e-05, 4.21e-05, 1.10e-04, 4.66e-05, 3.48e-04, 5.94e-06, 4.40e-06, 2.44e-08, 2.62e-07, 2.86e-06, 7.54e-08, 1.69e-05, 4.17e-07]    [5.65e-06, 2.31e-06, 3.04e-06, 4.67e-06, 1.81e-06, 2.23e-06, 1.69e-06, 4.66e-05, 1.31e-07, 1.27e-05, 4.21e-05, 1.10e-04, 4.66e-05, 3.48e-04, 5.94e-06, 4.40e-06, 2.44e-08, 2.62e-07, 2.86e-06, 7.54e-08, 1.69e-05, 4.17e-07]    []  
636100    [2.13e-07, 5.62e-07, 6.22e-07, 4.11e-07, 4.80e-07, 1.57e-06, 1.09e-07, 1.55e-07, 9.81e-10, 6.09e-10, 4.44e-07, 1.01e-06, 6.90e-07, 2.04e-08, 1.63e-09, 4.02e-09, 3.96e-10, 2.08e-09, 5.03e-10, 2.24e-15, 1.56e-08, 1.18e-09]    [2.13e-07, 5.62e-07, 6.22e-07, 4.11e-07, 4.80e-07, 1.57e-06, 1.09e-07, 1.55e-07, 9.81e-10, 6.09e-10, 4.44e-07, 1.01e-06, 6.90e-07, 2.04e-08, 1.63e-09, 4.02e-09, 3.96e-10, 2.08e-09, 5.03e-10, 2.24e-15, 1.56e-08, 1.18e-09]    []  
636200    [4.86e-07, 6.66e-07, 9.18e-07, 7.04e-07, 4.35e-07, 1.54e-06, 3.17e-07, 5.01e-08, 4.23e-08, 1.96e-07, 2.58e-06, 3.67e-06, 2.16e-06, 3.19e-06, 3.88e-09, 5.47e-08, 1.13e-09, 1.31e-08, 0.00e+00, 0.00e+00, 6.60e-08, 2.06e-08]    [4.86e-07, 6.66e-07, 9.18e-07, 7.04e-07, 4.35e-07, 1.54e-06, 3.17e-07, 5.01e-08, 4.23e-08, 1.96e-07, 2.58e-06, 3.67e-06, 2.16e-06, 3.19e-06, 3.88e-09, 5.47e-08, 1.13e-09, 1.31e-08, 0.00e+00, 0.00e+00, 6.60e-08, 2.06e-08]    []  
636300    [3.09e-07, 5.26e-07, 5.67e-07, 3.85e-07, 4.78e-07, 1.60e-06, 9.17e-08, 2.41e-08, 1.34e-12, 1.06e-07, 6.74e-07, 1.39e-06, 2.16e-06, 4.39e-06, 4.97e-08, 4.32e-08, 3.09e-08, 4.25e-08, 9.72e-10, 1.99e-12, 1.47e-08, 3.81e-10]    [3.09e-07, 5.26e-07, 5.67e-07, 3.85e-07, 4.78e-07, 1.60e-06, 9.17e-08, 2.41e-08, 1.34e-12, 1.06e-07, 6.74e-07, 1.39e-06, 2.16e-06, 4.39e-06, 4.97e-08, 4.32e-08, 3.09e-08, 4.25e-08, 9.72e-10, 1.99e-12, 1.47e-08, 3.81e-10]    []  
636400    [2.48e-07, 6.19e-07, 7.96e-07, 4.82e-07, 5.19e-07, 1.55e-06, 1.30e-07, 3.42e-07, 5.34e-06, 5.51e-08, 6.91e-07, 1.40e-06, 9.84e-07, 6.15e-07, 1.18e-08, 6.19e-09, 1.23e-09, 1.02e-08, 4.28e-08, 0.00e+00, 2.81e-07, 6.63e-06]    [2.48e-07, 6.19e-07, 7.96e-07, 4.82e-07, 5.19e-07, 1.55e-06, 1.30e-07, 3.42e-07, 5.34e-06, 5.51e-08, 6.91e-07, 1.40e-06, 9.84e-07, 6.15e-07, 1.18e-08, 6.19e-09, 1.23e-09, 1.02e-08, 4.28e-08, 0.00e+00, 2.81e-07, 6.63e-06]    []  
636500    [8.97e-05, 1.56e-05, 9.79e-06, 1.24e-05, 1.40e-05, 1.09e-05, 8.25e-06, 7.14e-05, 2.00e-07, 1.82e-04, 2.63e-04, 9.95e-04, 1.19e-03, 6.14e-03, 9.97e-05, 1.53e-04, 3.94e-05, 3.60e-05, 2.44e-05, 5.88e-08, 1.23e-04, 3.32e-07]    [8.97e-05, 1.56e-05, 9.79e-06, 1.24e-05, 1.40e-05, 1.09e-05, 8.25e-06, 7.14e-05, 2.00e-07, 1.82e-04, 2.63e-04, 9.95e-04, 1.19e-03, 6.14e-03, 9.97e-05, 1.53e-04, 3.94e-05, 3.60e-05, 2.44e-05, 5.88e-08, 1.23e-04, 3.32e-07]    []  
636600    [2.15e-07, 6.01e-07, 6.90e-07, 4.30e-07, 5.08e-07, 1.55e-06, 1.18e-07, 6.99e-08, 3.41e-09, 4.22e-10, 4.61e-07, 1.10e-06, 7.42e-07, 1.09e-08, 1.09e-09, 2.27e-09, 1.25e-10, 4.77e-10, 2.08e-08, 0.00e+00, 1.28e-07, 6.76e-09]    [2.15e-07, 6.01e-07, 6.90e-07, 4.30e-07, 5.08e-07, 1.55e-06, 1.18e-07, 6.99e-08, 3.41e-09, 4.22e-10, 4.61e-07, 1.10e-06, 7.42e-07, 1.09e-08, 1.09e-09, 2.27e-09, 1.25e-10, 4.77e-10, 2.08e-08, 0.00e+00, 1.28e-07, 6.76e-09]    []  
636700    [8.37e-06, 3.28e-06, 2.02e-06, 1.53e-06, 1.31e-06, 2.22e-06, 8.84e-07, 1.16e-05, 7.86e-08, 1.90e-05, 3.83e-05, 9.83e-05, 2.39e-05, 3.14e-04, 7.46e-06, 6.87e-06, 8.20e-07, 6.14e-07, 1.35e-06, 1.23e-08, 8.37e-06, 7.83e-08]    [8.37e-06, 3.28e-06, 2.02e-06, 1.53e-06, 1.31e-06, 2.22e-06, 8.84e-07, 1.16e-05, 7.86e-08, 1.90e-05, 3.83e-05, 9.83e-05, 2.39e-05, 3.14e-04, 7.46e-06, 6.87e-06, 8.20e-07, 6.14e-07, 1.35e-06, 1.23e-08, 8.37e-06, 7.83e-08]    []  
636800    [2.12e-07, 5.65e-07, 6.18e-07, 4.03e-07, 4.87e-07, 1.56e-06, 9.89e-08, 1.28e-08, 4.37e-10, 3.50e-11, 4.29e-07, 9.76e-07, 6.46e-07, 5.99e-09, 7.82e-10, 2.72e-09, 1.34e-10, 1.62e-09, 0.00e+00, 1.05e-10, 4.86e-08, 6.45e-10]    [2.12e-07, 5.65e-07, 6.18e-07, 4.03e-07, 4.87e-07, 1.56e-06, 9.89e-08, 1.28e-08, 4.37e-10, 3.50e-11, 4.29e-07, 9.76e-07, 6.46e-07, 5.99e-09, 7.82e-10, 2.72e-09, 1.34e-10, 1.62e-09, 0.00e+00, 1.05e-10, 4.86e-08, 6.45e-10]    []  
636900    [5.91e-07, 8.28e-07, 9.02e-07, 1.01e-06, 4.51e-07, 1.61e-06, 3.57e-07, 8.19e-06, 2.59e-06, 1.40e-07, 1.40e-06, 3.88e-06, 6.07e-06, 1.12e-05, 4.58e-09, 5.76e-09, 0.00e+00, 1.29e-09, 3.93e-07, 6.89e-07, 2.55e-06, 3.38e-06]    [5.91e-07, 8.28e-07, 9.02e-07, 1.01e-06, 4.51e-07, 1.61e-06, 3.57e-07, 8.19e-06, 2.59e-06, 1.40e-07, 1.40e-06, 3.88e-06, 6.07e-06, 1.12e-05, 4.58e-09, 5.76e-09, 0.00e+00, 1.29e-09, 3.93e-07, 6.89e-07, 2.55e-06, 3.38e-06]    []  
637000    [2.03e-07, 5.68e-07, 5.61e-07, 3.90e-07, 4.61e-07, 1.55e-06, 1.09e-07, 4.24e-09, 1.88e-10, 1.41e-09, 4.12e-07, 9.39e-07, 6.03e-07, 8.36e-08, 3.39e-10, 1.81e-09, 2.44e-09, 5.32e-10, 8.94e-09, 1.63e-11, 5.43e-08, 2.53e-10]    [2.03e-07, 5.68e-07, 5.61e-07, 3.90e-07, 4.61e-07, 1.55e-06, 1.09e-07, 4.24e-09, 1.88e-10, 1.41e-09, 4.12e-07, 9.39e-07, 6.03e-07, 8.36e-08, 3.39e-10, 1.81e-09, 2.44e-09, 5.32e-10, 8.94e-09, 1.63e-11, 5.43e-08, 2.53e-10]    []  
637100    [2.34e-07, 6.11e-07, 8.04e-07, 4.40e-07, 5.55e-07, 1.53e-06, 1.56e-07, 4.22e-07, 1.09e-08, 1.70e-07, 1.63e-06, 1.80e-06, 1.73e-06, 4.81e-07, 7.21e-09, 4.10e-11, 0.00e+00, 4.25e-08, 8.12e-08, 1.80e-09, 5.49e-07, 1.22e-08]    [2.34e-07, 6.11e-07, 8.04e-07, 4.40e-07, 5.55e-07, 1.53e-06, 1.56e-07, 4.22e-07, 1.09e-08, 1.70e-07, 1.63e-06, 1.80e-06, 1.73e-06, 4.81e-07, 7.21e-09, 4.10e-11, 0.00e+00, 4.25e-08, 8.12e-08, 1.80e-09, 5.49e-07, 1.22e-08]    []  
637200    [5.02e-06, 1.16e-06, 9.57e-07, 8.48e-07, 9.26e-07, 2.08e-06, 2.84e-07, 1.08e-06, 4.31e-10, 6.53e-06, 1.27e-05, 3.75e-05, 8.04e-05, 2.64e-04, 3.24e-06, 2.66e-06, 1.96e-06, 1.82e-06, 3.93e-07, 1.54e-10, 2.58e-06, 8.90e-10]    [5.02e-06, 1.16e-06, 9.57e-07, 8.48e-07, 9.26e-07, 2.08e-06, 2.84e-07, 1.08e-06, 4.31e-10, 6.53e-06, 1.27e-05, 3.75e-05, 8.04e-05, 2.64e-04, 3.24e-06, 2.66e-06, 1.96e-06, 1.82e-06, 3.93e-07, 1.54e-10, 2.58e-06, 8.90e-10]    []  
637300    [2.06e-07, 6.14e-07, 7.37e-07, 4.77e-07, 5.38e-07, 1.54e-06, 1.34e-07, 2.97e-07, 2.65e-05, 7.12e-10, 6.66e-07, 1.13e-06, 1.01e-06, 1.07e-08, 1.60e-09, 1.03e-08, 2.90e-11, 7.44e-09, 1.23e-08, 6.38e-06, 7.33e-08, 2.75e-05]    [2.06e-07, 6.14e-07, 7.37e-07, 4.77e-07, 5.38e-07, 1.54e-06, 1.34e-07, 2.97e-07, 2.65e-05, 7.12e-10, 6.66e-07, 1.13e-06, 1.01e-06, 1.07e-08, 1.60e-09, 1.03e-08, 2.90e-11, 7.44e-09, 1.23e-08, 6.38e-06, 7.33e-08, 2.75e-05]    []  
637400    [5.55e-06, 2.51e-06, 2.75e-06, 6.86e-06, 2.55e-06, 2.81e-06, 2.77e-06, 7.24e-05, 6.04e-08, 7.04e-06, 4.31e-05, 8.02e-05, 2.12e-04, 3.94e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.94e-08, 2.38e-06, 5.08e-09, 1.38e-05, 3.56e-08]    [5.55e-06, 2.51e-06, 2.75e-06, 6.86e-06, 2.55e-06, 2.81e-06, 2.77e-06, 7.24e-05, 6.04e-08, 7.04e-06, 4.31e-05, 8.02e-05, 2.12e-04, 3.94e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.94e-08, 2.38e-06, 5.08e-09, 1.38e-05, 3.56e-08]    []  
637500    [2.15e-07, 5.77e-07, 6.63e-07, 4.15e-07, 5.01e-07, 1.55e-06, 1.15e-07, 3.79e-11, 3.36e-10, 5.39e-10, 4.51e-07, 9.69e-07, 7.17e-07, 2.76e-08, 1.30e-09, 2.96e-09, 8.55e-10, 2.42e-09, 2.07e-13, 1.83e-12, 5.31e-08, 9.55e-10]    [2.15e-07, 5.77e-07, 6.63e-07, 4.15e-07, 5.01e-07, 1.55e-06, 1.15e-07, 3.79e-11, 3.36e-10, 5.39e-10, 4.51e-07, 9.69e-07, 7.17e-07, 2.76e-08, 1.30e-09, 2.96e-09, 8.55e-10, 2.42e-09, 2.07e-13, 1.83e-12, 5.31e-08, 9.55e-10]    []  
637600    [8.61e-06, 2.96e-06, 1.34e-06, 2.12e-06, 3.04e-06, 2.79e-06, 3.87e-06, 8.43e-05, 1.23e-06, 1.26e-05, 2.52e-05, 1.19e-04, 3.40e-05, 4.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.99e-08, 0.00e+00, 1.21e-07, 1.53e-04, 6.43e-07]    [8.61e-06, 2.96e-06, 1.34e-06, 2.12e-06, 3.04e-06, 2.79e-06, 3.87e-06, 8.43e-05, 1.23e-06, 1.26e-05, 2.52e-05, 1.19e-04, 3.40e-05, 4.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.99e-08, 0.00e+00, 1.21e-07, 1.53e-04, 6.43e-07]    []  
637700    [2.22e-07, 6.17e-07, 7.12e-07, 4.39e-07, 5.48e-07, 1.57e-06, 1.23e-07, 6.97e-10, 3.75e-06, 2.70e-10, 4.74e-07, 9.80e-07, 7.87e-07, 2.41e-08, 2.27e-09, 1.60e-09, 7.51e-10, 4.99e-09, 1.08e-11, 0.00e+00, 1.20e-08, 1.41e-05]    [2.22e-07, 6.17e-07, 7.12e-07, 4.39e-07, 5.48e-07, 1.57e-06, 1.23e-07, 6.97e-10, 3.75e-06, 2.70e-10, 4.74e-07, 9.80e-07, 7.87e-07, 2.41e-08, 2.27e-09, 1.60e-09, 7.51e-10, 4.99e-09, 1.08e-11, 0.00e+00, 1.20e-08, 1.41e-05]    []  
637800    [3.45e-05, 1.15e-05, 5.04e-06, 1.04e-05, 3.87e-06, 8.70e-06, 6.02e-06, 5.32e-06, 7.20e-09, 9.53e-05, 7.34e-05, 3.42e-04, 4.14e-04, 2.13e-03, 7.68e-05, 1.25e-05, 2.44e-05, 1.08e-05, 0.00e+00, 3.84e-08, 3.95e-06, 2.13e-07]    [3.45e-05, 1.15e-05, 5.04e-06, 1.04e-05, 3.87e-06, 8.70e-06, 6.02e-06, 5.32e-06, 7.20e-09, 9.53e-05, 7.34e-05, 3.42e-04, 4.14e-04, 2.13e-03, 7.68e-05, 1.25e-05, 2.44e-05, 1.08e-05, 0.00e+00, 3.84e-08, 3.95e-06, 2.13e-07]    []  
637900    [2.13e-07, 5.92e-07, 6.91e-07, 4.33e-07, 5.13e-07, 1.53e-06, 1.16e-07, 1.48e-07, 4.40e-09, 1.74e-09, 4.68e-07, 9.96e-07, 7.13e-07, 5.65e-09, 1.41e-09, 2.21e-09, 4.92e-11, 3.36e-09, 2.16e-08, 2.40e-11, 1.34e-07, 6.75e-09]    [2.13e-07, 5.92e-07, 6.91e-07, 4.33e-07, 5.13e-07, 1.53e-06, 1.16e-07, 1.48e-07, 4.40e-09, 1.74e-09, 4.68e-07, 9.96e-07, 7.13e-07, 5.65e-09, 1.41e-09, 2.21e-09, 4.92e-11, 3.36e-09, 2.16e-08, 2.40e-11, 1.34e-07, 6.75e-09]    []  
638000    [2.85e-06, 1.33e-06, 2.11e-06, 6.25e-06, 1.96e-06, 3.79e-06, 2.23e-06, 1.44e-04, 2.56e-04, 2.89e-09, 8.44e-06, 4.65e-05, 4.10e-05, 3.47e-05, 6.00e-07, 0.00e+00, 2.18e-08, 1.41e-07, 2.22e-05, 9.74e-05, 1.14e-04, 3.50e-04]    [2.85e-06, 1.33e-06, 2.11e-06, 6.25e-06, 1.96e-06, 3.79e-06, 2.23e-06, 1.44e-04, 2.56e-04, 2.89e-09, 8.44e-06, 4.65e-05, 4.10e-05, 3.47e-05, 6.00e-07, 0.00e+00, 2.18e-08, 1.41e-07, 2.22e-05, 9.74e-05, 1.14e-04, 3.50e-04]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 50.559518 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
638000    [2.85e-06, 1.33e-06, 2.11e-06, 6.25e-06, 1.96e-06, 3.79e-06, 2.23e-06, 1.44e-04, 2.56e-04, 2.89e-09, 8.44e-06, 4.65e-05, 4.10e-05, 3.47e-05, 6.00e-07, 0.00e+00, 2.18e-08, 1.41e-07, 2.22e-05, 9.74e-05, 1.14e-04, 3.50e-04]    [2.85e-06, 1.33e-06, 2.11e-06, 6.25e-06, 1.96e-06, 3.79e-06, 2.23e-06, 1.44e-04, 2.56e-04, 2.89e-09, 8.44e-06, 4.65e-05, 4.10e-05, 3.47e-05, 6.00e-07, 0.00e+00, 2.18e-08, 1.41e-07, 2.22e-05, 9.74e-05, 1.14e-04, 3.50e-04]    []  
638100    [2.05e-07, 5.78e-07, 6.00e-07, 3.96e-07, 4.89e-07, 1.53e-06, 1.28e-07, 7.57e-08, 2.99e-09, 2.15e-09, 4.52e-07, 1.01e-06, 6.47e-07, 9.39e-08, 3.58e-10, 1.11e-09, 1.48e-10, 3.63e-10, 2.19e-08, 3.95e-10, 1.35e-07, 2.41e-09]    [2.05e-07, 5.78e-07, 6.00e-07, 3.96e-07, 4.89e-07, 1.53e-06, 1.28e-07, 7.57e-08, 2.99e-09, 2.15e-09, 4.52e-07, 1.01e-06, 6.47e-07, 9.39e-08, 3.58e-10, 1.11e-09, 1.48e-10, 3.63e-10, 2.19e-08, 3.95e-10, 1.35e-07, 2.41e-09]    []  
638200    [1.81e-06, 1.19e-06, 9.27e-07, 1.26e-06, 1.02e-06, 1.31e-06, 4.86e-07, 1.44e-05, 2.68e-07, 3.28e-06, 4.60e-06, 7.45e-06, 4.90e-06, 2.91e-05, 4.26e-07, 1.12e-06, 7.06e-08, 1.79e-07, 3.75e-06, 1.46e-09, 2.16e-05, 1.03e-06]    [1.81e-06, 1.19e-06, 9.27e-07, 1.26e-06, 1.02e-06, 1.31e-06, 4.86e-07, 1.44e-05, 2.68e-07, 3.28e-06, 4.60e-06, 7.45e-06, 4.90e-06, 2.91e-05, 4.26e-07, 1.12e-06, 7.06e-08, 1.79e-07, 3.75e-06, 1.46e-09, 2.16e-05, 1.03e-06]    []  
638300    [2.09e-07, 5.65e-07, 6.09e-07, 4.00e-07, 4.82e-07, 1.54e-06, 1.15e-07, 1.11e-08, 5.16e-09, 4.60e-10, 4.16e-07, 9.06e-07, 5.87e-07, 1.76e-08, 6.77e-10, 1.97e-09, 3.85e-10, 1.25e-09, 1.42e-10, 1.49e-11, 1.16e-08, 2.85e-10]    [2.09e-07, 5.65e-07, 6.09e-07, 4.00e-07, 4.82e-07, 1.54e-06, 1.15e-07, 1.11e-08, 5.16e-09, 4.60e-10, 4.16e-07, 9.06e-07, 5.87e-07, 1.76e-08, 6.77e-10, 1.97e-09, 3.85e-10, 1.25e-09, 1.42e-10, 1.49e-11, 1.16e-08, 2.85e-10]    []  
638400    [7.44e-07, 8.02e-07, 8.30e-07, 7.43e-07, 4.32e-07, 1.51e-06, 3.44e-07, 5.47e-09, 2.33e-06, 3.47e-07, 2.00e-06, 5.35e-06, 1.51e-05, 1.72e-05, 8.91e-11, 4.66e-09, 0.00e+00, 4.11e-09, 2.98e-11, 0.00e+00, 4.43e-07, 5.10e-06]    [7.44e-07, 8.02e-07, 8.30e-07, 7.43e-07, 4.32e-07, 1.51e-06, 3.44e-07, 5.47e-09, 2.33e-06, 3.47e-07, 2.00e-06, 5.35e-06, 1.51e-05, 1.72e-05, 8.91e-11, 4.66e-09, 0.00e+00, 4.11e-09, 2.98e-11, 0.00e+00, 4.43e-07, 5.10e-06]    []  
638500    [2.39e-07, 5.84e-07, 5.15e-07, 3.61e-07, 4.55e-07, 1.52e-06, 1.12e-07, 9.65e-09, 2.85e-10, 8.69e-08, 4.86e-07, 1.51e-06, 1.28e-06, 3.48e-06, 0.00e+00, 2.55e-10, 9.12e-10, 0.00e+00, 9.39e-10, 1.55e-12, 1.43e-08, 1.44e-09]    [2.39e-07, 5.84e-07, 5.15e-07, 3.61e-07, 4.55e-07, 1.52e-06, 1.12e-07, 9.65e-09, 2.85e-10, 8.69e-08, 4.86e-07, 1.51e-06, 1.28e-06, 3.48e-06, 0.00e+00, 2.55e-10, 9.12e-10, 0.00e+00, 9.39e-10, 1.55e-12, 1.43e-08, 1.44e-09]    []  
638600    [2.24e-07, 5.81e-07, 7.08e-07, 4.36e-07, 5.35e-07, 1.51e-06, 1.80e-07, 2.01e-07, 4.04e-06, 2.10e-08, 5.65e-07, 1.24e-06, 1.03e-06, 3.54e-07, 8.92e-09, 6.94e-09, 8.37e-11, 9.10e-09, 1.45e-08, 1.94e-07, 8.79e-08, 1.05e-06]    [2.24e-07, 5.81e-07, 7.08e-07, 4.36e-07, 5.35e-07, 1.51e-06, 1.80e-07, 2.01e-07, 4.04e-06, 2.10e-08, 5.65e-07, 1.24e-06, 1.03e-06, 3.54e-07, 8.92e-09, 6.94e-09, 8.37e-11, 9.10e-09, 1.45e-08, 1.94e-07, 8.79e-08, 1.05e-06]    []  
638700    [1.49e-05, 4.32e-06, 2.68e-06, 1.06e-05, 3.52e-06, 3.76e-06, 2.73e-06, 3.14e-06, 2.04e-08, 1.59e-05, 7.63e-05, 1.72e-04, 4.54e-04, 8.70e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-09, 0.00e+00, 6.20e-10, 2.16e-05, 3.80e-09]    [1.49e-05, 4.32e-06, 2.68e-06, 1.06e-05, 3.52e-06, 3.76e-06, 2.73e-06, 3.14e-06, 2.04e-08, 1.59e-05, 7.63e-05, 1.72e-04, 4.54e-04, 8.70e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-09, 0.00e+00, 6.20e-10, 2.16e-05, 3.80e-09]    []  
638800    [2.12e-07, 5.51e-07, 6.21e-07, 3.97e-07, 4.89e-07, 1.52e-06, 1.41e-07, 7.57e-08, 4.44e-15, 8.99e-10, 4.32e-07, 9.59e-07, 6.28e-07, 3.51e-08, 1.88e-09, 4.19e-09, 1.40e-10, 2.72e-09, 0.00e+00, 5.43e-11, 1.25e-07, 3.88e-10]    [2.12e-07, 5.51e-07, 6.21e-07, 3.97e-07, 4.89e-07, 1.52e-06, 1.41e-07, 7.57e-08, 4.44e-15, 8.99e-10, 4.32e-07, 9.59e-07, 6.28e-07, 3.51e-08, 1.88e-09, 4.19e-09, 1.40e-10, 2.72e-09, 0.00e+00, 5.43e-11, 1.25e-07, 3.88e-10]    []  
638900    [6.44e-07, 8.01e-07, 8.84e-07, 8.51e-07, 6.03e-07, 1.55e-06, 3.60e-07, 2.23e-09, 1.23e-10, 1.83e-07, 4.40e-06, 1.13e-05, 1.61e-05, 1.81e-06, 1.90e-08, 1.02e-07, 0.00e+00, 1.69e-07, 2.95e-07, 2.75e-09, 1.88e-06, 1.78e-08]    [6.44e-07, 8.01e-07, 8.84e-07, 8.51e-07, 6.03e-07, 1.55e-06, 3.60e-07, 2.23e-09, 1.23e-10, 1.83e-07, 4.40e-06, 1.13e-05, 1.61e-05, 1.81e-06, 1.90e-08, 1.02e-07, 0.00e+00, 1.69e-07, 2.95e-07, 2.75e-09, 1.88e-06, 1.78e-08]    []  
639000    [2.12e-07, 5.82e-07, 6.36e-07, 4.13e-07, 4.83e-07, 1.54e-06, 1.24e-07, 6.89e-08, 5.31e-10, 0.00e+00, 4.22e-07, 8.84e-07, 5.80e-07, 3.97e-09, 1.57e-09, 2.52e-09, 1.45e-09, 2.11e-09, 1.05e-08, 2.77e-12, 6.46e-08, 2.19e-10]    [2.12e-07, 5.82e-07, 6.36e-07, 4.13e-07, 4.83e-07, 1.54e-06, 1.24e-07, 6.89e-08, 5.31e-10, 0.00e+00, 4.22e-07, 8.84e-07, 5.80e-07, 3.97e-09, 1.57e-09, 2.52e-09, 1.45e-09, 2.11e-09, 1.05e-08, 2.77e-12, 6.46e-08, 2.19e-10]    []  
639100    [7.54e-07, 8.59e-07, 7.78e-07, 8.79e-07, 4.96e-07, 1.56e-06, 3.32e-07, 4.11e-06, 1.29e-09, 8.91e-07, 1.94e-06, 6.57e-06, 6.54e-06, 2.88e-05, 4.38e-11, 7.44e-09, 0.00e+00, 1.69e-09, 5.00e-07, 0.00e+00, 3.26e-06, 1.11e-08]    [7.54e-07, 8.59e-07, 7.78e-07, 8.79e-07, 4.96e-07, 1.56e-06, 3.32e-07, 4.11e-06, 1.29e-09, 8.91e-07, 1.94e-06, 6.57e-06, 6.54e-06, 2.88e-05, 4.38e-11, 7.44e-09, 0.00e+00, 1.69e-09, 5.00e-07, 0.00e+00, 3.26e-06, 1.11e-08]    []  
639200    [2.16e-07, 5.40e-07, 5.87e-07, 3.64e-07, 5.96e-07, 1.53e-06, 1.28e-07, 6.06e-09, 1.52e-04, 5.23e-09, 1.42e-06, 1.62e-06, 4.78e-06, 2.14e-06, 1.32e-08, 1.56e-08, 2.26e-08, 3.81e-08, 7.36e-10, 0.00e+00, 1.33e-08, 1.41e-04]    [2.16e-07, 5.40e-07, 5.87e-07, 3.64e-07, 5.96e-07, 1.53e-06, 1.28e-07, 6.06e-09, 1.52e-04, 5.23e-09, 1.42e-06, 1.62e-06, 4.78e-06, 2.14e-06, 1.32e-08, 1.56e-08, 2.26e-08, 3.81e-08, 7.36e-10, 0.00e+00, 1.33e-08, 1.41e-04]    []  
639300    [2.18e-07, 5.44e-07, 6.30e-07, 3.99e-07, 5.10e-07, 1.49e-06, 1.65e-07, 5.50e-07, 2.47e-07, 7.19e-08, 5.42e-07, 1.62e-06, 1.04e-06, 2.11e-06, 3.25e-09, 0.00e+00, 0.00e+00, 5.99e-09, 0.00e+00, 3.34e-09, 4.97e-07, 1.77e-08]    [2.18e-07, 5.44e-07, 6.30e-07, 3.99e-07, 5.10e-07, 1.49e-06, 1.65e-07, 5.50e-07, 2.47e-07, 7.19e-08, 5.42e-07, 1.62e-06, 1.04e-06, 2.11e-06, 3.25e-09, 0.00e+00, 0.00e+00, 5.99e-09, 0.00e+00, 3.34e-09, 4.97e-07, 1.77e-08]    []  
639400    [1.53e-06, 1.22e-06, 6.40e-07, 1.26e-06, 1.13e-06, 1.71e-06, 5.70e-07, 8.45e-07, 4.81e-09, 1.34e-06, 3.88e-05, 2.49e-05, 1.11e-04, 6.72e-05, 4.55e-07, 6.20e-07, 2.75e-06, 7.65e-07, 4.28e-07, 0.00e+00, 2.74e-06, 2.95e-09]    [1.53e-06, 1.22e-06, 6.40e-07, 1.26e-06, 1.13e-06, 1.71e-06, 5.70e-07, 8.45e-07, 4.81e-09, 1.34e-06, 3.88e-05, 2.49e-05, 1.11e-04, 6.72e-05, 4.55e-07, 6.20e-07, 2.75e-06, 7.65e-07, 4.28e-07, 0.00e+00, 2.74e-06, 2.95e-09]    []  
639500    [2.01e-07, 5.59e-07, 5.71e-07, 3.81e-07, 4.80e-07, 1.52e-06, 1.30e-07, 2.22e-08, 1.01e-09, 1.99e-09, 4.13e-07, 9.26e-07, 5.90e-07, 1.05e-07, 1.81e-10, 1.27e-09, 1.14e-09, 3.65e-10, 5.97e-09, 3.61e-14, 3.90e-08, 6.02e-10]    [2.01e-07, 5.59e-07, 5.71e-07, 3.81e-07, 4.80e-07, 1.52e-06, 1.30e-07, 2.22e-08, 1.01e-09, 1.99e-09, 4.13e-07, 9.26e-07, 5.90e-07, 1.05e-07, 1.81e-10, 1.27e-09, 1.14e-09, 3.65e-10, 5.97e-09, 3.61e-14, 3.90e-08, 6.02e-10]    []  
639600    [2.24e-07, 6.10e-07, 7.73e-07, 5.12e-07, 5.01e-07, 1.51e-06, 1.95e-07, 4.66e-07, 6.64e-10, 1.62e-07, 6.79e-07, 1.54e-06, 1.37e-06, 2.29e-06, 1.08e-08, 1.62e-10, 0.00e+00, 3.30e-08, 2.21e-08, 1.75e-10, 1.34e-07, 1.05e-09]    [2.24e-07, 6.10e-07, 7.73e-07, 5.12e-07, 5.01e-07, 1.51e-06, 1.95e-07, 4.66e-07, 6.64e-10, 1.62e-07, 6.79e-07, 1.54e-06, 1.37e-06, 2.29e-06, 1.08e-08, 1.62e-10, 0.00e+00, 3.30e-08, 2.21e-08, 1.75e-10, 1.34e-07, 1.05e-09]    []  
639700    [3.02e-06, 8.60e-07, 8.06e-07, 6.44e-07, 7.47e-07, 1.85e-06, 2.20e-07, 9.89e-07, 1.17e-10, 3.74e-06, 7.44e-06, 2.15e-05, 4.66e-05, 1.48e-04, 1.75e-06, 1.36e-06, 1.14e-06, 1.04e-06, 2.58e-07, 3.62e-12, 1.72e-06, 1.83e-10]    [3.02e-06, 8.60e-07, 8.06e-07, 6.44e-07, 7.47e-07, 1.85e-06, 2.20e-07, 9.89e-07, 1.17e-10, 3.74e-06, 7.44e-06, 2.15e-05, 4.66e-05, 1.48e-04, 1.75e-06, 1.36e-06, 1.14e-06, 1.04e-06, 2.58e-07, 3.62e-12, 1.72e-06, 1.83e-10]    []  
639800    [2.28e-07, 6.22e-07, 7.66e-07, 4.91e-07, 5.43e-07, 1.51e-06, 1.45e-07, 3.00e-09, 8.72e-10, 3.62e-09, 5.22e-07, 1.10e-06, 8.96e-07, 2.13e-07, 6.08e-09, 7.96e-09, 5.55e-10, 8.98e-09, 5.33e-09, 0.00e+00, 3.44e-08, 5.88e-09]    [2.28e-07, 6.22e-07, 7.66e-07, 4.91e-07, 5.43e-07, 1.51e-06, 1.45e-07, 3.00e-09, 8.72e-10, 3.62e-09, 5.22e-07, 1.10e-06, 8.96e-07, 2.13e-07, 6.08e-09, 7.96e-09, 5.55e-10, 8.98e-09, 5.33e-09, 0.00e+00, 3.44e-08, 5.88e-09]    []  
639900    [1.63e-06, 1.04e-06, 4.47e-07, 5.66e-07, 6.47e-07, 1.62e-06, 1.86e-07, 2.01e-08, 1.40e-04, 2.08e-06, 2.21e-06, 1.42e-05, 1.24e-05, 6.61e-05, 0.00e+00, 0.00e+00, 4.93e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.02e-06, 1.59e-04]    [1.63e-06, 1.04e-06, 4.47e-07, 5.66e-07, 6.47e-07, 1.62e-06, 1.86e-07, 2.01e-08, 1.40e-04, 2.08e-06, 2.21e-06, 1.42e-05, 1.24e-05, 6.61e-05, 0.00e+00, 0.00e+00, 4.93e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.02e-06, 1.59e-04]    []  
640000    [2.46e-07, 6.22e-07, 7.35e-07, 4.85e-07, 5.44e-07, 1.51e-06, 1.61e-07, 4.73e-09, 6.78e-10, 1.04e-08, 5.02e-07, 1.14e-06, 8.29e-07, 6.30e-07, 1.18e-08, 9.90e-09, 1.09e-09, 2.10e-08, 5.58e-10, 3.09e-09, 1.20e-08, 2.02e-08]    [2.46e-07, 6.22e-07, 7.35e-07, 4.85e-07, 5.44e-07, 1.51e-06, 1.61e-07, 4.73e-09, 6.78e-10, 1.04e-08, 5.02e-07, 1.14e-06, 8.29e-07, 6.30e-07, 1.18e-08, 9.90e-09, 1.09e-09, 2.10e-08, 5.58e-10, 3.09e-09, 1.20e-08, 2.02e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 49.975882 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
640000    [2.46e-07, 6.22e-07, 7.35e-07, 4.85e-07, 5.44e-07, 1.51e-06, 1.61e-07, 4.73e-09, 6.78e-10, 1.04e-08, 5.02e-07, 1.14e-06, 8.29e-07, 6.30e-07, 1.18e-08, 9.90e-09, 1.09e-09, 2.10e-08, 5.58e-10, 3.09e-09, 1.20e-08, 2.02e-08]    [2.46e-07, 6.22e-07, 7.35e-07, 4.85e-07, 5.44e-07, 1.51e-06, 1.61e-07, 4.73e-09, 6.78e-10, 1.04e-08, 5.02e-07, 1.14e-06, 8.29e-07, 6.30e-07, 1.18e-08, 9.90e-09, 1.09e-09, 2.10e-08, 5.58e-10, 3.09e-09, 1.20e-08, 2.02e-08]    []  
640100    [2.83e-07, 5.35e-07, 5.45e-07, 3.89e-07, 4.59e-07, 1.53e-06, 1.30e-07, 5.76e-08, 2.28e-10, 7.35e-08, 6.33e-07, 1.15e-06, 1.89e-06, 3.15e-06, 3.92e-08, 3.21e-08, 3.25e-08, 3.66e-08, 6.21e-09, 1.27e-11, 4.08e-08, 2.26e-10]    [2.83e-07, 5.35e-07, 5.45e-07, 3.89e-07, 4.59e-07, 1.53e-06, 1.30e-07, 5.76e-08, 2.28e-10, 7.35e-08, 6.33e-07, 1.15e-06, 1.89e-06, 3.15e-06, 3.92e-08, 3.21e-08, 3.25e-08, 3.66e-08, 6.21e-09, 1.27e-11, 4.08e-08, 2.26e-10]    []  
640200    [2.07e-07, 5.71e-07, 6.56e-07, 4.05e-07, 5.07e-07, 1.51e-06, 1.42e-07, 3.47e-07, 5.93e-09, 1.17e-08, 4.49e-07, 1.14e-06, 8.22e-07, 7.89e-08, 2.82e-09, 1.73e-11, 3.88e-10, 5.18e-09, 4.67e-08, 8.23e-10, 3.09e-07, 5.50e-09]    [2.07e-07, 5.71e-07, 6.56e-07, 4.05e-07, 5.07e-07, 1.51e-06, 1.42e-07, 3.47e-07, 5.93e-09, 1.17e-08, 4.49e-07, 1.14e-06, 8.22e-07, 7.89e-08, 2.82e-09, 1.73e-11, 3.88e-10, 5.18e-09, 4.67e-08, 8.23e-10, 3.09e-07, 5.50e-09]    []  
640300    [1.04e-06, 1.02e-06, 5.53e-07, 1.45e-06, 1.13e-06, 1.55e-06, 6.08e-07, 1.46e-05, 1.66e-07, 9.54e-07, 4.39e-05, 2.61e-05, 1.08e-04, 3.83e-05, 2.51e-07, 3.65e-07, 2.57e-06, 4.32e-07, 2.38e-06, 1.05e-08, 1.40e-05, 6.54e-08]    [1.04e-06, 1.02e-06, 5.53e-07, 1.45e-06, 1.13e-06, 1.55e-06, 6.08e-07, 1.46e-05, 1.66e-07, 9.54e-07, 4.39e-05, 2.61e-05, 1.08e-04, 3.83e-05, 2.51e-07, 3.65e-07, 2.57e-06, 4.32e-07, 2.38e-06, 1.05e-08, 1.40e-05, 6.54e-08]    []  
640400    [2.29e-07, 5.40e-07, 5.59e-07, 3.79e-07, 4.75e-07, 1.53e-06, 1.25e-07, 3.86e-08, 3.80e-10, 1.86e-08, 4.81e-07, 9.22e-07, 9.17e-07, 6.97e-07, 1.12e-08, 1.27e-08, 7.21e-09, 1.43e-08, 2.15e-09, 3.95e-11, 1.99e-08, 2.95e-10]    [2.29e-07, 5.40e-07, 5.59e-07, 3.79e-07, 4.75e-07, 1.53e-06, 1.25e-07, 3.86e-08, 3.80e-10, 1.86e-08, 4.81e-07, 9.22e-07, 9.17e-07, 6.97e-07, 1.12e-08, 1.27e-08, 7.21e-09, 1.43e-08, 2.15e-09, 3.95e-11, 1.99e-08, 2.95e-10]    []  
640500    [2.41e-07, 6.10e-07, 7.75e-07, 4.70e-07, 5.72e-07, 1.50e-06, 1.46e-07, 2.35e-07, 5.61e-08, 9.06e-09, 7.50e-07, 1.68e-06, 1.16e-06, 7.90e-07, 1.32e-08, 6.60e-09, 0.00e+00, 1.45e-08, 4.97e-09, 0.00e+00, 3.20e-08, 5.60e-08]    [2.41e-07, 6.10e-07, 7.75e-07, 4.70e-07, 5.72e-07, 1.50e-06, 1.46e-07, 2.35e-07, 5.61e-08, 9.06e-09, 7.50e-07, 1.68e-06, 1.16e-06, 7.90e-07, 1.32e-08, 6.60e-09, 0.00e+00, 1.45e-08, 4.97e-09, 0.00e+00, 3.20e-08, 5.60e-08]    []  
640600    [7.81e-06, 2.22e-06, 2.37e-06, 4.36e-06, 4.58e-06, 2.62e-06, 3.60e-06, 3.51e-05, 1.51e-07, 2.80e-05, 8.53e-05, 1.52e-04, 4.87e-05, 6.31e-04, 0.00e+00, 0.00e+00, 3.23e-08, 0.00e+00, 6.91e-06, 0.00e+00, 3.81e-05, 3.61e-07]    [7.81e-06, 2.22e-06, 2.37e-06, 4.36e-06, 4.58e-06, 2.62e-06, 3.60e-06, 3.51e-05, 1.51e-07, 2.80e-05, 8.53e-05, 1.52e-04, 4.87e-05, 6.31e-04, 0.00e+00, 0.00e+00, 3.23e-08, 0.00e+00, 6.91e-06, 0.00e+00, 3.81e-05, 3.61e-07]    []  
640700    [2.09e-07, 5.84e-07, 6.35e-07, 4.13e-07, 5.09e-07, 1.52e-06, 1.40e-07, 7.77e-09, 4.16e-09, 7.23e-10, 4.38e-07, 9.84e-07, 6.48e-07, 3.33e-08, 6.62e-10, 2.23e-09, 1.48e-10, 1.49e-09, 1.35e-08, 0.00e+00, 8.04e-08, 1.02e-08]    [2.09e-07, 5.84e-07, 6.35e-07, 4.13e-07, 5.09e-07, 1.52e-06, 1.40e-07, 7.77e-09, 4.16e-09, 7.23e-10, 4.38e-07, 9.84e-07, 6.48e-07, 3.33e-08, 6.62e-10, 2.23e-09, 1.48e-10, 1.49e-09, 1.35e-08, 0.00e+00, 8.04e-08, 1.02e-08]    []  
640800    [5.62e-07, 7.85e-07, 6.21e-07, 9.67e-07, 7.56e-07, 1.30e-06, 4.21e-07, 4.05e-07, 1.17e-07, 1.94e-08, 1.57e-05, 2.01e-05, 3.76e-05, 2.02e-06, 4.70e-10, 2.17e-07, 1.17e-07, 1.63e-07, 2.35e-06, 2.92e-09, 1.34e-05, 1.80e-08]    [5.62e-07, 7.85e-07, 6.21e-07, 9.67e-07, 7.56e-07, 1.30e-06, 4.21e-07, 4.05e-07, 1.17e-07, 1.94e-08, 1.57e-05, 2.01e-05, 3.76e-05, 2.02e-06, 4.70e-10, 2.17e-07, 1.17e-07, 1.63e-07, 2.35e-06, 2.92e-09, 1.34e-05, 1.80e-08]    []  
640900    [2.14e-07, 5.43e-07, 5.58e-07, 3.82e-07, 4.77e-07, 1.53e-06, 1.29e-07, 4.23e-09, 8.14e-10, 5.29e-09, 4.23e-07, 8.71e-07, 5.79e-07, 1.62e-07, 6.31e-09, 6.69e-09, 2.99e-09, 5.08e-09, 0.00e+00, 3.48e-13, 7.61e-08, 3.77e-10]    [2.14e-07, 5.43e-07, 5.58e-07, 3.82e-07, 4.77e-07, 1.53e-06, 1.29e-07, 4.23e-09, 8.14e-10, 5.29e-09, 4.23e-07, 8.71e-07, 5.79e-07, 1.62e-07, 6.31e-09, 6.69e-09, 2.99e-09, 5.08e-09, 0.00e+00, 3.48e-13, 7.61e-08, 3.77e-10]    []  
641000    [2.91e-07, 5.57e-07, 8.01e-07, 4.81e-07, 5.47e-07, 1.51e-06, 1.95e-07, 8.96e-09, 8.15e-07, 6.52e-09, 1.50e-06, 2.72e-06, 3.80e-06, 9.91e-07, 2.41e-08, 6.06e-08, 7.53e-11, 1.03e-07, 2.35e-08, 1.07e-07, 1.44e-07, 5.86e-07]    [2.91e-07, 5.57e-07, 8.01e-07, 4.81e-07, 5.47e-07, 1.51e-06, 1.95e-07, 8.96e-09, 8.15e-07, 6.52e-09, 1.50e-06, 2.72e-06, 3.80e-06, 9.91e-07, 2.41e-08, 6.06e-08, 7.53e-11, 1.03e-07, 2.35e-08, 1.07e-07, 1.44e-07, 5.86e-07]    []  
641100    [6.93e-06, 2.45e-06, 9.91e-07, 1.31e-06, 7.88e-07, 2.22e-06, 3.33e-07, 1.49e-06, 1.42e-11, 7.82e-06, 1.23e-05, 5.71e-05, 9.78e-05, 3.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-12, 4.13e-06, 3.17e-10]    [6.93e-06, 2.45e-06, 9.91e-07, 1.31e-06, 7.88e-07, 2.22e-06, 3.33e-07, 1.49e-06, 1.42e-11, 7.82e-06, 1.23e-05, 5.71e-05, 9.78e-05, 3.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-12, 4.13e-06, 3.17e-10]    []  
641200    [2.28e-07, 5.99e-07, 7.15e-07, 4.62e-07, 5.31e-07, 1.51e-06, 1.49e-07, 1.47e-08, 9.34e-10, 5.99e-09, 4.94e-07, 1.14e-06, 7.17e-07, 2.95e-07, 9.52e-09, 9.38e-09, 0.00e+00, 5.68e-09, 7.67e-10, 1.01e-10, 1.32e-08, 6.07e-10]    [2.28e-07, 5.99e-07, 7.15e-07, 4.62e-07, 5.31e-07, 1.51e-06, 1.49e-07, 1.47e-08, 9.34e-10, 5.99e-09, 4.94e-07, 1.14e-06, 7.17e-07, 2.95e-07, 9.52e-09, 9.38e-09, 0.00e+00, 5.68e-09, 7.67e-10, 1.01e-10, 1.32e-08, 6.07e-10]    []  
641300    [8.63e-06, 4.08e-06, 6.14e-06, 8.43e-06, 2.32e-06, 3.06e-06, 2.86e-06, 1.66e-05, 1.02e-05, 2.52e-05, 1.04e-04, 1.61e-04, 5.96e-04, 1.06e-03, 1.55e-05, 5.49e-06, 1.12e-05, 9.77e-06, 1.48e-08, 4.90e-07, 2.08e-07, 2.35e-06]    [8.63e-06, 4.08e-06, 6.14e-06, 8.43e-06, 2.32e-06, 3.06e-06, 2.86e-06, 1.66e-05, 1.02e-05, 2.52e-05, 1.04e-04, 1.61e-04, 5.96e-04, 1.06e-03, 1.55e-05, 5.49e-06, 1.12e-05, 9.77e-06, 1.48e-08, 4.90e-07, 2.08e-07, 2.35e-06]    []  
641400    [2.05e-07, 5.90e-07, 6.11e-07, 4.06e-07, 4.97e-07, 1.54e-06, 2.17e-07, 1.29e-07, 1.61e-07, 8.70e-13, 4.24e-07, 9.69e-07, 6.23e-07, 4.44e-08, 8.65e-10, 9.17e-10, 1.34e-10, 7.32e-10, 2.30e-09, 0.00e+00, 2.00e-08, 2.64e-08]    [2.05e-07, 5.90e-07, 6.11e-07, 4.06e-07, 4.97e-07, 1.54e-06, 2.17e-07, 1.29e-07, 1.61e-07, 8.70e-13, 4.24e-07, 9.69e-07, 6.23e-07, 4.44e-08, 8.65e-10, 9.17e-10, 1.34e-10, 7.32e-10, 2.30e-09, 0.00e+00, 2.00e-08, 2.64e-08]    []  
641500    [2.49e-06, 1.33e-06, 7.77e-07, 1.18e-06, 1.01e-06, 1.68e-06, 6.05e-07, 1.11e-05, 9.39e-11, 1.27e-08, 3.72e-05, 3.44e-05, 1.08e-04, 7.35e-05, 0.00e+00, 1.47e-07, 0.00e+00, 0.00e+00, 0.00e+00, 4.80e-10, 4.48e-05, 2.92e-09]    [2.49e-06, 1.33e-06, 7.77e-07, 1.18e-06, 1.01e-06, 1.68e-06, 6.05e-07, 1.11e-05, 9.39e-11, 1.27e-08, 3.72e-05, 3.44e-05, 1.08e-04, 7.35e-05, 0.00e+00, 1.47e-07, 0.00e+00, 0.00e+00, 0.00e+00, 4.80e-10, 4.48e-05, 2.92e-09]    []  
641600    [2.10e-07, 5.51e-07, 5.86e-07, 3.90e-07, 4.74e-07, 1.53e-06, 1.78e-07, 4.70e-08, 4.08e-11, 2.93e-09, 4.30e-07, 8.62e-07, 6.42e-07, 1.41e-07, 4.83e-09, 6.01e-09, 2.36e-09, 5.34e-09, 1.74e-08, 5.86e-11, 1.06e-07, 4.38e-10]    [2.10e-07, 5.51e-07, 5.86e-07, 3.90e-07, 4.74e-07, 1.53e-06, 1.78e-07, 4.70e-08, 4.08e-11, 2.93e-09, 4.30e-07, 8.62e-07, 6.42e-07, 1.41e-07, 4.83e-09, 6.01e-09, 2.36e-09, 5.34e-09, 1.74e-08, 5.86e-11, 1.06e-07, 4.38e-10]    []  
641700    [2.66e-07, 6.13e-07, 7.21e-07, 5.18e-07, 4.81e-07, 1.50e-06, 2.17e-07, 9.04e-07, 1.05e-08, 9.67e-09, 1.31e-06, 2.36e-06, 3.38e-06, 1.45e-06, 1.01e-08, 0.00e+00, 0.00e+00, 2.63e-08, 9.74e-08, 5.72e-11, 6.61e-07, 1.31e-09]    [2.66e-07, 6.13e-07, 7.21e-07, 5.18e-07, 4.81e-07, 1.50e-06, 2.17e-07, 9.04e-07, 1.05e-08, 9.67e-09, 1.31e-06, 2.36e-06, 3.38e-06, 1.45e-06, 1.01e-08, 0.00e+00, 0.00e+00, 2.63e-08, 9.74e-08, 5.72e-11, 6.61e-07, 1.31e-09]    []  
641800    [2.62e-05, 6.72e-06, 2.79e-06, 9.16e-06, 4.72e-06, 4.47e-06, 3.65e-06, 1.40e-04, 7.03e-09, 3.58e-05, 3.59e-05, 1.99e-04, 3.69e-04, 9.86e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.50e-04, 2.17e-08]    [2.62e-05, 6.72e-06, 2.79e-06, 9.16e-06, 4.72e-06, 4.47e-06, 3.65e-06, 1.40e-04, 7.03e-09, 3.58e-05, 3.59e-05, 1.99e-04, 3.69e-04, 9.86e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.50e-04, 2.17e-08]    []  
641900    [2.19e-07, 5.76e-07, 6.68e-07, 4.19e-07, 5.10e-07, 1.53e-06, 1.56e-07, 3.84e-10, 1.00e-08, 3.12e-09, 4.46e-07, 9.62e-07, 6.51e-07, 4.73e-08, 3.58e-09, 4.10e-09, 1.66e-09, 1.02e-09, 2.97e-09, 4.29e-10, 2.26e-08, 2.62e-09]    [2.19e-07, 5.76e-07, 6.68e-07, 4.19e-07, 5.10e-07, 1.53e-06, 1.56e-07, 3.84e-10, 1.00e-08, 3.12e-09, 4.46e-07, 9.62e-07, 6.51e-07, 4.73e-08, 3.58e-09, 4.10e-09, 1.66e-09, 1.02e-09, 2.97e-09, 4.29e-10, 2.26e-08, 2.62e-09]    []  
642000    [1.68e-06, 9.87e-07, 9.02e-07, 8.96e-07, 7.17e-07, 1.31e-06, 5.01e-07, 2.68e-05, 1.71e-08, 3.33e-07, 3.45e-06, 1.38e-05, 4.78e-06, 1.06e-05, 6.53e-08, 1.75e-06, 1.08e-09, 3.44e-09, 4.03e-06, 0.00e+00, 2.33e-05, 4.83e-08]    [1.68e-06, 9.87e-07, 9.02e-07, 8.96e-07, 7.17e-07, 1.31e-06, 5.01e-07, 2.68e-05, 1.71e-08, 3.33e-07, 3.45e-06, 1.38e-05, 4.78e-06, 1.06e-05, 6.53e-08, 1.75e-06, 1.08e-09, 3.44e-09, 4.03e-06, 0.00e+00, 2.33e-05, 4.83e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 49.275238 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
642000    [1.68e-06, 9.87e-07, 9.02e-07, 8.96e-07, 7.17e-07, 1.31e-06, 5.01e-07, 2.68e-05, 1.71e-08, 3.33e-07, 3.45e-06, 1.38e-05, 4.78e-06, 1.06e-05, 6.53e-08, 1.75e-06, 1.08e-09, 3.44e-09, 4.03e-06, 0.00e+00, 2.33e-05, 4.83e-08]    [1.68e-06, 9.87e-07, 9.02e-07, 8.96e-07, 7.17e-07, 1.31e-06, 5.01e-07, 2.68e-05, 1.71e-08, 3.33e-07, 3.45e-06, 1.38e-05, 4.78e-06, 1.06e-05, 6.53e-08, 1.75e-06, 1.08e-09, 3.44e-09, 4.03e-06, 0.00e+00, 2.33e-05, 4.83e-08]    []  
642100    [2.62e-07, 5.35e-07, 5.78e-07, 3.93e-07, 4.83e-07, 1.54e-06, 1.43e-07, 1.00e-07, 6.64e-10, 5.17e-08, 5.53e-07, 1.08e-06, 1.38e-06, 2.15e-06, 3.16e-08, 2.54e-08, 1.75e-08, 2.57e-08, 1.96e-08, 4.27e-12, 1.21e-07, 1.96e-10]    [2.62e-07, 5.35e-07, 5.78e-07, 3.93e-07, 4.83e-07, 1.54e-06, 1.43e-07, 1.00e-07, 6.64e-10, 5.17e-08, 5.53e-07, 1.08e-06, 1.38e-06, 2.15e-06, 3.16e-08, 2.54e-08, 1.75e-08, 2.57e-08, 1.96e-08, 4.27e-12, 1.21e-07, 1.96e-10]    []  
642200    [2.39e-07, 6.15e-07, 7.44e-07, 4.01e-07, 5.49e-07, 1.54e-06, 1.56e-07, 4.53e-08, 6.72e-08, 5.50e-08, 5.18e-07, 1.74e-06, 9.80e-07, 1.15e-06, 2.19e-09, 0.00e+00, 3.43e-11, 4.58e-09, 0.00e+00, 7.34e-09, 4.90e-08, 4.72e-08]    [2.39e-07, 6.15e-07, 7.44e-07, 4.01e-07, 5.49e-07, 1.54e-06, 1.56e-07, 4.53e-08, 6.72e-08, 5.50e-08, 5.18e-07, 1.74e-06, 9.80e-07, 1.15e-06, 2.19e-09, 0.00e+00, 3.43e-11, 4.58e-09, 0.00e+00, 7.34e-09, 4.90e-08, 4.72e-08]    []  
642300    [1.09e-05, 3.00e-06, 2.06e-06, 6.94e-06, 3.69e-06, 3.40e-06, 4.34e-06, 5.52e-05, 1.65e-07, 1.36e-05, 2.51e-05, 9.13e-05, 2.04e-04, 3.31e-04, 0.00e+00, 0.00e+00, 2.54e-08, 0.00e+00, 0.00e+00, 2.06e-08, 9.84e-05, 1.26e-07]    [1.09e-05, 3.00e-06, 2.06e-06, 6.94e-06, 3.69e-06, 3.40e-06, 4.34e-06, 5.52e-05, 1.65e-07, 1.36e-05, 2.51e-05, 9.13e-05, 2.04e-04, 3.31e-04, 0.00e+00, 0.00e+00, 2.54e-08, 0.00e+00, 0.00e+00, 2.06e-08, 9.84e-05, 1.26e-07]    []  
642400    [2.11e-07, 5.78e-07, 6.78e-07, 4.20e-07, 5.22e-07, 1.53e-06, 1.54e-07, 9.22e-09, 2.90e-10, 6.96e-12, 4.33e-07, 9.75e-07, 6.35e-07, 2.74e-08, 3.98e-10, 1.01e-09, 1.82e-11, 2.25e-10, 0.00e+00, 1.19e-10, 1.49e-07, 7.10e-10]    [2.11e-07, 5.78e-07, 6.78e-07, 4.20e-07, 5.22e-07, 1.53e-06, 1.54e-07, 9.22e-09, 2.90e-10, 6.96e-12, 4.33e-07, 9.75e-07, 6.35e-07, 2.74e-08, 3.98e-10, 1.01e-09, 1.82e-11, 2.25e-10, 0.00e+00, 1.19e-10, 1.49e-07, 7.10e-10]    []  
642500    [2.95e-06, 1.84e-06, 6.94e-07, 1.60e-06, 1.95e-06, 2.59e-06, 2.72e-06, 3.99e-06, 1.62e-07, 1.34e-05, 3.57e-05, 8.62e-05, 2.21e-05, 2.36e-04, 0.00e+00, 4.15e-09, 0.00e+00, 3.61e-08, 0.00e+00, 4.32e-09, 7.67e-07, 2.64e-08]    [2.95e-06, 1.84e-06, 6.94e-07, 1.60e-06, 1.95e-06, 2.59e-06, 2.72e-06, 3.99e-06, 1.62e-07, 1.34e-05, 3.57e-05, 8.62e-05, 2.21e-05, 2.36e-04, 0.00e+00, 4.15e-09, 0.00e+00, 3.61e-08, 0.00e+00, 4.32e-09, 7.67e-07, 2.64e-08]    []  
642600    [2.04e-07, 5.59e-07, 5.86e-07, 3.87e-07, 4.81e-07, 1.53e-06, 1.42e-07, 2.50e-09, 1.67e-10, 7.06e-10, 4.14e-07, 9.12e-07, 5.84e-07, 6.87e-08, 1.16e-10, 1.05e-09, 1.87e-10, 2.81e-10, 4.83e-11, 3.84e-12, 1.11e-08, 1.65e-10]    [2.04e-07, 5.59e-07, 5.86e-07, 3.87e-07, 4.81e-07, 1.53e-06, 1.42e-07, 2.50e-09, 1.67e-10, 7.06e-10, 4.14e-07, 9.12e-07, 5.84e-07, 6.87e-08, 1.16e-10, 1.05e-09, 1.87e-10, 2.81e-10, 4.83e-11, 3.84e-12, 1.11e-08, 1.65e-10]    []  
642700    [2.62e-07, 5.84e-07, 7.76e-07, 4.33e-07, 5.22e-07, 1.49e-06, 1.88e-07, 5.34e-08, 6.80e-06, 1.58e-08, 6.90e-07, 1.86e-06, 1.22e-06, 2.15e-07, 9.35e-09, 7.59e-09, 9.53e-09, 2.82e-08, 5.66e-09, 0.00e+00, 3.84e-08, 1.42e-05]    [2.62e-07, 5.84e-07, 7.76e-07, 4.33e-07, 5.22e-07, 1.49e-06, 1.88e-07, 5.34e-08, 6.80e-06, 1.58e-08, 6.90e-07, 1.86e-06, 1.22e-06, 2.15e-07, 9.35e-09, 7.59e-09, 9.53e-09, 2.82e-08, 5.66e-09, 0.00e+00, 3.84e-08, 1.42e-05]    []  
642800    [5.75e-06, 2.10e-06, 9.11e-07, 1.11e-06, 7.11e-07, 2.08e-06, 3.02e-07, 2.24e-06, 1.73e-10, 6.47e-06, 1.03e-05, 4.71e-05, 8.08e-05, 2.82e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.06e-06, 8.28e-10]    [5.75e-06, 2.10e-06, 9.11e-07, 1.11e-06, 7.11e-07, 2.08e-06, 3.02e-07, 2.24e-06, 1.73e-10, 6.47e-06, 1.03e-05, 4.71e-05, 8.08e-05, 2.82e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.06e-06, 8.28e-10]    []  
642900    [2.01e-07, 5.81e-07, 6.70e-07, 4.24e-07, 5.13e-07, 1.51e-06, 1.56e-07, 1.94e-07, 3.66e-10, 2.09e-08, 4.87e-07, 1.08e-06, 7.17e-07, 3.07e-07, 1.22e-09, 2.22e-09, 0.00e+00, 2.51e-09, 0.00e+00, 1.25e-10, 1.22e-07, 7.45e-10]    [2.01e-07, 5.81e-07, 6.70e-07, 4.24e-07, 5.13e-07, 1.51e-06, 1.56e-07, 1.94e-07, 3.66e-10, 2.09e-08, 4.87e-07, 1.08e-06, 7.17e-07, 3.07e-07, 1.22e-09, 2.22e-09, 0.00e+00, 2.51e-09, 0.00e+00, 1.25e-10, 1.22e-07, 7.45e-10]    []  
643000    [2.62e-06, 1.77e-06, 7.61e-07, 1.70e-06, 2.03e-06, 2.63e-06, 2.58e-06, 3.11e-06, 7.59e-08, 1.28e-05, 3.39e-05, 8.45e-05, 1.89e-05, 2.19e-04, 0.00e+00, 7.77e-09, 0.00e+00, 2.93e-08, 0.00e+00, 4.14e-10, 1.15e-07, 6.51e-08]    [2.62e-06, 1.77e-06, 7.61e-07, 1.70e-06, 2.03e-06, 2.63e-06, 2.58e-06, 3.11e-06, 7.59e-08, 1.28e-05, 3.39e-05, 8.45e-05, 1.89e-05, 2.19e-04, 0.00e+00, 7.77e-09, 0.00e+00, 2.93e-08, 0.00e+00, 4.14e-10, 1.15e-07, 6.51e-08]    []  
643100    [2.03e-07, 5.59e-07, 5.65e-07, 3.85e-07, 4.77e-07, 1.53e-06, 1.41e-07, 7.63e-09, 1.21e-07, 1.09e-10, 4.09e-07, 8.71e-07, 5.61e-07, 2.83e-09, 9.34e-10, 2.34e-09, 6.83e-10, 1.73e-09, 8.36e-09, 0.00e+00, 5.12e-08, 1.02e-07]    [2.03e-07, 5.59e-07, 5.65e-07, 3.85e-07, 4.77e-07, 1.53e-06, 1.41e-07, 7.63e-09, 1.21e-07, 1.09e-10, 4.09e-07, 8.71e-07, 5.61e-07, 2.83e-09, 9.34e-10, 2.34e-09, 6.83e-10, 1.73e-09, 8.36e-09, 0.00e+00, 5.12e-08, 1.02e-07]    []  
643200    [2.35e-07, 5.88e-07, 6.38e-07, 4.29e-07, 5.34e-07, 1.55e-06, 2.83e-07, 8.75e-08, 6.09e-07, 4.63e-08, 1.21e-06, 2.27e-06, 1.32e-06, 1.91e-06, 3.09e-08, 0.00e+00, 5.27e-10, 1.98e-08, 6.28e-08, 0.00e+00, 4.18e-07, 7.56e-07]    [2.35e-07, 5.88e-07, 6.38e-07, 4.29e-07, 5.34e-07, 1.55e-06, 2.83e-07, 8.75e-08, 6.09e-07, 4.63e-08, 1.21e-06, 2.27e-06, 1.32e-06, 1.91e-06, 3.09e-08, 0.00e+00, 5.27e-10, 1.98e-08, 6.28e-08, 0.00e+00, 4.18e-07, 7.56e-07]    []  
643300    [2.69e-07, 5.28e-07, 5.34e-07, 3.90e-07, 4.67e-07, 1.56e-06, 2.22e-07, 5.04e-09, 7.61e-11, 7.43e-08, 5.35e-07, 1.12e-06, 1.29e-06, 2.74e-06, 4.08e-08, 2.61e-08, 2.07e-08, 3.02e-08, 6.80e-10, 3.21e-12, 1.26e-08, 3.18e-10]    [2.69e-07, 5.28e-07, 5.34e-07, 3.90e-07, 4.67e-07, 1.56e-06, 2.22e-07, 5.04e-09, 7.61e-11, 7.43e-08, 5.35e-07, 1.12e-06, 1.29e-06, 2.74e-06, 4.08e-08, 2.61e-08, 2.07e-08, 3.02e-08, 6.80e-10, 3.21e-12, 1.26e-08, 3.18e-10]    []  
643400    [2.32e-07, 5.89e-07, 7.37e-07, 4.62e-07, 5.50e-07, 1.53e-06, 2.04e-07, 1.13e-09, 1.75e-09, 2.41e-08, 8.84e-07, 1.52e-06, 9.41e-07, 3.40e-07, 1.20e-08, 5.77e-09, 1.45e-09, 8.81e-09, 0.00e+00, 9.56e-12, 2.58e-08, 3.11e-09]    [2.32e-07, 5.89e-07, 7.37e-07, 4.62e-07, 5.50e-07, 1.53e-06, 2.04e-07, 1.13e-09, 1.75e-09, 2.41e-08, 8.84e-07, 1.52e-06, 9.41e-07, 3.40e-07, 1.20e-08, 5.77e-09, 1.45e-09, 8.81e-09, 0.00e+00, 9.56e-12, 2.58e-08, 3.11e-09]    []  
643500    [8.51e-07, 5.66e-07, 6.09e-07, 4.38e-07, 5.21e-07, 1.62e-06, 2.08e-07, 1.40e-07, 1.27e-11, 7.90e-07, 2.08e-06, 5.00e-06, 1.15e-05, 3.17e-05, 3.47e-07, 2.31e-07, 2.45e-07, 2.35e-07, 3.04e-08, 1.00e-11, 1.94e-07, 2.35e-10]    [8.51e-07, 5.66e-07, 6.09e-07, 4.38e-07, 5.21e-07, 1.62e-06, 2.08e-07, 1.40e-07, 1.27e-11, 7.90e-07, 2.08e-06, 5.00e-06, 1.15e-05, 3.17e-05, 3.47e-07, 2.31e-07, 2.45e-07, 2.35e-07, 3.04e-08, 1.00e-11, 1.94e-07, 2.35e-10]    []  
643600    [2.05e-07, 5.62e-07, 6.85e-07, 4.51e-07, 5.03e-07, 1.52e-06, 1.84e-07, 1.09e-07, 8.70e-13, 7.46e-09, 5.61e-07, 1.14e-06, 9.57e-07, 4.27e-08, 5.24e-09, 6.16e-09, 4.27e-11, 9.52e-09, 0.00e+00, 2.60e-11, 5.34e-08, 2.52e-10]    [2.05e-07, 5.62e-07, 6.85e-07, 4.51e-07, 5.03e-07, 1.52e-06, 1.84e-07, 1.09e-07, 8.70e-13, 7.46e-09, 5.61e-07, 1.14e-06, 9.57e-07, 4.27e-08, 5.24e-09, 6.16e-09, 4.27e-11, 9.52e-09, 0.00e+00, 2.60e-11, 5.34e-08, 2.52e-10]    []  
643700    [4.06e-05, 6.94e-06, 5.34e-06, 7.04e-06, 5.15e-06, 6.75e-06, 6.27e-06, 2.03e-04, 7.09e-08, 7.27e-05, 1.22e-04, 3.10e-04, 5.11e-04, 2.25e-03, 2.93e-05, 3.11e-05, 2.50e-05, 1.13e-05, 5.14e-05, 5.89e-09, 2.47e-04, 3.78e-08]    [4.06e-05, 6.94e-06, 5.34e-06, 7.04e-06, 5.15e-06, 6.75e-06, 6.27e-06, 2.03e-04, 7.09e-08, 7.27e-05, 1.22e-04, 3.10e-04, 5.11e-04, 2.25e-03, 2.93e-05, 3.11e-05, 2.50e-05, 1.13e-05, 5.14e-05, 5.89e-09, 2.47e-04, 3.78e-08]    []  
643800    [2.22e-07, 5.98e-07, 7.43e-07, 4.42e-07, 5.26e-07, 1.55e-06, 1.67e-07, 2.84e-08, 1.24e-09, 3.81e-10, 4.73e-07, 9.89e-07, 7.22e-07, 1.60e-08, 1.92e-09, 3.27e-09, 7.70e-10, 1.36e-09, 1.55e-10, 1.37e-11, 5.29e-08, 2.18e-10]    [2.22e-07, 5.98e-07, 7.43e-07, 4.42e-07, 5.26e-07, 1.55e-06, 1.67e-07, 2.84e-08, 1.24e-09, 3.81e-10, 4.73e-07, 9.89e-07, 7.22e-07, 1.60e-08, 1.92e-09, 3.27e-09, 7.70e-10, 1.36e-09, 1.55e-10, 1.37e-11, 5.29e-08, 2.18e-10]    []  
643900    [1.32e-04, 3.97e-05, 1.26e-05, 2.55e-05, 9.03e-06, 2.02e-05, 4.73e-06, 3.44e-05, 3.75e-08, 1.74e-04, 1.95e-04, 1.27e-03, 1.38e-03, 6.85e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.75e-05, 1.49e-07]    [1.32e-04, 3.97e-05, 1.26e-05, 2.55e-05, 9.03e-06, 2.02e-05, 4.73e-06, 3.44e-05, 3.75e-08, 1.74e-04, 1.95e-04, 1.27e-03, 1.38e-03, 6.85e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.75e-05, 1.49e-07]    []  
644000    [2.12e-07, 5.80e-07, 7.18e-07, 4.23e-07, 5.27e-07, 1.54e-06, 1.54e-07, 1.15e-08, 8.36e-10, 6.55e-12, 4.35e-07, 9.56e-07, 6.34e-07, 4.14e-09, 1.41e-09, 2.44e-09, 5.43e-10, 1.16e-09, 0.00e+00, 1.00e-15, 2.40e-08, 5.55e-10]    [2.12e-07, 5.80e-07, 7.18e-07, 4.23e-07, 5.27e-07, 1.54e-06, 1.54e-07, 1.15e-08, 8.36e-10, 6.55e-12, 4.35e-07, 9.56e-07, 6.34e-07, 4.14e-09, 1.41e-09, 2.44e-09, 5.43e-10, 1.16e-09, 0.00e+00, 1.00e-15, 2.40e-08, 5.55e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 49.667487 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
644000    [2.12e-07, 5.80e-07, 7.18e-07, 4.23e-07, 5.27e-07, 1.54e-06, 1.54e-07, 1.15e-08, 8.36e-10, 6.55e-12, 4.35e-07, 9.56e-07, 6.34e-07, 4.14e-09, 1.41e-09, 2.44e-09, 5.43e-10, 1.16e-09, 0.00e+00, 1.00e-15, 2.40e-08, 5.55e-10]    [2.12e-07, 5.80e-07, 7.18e-07, 4.23e-07, 5.27e-07, 1.54e-06, 1.54e-07, 1.15e-08, 8.36e-10, 6.55e-12, 4.35e-07, 9.56e-07, 6.34e-07, 4.14e-09, 1.41e-09, 2.44e-09, 5.43e-10, 1.16e-09, 0.00e+00, 1.00e-15, 2.40e-08, 5.55e-10]    []  
644100    [3.19e-05, 7.94e-06, 7.99e-06, 8.22e-06, 4.11e-06, 5.87e-06, 4.52e-06, 3.87e-05, 2.34e-04, 5.45e-05, 1.36e-04, 2.64e-04, 8.41e-04, 1.81e-03, 4.55e-05, 1.55e-05, 3.26e-05, 1.75e-05, 1.06e-05, 0.00e+00, 5.53e-05, 3.35e-04]    [3.19e-05, 7.94e-06, 7.99e-06, 8.22e-06, 4.11e-06, 5.87e-06, 4.52e-06, 3.87e-05, 2.34e-04, 5.45e-05, 1.36e-04, 2.64e-04, 8.41e-04, 1.81e-03, 4.55e-05, 1.55e-05, 3.26e-05, 1.75e-05, 1.06e-05, 0.00e+00, 5.53e-05, 3.35e-04]    []  
644200    [2.11e-07, 5.81e-07, 6.58e-07, 4.07e-07, 5.34e-07, 1.55e-06, 1.75e-07, 2.94e-08, 9.57e-07, 2.86e-08, 5.68e-07, 1.04e-06, 6.68e-07, 4.99e-08, 5.81e-10, 1.29e-09, 9.29e-11, 2.67e-09, 5.96e-09, 5.21e-09, 3.90e-08, 6.44e-06]    [2.11e-07, 5.81e-07, 6.58e-07, 4.07e-07, 5.34e-07, 1.55e-06, 1.75e-07, 2.94e-08, 9.57e-07, 2.86e-08, 5.68e-07, 1.04e-06, 6.68e-07, 4.99e-08, 5.81e-10, 1.29e-09, 9.29e-11, 2.67e-09, 5.96e-09, 5.21e-09, 3.90e-08, 6.44e-06]    []  
644300    [5.14e-06, 1.74e-06, 8.29e-07, 1.60e-06, 1.93e-06, 2.29e-06, 1.90e-06, 3.36e-05, 2.21e-07, 3.89e-06, 6.05e-06, 4.42e-05, 4.91e-05, 2.08e-04, 0.00e+00, 2.28e-08, 0.00e+00, 8.32e-09, 0.00e+00, 0.00e+00, 7.80e-05, 4.36e-07]    [5.14e-06, 1.74e-06, 8.29e-07, 1.60e-06, 1.93e-06, 2.29e-06, 1.90e-06, 3.36e-05, 2.21e-07, 3.89e-06, 6.05e-06, 4.42e-05, 4.91e-05, 2.08e-04, 0.00e+00, 2.28e-08, 0.00e+00, 8.32e-09, 0.00e+00, 0.00e+00, 7.80e-05, 4.36e-07]    []  
644400    [2.04e-07, 5.39e-07, 5.89e-07, 3.89e-07, 4.76e-07, 1.54e-06, 1.54e-07, 6.30e-08, 1.89e-09, 5.44e-10, 4.15e-07, 8.73e-07, 5.53e-07, 7.21e-09, 2.07e-09, 2.93e-09, 4.03e-10, 1.42e-09, 0.00e+00, 0.00e+00, 1.95e-08, 9.15e-10]    [2.04e-07, 5.39e-07, 5.89e-07, 3.89e-07, 4.76e-07, 1.54e-06, 1.54e-07, 6.30e-08, 1.89e-09, 5.44e-10, 4.15e-07, 8.73e-07, 5.53e-07, 7.21e-09, 2.07e-09, 2.93e-09, 4.03e-10, 1.42e-09, 0.00e+00, 0.00e+00, 1.95e-08, 9.15e-10]    []  
644500    [3.53e-07, 5.26e-07, 1.05e-06, 4.27e-07, 6.14e-07, 1.57e-06, 2.23e-07, 5.31e-06, 7.64e-08, 1.54e-08, 8.92e-07, 1.88e-06, 1.57e-06, 6.21e-08, 2.33e-08, 9.37e-09, 1.22e-08, 2.46e-08, 0.00e+00, 4.91e-09, 8.83e-06, 3.19e-08]    [3.53e-07, 5.26e-07, 1.05e-06, 4.27e-07, 6.14e-07, 1.57e-06, 2.23e-07, 5.31e-06, 7.64e-08, 1.54e-08, 8.92e-07, 1.88e-06, 1.57e-06, 6.21e-08, 2.33e-08, 9.37e-09, 1.22e-08, 2.46e-08, 0.00e+00, 4.91e-09, 8.83e-06, 3.19e-08]    []  
644600    [2.11e-07, 5.85e-07, 6.45e-07, 4.18e-07, 4.76e-07, 1.57e-06, 1.48e-07, 2.26e-08, 7.66e-11, 3.73e-11, 4.14e-07, 8.38e-07, 5.28e-07, 2.83e-09, 1.55e-09, 2.45e-09, 1.52e-09, 1.90e-09, 1.13e-08, 1.18e-12, 6.88e-08, 2.31e-10]    [2.11e-07, 5.85e-07, 6.45e-07, 4.18e-07, 4.76e-07, 1.57e-06, 1.48e-07, 2.26e-08, 7.66e-11, 3.73e-11, 4.14e-07, 8.38e-07, 5.28e-07, 2.83e-09, 1.55e-09, 2.45e-09, 1.52e-09, 1.90e-09, 1.13e-08, 1.18e-12, 6.88e-08, 2.31e-10]    []  
644700    [1.31e-06, 9.58e-07, 6.73e-07, 8.92e-07, 6.63e-07, 1.67e-06, 3.55e-07, 5.46e-06, 4.29e-06, 2.86e-06, 4.91e-06, 1.54e-05, 7.97e-06, 6.34e-05, 0.00e+00, 6.29e-08, 0.00e+00, 1.74e-10, 0.00e+00, 0.00e+00, 5.17e-06, 2.57e-06]    [1.31e-06, 9.58e-07, 6.73e-07, 8.92e-07, 6.63e-07, 1.67e-06, 3.55e-07, 5.46e-06, 4.29e-06, 2.86e-06, 4.91e-06, 1.54e-05, 7.97e-06, 6.34e-05, 0.00e+00, 6.29e-08, 0.00e+00, 1.74e-10, 0.00e+00, 0.00e+00, 5.17e-06, 2.57e-06]    []  
644800    [2.03e-07, 5.55e-07, 5.81e-07, 3.89e-07, 4.76e-07, 1.55e-06, 1.55e-07, 4.53e-09, 1.55e-10, 6.44e-11, 4.09e-07, 8.37e-07, 5.24e-07, 2.10e-09, 1.47e-09, 2.77e-09, 9.65e-10, 1.47e-09, 4.61e-10, 2.62e-11, 1.19e-08, 2.71e-10]    [2.03e-07, 5.55e-07, 5.81e-07, 3.89e-07, 4.76e-07, 1.55e-06, 1.55e-07, 4.53e-09, 1.55e-10, 6.44e-11, 4.09e-07, 8.37e-07, 5.24e-07, 2.10e-09, 1.47e-09, 2.77e-09, 9.65e-10, 1.47e-09, 4.61e-10, 2.62e-11, 1.19e-08, 2.71e-10]    []  
644900    [9.36e-07, 8.47e-07, 9.94e-07, 7.34e-07, 4.61e-07, 1.59e-06, 4.69e-07, 1.90e-06, 1.82e-08, 1.97e-07, 7.47e-06, 1.08e-05, 1.18e-05, 3.84e-06, 6.43e-08, 1.20e-07, 0.00e+00, 9.77e-09, 0.00e+00, 4.24e-09, 1.07e-05, 2.86e-08]    [9.36e-07, 8.47e-07, 9.94e-07, 7.34e-07, 4.61e-07, 1.59e-06, 4.69e-07, 1.90e-06, 1.82e-08, 1.97e-07, 7.47e-06, 1.08e-05, 1.18e-05, 3.84e-06, 6.43e-08, 1.20e-07, 0.00e+00, 9.77e-09, 0.00e+00, 4.24e-09, 1.07e-05, 2.86e-08]    []  
645000    [2.04e-07, 5.61e-07, 6.01e-07, 4.07e-07, 4.63e-07, 1.56e-06, 1.45e-07, 1.18e-07, 1.29e-11, 8.60e-11, 4.13e-07, 8.25e-07, 5.42e-07, 7.64e-09, 2.31e-09, 3.24e-09, 1.90e-09, 2.72e-09, 2.64e-08, 1.49e-12, 1.65e-07, 2.56e-10]    [2.04e-07, 5.61e-07, 6.01e-07, 4.07e-07, 4.63e-07, 1.56e-06, 1.45e-07, 1.18e-07, 1.29e-11, 8.60e-11, 4.13e-07, 8.25e-07, 5.42e-07, 7.64e-09, 2.31e-09, 3.24e-09, 1.90e-09, 2.72e-09, 2.64e-08, 1.49e-12, 1.65e-07, 2.56e-10]    []  
645100    [4.99e-07, 4.97e-07, 7.75e-07, 4.11e-07, 6.31e-07, 1.54e-06, 1.91e-07, 3.76e-07, 4.17e-06, 1.43e-07, 3.12e-06, 3.88e-06, 1.22e-05, 8.84e-06, 5.22e-08, 1.20e-07, 2.48e-07, 3.53e-08, 5.13e-10, 0.00e+00, 1.52e-08, 9.59e-06]    [4.99e-07, 4.97e-07, 7.75e-07, 4.11e-07, 6.31e-07, 1.54e-06, 1.91e-07, 3.76e-07, 4.17e-06, 1.43e-07, 3.12e-06, 3.88e-06, 1.22e-05, 8.84e-06, 5.22e-08, 1.20e-07, 2.48e-07, 3.53e-08, 5.13e-10, 0.00e+00, 1.52e-08, 9.59e-06]    []  
645200    [5.42e-06, 1.24e-06, 9.86e-07, 8.79e-07, 9.69e-07, 2.13e-06, 3.52e-07, 1.08e-06, 2.12e-10, 7.25e-06, 1.34e-05, 4.07e-05, 8.35e-05, 2.82e-04, 3.56e-06, 2.92e-06, 2.13e-06, 1.96e-06, 4.15e-07, 2.16e-11, 2.71e-06, 2.32e-10]    [5.42e-06, 1.24e-06, 9.86e-07, 8.79e-07, 9.69e-07, 2.13e-06, 3.52e-07, 1.08e-06, 2.12e-10, 7.25e-06, 1.34e-05, 4.07e-05, 8.35e-05, 2.82e-04, 3.56e-06, 2.92e-06, 2.13e-06, 1.96e-06, 4.15e-07, 2.16e-11, 2.71e-06, 2.32e-10]    []  
645300    [2.24e-07, 5.60e-07, 6.85e-07, 4.40e-07, 5.16e-07, 1.54e-06, 1.56e-07, 1.37e-09, 3.24e-10, 7.39e-09, 4.92e-07, 1.17e-06, 6.85e-07, 3.58e-07, 1.34e-08, 1.02e-08, 0.00e+00, 7.14e-09, 7.46e-12, 2.66e-11, 7.51e-08, 2.36e-10]    [2.24e-07, 5.60e-07, 6.85e-07, 4.40e-07, 5.16e-07, 1.54e-06, 1.56e-07, 1.37e-09, 3.24e-10, 7.39e-09, 4.92e-07, 1.17e-06, 6.85e-07, 3.58e-07, 1.34e-08, 1.02e-08, 0.00e+00, 7.14e-09, 7.46e-12, 2.66e-11, 7.51e-08, 2.36e-10]    []  
645400    [6.29e-06, 4.43e-06, 5.39e-06, 8.49e-06, 5.20e-06, 3.38e-06, 6.23e-06, 1.27e-04, 6.11e-06, 4.28e-05, 8.82e-05, 1.98e-04, 7.58e-05, 3.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.36e-07, 0.00e+00, 2.65e-08, 6.41e-05, 2.37e-07]    [6.29e-06, 4.43e-06, 5.39e-06, 8.49e-06, 5.20e-06, 3.38e-06, 6.23e-06, 1.27e-04, 6.11e-06, 4.28e-05, 8.82e-05, 1.98e-04, 7.58e-05, 3.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.36e-07, 0.00e+00, 2.65e-08, 6.41e-05, 2.37e-07]    []  
645500    [2.18e-07, 6.18e-07, 8.12e-07, 4.49e-07, 5.42e-07, 1.60e-06, 1.90e-07, 2.01e-09, 9.54e-07, 9.30e-09, 6.71e-07, 9.72e-07, 7.57e-07, 8.25e-09, 6.08e-09, 4.47e-09, 0.00e+00, 3.34e-09, 3.90e-09, 8.80e-06, 2.74e-08, 3.57e-05]    [2.18e-07, 6.18e-07, 8.12e-07, 4.49e-07, 5.42e-07, 1.60e-06, 1.90e-07, 2.01e-09, 9.54e-07, 9.30e-09, 6.71e-07, 9.72e-07, 7.57e-07, 8.25e-09, 6.08e-09, 4.47e-09, 0.00e+00, 3.34e-09, 3.90e-09, 8.80e-06, 2.74e-08, 3.57e-05]    []  
645600    [1.24e-05, 4.53e-06, 3.65e-06, 6.54e-06, 2.84e-06, 5.61e-06, 5.89e-06, 3.92e-05, 3.19e-07, 2.70e-05, 5.13e-05, 1.69e-04, 8.40e-05, 7.36e-04, 1.76e-05, 4.41e-06, 7.01e-06, 1.03e-06, 0.00e+00, 6.94e-08, 5.52e-05, 3.88e-07]    [1.24e-05, 4.53e-06, 3.65e-06, 6.54e-06, 2.84e-06, 5.61e-06, 5.89e-06, 3.92e-05, 3.19e-07, 2.70e-05, 5.13e-05, 1.69e-04, 8.40e-05, 7.36e-04, 1.76e-05, 4.41e-06, 7.01e-06, 1.03e-06, 0.00e+00, 6.94e-08, 5.52e-05, 3.88e-07]    []  
645700    [2.12e-07, 5.61e-07, 7.22e-07, 4.26e-07, 5.19e-07, 1.57e-06, 1.56e-07, 7.49e-08, 1.59e-09, 1.97e-09, 4.35e-07, 9.20e-07, 6.70e-07, 8.44e-08, 3.52e-09, 4.17e-09, 4.36e-10, 3.62e-09, 2.04e-09, 3.90e-10, 1.89e-08, 2.42e-09]    [2.12e-07, 5.61e-07, 7.22e-07, 4.26e-07, 5.19e-07, 1.57e-06, 1.56e-07, 7.49e-08, 1.59e-09, 1.97e-09, 4.35e-07, 9.20e-07, 6.70e-07, 8.44e-08, 3.52e-09, 4.17e-09, 4.36e-10, 3.62e-09, 2.04e-09, 3.90e-10, 1.89e-08, 2.42e-09]    []  
645800    [1.67e-06, 9.39e-07, 1.74e-06, 3.67e-06, 1.46e-06, 2.12e-06, 1.70e-06, 8.63e-05, 3.99e-09, 8.48e-08, 1.35e-05, 2.93e-05, 4.36e-05, 4.86e-06, 5.04e-07, 0.00e+00, 0.00e+00, 6.56e-08, 1.00e-05, 3.01e-11, 5.47e-05, 2.88e-10]    [1.67e-06, 9.39e-07, 1.74e-06, 3.67e-06, 1.46e-06, 2.12e-06, 1.70e-06, 8.63e-05, 3.99e-09, 8.48e-08, 1.35e-05, 2.93e-05, 4.36e-05, 4.86e-06, 5.04e-07, 0.00e+00, 0.00e+00, 6.56e-08, 1.00e-05, 3.01e-11, 5.47e-05, 2.88e-10]    []  
645900    [2.10e-07, 5.23e-07, 5.96e-07, 3.94e-07, 4.76e-07, 1.55e-06, 1.46e-07, 3.51e-11, 2.99e-10, 8.83e-09, 4.28e-07, 8.97e-07, 6.35e-07, 2.54e-07, 7.66e-09, 8.64e-09, 7.55e-10, 6.99e-09, 6.16e-09, 1.59e-11, 3.84e-08, 2.09e-10]    [2.10e-07, 5.23e-07, 5.96e-07, 3.94e-07, 4.76e-07, 1.55e-06, 1.46e-07, 3.51e-11, 2.99e-10, 8.83e-09, 4.28e-07, 8.97e-07, 6.35e-07, 2.54e-07, 7.66e-09, 8.64e-09, 7.55e-10, 6.99e-09, 6.16e-09, 1.59e-11, 3.84e-08, 2.09e-10]    []  
646000    [2.46e-07, 5.54e-07, 7.40e-07, 4.64e-07, 5.08e-07, 1.55e-06, 1.95e-07, 2.57e-07, 1.77e-07, 5.98e-13, 8.93e-07, 1.92e-06, 2.59e-06, 1.60e-06, 8.40e-09, 0.00e+00, 0.00e+00, 2.05e-08, 0.00e+00, 8.08e-08, 1.26e-06, 4.50e-07]    [2.46e-07, 5.54e-07, 7.40e-07, 4.64e-07, 5.08e-07, 1.55e-06, 1.95e-07, 2.57e-07, 1.77e-07, 5.98e-13, 8.93e-07, 1.92e-06, 2.59e-06, 1.60e-06, 8.40e-09, 0.00e+00, 0.00e+00, 2.05e-08, 0.00e+00, 8.08e-08, 1.26e-06, 4.50e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 43.988019 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
646000    [2.46e-07, 5.54e-07, 7.40e-07, 4.64e-07, 5.08e-07, 1.55e-06, 1.95e-07, 2.57e-07, 1.77e-07, 5.98e-13, 8.93e-07, 1.92e-06, 2.59e-06, 1.60e-06, 8.40e-09, 0.00e+00, 0.00e+00, 2.05e-08, 0.00e+00, 8.08e-08, 1.26e-06, 4.50e-07]    [2.46e-07, 5.54e-07, 7.40e-07, 4.64e-07, 5.08e-07, 1.55e-06, 1.95e-07, 2.57e-07, 1.77e-07, 5.98e-13, 8.93e-07, 1.92e-06, 2.59e-06, 1.60e-06, 8.40e-09, 0.00e+00, 0.00e+00, 2.05e-08, 0.00e+00, 8.08e-08, 1.26e-06, 4.50e-07]    []  
646100    [3.09e-05, 8.78e-06, 3.05e-06, 1.07e-05, 4.83e-06, 5.38e-06, 3.48e-06, 9.81e-05, 5.48e-07, 4.64e-05, 4.01e-05, 2.46e-04, 4.20e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.79e-04, 7.64e-07]    [3.09e-05, 8.78e-06, 3.05e-06, 1.07e-05, 4.83e-06, 5.38e-06, 3.48e-06, 9.81e-05, 5.48e-07, 4.64e-05, 4.01e-05, 2.46e-04, 4.20e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.79e-04, 7.64e-07]    []  
646200    [2.06e-07, 5.57e-07, 6.59e-07, 4.13e-07, 5.03e-07, 1.56e-06, 1.46e-07, 3.32e-08, 9.01e-10, 9.88e-10, 4.47e-07, 9.32e-07, 6.92e-07, 3.32e-08, 2.43e-09, 4.57e-09, 1.86e-09, 1.25e-09, 3.28e-10, 1.94e-10, 1.22e-08, 1.16e-09]    [2.06e-07, 5.57e-07, 6.59e-07, 4.13e-07, 5.03e-07, 1.56e-06, 1.46e-07, 3.32e-08, 9.01e-10, 9.88e-10, 4.47e-07, 9.32e-07, 6.92e-07, 3.32e-08, 2.43e-09, 4.57e-09, 1.86e-09, 1.25e-09, 3.28e-10, 1.94e-10, 1.22e-08, 1.16e-09]    []  
646300    [1.41e-06, 9.02e-07, 9.15e-07, 7.52e-07, 8.22e-07, 1.31e-06, 3.87e-07, 1.40e-06, 1.63e-04, 1.06e-06, 2.89e-05, 1.90e-05, 2.16e-05, 1.17e-06, 2.04e-09, 2.08e-07, 0.00e+00, 1.13e-10, 0.00e+00, 0.00e+00, 4.89e-06, 4.56e-04]    [1.41e-06, 9.02e-07, 9.15e-07, 7.52e-07, 8.22e-07, 1.31e-06, 3.87e-07, 1.40e-06, 1.63e-04, 1.06e-06, 2.89e-05, 1.90e-05, 2.16e-05, 1.17e-06, 2.04e-09, 2.08e-07, 0.00e+00, 1.13e-10, 0.00e+00, 0.00e+00, 4.89e-06, 4.56e-04]    []  
646400    [2.37e-07, 5.21e-07, 5.54e-07, 3.88e-07, 4.49e-07, 1.57e-06, 2.17e-07, 8.31e-08, 1.06e-08, 4.10e-08, 4.97e-07, 9.82e-07, 1.14e-06, 1.54e-06, 2.43e-08, 1.84e-08, 1.31e-08, 2.34e-08, 4.53e-10, 4.14e-10, 7.55e-08, 2.41e-09]    [2.37e-07, 5.21e-07, 5.54e-07, 3.88e-07, 4.49e-07, 1.57e-06, 2.17e-07, 8.31e-08, 1.06e-08, 4.10e-08, 4.97e-07, 9.82e-07, 1.14e-06, 1.54e-06, 2.43e-08, 1.84e-08, 1.31e-08, 2.34e-08, 4.53e-10, 4.14e-10, 7.55e-08, 2.41e-09]    []  
646500    [2.13e-07, 5.80e-07, 7.29e-07, 3.98e-07, 5.30e-07, 1.57e-06, 2.04e-07, 1.85e-07, 4.86e-11, 1.12e-08, 5.05e-07, 1.45e-06, 9.01e-07, 4.59e-07, 3.96e-09, 0.00e+00, 2.01e-11, 7.42e-09, 0.00e+00, 2.65e-13, 4.40e-07, 7.85e-10]    [2.13e-07, 5.80e-07, 7.29e-07, 3.98e-07, 5.30e-07, 1.57e-06, 2.04e-07, 1.85e-07, 4.86e-11, 1.12e-08, 5.05e-07, 1.45e-06, 9.01e-07, 4.59e-07, 3.96e-09, 0.00e+00, 2.01e-11, 7.42e-09, 0.00e+00, 2.65e-13, 4.40e-07, 7.85e-10]    []  
646600    [1.07e-04, 3.47e-05, 9.77e-06, 2.54e-05, 8.95e-06, 1.80e-05, 3.90e-06, 8.37e-05, 4.59e-09, 1.59e-04, 1.60e-04, 1.09e-03, 1.11e-03, 5.75e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.93e-04, 6.35e-08]    [1.07e-04, 3.47e-05, 9.77e-06, 2.54e-05, 8.95e-06, 1.80e-05, 3.90e-06, 8.37e-05, 4.59e-09, 1.59e-04, 1.60e-04, 1.09e-03, 1.11e-03, 5.75e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.93e-04, 6.35e-08]    []  
646700    [2.05e-07, 5.64e-07, 6.53e-07, 4.07e-07, 5.00e-07, 1.55e-06, 1.77e-07, 6.04e-08, 8.60e-11, 4.99e-10, 4.82e-07, 9.67e-07, 8.09e-07, 5.17e-08, 3.14e-09, 4.23e-09, 2.39e-09, 1.70e-09, 1.50e-08, 0.00e+00, 9.11e-08, 1.04e-09]    [2.05e-07, 5.64e-07, 6.53e-07, 4.07e-07, 5.00e-07, 1.55e-06, 1.77e-07, 6.04e-08, 8.60e-11, 4.99e-10, 4.82e-07, 9.67e-07, 8.09e-07, 5.17e-08, 3.14e-09, 4.23e-09, 2.39e-09, 1.70e-09, 1.50e-08, 0.00e+00, 9.11e-08, 1.04e-09]    []  
646800    [3.08e-06, 1.23e-06, 7.81e-07, 1.22e-06, 1.01e-06, 1.49e-06, 4.69e-07, 7.13e-06, 6.98e-07, 6.00e-08, 3.13e-06, 1.03e-05, 1.43e-05, 2.64e-05, 4.41e-07, 1.54e-06, 4.66e-07, 2.05e-08, 2.33e-06, 0.00e+00, 1.37e-05, 9.07e-07]    [3.08e-06, 1.23e-06, 7.81e-07, 1.22e-06, 1.01e-06, 1.49e-06, 4.69e-07, 7.13e-06, 6.98e-07, 6.00e-08, 3.13e-06, 1.03e-05, 1.43e-05, 2.64e-05, 4.41e-07, 1.54e-06, 4.66e-07, 2.05e-08, 2.33e-06, 0.00e+00, 1.37e-05, 9.07e-07]    []  
646900    [1.96e-07, 5.60e-07, 5.96e-07, 3.95e-07, 4.64e-07, 1.55e-06, 1.61e-07, 2.32e-08, 2.00e-10, 8.06e-10, 4.06e-07, 8.78e-07, 5.55e-07, 5.00e-08, 3.57e-10, 1.83e-09, 1.14e-09, 6.80e-10, 1.72e-08, 1.85e-11, 1.04e-07, 2.29e-10]    [1.96e-07, 5.60e-07, 5.96e-07, 3.95e-07, 4.64e-07, 1.55e-06, 1.61e-07, 2.32e-08, 2.00e-10, 8.06e-10, 4.06e-07, 8.78e-07, 5.55e-07, 5.00e-08, 3.57e-10, 1.83e-09, 1.14e-09, 6.80e-10, 1.72e-08, 1.85e-11, 1.04e-07, 2.29e-10]    []  
647000    [2.23e-07, 5.56e-07, 8.06e-07, 4.65e-07, 5.15e-07, 1.54e-06, 2.23e-07, 1.63e-08, 1.26e-08, 1.33e-07, 2.17e-06, 2.65e-06, 2.73e-06, 6.09e-07, 1.61e-08, 2.52e-10, 0.00e+00, 4.24e-08, 1.56e-08, 9.90e-10, 9.42e-08, 6.66e-09]    [2.23e-07, 5.56e-07, 8.06e-07, 4.65e-07, 5.15e-07, 1.54e-06, 2.23e-07, 1.63e-08, 1.26e-08, 1.33e-07, 2.17e-06, 2.65e-06, 2.73e-06, 6.09e-07, 1.61e-08, 2.52e-10, 0.00e+00, 4.24e-08, 1.56e-08, 9.90e-10, 9.42e-08, 6.66e-09]    []  
647100    [5.14e-07, 7.07e-07, 5.78e-07, 4.08e-07, 4.31e-07, 1.58e-06, 1.59e-07, 5.03e-08, 1.29e-09, 4.53e-07, 1.04e-06, 3.98e-06, 6.08e-06, 1.93e-05, 0.00e+00, 0.00e+00, 3.14e-10, 0.00e+00, 0.00e+00, 1.06e-11, 4.79e-08, 2.14e-10]    [5.14e-07, 7.07e-07, 5.78e-07, 4.08e-07, 4.31e-07, 1.58e-06, 1.59e-07, 5.03e-08, 1.29e-09, 4.53e-07, 1.04e-06, 3.98e-06, 6.08e-06, 1.93e-05, 0.00e+00, 0.00e+00, 3.14e-10, 0.00e+00, 0.00e+00, 1.06e-11, 4.79e-08, 2.14e-10]    []  
647200    [2.13e-07, 5.43e-07, 6.69e-07, 4.24e-07, 5.17e-07, 1.55e-06, 1.77e-07, 3.75e-07, 1.34e-07, 1.91e-08, 5.52e-07, 1.06e-06, 1.12e-06, 4.76e-07, 1.13e-08, 2.79e-09, 4.06e-09, 6.04e-09, 0.00e+00, 1.91e-08, 3.88e-07, 1.19e-07]    [2.13e-07, 5.43e-07, 6.69e-07, 4.24e-07, 5.17e-07, 1.55e-06, 1.77e-07, 3.75e-07, 1.34e-07, 1.91e-08, 5.52e-07, 1.06e-06, 1.12e-06, 4.76e-07, 1.13e-08, 2.79e-09, 4.06e-09, 6.04e-09, 0.00e+00, 1.91e-08, 3.88e-07, 1.19e-07]    []  
647300    [4.77e-06, 3.84e-06, 2.01e-06, 5.66e-06, 2.88e-06, 3.33e-06, 4.33e-06, 9.92e-07, 7.59e-08, 1.80e-05, 4.19e-05, 1.50e-04, 7.24e-05, 6.61e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.13e-08, 1.52e-07, 4.96e-09, 1.03e-06, 3.22e-08]    [4.77e-06, 3.84e-06, 2.01e-06, 5.66e-06, 2.88e-06, 3.33e-06, 4.33e-06, 9.92e-07, 7.59e-08, 1.80e-05, 4.19e-05, 1.50e-04, 7.24e-05, 6.61e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.13e-08, 1.52e-07, 4.96e-09, 1.03e-06, 3.22e-08]    []  
647400    [2.01e-07, 5.59e-07, 6.26e-07, 4.05e-07, 4.85e-07, 1.56e-06, 1.58e-07, 1.48e-09, 3.63e-10, 4.20e-10, 4.23e-07, 9.14e-07, 6.08e-07, 1.39e-08, 7.97e-10, 2.31e-09, 2.85e-10, 5.84e-10, 0.00e+00, 6.58e-13, 5.66e-08, 2.98e-10]    [2.01e-07, 5.59e-07, 6.26e-07, 4.05e-07, 4.85e-07, 1.56e-06, 1.58e-07, 1.48e-09, 3.63e-10, 4.20e-10, 4.23e-07, 9.14e-07, 6.08e-07, 1.39e-08, 7.97e-10, 2.31e-09, 2.85e-10, 5.84e-10, 0.00e+00, 6.58e-13, 5.66e-08, 2.98e-10]    []  
647500    [1.77e-06, 1.25e-06, 9.83e-07, 1.05e-06, 8.15e-07, 1.35e-06, 6.67e-07, 1.19e-07, 8.22e-06, 2.17e-06, 9.50e-06, 2.46e-05, 4.92e-06, 3.91e-05, 1.16e-06, 2.33e-06, 1.12e-09, 6.60e-08, 8.52e-10, 7.39e-08, 1.18e-08, 5.58e-07]    [1.77e-06, 1.25e-06, 9.83e-07, 1.05e-06, 8.15e-07, 1.35e-06, 6.67e-07, 1.19e-07, 8.22e-06, 2.17e-06, 9.50e-06, 2.46e-05, 4.92e-06, 3.91e-05, 1.16e-06, 2.33e-06, 1.12e-09, 6.60e-08, 8.52e-10, 7.39e-08, 1.18e-08, 5.58e-07]    []  
647600    [2.04e-07, 5.73e-07, 6.43e-07, 4.09e-07, 4.87e-07, 1.56e-06, 1.81e-07, 8.58e-10, 3.82e-09, 3.86e-11, 4.08e-07, 8.57e-07, 5.54e-07, 4.54e-09, 1.84e-09, 2.68e-09, 3.88e-10, 1.39e-09, 1.35e-10, 0.00e+00, 1.07e-08, 2.73e-08]    [2.04e-07, 5.73e-07, 6.43e-07, 4.09e-07, 4.87e-07, 1.56e-06, 1.81e-07, 8.58e-10, 3.82e-09, 3.86e-11, 4.08e-07, 8.57e-07, 5.54e-07, 4.54e-09, 1.84e-09, 2.68e-09, 3.88e-10, 1.39e-09, 1.35e-10, 0.00e+00, 1.07e-08, 2.73e-08]    []  
647700    [7.67e-07, 7.73e-07, 7.89e-07, 7.97e-07, 4.96e-07, 1.40e-06, 4.56e-07, 1.42e-05, 1.82e-07, 6.63e-07, 3.57e-06, 5.41e-06, 4.37e-06, 2.52e-06, 4.71e-09, 1.26e-07, 0.00e+00, 1.43e-08, 1.31e-06, 3.89e-08, 8.14e-06, 2.31e-07]    [7.67e-07, 7.73e-07, 7.89e-07, 7.97e-07, 4.96e-07, 1.40e-06, 4.56e-07, 1.42e-05, 1.82e-07, 6.63e-07, 3.57e-06, 5.41e-06, 4.37e-06, 2.52e-06, 4.71e-09, 1.26e-07, 0.00e+00, 1.43e-08, 1.31e-06, 3.89e-08, 8.14e-06, 2.31e-07]    []  
647800    [1.92e-07, 5.51e-07, 5.83e-07, 3.95e-07, 4.51e-07, 1.55e-06, 1.62e-07, 2.38e-08, 1.28e-11, 2.73e-09, 3.94e-07, 8.60e-07, 5.66e-07, 1.39e-07, 2.02e-10, 1.46e-09, 1.28e-09, 1.74e-10, 1.60e-08, 6.55e-12, 9.71e-08, 2.08e-10]    [1.92e-07, 5.51e-07, 5.83e-07, 3.95e-07, 4.51e-07, 1.55e-06, 1.62e-07, 2.38e-08, 1.28e-11, 2.73e-09, 3.94e-07, 8.60e-07, 5.66e-07, 1.39e-07, 2.02e-10, 1.46e-09, 1.28e-09, 1.74e-10, 1.60e-08, 6.55e-12, 9.71e-08, 2.08e-10]    []  
647900    [2.94e-07, 5.62e-07, 8.04e-07, 4.86e-07, 5.07e-07, 1.52e-06, 1.81e-07, 6.76e-08, 7.84e-09, 2.27e-08, 1.90e-06, 2.54e-06, 4.02e-06, 1.63e-06, 6.01e-09, 0.00e+00, 0.00e+00, 1.90e-08, 0.00e+00, 0.00e+00, 6.19e-07, 1.45e-09]    [2.94e-07, 5.62e-07, 8.04e-07, 4.86e-07, 5.07e-07, 1.52e-06, 1.81e-07, 6.76e-08, 7.84e-09, 2.27e-08, 1.90e-06, 2.54e-06, 4.02e-06, 1.63e-06, 6.01e-09, 0.00e+00, 0.00e+00, 1.90e-08, 0.00e+00, 0.00e+00, 6.19e-07, 1.45e-09]    []  
648000    [2.23e-05, 4.08e-06, 2.41e-06, 2.78e-06, 2.72e-06, 3.90e-06, 1.22e-06, 6.43e-06, 5.06e-09, 3.46e-05, 5.42e-05, 1.89e-04, 3.14e-04, 1.26e-03, 1.97e-05, 1.87e-05, 9.58e-06, 8.80e-06, 2.23e-06, 2.09e-09, 1.32e-05, 1.40e-08]    [2.23e-05, 4.08e-06, 2.41e-06, 2.78e-06, 2.72e-06, 3.90e-06, 1.22e-06, 6.43e-06, 5.06e-09, 3.46e-05, 5.42e-05, 1.89e-04, 3.14e-04, 1.26e-03, 1.97e-05, 1.87e-05, 9.58e-06, 8.80e-06, 2.23e-06, 2.09e-09, 1.32e-05, 1.40e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 51.447612 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
648000    [2.23e-05, 4.08e-06, 2.41e-06, 2.78e-06, 2.72e-06, 3.90e-06, 1.22e-06, 6.43e-06, 5.06e-09, 3.46e-05, 5.42e-05, 1.89e-04, 3.14e-04, 1.26e-03, 1.97e-05, 1.87e-05, 9.58e-06, 8.80e-06, 2.23e-06, 2.09e-09, 1.32e-05, 1.40e-08]    [2.23e-05, 4.08e-06, 2.41e-06, 2.78e-06, 2.72e-06, 3.90e-06, 1.22e-06, 6.43e-06, 5.06e-09, 3.46e-05, 5.42e-05, 1.89e-04, 3.14e-04, 1.26e-03, 1.97e-05, 1.87e-05, 9.58e-06, 8.80e-06, 2.23e-06, 2.09e-09, 1.32e-05, 1.40e-08]    []  
648100    [2.02e-07, 5.61e-07, 6.78e-07, 4.06e-07, 5.12e-07, 1.56e-06, 1.62e-07, 3.91e-08, 2.63e-11, 1.58e-10, 4.48e-07, 9.61e-07, 6.77e-07, 9.17e-09, 1.59e-09, 3.37e-09, 1.64e-10, 1.67e-09, 0.00e+00, 2.62e-10, 9.21e-08, 1.54e-09]    [2.02e-07, 5.61e-07, 6.78e-07, 4.06e-07, 5.12e-07, 1.56e-06, 1.62e-07, 3.91e-08, 2.63e-11, 1.58e-10, 4.48e-07, 9.61e-07, 6.77e-07, 9.17e-09, 1.59e-09, 3.37e-09, 1.64e-10, 1.67e-09, 0.00e+00, 2.62e-10, 9.21e-08, 1.54e-09]    []  
648200    [1.56e-06, 1.90e-06, 9.59e-07, 1.15e-06, 1.65e-06, 2.13e-06, 1.16e-06, 2.46e-05, 8.75e-05, 7.26e-07, 4.74e-05, 3.27e-05, 9.80e-05, 3.20e-05, 1.17e-07, 3.00e-07, 2.00e-06, 1.10e-06, 7.13e-06, 0.00e+00, 3.86e-05, 1.40e-04]    [1.56e-06, 1.90e-06, 9.59e-07, 1.15e-06, 1.65e-06, 2.13e-06, 1.16e-06, 2.46e-05, 8.75e-05, 7.26e-07, 4.74e-05, 3.27e-05, 9.80e-05, 3.20e-05, 1.17e-07, 3.00e-07, 2.00e-06, 1.10e-06, 7.13e-06, 0.00e+00, 3.86e-05, 1.40e-04]    []  
648300    [1.94e-07, 5.45e-07, 5.66e-07, 3.88e-07, 4.55e-07, 1.56e-06, 1.66e-07, 6.54e-08, 9.81e-10, 5.12e-10, 4.08e-07, 8.88e-07, 5.79e-07, 5.00e-08, 3.97e-10, 1.86e-09, 8.08e-10, 6.31e-10, 0.00e+00, 4.00e-14, 2.69e-08, 6.78e-10]    [1.94e-07, 5.45e-07, 5.66e-07, 3.88e-07, 4.55e-07, 1.56e-06, 1.66e-07, 6.54e-08, 9.81e-10, 5.12e-10, 4.08e-07, 8.88e-07, 5.79e-07, 5.00e-08, 3.97e-10, 1.86e-09, 8.08e-10, 6.31e-10, 0.00e+00, 4.00e-14, 2.69e-08, 6.78e-10]    []  
648400    [2.30e-07, 6.03e-07, 7.83e-07, 4.60e-07, 5.28e-07, 1.59e-06, 2.38e-07, 3.66e-07, 3.44e-08, 4.90e-08, 2.18e-06, 3.07e-06, 2.67e-06, 1.18e-06, 2.62e-08, 2.72e-09, 0.00e+00, 9.53e-08, 1.36e-07, 1.35e-09, 9.14e-07, 8.86e-09]    [2.30e-07, 6.03e-07, 7.83e-07, 4.60e-07, 5.28e-07, 1.59e-06, 2.38e-07, 3.66e-07, 3.44e-08, 4.90e-08, 2.18e-06, 3.07e-06, 2.67e-06, 1.18e-06, 2.62e-08, 2.72e-09, 0.00e+00, 9.53e-08, 1.36e-07, 1.35e-09, 9.14e-07, 8.86e-09]    []  
648500    [1.51e-06, 6.59e-07, 6.68e-07, 4.91e-07, 5.97e-07, 1.74e-06, 2.10e-07, 1.46e-07, 5.80e-10, 1.72e-06, 3.39e-06, 1.00e-05, 1.98e-05, 6.59e-05, 7.15e-07, 5.44e-07, 4.87e-07, 4.58e-07, 4.42e-08, 9.60e-11, 2.91e-07, 5.87e-10]    [1.51e-06, 6.59e-07, 6.68e-07, 4.91e-07, 5.97e-07, 1.74e-06, 2.10e-07, 1.46e-07, 5.80e-10, 1.72e-06, 3.39e-06, 1.00e-05, 1.98e-05, 6.59e-05, 7.15e-07, 5.44e-07, 4.87e-07, 4.58e-07, 4.42e-08, 9.60e-11, 2.91e-07, 5.87e-10]    []  
648600    [2.09e-07, 5.72e-07, 6.92e-07, 4.62e-07, 5.16e-07, 1.54e-06, 1.89e-07, 7.73e-08, 1.20e-07, 5.64e-09, 4.96e-07, 1.16e-06, 7.17e-07, 2.32e-07, 1.87e-08, 7.74e-09, 0.00e+00, 1.23e-08, 0.00e+00, 0.00e+00, 3.16e-08, 9.56e-08]    [2.09e-07, 5.72e-07, 6.92e-07, 4.62e-07, 5.16e-07, 1.54e-06, 1.89e-07, 7.73e-08, 1.20e-07, 5.64e-09, 4.96e-07, 1.16e-06, 7.17e-07, 2.32e-07, 1.87e-08, 7.74e-09, 0.00e+00, 1.23e-08, 0.00e+00, 0.00e+00, 3.16e-08, 9.56e-08]    []  
648700    [2.14e-05, 4.33e-06, 2.66e-06, 1.08e-05, 4.10e-06, 3.58e-06, 3.21e-06, 5.56e-06, 3.19e-07, 1.80e-05, 8.80e-05, 1.94e-04, 4.91e-04, 9.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.38e-08, 0.00e+00, 2.18e-07, 9.53e-08]    [2.14e-05, 4.33e-06, 2.66e-06, 1.08e-05, 4.10e-06, 3.58e-06, 3.21e-06, 5.56e-06, 3.19e-07, 1.80e-05, 8.80e-05, 1.94e-04, 4.91e-04, 9.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.38e-08, 0.00e+00, 2.18e-07, 9.53e-08]    []  
648800    [1.99e-07, 5.63e-07, 6.03e-07, 3.95e-07, 4.81e-07, 1.56e-06, 1.65e-07, 1.54e-08, 1.81e-11, 4.33e-11, 4.18e-07, 9.03e-07, 5.92e-07, 6.63e-09, 9.59e-10, 2.26e-09, 0.00e+00, 1.44e-09, 4.03e-09, 7.85e-10, 2.91e-08, 5.03e-09]    [1.99e-07, 5.63e-07, 6.03e-07, 3.95e-07, 4.81e-07, 1.56e-06, 1.65e-07, 1.54e-08, 1.81e-11, 4.33e-11, 4.18e-07, 9.03e-07, 5.92e-07, 6.63e-09, 9.59e-10, 2.26e-09, 0.00e+00, 1.44e-09, 4.03e-09, 7.85e-10, 2.91e-08, 5.03e-09]    []  
648900    [5.60e-07, 6.10e-07, 9.17e-07, 5.60e-07, 5.14e-07, 1.61e-06, 2.54e-07, 3.17e-06, 1.21e-05, 1.26e-07, 7.67e-06, 7.07e-06, 1.46e-05, 6.64e-06, 7.32e-08, 5.41e-08, 2.14e-07, 3.34e-07, 1.36e-06, 2.28e-06, 8.30e-06, 1.03e-05]    [5.60e-07, 6.10e-07, 9.17e-07, 5.60e-07, 5.14e-07, 1.61e-06, 2.54e-07, 3.17e-06, 1.21e-05, 1.26e-07, 7.67e-06, 7.07e-06, 1.46e-05, 6.64e-06, 7.32e-08, 5.41e-08, 2.14e-07, 3.34e-07, 1.36e-06, 2.28e-06, 8.30e-06, 1.03e-05]    []  
649000    [3.74e-07, 6.20e-07, 5.20e-07, 3.78e-07, 4.19e-07, 1.57e-06, 1.71e-07, 4.21e-08, 8.57e-11, 2.61e-07, 7.85e-07, 2.75e-06, 3.92e-06, 1.14e-05, 0.00e+00, 1.29e-10, 6.84e-10, 0.00e+00, 0.00e+00, 4.88e-12, 4.18e-07, 2.33e-10]    [3.74e-07, 6.20e-07, 5.20e-07, 3.78e-07, 4.19e-07, 1.57e-06, 1.71e-07, 4.21e-08, 8.57e-11, 2.61e-07, 7.85e-07, 2.75e-06, 3.92e-06, 1.14e-05, 0.00e+00, 1.29e-10, 6.84e-10, 0.00e+00, 0.00e+00, 4.88e-12, 4.18e-07, 2.33e-10]    []  
649100    [2.25e-07, 6.27e-07, 8.32e-07, 4.93e-07, 5.68e-07, 1.56e-06, 1.80e-07, 2.79e-07, 1.97e-09, 2.24e-08, 5.91e-07, 1.13e-06, 1.21e-06, 4.80e-07, 9.48e-09, 1.98e-08, 1.32e-09, 9.63e-09, 2.74e-08, 0.00e+00, 1.74e-07, 1.95e-08]    [2.25e-07, 6.27e-07, 8.32e-07, 4.93e-07, 5.68e-07, 1.56e-06, 1.80e-07, 2.79e-07, 1.97e-09, 2.24e-08, 5.91e-07, 1.13e-06, 1.21e-06, 4.80e-07, 9.48e-09, 1.98e-08, 1.32e-09, 9.63e-09, 2.74e-08, 0.00e+00, 1.74e-07, 1.95e-08]    []  
649200    [2.52e-07, 5.99e-07, 4.83e-07, 3.86e-07, 4.63e-07, 1.57e-06, 1.73e-07, 1.29e-07, 4.11e-05, 9.92e-08, 4.85e-07, 1.74e-06, 1.26e-06, 4.12e-06, 0.00e+00, 3.34e-10, 2.46e-09, 0.00e+00, 7.01e-09, 0.00e+00, 4.89e-08, 6.73e-05]    [2.52e-07, 5.99e-07, 4.83e-07, 3.86e-07, 4.63e-07, 1.57e-06, 1.73e-07, 1.29e-07, 4.11e-05, 9.92e-08, 4.85e-07, 1.74e-06, 1.26e-06, 4.12e-06, 0.00e+00, 3.34e-10, 2.46e-09, 0.00e+00, 7.01e-09, 0.00e+00, 4.89e-08, 6.73e-05]    []  
649300    [2.41e-07, 5.98e-07, 7.69e-07, 4.90e-07, 5.52e-07, 1.56e-06, 2.03e-07, 1.86e-07, 2.51e-07, 2.02e-08, 5.73e-07, 1.52e-06, 8.10e-07, 5.98e-07, 1.84e-08, 2.07e-08, 3.04e-12, 1.49e-08, 0.00e+00, 4.69e-07, 4.56e-07, 2.33e-06]    [2.41e-07, 5.98e-07, 7.69e-07, 4.90e-07, 5.52e-07, 1.56e-06, 2.03e-07, 1.86e-07, 2.51e-07, 2.02e-08, 5.73e-07, 1.52e-06, 8.10e-07, 5.98e-07, 1.84e-08, 2.07e-08, 3.04e-12, 1.49e-08, 0.00e+00, 4.69e-07, 4.56e-07, 2.33e-06]    []  
649400    [2.43e-07, 5.72e-07, 5.47e-07, 3.86e-07, 4.09e-07, 1.56e-06, 1.68e-07, 8.25e-12, 1.93e-10, 8.87e-08, 5.15e-07, 1.50e-06, 1.67e-06, 4.00e-06, 0.00e+00, 6.70e-10, 2.10e-09, 0.00e+00, 0.00e+00, 3.62e-12, 2.73e-07, 3.20e-10]    [2.43e-07, 5.72e-07, 5.47e-07, 3.86e-07, 4.09e-07, 1.56e-06, 1.68e-07, 8.25e-12, 1.93e-10, 8.87e-08, 5.15e-07, 1.50e-06, 1.67e-06, 4.00e-06, 0.00e+00, 6.70e-10, 2.10e-09, 0.00e+00, 0.00e+00, 3.62e-12, 2.73e-07, 3.20e-10]    []  
649500    [1.97e-07, 5.63e-07, 7.06e-07, 4.28e-07, 5.04e-07, 1.56e-06, 1.80e-07, 6.23e-08, 7.37e-08, 4.99e-09, 7.01e-07, 1.17e-06, 1.32e-06, 1.26e-07, 6.29e-09, 1.87e-12, 1.20e-08, 4.31e-09, 1.34e-08, 5.38e-09, 8.14e-08, 3.55e-08]    [1.97e-07, 5.63e-07, 7.06e-07, 4.28e-07, 5.04e-07, 1.56e-06, 1.80e-07, 6.23e-08, 7.37e-08, 4.99e-09, 7.01e-07, 1.17e-06, 1.32e-06, 1.26e-07, 6.29e-09, 1.87e-12, 1.20e-08, 4.31e-09, 1.34e-08, 5.38e-09, 8.14e-08, 3.55e-08]    []  
649600    [1.45e-05, 3.48e-06, 2.42e-06, 8.77e-06, 3.65e-06, 3.61e-06, 4.10e-06, 4.65e-05, 1.02e-07, 2.10e-05, 8.07e-05, 1.84e-04, 4.94e-04, 6.42e-04, 0.00e+00, 0.00e+00, 1.33e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-04, 1.02e-07]    [1.45e-05, 3.48e-06, 2.42e-06, 8.77e-06, 3.65e-06, 3.61e-06, 4.10e-06, 4.65e-05, 1.02e-07, 2.10e-05, 8.07e-05, 1.84e-04, 4.94e-04, 6.42e-04, 0.00e+00, 0.00e+00, 1.33e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-04, 1.02e-07]    []  
649700    [1.98e-07, 5.58e-07, 6.03e-07, 3.93e-07, 4.79e-07, 1.57e-06, 1.65e-07, 2.35e-08, 3.19e-10, 5.13e-12, 4.37e-07, 9.02e-07, 6.51e-07, 9.78e-09, 2.27e-09, 4.12e-09, 2.53e-11, 4.31e-09, 2.75e-08, 7.74e-11, 1.71e-07, 4.91e-10]    [1.98e-07, 5.58e-07, 6.03e-07, 3.93e-07, 4.79e-07, 1.57e-06, 1.65e-07, 2.35e-08, 3.19e-10, 5.13e-12, 4.37e-07, 9.02e-07, 6.51e-07, 9.78e-09, 2.27e-09, 4.12e-09, 2.53e-11, 4.31e-09, 2.75e-08, 7.74e-11, 1.71e-07, 4.91e-10]    []  
649800    [3.69e-07, 5.68e-07, 8.81e-07, 5.97e-07, 6.39e-07, 1.55e-06, 2.17e-07, 5.60e-07, 8.08e-06, 3.19e-07, 6.46e-06, 7.49e-06, 1.29e-05, 1.44e-06, 2.98e-08, 2.65e-10, 2.08e-07, 2.49e-08, 6.37e-07, 0.00e+00, 3.99e-06, 1.02e-05]    [3.69e-07, 5.68e-07, 8.81e-07, 5.97e-07, 6.39e-07, 1.55e-06, 2.17e-07, 5.60e-07, 8.08e-06, 3.19e-07, 6.46e-06, 7.49e-06, 1.29e-05, 1.44e-06, 2.98e-08, 2.65e-10, 2.08e-07, 2.49e-08, 6.37e-07, 0.00e+00, 3.99e-06, 1.02e-05]    []  
649900    [1.98e-07, 5.73e-07, 5.82e-07, 3.98e-07, 4.60e-07, 1.58e-06, 1.63e-07, 1.60e-07, 1.70e-09, 3.99e-11, 4.22e-07, 8.26e-07, 5.67e-07, 6.83e-09, 2.33e-09, 3.49e-09, 3.15e-09, 2.85e-09, 5.35e-08, 1.94e-10, 3.55e-07, 1.15e-09]    [1.98e-07, 5.73e-07, 5.82e-07, 3.98e-07, 4.60e-07, 1.58e-06, 1.63e-07, 1.60e-07, 1.70e-09, 3.99e-11, 4.22e-07, 8.26e-07, 5.67e-07, 6.83e-09, 2.33e-09, 3.49e-09, 3.15e-09, 2.85e-09, 5.35e-08, 1.94e-10, 3.55e-07, 1.15e-09]    []  
650000    [3.55e-07, 6.12e-07, 8.31e-07, 5.01e-07, 5.51e-07, 1.61e-06, 1.98e-07, 2.82e-06, 4.72e-07, 3.02e-07, 8.40e-07, 1.80e-06, 1.77e-06, 4.47e-06, 4.28e-08, 2.71e-08, 0.00e+00, 1.72e-07, 3.44e-07, 6.06e-08, 2.28e-06, 3.47e-07]    [3.55e-07, 6.12e-07, 8.31e-07, 5.01e-07, 5.51e-07, 1.61e-06, 1.98e-07, 2.82e-06, 4.72e-07, 3.02e-07, 8.40e-07, 1.80e-06, 1.77e-06, 4.47e-06, 4.28e-08, 2.71e-08, 0.00e+00, 1.72e-07, 3.44e-07, 6.06e-08, 2.28e-06, 3.47e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 52.113324 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
650000    [3.55e-07, 6.12e-07, 8.31e-07, 5.01e-07, 5.51e-07, 1.61e-06, 1.98e-07, 2.82e-06, 4.72e-07, 3.02e-07, 8.40e-07, 1.80e-06, 1.77e-06, 4.47e-06, 4.28e-08, 2.71e-08, 0.00e+00, 1.72e-07, 3.44e-07, 6.06e-08, 2.28e-06, 3.47e-07]    [3.55e-07, 6.12e-07, 8.31e-07, 5.01e-07, 5.51e-07, 1.61e-06, 1.98e-07, 2.82e-06, 4.72e-07, 3.02e-07, 8.40e-07, 1.80e-06, 1.77e-06, 4.47e-06, 4.28e-08, 2.71e-08, 0.00e+00, 1.72e-07, 3.44e-07, 6.06e-08, 2.28e-06, 3.47e-07]    []  
650100    [6.31e-07, 5.58e-07, 5.83e-07, 4.19e-07, 5.05e-07, 1.65e-06, 1.70e-07, 1.04e-07, 8.74e-11, 5.14e-07, 1.41e-06, 3.51e-06, 6.92e-06, 2.02e-05, 2.23e-07, 1.60e-07, 1.50e-07, 1.49e-07, 3.83e-08, 1.66e-10, 2.48e-07, 9.57e-10]    [6.31e-07, 5.58e-07, 5.83e-07, 4.19e-07, 5.05e-07, 1.65e-06, 1.70e-07, 1.04e-07, 8.74e-11, 5.14e-07, 1.41e-06, 3.51e-06, 6.92e-06, 2.02e-05, 2.23e-07, 1.60e-07, 1.50e-07, 1.49e-07, 3.83e-08, 1.66e-10, 2.48e-07, 9.57e-10]    []  
650200    [1.92e-07, 5.72e-07, 6.39e-07, 4.48e-07, 4.82e-07, 1.56e-06, 2.42e-07, 3.79e-08, 8.90e-07, 4.27e-09, 4.55e-07, 1.25e-06, 1.19e-06, 3.13e-07, 3.10e-09, 1.66e-10, 0.00e+00, 2.98e-10, 0.00e+00, 2.13e-07, 2.48e-07, 1.17e-06]    [1.92e-07, 5.72e-07, 6.39e-07, 4.48e-07, 4.82e-07, 1.56e-06, 2.42e-07, 3.79e-08, 8.90e-07, 4.27e-09, 4.55e-07, 1.25e-06, 1.19e-06, 3.13e-07, 3.10e-09, 1.66e-10, 0.00e+00, 2.98e-10, 0.00e+00, 2.13e-07, 2.48e-07, 1.17e-06]    []  
650300    [2.77e-06, 2.36e-06, 5.07e-06, 5.83e-06, 2.19e-06, 2.33e-06, 2.65e-06, 1.64e-05, 3.05e-09, 5.40e-06, 3.43e-05, 7.99e-05, 1.69e-04, 5.22e-04, 8.25e-06, 3.78e-06, 2.64e-07, 1.10e-06, 1.12e-05, 1.66e-11, 5.82e-05, 3.69e-09]    [2.77e-06, 2.36e-06, 5.07e-06, 5.83e-06, 2.19e-06, 2.33e-06, 2.65e-06, 1.64e-05, 3.05e-09, 5.40e-06, 3.43e-05, 7.99e-05, 1.69e-04, 5.22e-04, 8.25e-06, 3.78e-06, 2.64e-07, 1.10e-06, 1.12e-05, 1.66e-11, 5.82e-05, 3.69e-09]    []  
650400    [2.01e-07, 5.85e-07, 6.51e-07, 4.13e-07, 4.93e-07, 1.57e-06, 2.06e-07, 1.85e-09, 3.00e-12, 1.05e-09, 4.38e-07, 9.51e-07, 6.25e-07, 4.64e-08, 5.25e-10, 1.49e-09, 2.73e-12, 6.03e-10, 2.05e-10, 5.90e-12, 1.06e-08, 2.41e-10]    [2.01e-07, 5.85e-07, 6.51e-07, 4.13e-07, 4.93e-07, 1.57e-06, 2.06e-07, 1.85e-09, 3.00e-12, 1.05e-09, 4.38e-07, 9.51e-07, 6.25e-07, 4.64e-08, 5.25e-10, 1.49e-09, 2.73e-12, 6.03e-10, 2.05e-10, 5.90e-12, 1.06e-08, 2.41e-10]    []  
650500    [1.49e-06, 1.77e-06, 8.21e-07, 1.08e-06, 1.36e-06, 1.88e-06, 1.36e-06, 2.97e-05, 2.29e-08, 2.80e-07, 2.09e-05, 1.64e-05, 3.63e-05, 6.84e-06, 1.36e-08, 1.08e-07, 3.68e-07, 1.57e-07, 4.85e-06, 4.12e-12, 2.73e-05, 3.21e-10]    [1.49e-06, 1.77e-06, 8.21e-07, 1.08e-06, 1.36e-06, 1.88e-06, 1.36e-06, 2.97e-05, 2.29e-08, 2.80e-07, 2.09e-05, 1.64e-05, 3.63e-05, 6.84e-06, 1.36e-08, 1.08e-07, 3.68e-07, 1.57e-07, 4.85e-06, 4.12e-12, 2.73e-05, 3.21e-10]    []  
650600    [1.94e-07, 5.48e-07, 6.05e-07, 3.97e-07, 4.67e-07, 1.57e-06, 1.81e-07, 2.84e-08, 1.30e-10, 3.18e-10, 3.99e-07, 8.57e-07, 5.49e-07, 1.21e-08, 1.11e-09, 2.10e-09, 2.25e-10, 1.31e-09, 1.44e-09, 4.29e-12, 1.64e-08, 2.48e-10]    [1.94e-07, 5.48e-07, 6.05e-07, 3.97e-07, 4.67e-07, 1.57e-06, 1.81e-07, 2.84e-08, 1.30e-10, 3.18e-10, 3.99e-07, 8.57e-07, 5.49e-07, 1.21e-08, 1.11e-09, 2.10e-09, 2.25e-10, 1.31e-09, 1.44e-09, 4.29e-12, 1.64e-08, 2.48e-10]    []  
650700    [3.53e-07, 5.28e-07, 8.18e-07, 4.38e-07, 5.53e-07, 1.54e-06, 2.21e-07, 9.42e-07, 1.61e-07, 3.37e-07, 1.13e-06, 3.35e-06, 4.05e-06, 1.21e-05, 9.61e-09, 0.00e+00, 5.13e-10, 7.07e-09, 0.00e+00, 1.60e-08, 1.10e-06, 1.00e-07]    [3.53e-07, 5.28e-07, 8.18e-07, 4.38e-07, 5.53e-07, 1.54e-06, 2.21e-07, 9.42e-07, 1.61e-07, 3.37e-07, 1.13e-06, 3.35e-06, 4.05e-06, 1.21e-05, 9.61e-09, 0.00e+00, 5.13e-10, 7.07e-09, 0.00e+00, 1.60e-08, 1.10e-06, 1.00e-07]    []  
650800    [3.97e-07, 5.31e-07, 5.86e-07, 4.04e-07, 4.75e-07, 1.61e-06, 1.78e-07, 3.71e-08, 9.45e-11, 2.35e-07, 8.29e-07, 1.91e-06, 3.20e-06, 8.81e-06, 1.01e-07, 7.30e-08, 6.07e-08, 7.17e-08, 9.74e-10, 4.07e-11, 1.52e-08, 3.22e-10]    [3.97e-07, 5.31e-07, 5.86e-07, 4.04e-07, 4.75e-07, 1.61e-06, 1.78e-07, 3.71e-08, 9.45e-11, 2.35e-07, 8.29e-07, 1.91e-06, 3.20e-06, 8.81e-06, 1.01e-07, 7.30e-08, 6.07e-08, 7.17e-08, 9.74e-10, 4.07e-11, 1.52e-08, 3.22e-10]    []  
650900    [2.32e-07, 5.99e-07, 7.50e-07, 4.63e-07, 5.33e-07, 1.57e-06, 1.84e-07, 8.73e-08, 9.49e-10, 1.82e-09, 6.07e-07, 1.40e-06, 8.69e-07, 4.86e-07, 1.26e-08, 6.17e-09, 2.67e-10, 2.81e-09, 0.00e+00, 3.52e-12, 7.06e-08, 1.99e-10]    [2.32e-07, 5.99e-07, 7.50e-07, 4.63e-07, 5.33e-07, 1.57e-06, 1.84e-07, 8.73e-08, 9.49e-10, 1.82e-09, 6.07e-07, 1.40e-06, 8.69e-07, 4.86e-07, 1.26e-08, 6.17e-09, 2.67e-10, 2.81e-09, 0.00e+00, 3.52e-12, 7.06e-08, 1.99e-10]    []  
651000    [2.81e-05, 6.42e-06, 7.47e-06, 6.62e-06, 3.53e-06, 5.25e-06, 3.46e-06, 7.29e-05, 2.73e-04, 4.49e-05, 1.19e-04, 2.22e-04, 6.77e-04, 1.50e-03, 3.40e-05, 1.42e-05, 2.44e-05, 1.45e-05, 1.64e-05, 0.00e+00, 8.37e-05, 4.15e-04]    [2.81e-05, 6.42e-06, 7.47e-06, 6.62e-06, 3.53e-06, 5.25e-06, 3.46e-06, 7.29e-05, 2.73e-04, 4.49e-05, 1.19e-04, 2.22e-04, 6.77e-04, 1.50e-03, 3.40e-05, 1.42e-05, 2.44e-05, 1.45e-05, 1.64e-05, 0.00e+00, 8.37e-05, 4.15e-04]    []  
651100    [1.98e-07, 5.64e-07, 6.10e-07, 3.93e-07, 4.91e-07, 1.58e-06, 1.81e-07, 3.85e-09, 9.31e-09, 5.38e-10, 4.62e-07, 9.44e-07, 7.38e-07, 1.75e-08, 2.32e-09, 3.47e-09, 2.26e-11, 6.99e-09, 9.85e-09, 2.08e-09, 5.89e-08, 1.40e-08]    [1.98e-07, 5.64e-07, 6.10e-07, 3.93e-07, 4.91e-07, 1.58e-06, 1.81e-07, 3.85e-09, 9.31e-09, 5.38e-10, 4.62e-07, 9.44e-07, 7.38e-07, 1.75e-08, 2.32e-09, 3.47e-09, 2.26e-11, 6.99e-09, 9.85e-09, 2.08e-09, 5.89e-08, 1.40e-08]    []  
651200    [4.72e-07, 6.56e-07, 8.06e-07, 5.38e-07, 4.68e-07, 1.54e-06, 3.25e-07, 2.66e-06, 9.03e-10, 4.05e-07, 1.26e-06, 2.02e-06, 3.23e-06, 5.74e-06, 6.97e-09, 4.51e-08, 0.00e+00, 2.37e-09, 9.74e-07, 0.00e+00, 6.08e-06, 1.13e-08]    [4.72e-07, 6.56e-07, 8.06e-07, 5.38e-07, 4.68e-07, 1.54e-06, 3.25e-07, 2.66e-06, 9.03e-10, 4.05e-07, 1.26e-06, 2.02e-06, 3.23e-06, 5.74e-06, 6.97e-09, 4.51e-08, 0.00e+00, 2.37e-09, 9.74e-07, 0.00e+00, 6.08e-06, 1.13e-08]    []  
651300    [7.86e-07, 5.67e-07, 6.03e-07, 4.26e-07, 5.26e-07, 1.67e-06, 1.86e-07, 1.80e-07, 7.57e-10, 7.23e-07, 1.88e-06, 4.59e-06, 1.00e-05, 2.82e-05, 2.92e-07, 2.10e-07, 2.14e-07, 2.05e-07, 3.60e-08, 8.23e-11, 2.34e-07, 5.23e-10]    [7.86e-07, 5.67e-07, 6.03e-07, 4.26e-07, 5.26e-07, 1.67e-06, 1.86e-07, 1.80e-07, 7.57e-10, 7.23e-07, 1.88e-06, 4.59e-06, 1.00e-05, 2.82e-05, 2.92e-07, 2.10e-07, 2.14e-07, 2.05e-07, 3.60e-08, 8.23e-11, 2.34e-07, 5.23e-10]    []  
651400    [1.98e-07, 5.75e-07, 6.63e-07, 4.43e-07, 4.91e-07, 1.56e-06, 1.91e-07, 1.99e-07, 1.48e-08, 9.41e-11, 5.56e-07, 1.24e-06, 1.13e-06, 2.74e-07, 1.51e-09, 2.29e-10, 0.00e+00, 1.38e-09, 7.07e-09, 0.00e+00, 4.41e-08, 2.41e-09]    [1.98e-07, 5.75e-07, 6.63e-07, 4.43e-07, 4.91e-07, 1.56e-06, 1.91e-07, 1.99e-07, 1.48e-08, 9.41e-11, 5.56e-07, 1.24e-06, 1.13e-06, 2.74e-07, 1.51e-09, 2.29e-10, 0.00e+00, 1.38e-09, 7.07e-09, 0.00e+00, 4.41e-08, 2.41e-09]    []  
651500    [2.79e-06, 2.24e-06, 8.65e-06, 9.88e-06, 3.51e-06, 3.97e-06, 3.76e-06, 1.87e-04, 1.06e-07, 9.22e-06, 1.07e-04, 4.46e-05, 2.60e-04, 4.94e-04, 5.66e-07, 9.81e-08, 1.38e-07, 6.65e-07, 0.00e+00, 5.77e-10, 2.83e-05, 1.59e-06]    [2.79e-06, 2.24e-06, 8.65e-06, 9.88e-06, 3.51e-06, 3.97e-06, 3.76e-06, 1.87e-04, 1.06e-07, 9.22e-06, 1.07e-04, 4.46e-05, 2.60e-04, 4.94e-04, 5.66e-07, 9.81e-08, 1.38e-07, 6.65e-07, 0.00e+00, 5.77e-10, 2.83e-05, 1.59e-06]    []  
651600    [2.20e-07, 6.43e-07, 8.22e-07, 4.66e-07, 5.41e-07, 1.60e-06, 1.77e-07, 1.31e-07, 1.22e-10, 1.38e-12, 4.46e-07, 9.64e-07, 6.43e-07, 7.29e-09, 2.08e-09, 2.21e-09, 1.52e-11, 8.15e-10, 1.79e-10, 6.66e-13, 1.36e-08, 4.06e-09]    [2.20e-07, 6.43e-07, 8.22e-07, 4.66e-07, 5.41e-07, 1.60e-06, 1.77e-07, 1.31e-07, 1.22e-10, 1.38e-12, 4.46e-07, 9.64e-07, 6.43e-07, 7.29e-09, 2.08e-09, 2.21e-09, 1.52e-11, 8.15e-10, 1.79e-10, 6.66e-13, 1.36e-08, 4.06e-09]    []  
651700    [4.26e-06, 2.24e-06, 1.25e-06, 4.89e-06, 1.73e-06, 2.82e-06, 2.16e-06, 3.97e-05, 1.65e-05, 6.53e-06, 1.35e-05, 3.87e-05, 9.17e-05, 2.08e-04, 0.00e+00, 0.00e+00, 3.09e-08, 0.00e+00, 0.00e+00, 4.84e-06, 6.06e-05, 2.11e-05]    [4.26e-06, 2.24e-06, 1.25e-06, 4.89e-06, 1.73e-06, 2.82e-06, 2.16e-06, 3.97e-05, 1.65e-05, 6.53e-06, 1.35e-05, 3.87e-05, 9.17e-05, 2.08e-04, 0.00e+00, 0.00e+00, 3.09e-08, 0.00e+00, 0.00e+00, 4.84e-06, 6.06e-05, 2.11e-05]    []  
651800    [2.06e-07, 5.20e-07, 5.96e-07, 4.02e-07, 4.60e-07, 1.58e-06, 1.99e-07, 2.85e-07, 9.54e-08, 1.22e-10, 4.38e-07, 1.01e-06, 6.29e-07, 1.30e-07, 1.06e-08, 1.31e-08, 2.30e-10, 4.15e-09, 0.00e+00, 1.42e-06, 6.29e-07, 6.44e-06]    [2.06e-07, 5.20e-07, 5.96e-07, 4.02e-07, 4.60e-07, 1.58e-06, 1.99e-07, 2.85e-07, 9.54e-08, 1.22e-10, 4.38e-07, 1.01e-06, 6.29e-07, 1.30e-07, 1.06e-08, 1.31e-08, 2.30e-10, 4.15e-09, 0.00e+00, 1.42e-06, 6.29e-07, 6.44e-06]    []  
651900    [2.90e-07, 5.86e-07, 6.81e-07, 4.26e-07, 5.10e-07, 1.55e-06, 2.34e-07, 6.87e-07, 2.62e-09, 1.86e-07, 1.08e-06, 3.12e-06, 1.47e-06, 6.54e-06, 5.32e-09, 0.00e+00, 0.00e+00, 1.36e-08, 1.03e-07, 0.00e+00, 6.99e-07, 1.22e-09]    [2.90e-07, 5.86e-07, 6.81e-07, 4.26e-07, 5.10e-07, 1.55e-06, 2.34e-07, 6.87e-07, 2.62e-09, 1.86e-07, 1.08e-06, 3.12e-06, 1.47e-06, 6.54e-06, 5.32e-09, 0.00e+00, 0.00e+00, 1.36e-08, 1.03e-07, 0.00e+00, 6.99e-07, 1.22e-09]    []  
652000    [1.04e-04, 3.22e-05, 9.81e-06, 2.05e-05, 7.46e-06, 1.66e-05, 3.91e-06, 4.24e-05, 3.90e-08, 1.38e-04, 1.64e-04, 1.01e-03, 1.15e-03, 5.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.02e-04, 1.22e-07]    [1.04e-04, 3.22e-05, 9.81e-06, 2.05e-05, 7.46e-06, 1.66e-05, 3.91e-06, 4.24e-05, 3.90e-08, 1.38e-04, 1.64e-04, 1.01e-03, 1.15e-03, 5.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.02e-04, 1.22e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 56.188265 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
652000    [1.04e-04, 3.22e-05, 9.81e-06, 2.05e-05, 7.46e-06, 1.66e-05, 3.91e-06, 4.24e-05, 3.90e-08, 1.38e-04, 1.64e-04, 1.01e-03, 1.15e-03, 5.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.02e-04, 1.22e-07]    [1.04e-04, 3.22e-05, 9.81e-06, 2.05e-05, 7.46e-06, 1.66e-05, 3.91e-06, 4.24e-05, 3.90e-08, 1.38e-04, 1.64e-04, 1.01e-03, 1.15e-03, 5.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.02e-04, 1.22e-07]    []  
652100    [1.95e-07, 5.62e-07, 6.61e-07, 4.07e-07, 4.94e-07, 1.58e-06, 1.73e-07, 4.81e-08, 4.35e-10, 3.10e-11, 4.86e-07, 9.73e-07, 7.86e-07, 2.16e-08, 1.28e-09, 2.90e-09, 2.32e-09, 7.09e-10, 1.68e-09, 2.17e-11, 1.72e-08, 2.29e-10]    [1.95e-07, 5.62e-07, 6.61e-07, 4.07e-07, 4.94e-07, 1.58e-06, 1.73e-07, 4.81e-08, 4.35e-10, 3.10e-11, 4.86e-07, 9.73e-07, 7.86e-07, 2.16e-08, 1.28e-09, 2.90e-09, 2.32e-09, 7.09e-10, 1.68e-09, 2.17e-11, 1.72e-08, 2.29e-10]    []  
652200    [2.24e-06, 1.34e-06, 8.75e-07, 5.45e-07, 7.47e-07, 1.82e-06, 4.46e-07, 2.93e-07, 5.56e-06, 6.25e-07, 3.53e-06, 1.42e-05, 4.93e-06, 2.75e-05, 2.92e-07, 8.35e-07, 4.19e-07, 7.61e-08, 5.45e-08, 9.61e-07, 3.66e-07, 4.51e-06]    [2.24e-06, 1.34e-06, 8.75e-07, 5.45e-07, 7.47e-07, 1.82e-06, 4.46e-07, 2.93e-07, 5.56e-06, 6.25e-07, 3.53e-06, 1.42e-05, 4.93e-06, 2.75e-05, 2.92e-07, 8.35e-07, 4.19e-07, 7.61e-08, 5.45e-08, 9.61e-07, 3.66e-07, 4.51e-06]    []  
652300    [1.93e-07, 5.48e-07, 5.72e-07, 3.93e-07, 4.57e-07, 1.57e-06, 1.64e-07, 1.92e-08, 4.45e-10, 1.49e-11, 4.04e-07, 8.57e-07, 5.53e-07, 4.75e-09, 1.57e-09, 2.91e-09, 1.52e-09, 1.62e-09, 5.68e-12, 1.13e-10, 1.27e-08, 6.76e-10]    [1.93e-07, 5.48e-07, 5.72e-07, 3.93e-07, 4.57e-07, 1.57e-06, 1.64e-07, 1.92e-08, 4.45e-10, 1.49e-11, 4.04e-07, 8.57e-07, 5.53e-07, 4.75e-09, 1.57e-09, 2.91e-09, 1.52e-09, 1.62e-09, 5.68e-12, 1.13e-10, 1.27e-08, 6.76e-10]    []  
652400    [3.96e-07, 6.51e-07, 8.13e-07, 5.03e-07, 4.95e-07, 1.62e-06, 2.58e-07, 2.17e-06, 4.15e-06, 4.95e-07, 2.23e-06, 6.10e-06, 1.85e-06, 1.01e-05, 1.43e-08, 0.00e+00, 0.00e+00, 9.19e-09, 1.35e-07, 2.31e-06, 9.10e-07, 1.06e-05]    [3.96e-07, 6.51e-07, 8.13e-07, 5.03e-07, 4.95e-07, 1.62e-06, 2.58e-07, 2.17e-06, 4.15e-06, 4.95e-07, 2.23e-06, 6.10e-06, 1.85e-06, 1.01e-05, 1.43e-08, 0.00e+00, 0.00e+00, 9.19e-09, 1.35e-07, 2.31e-06, 9.10e-07, 1.06e-05]    []  
652500    [1.96e-07, 5.72e-07, 6.11e-07, 4.23e-07, 4.27e-07, 1.59e-06, 2.30e-07, 1.29e-07, 5.45e-10, 2.75e-10, 4.02e-07, 8.40e-07, 5.31e-07, 4.08e-09, 2.52e-09, 2.60e-09, 2.38e-09, 1.60e-09, 0.00e+00, 1.49e-10, 6.29e-08, 9.27e-10]    [1.96e-07, 5.72e-07, 6.11e-07, 4.23e-07, 4.27e-07, 1.59e-06, 2.30e-07, 1.29e-07, 5.45e-10, 2.75e-10, 4.02e-07, 8.40e-07, 5.31e-07, 4.08e-09, 2.52e-09, 2.60e-09, 2.38e-09, 1.60e-09, 0.00e+00, 1.49e-10, 6.29e-08, 9.27e-10]    []  
652600    [5.67e-07, 7.19e-07, 9.52e-07, 6.37e-07, 5.38e-07, 1.58e-06, 3.43e-07, 1.94e-05, 4.84e-10, 4.68e-08, 1.11e-06, 2.66e-06, 5.44e-06, 3.54e-06, 6.17e-09, 4.05e-09, 0.00e+00, 9.54e-09, 2.37e-06, 1.59e-10, 1.42e-05, 9.53e-10]    [5.67e-07, 7.19e-07, 9.52e-07, 6.37e-07, 5.38e-07, 1.58e-06, 3.43e-07, 1.94e-05, 4.84e-10, 4.68e-08, 1.11e-06, 2.66e-06, 5.44e-06, 3.54e-06, 6.17e-09, 4.05e-09, 0.00e+00, 9.54e-09, 2.37e-06, 1.59e-10, 1.42e-05, 9.53e-10]    []  
652700    [1.95e-07, 5.55e-07, 6.18e-07, 4.09e-07, 4.44e-07, 1.57e-06, 1.94e-07, 1.08e-08, 1.50e-10, 6.06e-11, 4.03e-07, 8.24e-07, 5.28e-07, 2.29e-09, 2.00e-09, 2.94e-09, 1.90e-09, 2.00e-09, 0.00e+00, 4.51e-11, 5.44e-08, 3.85e-10]    [1.95e-07, 5.55e-07, 6.18e-07, 4.09e-07, 4.44e-07, 1.57e-06, 1.94e-07, 1.08e-08, 1.50e-10, 6.06e-11, 4.03e-07, 8.24e-07, 5.28e-07, 2.29e-09, 2.00e-09, 2.94e-09, 1.90e-09, 2.00e-09, 0.00e+00, 4.51e-11, 5.44e-08, 3.85e-10]    []  
652800    [1.05e-06, 1.08e-06, 6.92e-07, 9.92e-07, 6.74e-07, 1.68e-06, 4.19e-07, 2.07e-08, 1.03e-06, 6.66e-07, 1.28e-05, 2.44e-05, 7.02e-06, 4.23e-05, 0.00e+00, 6.21e-08, 0.00e+00, 2.32e-08, 3.56e-09, 5.34e-08, 2.46e-08, 3.08e-07]    [1.05e-06, 1.08e-06, 6.92e-07, 9.92e-07, 6.74e-07, 1.68e-06, 4.19e-07, 2.07e-08, 1.03e-06, 6.66e-07, 1.28e-05, 2.44e-05, 7.02e-06, 4.23e-05, 0.00e+00, 6.21e-08, 0.00e+00, 2.32e-08, 3.56e-09, 5.34e-08, 2.46e-08, 3.08e-07]    []  
652900    [1.99e-07, 5.61e-07, 6.42e-07, 4.19e-07, 4.54e-07, 1.59e-06, 1.83e-07, 1.70e-08, 8.56e-12, 4.02e-10, 4.06e-07, 8.45e-07, 5.52e-07, 9.27e-09, 2.30e-09, 2.98e-09, 1.27e-09, 2.26e-09, 9.56e-11, 2.17e-11, 1.31e-08, 2.49e-10]    [1.99e-07, 5.61e-07, 6.42e-07, 4.19e-07, 4.54e-07, 1.59e-06, 1.83e-07, 1.70e-08, 8.56e-12, 4.02e-10, 4.06e-07, 8.45e-07, 5.52e-07, 9.27e-09, 2.30e-09, 2.98e-09, 1.27e-09, 2.26e-09, 9.56e-11, 2.17e-11, 1.31e-08, 2.49e-10]    []  
653000    [1.38e-06, 1.05e-06, 9.65e-07, 9.08e-07, 6.84e-07, 1.29e-06, 5.41e-07, 8.31e-07, 7.33e-09, 2.83e-07, 1.47e-05, 1.76e-05, 2.17e-05, 1.98e-06, 1.68e-08, 1.01e-06, 0.00e+00, 3.73e-09, 6.75e-09, 7.44e-09, 2.82e-08, 4.76e-08]    [1.38e-06, 1.05e-06, 9.65e-07, 9.08e-07, 6.84e-07, 1.29e-06, 5.41e-07, 8.31e-07, 7.33e-09, 2.83e-07, 1.47e-05, 1.76e-05, 2.17e-05, 1.98e-06, 1.68e-08, 1.01e-06, 0.00e+00, 3.73e-09, 6.75e-09, 7.44e-09, 2.82e-08, 4.76e-08]    []  
653100    [2.00e-07, 5.83e-07, 6.47e-07, 4.15e-07, 4.74e-07, 1.58e-06, 1.69e-07, 7.15e-10, 1.87e-10, 2.17e-10, 4.19e-07, 8.54e-07, 5.49e-07, 1.20e-08, 9.17e-10, 2.25e-09, 6.93e-10, 1.11e-09, 3.16e-08, 4.82e-11, 1.95e-07, 3.53e-10]    [2.00e-07, 5.83e-07, 6.47e-07, 4.15e-07, 4.74e-07, 1.58e-06, 1.69e-07, 7.15e-10, 1.87e-10, 2.17e-10, 4.19e-07, 8.54e-07, 5.49e-07, 1.20e-08, 9.17e-10, 2.25e-09, 6.93e-10, 1.11e-09, 3.16e-08, 4.82e-11, 1.95e-07, 3.53e-10]    []  
653200    [5.42e-07, 6.84e-07, 6.14e-07, 6.95e-07, 7.05e-07, 1.49e-06, 3.62e-07, 7.36e-06, 1.87e-06, 2.65e-08, 1.08e-05, 1.45e-05, 2.61e-05, 1.03e-06, 6.41e-10, 1.49e-07, 1.28e-07, 5.68e-08, 0.00e+00, 0.00e+00, 2.86e-06, 1.34e-06]    [5.42e-07, 6.84e-07, 6.14e-07, 6.95e-07, 7.05e-07, 1.49e-06, 3.62e-07, 7.36e-06, 1.87e-06, 2.65e-08, 1.08e-05, 1.45e-05, 2.61e-05, 1.03e-06, 6.41e-10, 1.49e-07, 1.28e-07, 5.68e-08, 0.00e+00, 0.00e+00, 2.86e-06, 1.34e-06]    []  
653300    [1.94e-07, 5.52e-07, 5.51e-07, 3.87e-07, 4.33e-07, 1.57e-06, 1.74e-07, 5.99e-09, 8.07e-10, 3.13e-08, 4.14e-07, 1.07e-06, 7.96e-07, 1.24e-06, 0.00e+00, 1.07e-09, 1.32e-09, 0.00e+00, 1.47e-08, 4.46e-12, 8.76e-08, 8.15e-10]    [1.94e-07, 5.52e-07, 5.51e-07, 3.87e-07, 4.33e-07, 1.57e-06, 1.74e-07, 5.99e-09, 8.07e-10, 3.13e-08, 4.14e-07, 1.07e-06, 7.96e-07, 1.24e-06, 0.00e+00, 1.07e-09, 1.32e-09, 0.00e+00, 1.47e-08, 4.46e-12, 8.76e-08, 8.15e-10]    []  
653400    [2.46e-07, 5.47e-07, 8.20e-07, 4.54e-07, 5.65e-07, 1.60e-06, 1.87e-07, 6.27e-08, 1.75e-10, 1.47e-07, 8.41e-07, 1.93e-06, 9.29e-07, 2.15e-06, 2.56e-08, 1.65e-08, 2.35e-08, 8.10e-09, 0.00e+00, 1.71e-09, 1.99e-07, 1.12e-08]    [2.46e-07, 5.47e-07, 8.20e-07, 4.54e-07, 5.65e-07, 1.60e-06, 1.87e-07, 6.27e-08, 1.75e-10, 1.47e-07, 8.41e-07, 1.93e-06, 9.29e-07, 2.15e-06, 2.56e-08, 1.65e-08, 2.35e-08, 8.10e-09, 0.00e+00, 1.71e-09, 1.99e-07, 1.12e-08]    []  
653500    [7.39e-05, 1.31e-05, 7.13e-06, 9.70e-06, 1.03e-05, 9.50e-06, 5.50e-06, 2.53e-05, 3.31e-06, 1.41e-04, 2.04e-04, 7.56e-04, 1.01e-03, 4.80e-03, 8.02e-05, 1.04e-04, 3.34e-05, 3.02e-05, 9.80e-06, 7.26e-07, 5.21e-05, 3.46e-06]    [7.39e-05, 1.31e-05, 7.13e-06, 9.70e-06, 1.03e-05, 9.50e-06, 5.50e-06, 2.53e-05, 3.31e-06, 1.41e-04, 2.04e-04, 7.56e-04, 1.01e-03, 4.80e-03, 8.02e-05, 1.04e-04, 3.34e-05, 3.02e-05, 9.80e-06, 7.26e-07, 5.21e-05, 3.46e-06]    []  
653600    [1.98e-07, 5.73e-07, 6.52e-07, 4.11e-07, 5.02e-07, 1.59e-06, 2.16e-07, 1.06e-08, 3.01e-06, 7.32e-10, 5.15e-07, 1.10e-06, 8.10e-07, 1.76e-08, 1.15e-09, 5.72e-10, 3.86e-10, 2.49e-12, 1.59e-11, 0.00e+00, 1.16e-08, 2.17e-06]    [1.98e-07, 5.73e-07, 6.52e-07, 4.11e-07, 5.02e-07, 1.59e-06, 2.16e-07, 1.06e-08, 3.01e-06, 7.32e-10, 5.15e-07, 1.10e-06, 8.10e-07, 1.76e-08, 1.15e-09, 5.72e-10, 3.86e-10, 2.49e-12, 1.59e-11, 0.00e+00, 1.16e-08, 2.17e-06]    []  
653700    [3.42e-06, 1.82e-06, 1.67e-06, 2.17e-06, 9.57e-07, 1.88e-06, 1.27e-06, 7.26e-05, 2.94e-07, 9.00e-07, 6.24e-06, 1.55e-05, 9.57e-06, 2.69e-05, 2.85e-08, 6.54e-07, 7.54e-08, 4.28e-07, 1.13e-05, 1.50e-08, 6.06e-05, 9.28e-08]    [3.42e-06, 1.82e-06, 1.67e-06, 2.17e-06, 9.57e-07, 1.88e-06, 1.27e-06, 7.26e-05, 2.94e-07, 9.00e-07, 6.24e-06, 1.55e-05, 9.57e-06, 2.69e-05, 2.85e-08, 6.54e-07, 7.54e-08, 4.28e-07, 1.13e-05, 1.50e-08, 6.06e-05, 9.28e-08]    []  
653800    [1.99e-07, 5.46e-07, 6.30e-07, 4.07e-07, 4.72e-07, 1.59e-06, 1.90e-07, 3.20e-07, 3.68e-12, 1.54e-09, 4.31e-07, 9.10e-07, 5.86e-07, 2.18e-08, 3.37e-09, 3.13e-09, 2.17e-10, 7.80e-10, 0.00e+00, 1.28e-11, 1.83e-07, 2.40e-10]    [1.99e-07, 5.46e-07, 6.30e-07, 4.07e-07, 4.72e-07, 1.59e-06, 1.90e-07, 3.20e-07, 3.68e-12, 1.54e-09, 4.31e-07, 9.10e-07, 5.86e-07, 2.18e-08, 3.37e-09, 3.13e-09, 2.17e-10, 7.80e-10, 0.00e+00, 1.28e-11, 1.83e-07, 2.40e-10]    []  
653900    [5.58e-07, 5.99e-07, 9.21e-07, 4.89e-07, 5.20e-07, 1.59e-06, 2.95e-07, 1.21e-06, 2.02e-07, 1.72e-08, 8.04e-06, 5.68e-06, 1.33e-05, 3.29e-06, 8.85e-09, 2.25e-10, 0.00e+00, 7.31e-09, 2.11e-07, 0.00e+00, 1.42e-06, 8.73e-08]    [5.58e-07, 5.99e-07, 9.21e-07, 4.89e-07, 5.20e-07, 1.59e-06, 2.95e-07, 1.21e-06, 2.02e-07, 1.72e-08, 8.04e-06, 5.68e-06, 1.33e-05, 3.29e-06, 8.85e-09, 2.25e-10, 0.00e+00, 7.31e-09, 2.11e-07, 0.00e+00, 1.42e-06, 8.73e-08]    []  
654000    [1.09e-06, 6.05e-07, 6.69e-07, 4.65e-07, 5.55e-07, 1.72e-06, 2.13e-07, 3.35e-07, 1.91e-10, 1.12e-06, 2.54e-06, 6.82e-06, 1.42e-05, 4.35e-05, 4.64e-07, 3.32e-07, 3.23e-07, 3.11e-07, 8.79e-08, 1.81e-11, 5.94e-07, 2.42e-10]    [1.09e-06, 6.05e-07, 6.69e-07, 4.65e-07, 5.55e-07, 1.72e-06, 2.13e-07, 3.35e-07, 1.91e-10, 1.12e-06, 2.54e-06, 6.82e-06, 1.42e-05, 4.35e-05, 4.64e-07, 3.32e-07, 3.23e-07, 3.11e-07, 8.79e-08, 1.81e-11, 5.94e-07, 2.42e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 48.016021 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
654000    [1.09e-06, 6.05e-07, 6.69e-07, 4.65e-07, 5.55e-07, 1.72e-06, 2.13e-07, 3.35e-07, 1.91e-10, 1.12e-06, 2.54e-06, 6.82e-06, 1.42e-05, 4.35e-05, 4.64e-07, 3.32e-07, 3.23e-07, 3.11e-07, 8.79e-08, 1.81e-11, 5.94e-07, 2.42e-10]    [1.09e-06, 6.05e-07, 6.69e-07, 4.65e-07, 5.55e-07, 1.72e-06, 2.13e-07, 3.35e-07, 1.91e-10, 1.12e-06, 2.54e-06, 6.82e-06, 1.42e-05, 4.35e-05, 4.64e-07, 3.32e-07, 3.23e-07, 3.11e-07, 8.79e-08, 1.81e-11, 5.94e-07, 2.42e-10]    []  
654100    [1.96e-07, 5.62e-07, 6.63e-07, 4.35e-07, 5.00e-07, 1.56e-06, 1.84e-07, 1.95e-07, 3.76e-09, 1.12e-08, 4.66e-07, 1.21e-06, 8.07e-07, 4.33e-07, 1.46e-09, 1.45e-10, 0.00e+00, 9.88e-11, 1.07e-08, 0.00e+00, 6.49e-08, 1.08e-09]    [1.96e-07, 5.62e-07, 6.63e-07, 4.35e-07, 5.00e-07, 1.56e-06, 1.84e-07, 1.95e-07, 3.76e-09, 1.12e-08, 4.66e-07, 1.21e-06, 8.07e-07, 4.33e-07, 1.46e-09, 1.45e-10, 0.00e+00, 9.88e-11, 1.07e-08, 0.00e+00, 6.49e-08, 1.08e-09]    []  
654200    [1.13e-05, 3.56e-06, 4.25e-06, 7.34e-06, 3.49e-06, 3.24e-06, 3.51e-06, 1.39e-04, 1.51e-04, 1.80e-05, 8.83e-05, 1.31e-04, 3.95e-05, 2.70e-04, 3.60e-06, 4.83e-06, 4.29e-08, 2.70e-06, 6.93e-06, 4.20e-05, 3.87e-05, 1.64e-04]    [1.13e-05, 3.56e-06, 4.25e-06, 7.34e-06, 3.49e-06, 3.24e-06, 3.51e-06, 1.39e-04, 1.51e-04, 1.80e-05, 8.83e-05, 1.31e-04, 3.95e-05, 2.70e-04, 3.60e-06, 4.83e-06, 4.29e-08, 2.70e-06, 6.93e-06, 4.20e-05, 3.87e-05, 1.64e-04]    []  
654300    [2.06e-07, 5.93e-07, 7.37e-07, 4.50e-07, 4.96e-07, 1.61e-06, 2.03e-07, 6.82e-08, 7.88e-08, 2.76e-11, 4.24e-07, 9.04e-07, 6.27e-07, 1.69e-08, 3.60e-09, 2.89e-09, 5.08e-11, 2.30e-09, 0.00e+00, 0.00e+00, 2.45e-08, 3.08e-08]    [2.06e-07, 5.93e-07, 7.37e-07, 4.50e-07, 4.96e-07, 1.61e-06, 2.03e-07, 6.82e-08, 7.88e-08, 2.76e-11, 4.24e-07, 9.04e-07, 6.27e-07, 1.69e-08, 3.60e-09, 2.89e-09, 5.08e-11, 2.30e-09, 0.00e+00, 0.00e+00, 2.45e-08, 3.08e-08]    []  
654400    [5.02e-06, 1.38e-06, 1.78e-06, 4.43e-06, 2.30e-06, 2.10e-06, 2.28e-06, 5.60e-05, 1.81e-08, 9.55e-06, 2.52e-05, 5.27e-05, 1.57e-04, 2.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 8.44e-09, 5.24e-06, 2.55e-09, 3.00e-05, 1.72e-08]    [5.02e-06, 1.38e-06, 1.78e-06, 4.43e-06, 2.30e-06, 2.10e-06, 2.28e-06, 5.60e-05, 1.81e-08, 9.55e-06, 2.52e-05, 5.27e-05, 1.57e-04, 2.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 8.44e-09, 5.24e-06, 2.55e-09, 3.00e-05, 1.72e-08]    []  
654500    [1.95e-07, 5.50e-07, 6.47e-07, 4.09e-07, 4.77e-07, 1.59e-06, 1.81e-07, 7.05e-09, 1.04e-09, 5.22e-11, 4.12e-07, 8.91e-07, 5.82e-07, 9.97e-09, 8.80e-10, 2.13e-09, 1.34e-12, 7.35e-10, 4.85e-11, 2.70e-10, 1.16e-08, 1.61e-09]    [1.95e-07, 5.50e-07, 6.47e-07, 4.09e-07, 4.77e-07, 1.59e-06, 1.81e-07, 7.05e-09, 1.04e-09, 5.22e-11, 4.12e-07, 8.91e-07, 5.82e-07, 9.97e-09, 8.80e-10, 2.13e-09, 1.34e-12, 7.35e-10, 4.85e-11, 2.70e-10, 1.16e-08, 1.61e-09]    []  
654600    [5.19e-07, 5.83e-07, 7.83e-07, 5.73e-07, 4.86e-07, 1.53e-06, 3.48e-07, 1.46e-06, 4.80e-09, 8.14e-09, 1.02e-06, 2.58e-06, 2.65e-06, 9.56e-07, 1.00e-08, 9.45e-08, 0.00e+00, 4.07e-08, 2.70e-07, 7.20e-11, 1.80e-06, 4.15e-10]    [5.19e-07, 5.83e-07, 7.83e-07, 5.73e-07, 4.86e-07, 1.53e-06, 3.48e-07, 1.46e-06, 4.80e-09, 8.14e-09, 1.02e-06, 2.58e-06, 2.65e-06, 9.56e-07, 1.00e-08, 9.45e-08, 0.00e+00, 4.07e-08, 2.70e-07, 7.20e-11, 1.80e-06, 4.15e-10]    []  
654700    [2.13e-07, 5.57e-07, 5.74e-07, 3.87e-07, 4.30e-07, 1.58e-06, 1.69e-07, 1.85e-08, 5.42e-11, 5.50e-08, 4.60e-07, 1.27e-06, 1.22e-06, 2.42e-06, 0.00e+00, 8.56e-10, 1.51e-09, 0.00e+00, 0.00e+00, 7.44e-13, 2.05e-08, 4.37e-10]    [2.13e-07, 5.57e-07, 5.74e-07, 3.87e-07, 4.30e-07, 1.58e-06, 1.69e-07, 1.85e-08, 5.42e-11, 5.50e-08, 4.60e-07, 1.27e-06, 1.22e-06, 2.42e-06, 0.00e+00, 8.56e-10, 1.51e-09, 0.00e+00, 0.00e+00, 7.44e-13, 2.05e-08, 4.37e-10]    []  
654800    [2.51e-07, 5.78e-07, 7.64e-07, 4.39e-07, 5.44e-07, 1.61e-06, 1.86e-07, 7.46e-08, 1.03e-06, 2.34e-08, 9.42e-07, 1.47e-06, 1.02e-06, 6.19e-07, 1.54e-08, 1.37e-08, 5.65e-09, 5.20e-09, 2.01e-09, 1.62e-08, 1.85e-08, 8.68e-08]    [2.51e-07, 5.78e-07, 7.64e-07, 4.39e-07, 5.44e-07, 1.61e-06, 1.86e-07, 7.46e-08, 1.03e-06, 2.34e-08, 9.42e-07, 1.47e-06, 1.02e-06, 6.19e-07, 1.54e-08, 1.37e-08, 5.65e-09, 5.20e-09, 2.01e-09, 1.62e-08, 1.85e-08, 8.68e-08]    []  
654900    [1.72e-05, 3.67e-06, 5.53e-06, 4.59e-06, 2.99e-06, 3.77e-06, 3.49e-06, 5.26e-05, 1.78e-10, 1.96e-05, 1.22e-04, 1.45e-04, 5.22e-04, 7.98e-04, 9.64e-06, 9.00e-06, 1.27e-05, 9.34e-06, 1.48e-05, 9.71e-13, 7.58e-05, 3.05e-09]    [1.72e-05, 3.67e-06, 5.53e-06, 4.59e-06, 2.99e-06, 3.77e-06, 3.49e-06, 5.26e-05, 1.78e-10, 1.96e-05, 1.22e-04, 1.45e-04, 5.22e-04, 7.98e-04, 9.64e-06, 9.00e-06, 1.27e-05, 9.34e-06, 1.48e-05, 9.71e-13, 7.58e-05, 3.05e-09]    []  
655000    [1.83e-07, 5.66e-07, 5.86e-07, 3.72e-07, 5.29e-07, 1.57e-06, 1.97e-07, 6.05e-09, 7.53e-05, 2.85e-10, 8.50e-07, 1.28e-06, 1.75e-06, 1.28e-07, 1.93e-09, 8.46e-09, 3.38e-11, 1.32e-08, 0.00e+00, 0.00e+00, 6.64e-08, 3.39e-05]    [1.83e-07, 5.66e-07, 5.86e-07, 3.72e-07, 5.29e-07, 1.57e-06, 1.97e-07, 6.05e-09, 7.53e-05, 2.85e-10, 8.50e-07, 1.28e-06, 1.75e-06, 1.28e-07, 1.93e-09, 8.46e-09, 3.38e-11, 1.32e-08, 0.00e+00, 0.00e+00, 6.64e-08, 3.39e-05]    []  
655100    [1.16e-06, 9.23e-07, 6.47e-07, 7.57e-07, 6.66e-07, 1.77e-06, 3.36e-07, 1.00e-07, 4.80e-07, 6.60e-07, 7.36e-06, 2.64e-05, 5.09e-06, 5.63e-05, 0.00e+00, 3.98e-08, 0.00e+00, 0.00e+00, 2.90e-16, 0.00e+00, 1.33e-08, 5.44e-07]    [1.16e-06, 9.23e-07, 6.47e-07, 7.57e-07, 6.66e-07, 1.77e-06, 3.36e-07, 1.00e-07, 4.80e-07, 6.60e-07, 7.36e-06, 2.64e-05, 5.09e-06, 5.63e-05, 0.00e+00, 3.98e-08, 0.00e+00, 0.00e+00, 2.90e-16, 0.00e+00, 1.33e-08, 5.44e-07]    []  
655200    [5.10e-07, 5.42e-07, 6.00e-07, 4.20e-07, 4.93e-07, 1.65e-06, 1.91e-07, 5.84e-08, 1.31e-11, 3.70e-07, 1.08e-06, 2.72e-06, 4.76e-06, 1.42e-05, 1.60e-07, 1.14e-07, 1.00e-07, 1.01e-07, 1.80e-08, 2.83e-11, 1.12e-07, 2.68e-10]    [5.10e-07, 5.42e-07, 6.00e-07, 4.20e-07, 4.93e-07, 1.65e-06, 1.91e-07, 5.84e-08, 1.31e-11, 3.70e-07, 1.08e-06, 2.72e-06, 4.76e-06, 1.42e-05, 1.60e-07, 1.14e-07, 1.00e-07, 1.01e-07, 1.80e-08, 2.83e-11, 1.12e-07, 2.68e-10]    []  
655300    [1.92e-07, 5.91e-07, 6.89e-07, 4.29e-07, 5.05e-07, 1.58e-06, 1.87e-07, 6.05e-08, 2.93e-09, 3.39e-09, 5.25e-07, 1.21e-06, 1.03e-06, 3.26e-07, 3.02e-09, 1.80e-12, 0.00e+00, 1.98e-10, 6.98e-14, 0.00e+00, 1.49e-08, 1.11e-09]    [1.92e-07, 5.91e-07, 6.89e-07, 4.29e-07, 5.05e-07, 1.58e-06, 1.87e-07, 6.05e-08, 2.93e-09, 3.39e-09, 5.25e-07, 1.21e-06, 1.03e-06, 3.26e-07, 3.02e-09, 1.80e-12, 0.00e+00, 1.98e-10, 6.98e-14, 0.00e+00, 1.49e-08, 1.11e-09]    []  
655400    [8.25e-06, 2.58e-06, 2.99e-06, 4.79e-06, 2.43e-06, 2.74e-06, 2.25e-06, 1.14e-04, 8.73e-07, 1.83e-05, 5.50e-05, 1.50e-04, 5.17e-05, 4.33e-04, 6.28e-06, 8.43e-06, 2.91e-08, 5.82e-07, 8.54e-06, 0.00e+00, 4.71e-05, 1.14e-07]    [8.25e-06, 2.58e-06, 2.99e-06, 4.79e-06, 2.43e-06, 2.74e-06, 2.25e-06, 1.14e-04, 8.73e-07, 1.83e-05, 5.50e-05, 1.50e-04, 5.17e-05, 4.33e-04, 6.28e-06, 8.43e-06, 2.91e-08, 5.82e-07, 8.54e-06, 0.00e+00, 4.71e-05, 1.14e-07]    []  
655500    [2.63e-07, 5.89e-07, 1.35e-06, 5.05e-07, 6.76e-07, 1.60e-06, 2.05e-07, 7.95e-08, 6.84e-04, 4.77e-09, 4.28e-07, 1.70e-06, 7.55e-07, 2.90e-07, 1.90e-08, 3.57e-08, 2.24e-10, 9.84e-09, 6.30e-10, 2.05e-04, 1.28e-08, 7.07e-04]    [2.63e-07, 5.89e-07, 1.35e-06, 5.05e-07, 6.76e-07, 1.60e-06, 2.05e-07, 7.95e-08, 6.84e-04, 4.77e-09, 4.28e-07, 1.70e-06, 7.55e-07, 2.90e-07, 1.90e-08, 3.57e-08, 2.24e-10, 9.84e-09, 6.30e-10, 2.05e-04, 1.28e-08, 7.07e-04]    []  
655600    [7.42e-07, 6.36e-07, 9.20e-07, 5.28e-07, 5.31e-07, 1.58e-06, 2.91e-07, 5.82e-06, 8.44e-08, 5.46e-07, 2.65e-06, 4.73e-06, 1.15e-05, 1.31e-05, 3.22e-09, 1.79e-09, 0.00e+00, 2.85e-09, 3.76e-07, 0.00e+00, 2.47e-06, 1.60e-07]    [7.42e-07, 6.36e-07, 9.20e-07, 5.28e-07, 5.31e-07, 1.58e-06, 2.91e-07, 5.82e-06, 8.44e-08, 5.46e-07, 2.65e-06, 4.73e-06, 1.15e-05, 1.31e-05, 3.22e-09, 1.79e-09, 0.00e+00, 2.85e-09, 3.76e-07, 0.00e+00, 2.47e-06, 1.60e-07]    []  
655700    [6.75e-07, 5.49e-07, 5.88e-07, 4.26e-07, 5.06e-07, 1.66e-06, 1.94e-07, 8.68e-08, 4.95e-10, 5.92e-07, 1.57e-06, 3.83e-06, 8.03e-06, 2.27e-05, 2.42e-07, 1.79e-07, 1.66e-07, 1.72e-07, 1.23e-08, 3.68e-12, 7.50e-08, 4.47e-10]    [6.75e-07, 5.49e-07, 5.88e-07, 4.26e-07, 5.06e-07, 1.66e-06, 1.94e-07, 8.68e-08, 4.95e-10, 5.92e-07, 1.57e-06, 3.83e-06, 8.03e-06, 2.27e-05, 2.42e-07, 1.79e-07, 1.66e-07, 1.72e-07, 1.23e-08, 3.68e-12, 7.50e-08, 4.47e-10]    []  
655800    [1.94e-07, 5.69e-07, 6.96e-07, 4.48e-07, 4.98e-07, 1.57e-06, 1.87e-07, 1.16e-07, 1.86e-11, 4.50e-10, 4.83e-07, 1.19e-06, 8.75e-07, 1.43e-07, 1.82e-09, 3.77e-11, 0.00e+00, 5.61e-11, 7.19e-10, 1.61e-13, 1.28e-08, 5.78e-10]    [1.94e-07, 5.69e-07, 6.96e-07, 4.48e-07, 4.98e-07, 1.57e-06, 1.87e-07, 1.16e-07, 1.86e-11, 4.50e-10, 4.83e-07, 1.19e-06, 8.75e-07, 1.43e-07, 1.82e-09, 3.77e-11, 0.00e+00, 5.61e-11, 7.19e-10, 1.61e-13, 1.28e-08, 5.78e-10]    []  
655900    [4.26e-06, 2.11e-06, 3.82e-06, 4.88e-06, 2.01e-06, 2.40e-06, 2.71e-06, 3.28e-05, 4.68e-05, 6.00e-06, 5.36e-05, 5.64e-05, 1.71e-04, 1.99e-04, 1.80e-06, 4.41e-07, 7.71e-07, 4.64e-07, 0.00e+00, 3.04e-05, 1.71e-05, 1.15e-04]    [4.26e-06, 2.11e-06, 3.82e-06, 4.88e-06, 2.01e-06, 2.40e-06, 2.71e-06, 3.28e-05, 4.68e-05, 6.00e-06, 5.36e-05, 5.64e-05, 1.71e-04, 1.99e-04, 1.80e-06, 4.41e-07, 7.71e-07, 4.64e-07, 0.00e+00, 3.04e-05, 1.71e-05, 1.15e-04]    []  
656000    [1.97e-07, 5.75e-07, 6.53e-07, 4.21e-07, 4.80e-07, 1.59e-06, 1.89e-07, 6.02e-09, 3.05e-09, 7.32e-11, 4.23e-07, 9.21e-07, 6.27e-07, 4.00e-09, 1.37e-09, 2.86e-09, 1.04e-10, 1.62e-09, 3.28e-11, 1.05e-09, 3.40e-08, 6.96e-09]    [1.97e-07, 5.75e-07, 6.53e-07, 4.21e-07, 4.80e-07, 1.59e-06, 1.89e-07, 6.02e-09, 3.05e-09, 7.32e-11, 4.23e-07, 9.21e-07, 6.27e-07, 4.00e-09, 1.37e-09, 2.86e-09, 1.04e-10, 1.62e-09, 3.28e-11, 1.05e-09, 3.40e-08, 6.96e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 45.829422 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
656000    [1.97e-07, 5.75e-07, 6.53e-07, 4.21e-07, 4.80e-07, 1.59e-06, 1.89e-07, 6.02e-09, 3.05e-09, 7.32e-11, 4.23e-07, 9.21e-07, 6.27e-07, 4.00e-09, 1.37e-09, 2.86e-09, 1.04e-10, 1.62e-09, 3.28e-11, 1.05e-09, 3.40e-08, 6.96e-09]    [1.97e-07, 5.75e-07, 6.53e-07, 4.21e-07, 4.80e-07, 1.59e-06, 1.89e-07, 6.02e-09, 3.05e-09, 7.32e-11, 4.23e-07, 9.21e-07, 6.27e-07, 4.00e-09, 1.37e-09, 2.86e-09, 1.04e-10, 1.62e-09, 3.28e-11, 1.05e-09, 3.40e-08, 6.96e-09]    []  
656100    [1.58e-06, 1.22e-06, 7.27e-07, 1.17e-06, 9.30e-07, 1.69e-06, 4.75e-07, 1.01e-05, 4.22e-07, 2.59e-06, 3.07e-05, 1.71e-05, 8.15e-05, 5.94e-05, 3.31e-07, 4.95e-07, 1.98e-06, 2.72e-07, 2.37e-06, 3.59e-09, 1.39e-05, 1.36e-08]    [1.58e-06, 1.22e-06, 7.27e-07, 1.17e-06, 9.30e-07, 1.69e-06, 4.75e-07, 1.01e-05, 4.22e-07, 2.59e-06, 3.07e-05, 1.71e-05, 8.15e-05, 5.94e-05, 3.31e-07, 4.95e-07, 1.98e-06, 2.72e-07, 2.37e-06, 3.59e-09, 1.39e-05, 1.36e-08]    []  
656200    [1.88e-07, 5.37e-07, 5.61e-07, 3.95e-07, 4.50e-07, 1.58e-06, 1.78e-07, 3.65e-08, 2.80e-10, 2.00e-12, 3.99e-07, 8.34e-07, 5.56e-07, 1.75e-09, 1.71e-09, 3.79e-09, 2.00e-09, 1.84e-09, 3.49e-10, 1.42e-10, 1.18e-08, 8.44e-10]    [1.88e-07, 5.37e-07, 5.61e-07, 3.95e-07, 4.50e-07, 1.58e-06, 1.78e-07, 3.65e-08, 2.80e-10, 2.00e-12, 3.99e-07, 8.34e-07, 5.56e-07, 1.75e-09, 1.71e-09, 3.79e-09, 2.00e-09, 1.84e-09, 3.49e-10, 1.42e-10, 1.18e-08, 8.44e-10]    []  
656300    [3.01e-07, 5.65e-07, 9.66e-07, 5.44e-07, 5.48e-07, 1.62e-06, 2.24e-07, 1.63e-07, 4.74e-06, 6.87e-08, 1.72e-06, 3.88e-06, 2.24e-06, 1.30e-06, 3.08e-08, 3.39e-09, 0.00e+00, 3.34e-08, 1.92e-09, 0.00e+00, 1.63e-08, 1.13e-05]    [3.01e-07, 5.65e-07, 9.66e-07, 5.44e-07, 5.48e-07, 1.62e-06, 2.24e-07, 1.63e-07, 4.74e-06, 6.87e-08, 1.72e-06, 3.88e-06, 2.24e-06, 1.30e-06, 3.08e-08, 3.39e-09, 0.00e+00, 3.34e-08, 1.92e-09, 0.00e+00, 1.63e-08, 1.13e-05]    []  
656400    [4.69e-07, 7.14e-07, 5.05e-07, 4.30e-07, 4.49e-07, 1.59e-06, 1.91e-07, 1.43e-08, 6.59e-06, 2.43e-07, 1.52e-06, 3.57e-06, 6.55e-06, 1.28e-05, 0.00e+00, 0.00e+00, 2.55e-09, 0.00e+00, 7.82e-11, 0.00e+00, 4.38e-08, 1.61e-05]    [4.69e-07, 7.14e-07, 5.05e-07, 4.30e-07, 4.49e-07, 1.59e-06, 1.91e-07, 1.43e-08, 6.59e-06, 2.43e-07, 1.52e-06, 3.57e-06, 6.55e-06, 1.28e-05, 0.00e+00, 0.00e+00, 2.55e-09, 0.00e+00, 7.82e-11, 0.00e+00, 4.38e-08, 1.61e-05]    []  
656500    [1.90e-07, 5.77e-07, 6.28e-07, 4.28e-07, 4.91e-07, 1.57e-06, 2.05e-07, 7.96e-08, 8.49e-07, 2.07e-09, 4.72e-07, 1.16e-06, 8.64e-07, 4.63e-08, 3.87e-09, 6.41e-11, 0.00e+00, 6.64e-10, 6.30e-09, 0.00e+00, 4.08e-08, 1.79e-07]    [1.90e-07, 5.77e-07, 6.28e-07, 4.28e-07, 4.91e-07, 1.57e-06, 2.05e-07, 7.96e-08, 8.49e-07, 2.07e-09, 4.72e-07, 1.16e-06, 8.64e-07, 4.63e-08, 3.87e-09, 6.41e-11, 0.00e+00, 6.64e-10, 6.30e-09, 0.00e+00, 4.08e-08, 1.79e-07]    []  
656600    [3.81e-06, 1.68e-06, 9.20e-07, 9.99e-07, 1.08e-06, 2.02e-06, 9.09e-07, 2.17e-05, 2.34e-07, 1.02e-06, 1.37e-05, 2.94e-05, 7.67e-05, 8.53e-05, 0.00e+00, 3.81e-08, 0.00e+00, 1.00e-08, 0.00e+00, 0.00e+00, 7.92e-05, 2.40e-07]    [3.81e-06, 1.68e-06, 9.20e-07, 9.99e-07, 1.08e-06, 2.02e-06, 9.09e-07, 2.17e-05, 2.34e-07, 1.02e-06, 1.37e-05, 2.94e-05, 7.67e-05, 8.53e-05, 0.00e+00, 3.81e-08, 0.00e+00, 1.00e-08, 0.00e+00, 0.00e+00, 7.92e-05, 2.40e-07]    []  
656700    [2.14e-07, 5.32e-07, 5.82e-07, 4.03e-07, 4.57e-07, 1.59e-06, 1.84e-07, 1.93e-07, 1.25e-09, 1.89e-08, 4.35e-07, 9.15e-07, 6.93e-07, 6.15e-07, 1.50e-08, 1.22e-08, 3.71e-09, 1.23e-08, 1.12e-12, 6.23e-13, 1.61e-08, 5.43e-10]    [2.14e-07, 5.32e-07, 5.82e-07, 4.03e-07, 4.57e-07, 1.59e-06, 1.84e-07, 1.93e-07, 1.25e-09, 1.89e-08, 4.35e-07, 9.15e-07, 6.93e-07, 6.15e-07, 1.50e-08, 1.22e-08, 3.71e-09, 1.23e-08, 1.12e-12, 6.23e-13, 1.61e-08, 5.43e-10]    []  
656800    [1.96e-07, 5.01e-07, 7.34e-07, 4.52e-07, 5.67e-07, 1.58e-06, 2.10e-07, 7.35e-07, 2.87e-10, 2.01e-10, 9.50e-07, 2.39e-06, 2.51e-06, 4.43e-07, 4.68e-09, 1.32e-08, 1.04e-09, 2.99e-08, 0.00e+00, 3.68e-11, 3.67e-07, 2.87e-10]    [1.96e-07, 5.01e-07, 7.34e-07, 4.52e-07, 5.67e-07, 1.58e-06, 2.10e-07, 7.35e-07, 2.87e-10, 2.01e-10, 9.50e-07, 2.39e-06, 2.51e-06, 4.43e-07, 4.68e-09, 1.32e-08, 1.04e-09, 2.99e-08, 0.00e+00, 3.68e-11, 3.67e-07, 2.87e-10]    []  
656900    [5.74e-05, 1.68e-05, 5.02e-06, 1.67e-05, 7.09e-06, 8.52e-06, 4.06e-06, 1.99e-04, 2.97e-06, 8.64e-05, 5.88e-05, 4.54e-04, 6.51e-04, 2.42e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.63e-04, 4.41e-06]    [5.74e-05, 1.68e-05, 5.02e-06, 1.67e-05, 7.09e-06, 8.52e-06, 4.06e-06, 1.99e-04, 2.97e-06, 8.64e-05, 5.88e-05, 4.54e-04, 6.51e-04, 2.42e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.63e-04, 4.41e-06]    []  
657000    [2.10e-07, 5.94e-07, 7.33e-07, 4.45e-07, 5.19e-07, 1.60e-06, 1.80e-07, 2.57e-08, 1.92e-08, 1.29e-09, 4.56e-07, 9.50e-07, 7.21e-07, 6.09e-08, 6.36e-09, 5.11e-09, 1.60e-09, 3.79e-10, 1.02e-12, 0.00e+00, 1.36e-08, 1.98e-08]    [2.10e-07, 5.94e-07, 7.33e-07, 4.45e-07, 5.19e-07, 1.60e-06, 1.80e-07, 2.57e-08, 1.92e-08, 1.29e-09, 4.56e-07, 9.50e-07, 7.21e-07, 6.09e-08, 6.36e-09, 5.11e-09, 1.60e-09, 3.79e-10, 1.02e-12, 0.00e+00, 1.36e-08, 1.98e-08]    []  
657100    [1.87e-05, 4.73e-06, 3.23e-06, 5.77e-06, 2.73e-06, 5.30e-06, 5.22e-06, 8.65e-05, 1.76e-04, 2.73e-05, 6.42e-05, 1.25e-04, 2.84e-04, 9.56e-04, 1.51e-05, 7.43e-06, 1.39e-05, 2.93e-06, 2.06e-05, 4.26e-05, 1.05e-04, 1.56e-04]    [1.87e-05, 4.73e-06, 3.23e-06, 5.77e-06, 2.73e-06, 5.30e-06, 5.22e-06, 8.65e-05, 1.76e-04, 2.73e-05, 6.42e-05, 1.25e-04, 2.84e-04, 9.56e-04, 1.51e-05, 7.43e-06, 1.39e-05, 2.93e-06, 2.06e-05, 4.26e-05, 1.05e-04, 1.56e-04]    []  
657200    [1.93e-07, 6.05e-07, 5.78e-07, 4.31e-07, 4.88e-07, 1.60e-06, 4.21e-07, 5.67e-09, 3.16e-07, 5.45e-11, 4.47e-07, 9.94e-07, 7.64e-07, 1.55e-08, 4.71e-09, 2.03e-09, 1.36e-09, 2.08e-09, 3.84e-09, 0.00e+00, 2.75e-08, 2.46e-07]    [1.93e-07, 6.05e-07, 5.78e-07, 4.31e-07, 4.88e-07, 1.60e-06, 4.21e-07, 5.67e-09, 3.16e-07, 5.45e-11, 4.47e-07, 9.94e-07, 7.64e-07, 1.55e-08, 4.71e-09, 2.03e-09, 1.36e-09, 2.08e-09, 3.84e-09, 0.00e+00, 2.75e-08, 2.46e-07]    []  
657300    [1.85e-05, 3.28e-06, 2.02e-06, 2.22e-06, 2.12e-06, 3.50e-06, 1.29e-06, 2.16e-05, 1.36e-09, 2.54e-05, 4.16e-05, 1.43e-04, 2.49e-04, 9.45e-04, 1.47e-05, 1.30e-05, 7.91e-06, 7.00e-06, 5.59e-06, 1.06e-09, 3.14e-05, 6.68e-09]    [1.85e-05, 3.28e-06, 2.02e-06, 2.22e-06, 2.12e-06, 3.50e-06, 1.29e-06, 2.16e-05, 1.36e-09, 2.54e-05, 4.16e-05, 1.43e-04, 2.49e-04, 9.45e-04, 1.47e-05, 1.30e-05, 7.91e-06, 7.00e-06, 5.59e-06, 1.06e-09, 3.14e-05, 6.68e-09]    []  
657400    [2.00e-07, 5.64e-07, 6.42e-07, 4.31e-07, 4.85e-07, 1.58e-06, 3.19e-07, 1.01e-07, 2.84e-10, 6.33e-09, 4.97e-07, 9.96e-07, 7.75e-07, 1.50e-07, 6.53e-09, 5.16e-09, 1.35e-11, 3.96e-09, 0.00e+00, 3.82e-11, 1.61e-08, 4.38e-10]    [2.00e-07, 5.64e-07, 6.42e-07, 4.31e-07, 4.85e-07, 1.58e-06, 3.19e-07, 1.01e-07, 2.84e-10, 6.33e-09, 4.97e-07, 9.96e-07, 7.75e-07, 1.50e-07, 6.53e-09, 5.16e-09, 1.35e-11, 3.96e-09, 0.00e+00, 3.82e-11, 1.61e-08, 4.38e-10]    []  
657500    [1.55e-05, 3.28e-06, 4.71e-06, 4.11e-06, 2.41e-06, 3.35e-06, 3.04e-06, 3.53e-05, 2.09e-09, 1.72e-05, 1.08e-04, 1.33e-04, 4.64e-04, 7.31e-04, 8.09e-06, 7.56e-06, 9.93e-06, 7.44e-06, 1.10e-05, 4.19e-10, 5.73e-05, 2.69e-09]    [1.55e-05, 3.28e-06, 4.71e-06, 4.11e-06, 2.41e-06, 3.35e-06, 3.04e-06, 3.53e-05, 2.09e-09, 1.72e-05, 1.08e-04, 1.33e-04, 4.64e-04, 7.31e-04, 8.09e-06, 7.56e-06, 9.93e-06, 7.44e-06, 1.10e-05, 4.19e-10, 5.73e-05, 2.69e-09]    []  
657600    [1.85e-07, 5.36e-07, 6.03e-07, 4.11e-07, 4.50e-07, 1.57e-06, 2.60e-07, 1.31e-08, 6.58e-11, 5.87e-10, 4.17e-07, 9.44e-07, 6.32e-07, 5.16e-08, 4.04e-10, 1.83e-09, 0.00e+00, 6.00e-10, 1.06e-08, 4.76e-11, 6.42e-08, 4.36e-10]    [1.85e-07, 5.36e-07, 6.03e-07, 4.11e-07, 4.50e-07, 1.57e-06, 2.60e-07, 1.31e-08, 6.58e-11, 5.87e-10, 4.17e-07, 9.44e-07, 6.32e-07, 5.16e-08, 4.04e-10, 1.83e-09, 0.00e+00, 6.00e-10, 1.06e-08, 4.76e-11, 6.42e-08, 4.36e-10]    []  
657700    [4.38e-07, 6.02e-07, 9.02e-07, 5.76e-07, 5.55e-07, 1.63e-06, 3.29e-07, 5.72e-07, 1.79e-09, 1.35e-08, 3.85e-06, 6.62e-06, 1.27e-05, 1.74e-06, 4.32e-08, 0.00e+00, 0.00e+00, 5.24e-09, 2.46e-08, 1.14e-11, 1.51e-07, 3.45e-10]    [4.38e-07, 6.02e-07, 9.02e-07, 5.76e-07, 5.55e-07, 1.63e-06, 3.29e-07, 5.72e-07, 1.79e-09, 1.35e-08, 3.85e-06, 6.62e-06, 1.27e-05, 1.74e-06, 4.32e-08, 0.00e+00, 0.00e+00, 5.24e-09, 2.46e-08, 1.14e-11, 1.51e-07, 3.45e-10]    []  
657800    [4.52e-07, 6.50e-07, 5.94e-07, 4.14e-07, 4.14e-07, 1.59e-06, 2.20e-07, 1.46e-08, 4.30e-11, 3.87e-07, 8.85e-07, 3.46e-06, 4.81e-06, 1.57e-05, 0.00e+00, 3.25e-11, 4.91e-10, 0.00e+00, 7.98e-11, 2.46e-12, 1.19e-07, 3.35e-10]    [4.52e-07, 6.50e-07, 5.94e-07, 4.14e-07, 4.14e-07, 1.59e-06, 2.20e-07, 1.46e-08, 4.30e-11, 3.87e-07, 8.85e-07, 3.46e-06, 4.81e-06, 1.57e-05, 0.00e+00, 3.25e-11, 4.91e-10, 0.00e+00, 7.98e-11, 2.46e-12, 1.19e-07, 3.35e-10]    []  
657900    [2.00e-07, 5.92e-07, 7.24e-07, 4.60e-07, 5.11e-07, 1.58e-06, 2.29e-07, 5.26e-08, 2.72e-09, 3.32e-11, 6.49e-07, 1.32e-06, 1.30e-06, 2.19e-07, 4.24e-09, 2.74e-11, 0.00e+00, 4.10e-10, 2.94e-10, 1.48e-11, 1.27e-08, 1.40e-09]    [2.00e-07, 5.92e-07, 7.24e-07, 4.60e-07, 5.11e-07, 1.58e-06, 2.29e-07, 5.26e-08, 2.72e-09, 3.32e-11, 6.49e-07, 1.32e-06, 1.30e-06, 2.19e-07, 4.24e-09, 2.74e-11, 0.00e+00, 4.10e-10, 2.94e-10, 1.48e-11, 1.27e-08, 1.40e-09]    []  
658000    [9.86e-05, 1.74e-05, 1.22e-05, 1.49e-05, 1.70e-05, 1.24e-05, 1.04e-05, 5.91e-05, 1.98e-08, 2.34e-04, 3.28e-04, 1.19e-03, 1.37e-03, 7.38e-03, 1.13e-04, 1.99e-04, 4.37e-05, 3.65e-05, 2.13e-05, 1.52e-08, 1.07e-04, 9.23e-08]    [9.86e-05, 1.74e-05, 1.22e-05, 1.49e-05, 1.70e-05, 1.24e-05, 1.04e-05, 5.91e-05, 1.98e-08, 2.34e-04, 3.28e-04, 1.19e-03, 1.37e-03, 7.38e-03, 1.13e-04, 1.99e-04, 4.37e-05, 3.65e-05, 2.13e-05, 1.52e-08, 1.07e-04, 9.23e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 51.969764 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
658000    [9.86e-05, 1.74e-05, 1.22e-05, 1.49e-05, 1.70e-05, 1.24e-05, 1.04e-05, 5.91e-05, 1.98e-08, 2.34e-04, 3.28e-04, 1.19e-03, 1.37e-03, 7.38e-03, 1.13e-04, 1.99e-04, 4.37e-05, 3.65e-05, 2.13e-05, 1.52e-08, 1.07e-04, 9.23e-08]    [9.86e-05, 1.74e-05, 1.22e-05, 1.49e-05, 1.70e-05, 1.24e-05, 1.04e-05, 5.91e-05, 1.98e-08, 2.34e-04, 3.28e-04, 1.19e-03, 1.37e-03, 7.38e-03, 1.13e-04, 1.99e-04, 4.37e-05, 3.65e-05, 2.13e-05, 1.52e-08, 1.07e-04, 9.23e-08]    []  
658100    [2.01e-07, 5.89e-07, 7.57e-07, 4.53e-07, 5.13e-07, 1.60e-06, 2.04e-07, 3.68e-08, 3.36e-10, 1.02e-09, 4.59e-07, 1.03e-06, 7.39e-07, 7.33e-08, 9.87e-10, 5.16e-10, 5.83e-12, 0.00e+00, 1.78e-09, 3.46e-10, 1.78e-08, 2.08e-09]    [2.01e-07, 5.89e-07, 7.57e-07, 4.53e-07, 5.13e-07, 1.60e-06, 2.04e-07, 3.68e-08, 3.36e-10, 1.02e-09, 4.59e-07, 1.03e-06, 7.39e-07, 7.33e-08, 9.87e-10, 5.16e-10, 5.83e-12, 0.00e+00, 1.78e-09, 3.46e-10, 1.78e-08, 2.08e-09]    []  
658200    [2.00e-05, 3.96e-06, 3.94e-06, 5.66e-06, 2.70e-06, 4.93e-06, 4.49e-06, 2.14e-04, 1.57e-07, 3.46e-05, 6.96e-05, 1.61e-04, 3.22e-04, 1.18e-03, 1.43e-05, 1.32e-05, 1.31e-05, 3.80e-06, 5.15e-05, 1.76e-08, 2.49e-04, 1.06e-07]    [2.00e-05, 3.96e-06, 3.94e-06, 5.66e-06, 2.70e-06, 4.93e-06, 4.49e-06, 2.14e-04, 1.57e-07, 3.46e-05, 6.96e-05, 1.61e-04, 3.22e-04, 1.18e-03, 1.43e-05, 1.32e-05, 1.31e-05, 3.80e-06, 5.15e-05, 1.76e-08, 2.49e-04, 1.06e-07]    []  
658300    [2.03e-07, 5.76e-07, 7.24e-07, 4.41e-07, 5.10e-07, 1.59e-06, 1.92e-07, 4.48e-09, 1.44e-10, 1.11e-09, 5.03e-07, 1.04e-06, 7.45e-07, 6.02e-08, 1.63e-09, 1.57e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-11, 3.16e-08, 2.24e-10]    [2.03e-07, 5.76e-07, 7.24e-07, 4.41e-07, 5.10e-07, 1.59e-06, 1.92e-07, 4.48e-09, 1.44e-10, 1.11e-09, 5.03e-07, 1.04e-06, 7.45e-07, 6.02e-08, 1.63e-09, 1.57e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-11, 3.16e-08, 2.24e-10]    []  
658400    [2.03e-05, 4.66e-06, 3.03e-06, 1.05e-05, 4.05e-06, 3.85e-06, 3.12e-06, 4.54e-06, 1.29e-04, 1.69e-05, 8.58e-05, 2.07e-04, 4.96e-04, 9.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.48e-08, 0.00e+00, 4.60e-07, 1.85e-04]    [2.03e-05, 4.66e-06, 3.03e-06, 1.05e-05, 4.05e-06, 3.85e-06, 3.12e-06, 4.54e-06, 1.29e-04, 1.69e-05, 8.58e-05, 2.07e-04, 4.96e-04, 9.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.48e-08, 0.00e+00, 4.60e-07, 1.85e-04]    []  
658500    [1.91e-07, 5.28e-07, 6.29e-07, 4.09e-07, 4.74e-07, 1.59e-06, 1.86e-07, 1.34e-07, 1.00e-08, 2.13e-10, 4.05e-07, 8.77e-07, 5.98e-07, 1.86e-08, 1.97e-09, 3.19e-09, 7.53e-11, 2.11e-09, 0.00e+00, 1.52e-09, 9.89e-08, 1.03e-08]    [1.91e-07, 5.28e-07, 6.29e-07, 4.09e-07, 4.74e-07, 1.59e-06, 1.86e-07, 1.34e-07, 1.00e-08, 2.13e-10, 4.05e-07, 8.77e-07, 5.98e-07, 1.86e-08, 1.97e-09, 3.19e-09, 7.53e-11, 2.11e-09, 0.00e+00, 1.52e-09, 9.89e-08, 1.03e-08]    []  
658600    [6.18e-07, 4.83e-07, 9.06e-07, 5.51e-07, 5.74e-07, 1.68e-06, 2.17e-07, 6.25e-06, 5.20e-06, 3.53e-08, 3.49e-06, 7.15e-06, 1.42e-05, 8.62e-06, 8.93e-08, 1.13e-07, 2.08e-07, 1.01e-07, 0.00e+00, 5.84e-07, 1.96e-06, 2.88e-06]    [6.18e-07, 4.83e-07, 9.06e-07, 5.51e-07, 5.74e-07, 1.68e-06, 2.17e-07, 6.25e-06, 5.20e-06, 3.53e-08, 3.49e-06, 7.15e-06, 1.42e-05, 8.62e-06, 8.93e-08, 1.13e-07, 2.08e-07, 1.01e-07, 0.00e+00, 5.84e-07, 1.96e-06, 2.88e-06]    []  
658700    [4.48e-06, 1.09e-06, 9.24e-07, 7.98e-07, 8.83e-07, 2.10e-06, 3.46e-07, 1.28e-06, 9.01e-09, 5.87e-06, 1.06e-05, 3.28e-05, 6.46e-05, 2.22e-04, 2.77e-06, 2.26e-06, 1.71e-06, 1.59e-06, 2.85e-07, 9.74e-10, 1.90e-06, 6.50e-09]    [4.48e-06, 1.09e-06, 9.24e-07, 7.98e-07, 8.83e-07, 2.10e-06, 3.46e-07, 1.28e-06, 9.01e-09, 5.87e-06, 1.06e-05, 3.28e-05, 6.46e-05, 2.22e-04, 2.77e-06, 2.26e-06, 1.71e-06, 1.59e-06, 2.85e-07, 9.74e-10, 1.90e-06, 6.50e-09]    []  
658800    [2.00e-07, 5.80e-07, 7.35e-07, 4.44e-07, 5.18e-07, 1.59e-06, 1.92e-07, 1.11e-07, 3.87e-08, 1.28e-10, 4.57e-07, 1.05e-06, 7.19e-07, 7.91e-08, 3.89e-09, 3.52e-09, 0.00e+00, 8.54e-09, 1.06e-08, 8.13e-09, 6.48e-08, 5.25e-08]    [2.00e-07, 5.80e-07, 7.35e-07, 4.44e-07, 5.18e-07, 1.59e-06, 1.92e-07, 1.11e-07, 3.87e-08, 1.28e-10, 4.57e-07, 1.05e-06, 7.19e-07, 7.91e-08, 3.89e-09, 3.52e-09, 0.00e+00, 8.54e-09, 1.06e-08, 8.13e-09, 6.48e-08, 5.25e-08]    []  
658900    [1.91e-06, 1.14e-06, 7.45e-07, 7.90e-07, 8.92e-07, 1.71e-06, 1.17e-06, 4.44e-05, 2.93e-08, 1.15e-06, 1.72e-06, 1.13e-05, 1.08e-05, 2.96e-05, 0.00e+00, 6.02e-09, 0.00e+00, 3.94e-08, 0.00e+00, 0.00e+00, 5.31e-05, 2.36e-08]    [1.91e-06, 1.14e-06, 7.45e-07, 7.90e-07, 8.92e-07, 1.71e-06, 1.17e-06, 4.44e-05, 2.93e-08, 1.15e-06, 1.72e-06, 1.13e-05, 1.08e-05, 2.96e-05, 0.00e+00, 6.02e-09, 0.00e+00, 3.94e-08, 0.00e+00, 0.00e+00, 5.31e-05, 2.36e-08]    []  
659000    [3.61e-07, 6.19e-07, 5.52e-07, 3.93e-07, 4.29e-07, 1.59e-06, 1.93e-07, 7.93e-08, 4.00e-10, 2.66e-07, 7.60e-07, 2.74e-06, 3.81e-06, 1.11e-05, 0.00e+00, 1.66e-10, 9.17e-11, 0.00e+00, 0.00e+00, 6.40e-13, 5.75e-08, 5.67e-10]    [3.61e-07, 6.19e-07, 5.52e-07, 3.93e-07, 4.29e-07, 1.59e-06, 1.93e-07, 7.93e-08, 4.00e-10, 2.66e-07, 7.60e-07, 2.74e-06, 3.81e-06, 1.11e-05, 0.00e+00, 1.66e-10, 9.17e-11, 0.00e+00, 0.00e+00, 6.40e-13, 5.75e-08, 5.67e-10]    []  
659100    [2.10e-07, 5.58e-07, 7.05e-07, 4.24e-07, 5.15e-07, 1.59e-06, 1.99e-07, 3.31e-07, 2.58e-09, 8.98e-09, 4.89e-07, 1.12e-06, 9.52e-07, 3.97e-07, 1.49e-08, 1.79e-09, 4.05e-09, 3.84e-10, 0.00e+00, 5.74e-11, 2.13e-07, 3.83e-10]    [2.10e-07, 5.58e-07, 7.05e-07, 4.24e-07, 5.15e-07, 1.59e-06, 1.99e-07, 3.31e-07, 2.58e-09, 8.98e-09, 4.89e-07, 1.12e-06, 9.52e-07, 3.97e-07, 1.49e-08, 1.79e-09, 4.05e-09, 3.84e-10, 0.00e+00, 5.74e-11, 2.13e-07, 3.83e-10]    []  
659200    [4.65e-06, 3.50e-06, 1.66e-06, 5.03e-06, 2.53e-06, 3.23e-06, 3.95e-06, 7.18e-06, 6.41e-07, 1.79e-05, 3.27e-05, 1.23e-04, 7.60e-05, 5.94e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.35e-08, 3.15e-07, 5.93e-08, 2.04e-06, 3.56e-07]    [4.65e-06, 3.50e-06, 1.66e-06, 5.03e-06, 2.53e-06, 3.23e-06, 3.95e-06, 7.18e-06, 6.41e-07, 1.79e-05, 3.27e-05, 1.23e-04, 7.60e-05, 5.94e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.35e-08, 3.15e-07, 5.93e-08, 2.04e-06, 3.56e-07]    []  
659300    [1.95e-07, 5.94e-07, 5.96e-07, 4.08e-07, 5.85e-07, 1.61e-06, 2.06e-07, 2.20e-08, 1.01e-04, 1.10e-10, 8.67e-07, 1.31e-06, 1.02e-06, 2.67e-07, 7.54e-12, 2.77e-10, 1.58e-09, 0.00e+00, 1.54e-09, 0.00e+00, 1.72e-08, 7.90e-05]    [1.95e-07, 5.94e-07, 5.96e-07, 4.08e-07, 5.85e-07, 1.61e-06, 2.06e-07, 2.20e-08, 1.01e-04, 1.10e-10, 8.67e-07, 1.31e-06, 1.02e-06, 2.67e-07, 7.54e-12, 2.77e-10, 1.58e-09, 0.00e+00, 1.54e-09, 0.00e+00, 1.72e-08, 7.90e-05]    []  
659400    [3.52e-07, 5.15e-07, 8.31e-07, 5.52e-07, 5.45e-07, 1.64e-06, 2.50e-07, 1.81e-06, 1.87e-08, 2.23e-09, 8.63e-07, 1.67e-06, 1.30e-06, 3.83e-07, 2.52e-08, 4.46e-10, 1.69e-08, 8.20e-09, 2.18e-07, 1.02e-10, 1.47e-06, 2.70e-08]    [3.52e-07, 5.15e-07, 8.31e-07, 5.52e-07, 5.45e-07, 1.64e-06, 2.50e-07, 1.81e-06, 1.87e-08, 2.23e-09, 8.63e-07, 1.67e-06, 1.30e-06, 3.83e-07, 2.52e-08, 4.46e-10, 1.69e-08, 8.20e-09, 2.18e-07, 1.02e-10, 1.47e-06, 2.70e-08]    []  
659500    [6.44e-07, 7.15e-07, 5.88e-07, 4.30e-07, 4.12e-07, 1.62e-06, 1.97e-07, 2.82e-07, 1.03e-10, 5.90e-07, 1.37e-06, 5.06e-06, 8.50e-06, 2.54e-05, 0.00e+00, 0.00e+00, 3.97e-10, 0.00e+00, 0.00e+00, 1.20e-11, 9.77e-07, 2.45e-10]    [6.44e-07, 7.15e-07, 5.88e-07, 4.30e-07, 4.12e-07, 1.62e-06, 1.97e-07, 2.82e-07, 1.03e-10, 5.90e-07, 1.37e-06, 5.06e-06, 8.50e-06, 2.54e-05, 0.00e+00, 0.00e+00, 3.97e-10, 0.00e+00, 0.00e+00, 1.20e-11, 9.77e-07, 2.45e-10]    []  
659600    [1.91e-07, 5.59e-07, 6.99e-07, 4.48e-07, 4.99e-07, 1.58e-06, 2.01e-07, 2.10e-07, 4.54e-08, 1.65e-09, 5.85e-07, 1.22e-06, 9.40e-07, 1.92e-07, 2.22e-09, 9.53e-11, 0.00e+00, 1.26e-10, 0.00e+00, 0.00e+00, 9.70e-08, 5.15e-08]    [1.91e-07, 5.59e-07, 6.99e-07, 4.48e-07, 4.99e-07, 1.58e-06, 2.01e-07, 2.10e-07, 4.54e-08, 1.65e-09, 5.85e-07, 1.22e-06, 9.40e-07, 1.92e-07, 2.22e-09, 9.53e-11, 0.00e+00, 1.26e-10, 0.00e+00, 0.00e+00, 9.70e-08, 5.15e-08]    []  
659700    [3.67e-06, 2.68e-06, 3.67e-06, 7.84e-06, 2.86e-06, 4.33e-06, 4.73e-06, 1.06e-04, 2.89e-08, 1.34e-06, 6.03e-05, 8.98e-05, 1.75e-04, 1.88e-05, 0.00e+00, 0.00e+00, 1.03e-07, 8.29e-08, 0.00e+00, 0.00e+00, 2.22e-04, 2.30e-09]    [3.67e-06, 2.68e-06, 3.67e-06, 7.84e-06, 2.86e-06, 4.33e-06, 4.73e-06, 1.06e-04, 2.89e-08, 1.34e-06, 6.03e-05, 8.98e-05, 1.75e-04, 1.88e-05, 0.00e+00, 0.00e+00, 1.03e-07, 8.29e-08, 0.00e+00, 0.00e+00, 2.22e-04, 2.30e-09]    []  
659800    [1.94e-07, 5.79e-07, 6.90e-07, 4.22e-07, 4.84e-07, 1.60e-06, 1.85e-07, 2.38e-08, 3.66e-11, 3.57e-09, 4.29e-07, 9.48e-07, 6.60e-07, 7.31e-08, 5.82e-10, 2.12e-09, 0.00e+00, 9.98e-10, 1.30e-12, 1.33e-11, 1.32e-08, 1.90e-10]    [1.94e-07, 5.79e-07, 6.90e-07, 4.22e-07, 4.84e-07, 1.60e-06, 1.85e-07, 2.38e-08, 3.66e-11, 3.57e-09, 4.29e-07, 9.48e-07, 6.60e-07, 7.31e-08, 5.82e-10, 2.12e-09, 0.00e+00, 9.98e-10, 1.30e-12, 1.33e-11, 1.32e-08, 1.90e-10]    []  
659900    [8.63e-06, 2.69e-06, 2.07e-06, 8.21e-07, 1.55e-06, 2.15e-06, 9.73e-07, 1.24e-05, 8.21e-05, 6.30e-06, 8.89e-06, 3.91e-05, 3.85e-05, 1.87e-04, 2.39e-06, 4.21e-06, 1.35e-06, 1.00e-06, 4.53e-06, 0.00e+00, 2.55e-05, 2.04e-04]    [8.63e-06, 2.69e-06, 2.07e-06, 8.21e-07, 1.55e-06, 2.15e-06, 9.73e-07, 1.24e-05, 8.21e-05, 6.30e-06, 8.89e-06, 3.91e-05, 3.85e-05, 1.87e-04, 2.39e-06, 4.21e-06, 1.35e-06, 1.00e-06, 4.53e-06, 0.00e+00, 2.55e-05, 2.04e-04]    []  
660000    [1.92e-07, 5.34e-07, 5.89e-07, 4.06e-07, 4.53e-07, 1.60e-06, 1.92e-07, 4.82e-10, 6.80e-09, 2.09e-09, 4.08e-07, 8.53e-07, 6.28e-07, 7.07e-08, 4.28e-09, 5.24e-09, 1.61e-09, 5.87e-09, 5.82e-11, 3.51e-08, 1.04e-08, 2.05e-07]    [1.92e-07, 5.34e-07, 5.89e-07, 4.06e-07, 4.53e-07, 1.60e-06, 1.92e-07, 4.82e-10, 6.80e-09, 2.09e-09, 4.08e-07, 8.53e-07, 6.28e-07, 7.07e-08, 4.28e-09, 5.24e-09, 1.61e-09, 5.87e-09, 5.82e-11, 3.51e-08, 1.04e-08, 2.05e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 43.117489 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
660000    [1.92e-07, 5.34e-07, 5.89e-07, 4.06e-07, 4.53e-07, 1.60e-06, 1.92e-07, 4.82e-10, 6.80e-09, 2.09e-09, 4.08e-07, 8.53e-07, 6.28e-07, 7.07e-08, 4.28e-09, 5.24e-09, 1.61e-09, 5.87e-09, 5.82e-11, 3.51e-08, 1.04e-08, 2.05e-07]    [1.92e-07, 5.34e-07, 5.89e-07, 4.06e-07, 4.53e-07, 1.60e-06, 1.92e-07, 4.82e-10, 6.80e-09, 2.09e-09, 4.08e-07, 8.53e-07, 6.28e-07, 7.07e-08, 4.28e-09, 5.24e-09, 1.61e-09, 5.87e-09, 5.82e-11, 3.51e-08, 1.04e-08, 2.05e-07]    []  
660100    [2.09e-07, 4.75e-07, 7.35e-07, 4.39e-07, 5.00e-07, 1.57e-06, 2.25e-07, 4.26e-07, 1.43e-08, 1.48e-08, 7.41e-07, 1.57e-06, 1.65e-06, 8.30e-08, 8.76e-09, 0.00e+00, 0.00e+00, 2.74e-08, 3.69e-09, 1.28e-09, 2.06e-08, 8.64e-09]    [2.09e-07, 4.75e-07, 7.35e-07, 4.39e-07, 5.00e-07, 1.57e-06, 2.25e-07, 4.26e-07, 1.43e-08, 1.48e-08, 7.41e-07, 1.57e-06, 1.65e-06, 8.30e-08, 8.76e-09, 0.00e+00, 0.00e+00, 2.74e-08, 3.69e-09, 1.28e-09, 2.06e-08, 8.64e-09]    []  
660200    [1.73e-05, 3.83e-06, 3.31e-06, 4.14e-06, 2.04e-06, 4.62e-06, 3.64e-06, 1.17e-04, 3.76e-06, 2.55e-05, 5.78e-05, 1.16e-04, 2.75e-04, 8.78e-04, 1.20e-05, 5.42e-06, 1.30e-05, 3.91e-06, 2.66e-05, 6.53e-07, 1.33e-04, 3.10e-06]    [1.73e-05, 3.83e-06, 3.31e-06, 4.14e-06, 2.04e-06, 4.62e-06, 3.64e-06, 1.17e-04, 3.76e-06, 2.55e-05, 5.78e-05, 1.16e-04, 2.75e-04, 8.78e-04, 1.20e-05, 5.42e-06, 1.30e-05, 3.91e-06, 2.66e-05, 6.53e-07, 1.33e-04, 3.10e-06]    []  
660300    [1.93e-07, 5.71e-07, 6.74e-07, 4.34e-07, 4.90e-07, 1.59e-06, 1.88e-07, 1.01e-07, 2.75e-08, 2.76e-11, 4.29e-07, 9.72e-07, 6.77e-07, 3.53e-08, 1.18e-09, 3.09e-09, 4.41e-11, 1.05e-10, 6.20e-10, 0.00e+00, 1.28e-08, 2.76e-08]    [1.93e-07, 5.71e-07, 6.74e-07, 4.34e-07, 4.90e-07, 1.59e-06, 1.88e-07, 1.01e-07, 2.75e-08, 2.76e-11, 4.29e-07, 9.72e-07, 6.77e-07, 3.53e-08, 1.18e-09, 3.09e-09, 4.41e-11, 1.05e-10, 6.20e-10, 0.00e+00, 1.28e-08, 2.76e-08]    []  
660400    [1.86e-06, 1.14e-06, 7.18e-07, 1.20e-06, 9.21e-07, 1.70e-06, 4.71e-07, 7.31e-06, 4.66e-07, 3.46e-06, 2.84e-05, 1.90e-05, 8.71e-05, 6.81e-05, 3.81e-07, 8.08e-07, 2.21e-06, 4.32e-07, 2.25e-06, 2.62e-08, 1.32e-05, 1.58e-07]    [1.86e-06, 1.14e-06, 7.18e-07, 1.20e-06, 9.21e-07, 1.70e-06, 4.71e-07, 7.31e-06, 4.66e-07, 3.46e-06, 2.84e-05, 1.90e-05, 8.71e-05, 6.81e-05, 3.81e-07, 8.08e-07, 2.21e-06, 4.32e-07, 2.25e-06, 2.62e-08, 1.32e-05, 1.58e-07]    []  
660500    [2.25e-07, 5.19e-07, 5.61e-07, 4.06e-07, 4.52e-07, 1.61e-06, 1.95e-07, 2.12e-08, 1.04e-09, 3.40e-08, 4.63e-07, 9.66e-07, 9.02e-07, 1.27e-06, 2.40e-08, 1.96e-08, 8.07e-09, 1.72e-08, 0.00e+00, 1.10e-12, 6.77e-08, 5.30e-10]    [2.25e-07, 5.19e-07, 5.61e-07, 4.06e-07, 4.52e-07, 1.61e-06, 1.95e-07, 2.12e-08, 1.04e-09, 3.40e-08, 4.63e-07, 9.66e-07, 9.02e-07, 1.27e-06, 2.40e-08, 1.96e-08, 8.07e-09, 1.72e-08, 0.00e+00, 1.10e-12, 6.77e-08, 5.30e-10]    []  
660600    [2.27e-07, 5.47e-07, 8.00e-07, 4.81e-07, 5.56e-07, 1.59e-06, 1.94e-07, 5.35e-09, 1.31e-09, 7.15e-08, 1.40e-06, 1.79e-06, 1.15e-06, 9.32e-07, 2.06e-08, 2.08e-08, 2.87e-09, 5.49e-09, 0.00e+00, 3.56e-10, 1.35e-07, 2.22e-09]    [2.27e-07, 5.47e-07, 8.00e-07, 4.81e-07, 5.56e-07, 1.59e-06, 1.94e-07, 5.35e-09, 1.31e-09, 7.15e-08, 1.40e-06, 1.79e-06, 1.15e-06, 9.32e-07, 2.06e-08, 2.08e-08, 2.87e-09, 5.49e-09, 0.00e+00, 3.56e-10, 1.35e-07, 2.22e-09]    []  
660700    [4.10e-05, 7.07e-06, 3.74e-06, 7.54e-06, 6.57e-06, 4.09e-06, 4.61e-06, 6.65e-05, 9.29e-07, 4.66e-05, 8.77e-05, 3.53e-04, 6.59e-04, 1.98e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-07, 1.44e-04, 6.64e-07]    [4.10e-05, 7.07e-06, 3.74e-06, 7.54e-06, 6.57e-06, 4.09e-06, 4.61e-06, 6.65e-05, 9.29e-07, 4.66e-05, 8.77e-05, 3.53e-04, 6.59e-04, 1.98e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-07, 1.44e-04, 6.64e-07]    []  
660800    [1.89e-07, 5.58e-07, 6.19e-07, 4.04e-07, 4.72e-07, 1.60e-06, 1.85e-07, 4.37e-09, 2.37e-08, 4.84e-10, 4.26e-07, 9.61e-07, 6.71e-07, 9.66e-08, 3.92e-10, 1.83e-09, 0.00e+00, 1.06e-09, 1.77e-12, 1.08e-09, 1.23e-08, 7.10e-09]    [1.89e-07, 5.58e-07, 6.19e-07, 4.04e-07, 4.72e-07, 1.60e-06, 1.85e-07, 4.37e-09, 2.37e-08, 4.84e-10, 4.26e-07, 9.61e-07, 6.71e-07, 9.66e-08, 3.92e-10, 1.83e-09, 0.00e+00, 1.06e-09, 1.77e-12, 1.08e-09, 1.23e-08, 7.10e-09]    []  
660900    [3.61e-07, 5.15e-07, 7.09e-07, 4.73e-07, 5.07e-07, 1.64e-06, 2.61e-07, 5.23e-07, 4.56e-06, 1.70e-07, 4.81e-06, 3.22e-06, 4.88e-06, 2.26e-07, 1.40e-08, 4.36e-09, 2.79e-08, 1.29e-09, 0.00e+00, 0.00e+00, 1.06e-06, 5.78e-06]    [3.61e-07, 5.15e-07, 7.09e-07, 4.73e-07, 5.07e-07, 1.64e-06, 2.61e-07, 5.23e-07, 4.56e-06, 1.70e-07, 4.81e-06, 3.22e-06, 4.88e-06, 2.26e-07, 1.40e-08, 4.36e-09, 2.79e-08, 1.29e-09, 0.00e+00, 0.00e+00, 1.06e-06, 5.78e-06]    []  
661000    [1.05e-05, 3.26e-06, 4.67e-06, 6.79e-06, 2.41e-06, 2.95e-06, 3.12e-06, 6.48e-06, 1.47e-09, 2.11e-05, 6.40e-05, 1.44e-04, 3.74e-04, 6.99e-04, 8.76e-06, 5.99e-06, 6.98e-06, 6.19e-06, 0.00e+00, 0.00e+00, 7.91e-08, 3.43e-08]    [1.05e-05, 3.26e-06, 4.67e-06, 6.79e-06, 2.41e-06, 2.95e-06, 3.12e-06, 6.48e-06, 1.47e-09, 2.11e-05, 6.40e-05, 1.44e-04, 3.74e-04, 6.99e-04, 8.76e-06, 5.99e-06, 6.98e-06, 6.19e-06, 0.00e+00, 0.00e+00, 7.91e-08, 3.43e-08]    []  
661100    [1.92e-07, 5.57e-07, 6.19e-07, 4.09e-07, 4.70e-07, 1.59e-06, 2.05e-07, 6.41e-08, 4.27e-13, 2.80e-09, 4.31e-07, 9.11e-07, 6.81e-07, 3.45e-08, 2.34e-09, 3.56e-09, 9.77e-13, 6.26e-09, 2.33e-11, 5.57e-11, 1.24e-08, 3.96e-10]    [1.92e-07, 5.57e-07, 6.19e-07, 4.09e-07, 4.70e-07, 1.59e-06, 2.05e-07, 6.41e-08, 4.27e-13, 2.80e-09, 4.31e-07, 9.11e-07, 6.81e-07, 3.45e-08, 2.34e-09, 3.56e-09, 9.77e-13, 6.26e-09, 2.33e-11, 5.57e-11, 1.24e-08, 3.96e-10]    []  
661200    [6.20e-07, 9.08e-07, 6.13e-07, 6.64e-07, 5.88e-07, 1.63e-06, 4.01e-07, 2.91e-05, 3.48e-07, 1.22e-06, 1.06e-05, 2.14e-05, 6.14e-06, 3.31e-05, 1.09e-11, 5.19e-08, 0.00e+00, 1.10e-08, 0.00e+00, 0.00e+00, 1.87e-05, 6.21e-07]    [6.20e-07, 9.08e-07, 6.13e-07, 6.64e-07, 5.88e-07, 1.63e-06, 4.01e-07, 2.91e-05, 3.48e-07, 1.22e-06, 1.06e-05, 2.14e-05, 6.14e-06, 3.31e-05, 1.09e-11, 5.19e-08, 0.00e+00, 1.10e-08, 0.00e+00, 0.00e+00, 1.87e-05, 6.21e-07]    []  
661300    [1.83e-07, 5.42e-07, 5.83e-07, 4.13e-07, 4.31e-07, 1.60e-06, 1.92e-07, 4.30e-08, 4.11e-10, 2.33e-10, 3.90e-07, 8.42e-07, 5.59e-07, 1.41e-08, 1.18e-09, 2.77e-09, 3.48e-09, 1.12e-09, 3.45e-10, 1.44e-13, 1.20e-08, 7.60e-10]    [1.83e-07, 5.42e-07, 5.83e-07, 4.13e-07, 4.31e-07, 1.60e-06, 1.92e-07, 4.30e-08, 4.11e-10, 2.33e-10, 3.90e-07, 8.42e-07, 5.59e-07, 1.41e-08, 1.18e-09, 2.77e-09, 3.48e-09, 1.12e-09, 3.45e-10, 1.44e-13, 1.20e-08, 7.60e-10]    []  
661400    [2.99e-07, 6.19e-07, 9.70e-07, 5.75e-07, 5.37e-07, 1.64e-06, 2.29e-07, 1.77e-06, 1.30e-08, 1.18e-07, 1.44e-06, 2.41e-06, 2.37e-06, 5.52e-07, 2.47e-08, 0.00e+00, 0.00e+00, 2.38e-08, 2.16e-07, 7.61e-11, 1.45e-06, 2.85e-10]    [2.99e-07, 6.19e-07, 9.70e-07, 5.75e-07, 5.37e-07, 1.64e-06, 2.29e-07, 1.77e-06, 1.30e-08, 1.18e-07, 1.44e-06, 2.41e-06, 2.37e-06, 5.52e-07, 2.47e-08, 0.00e+00, 0.00e+00, 2.38e-08, 2.16e-07, 7.61e-11, 1.45e-06, 2.85e-10]    []  
661500    [1.91e-07, 5.74e-07, 6.31e-07, 4.32e-07, 4.43e-07, 1.61e-06, 1.88e-07, 1.56e-08, 1.55e-11, 5.37e-11, 3.96e-07, 8.27e-07, 5.46e-07, 4.52e-09, 1.55e-09, 2.95e-09, 3.83e-09, 1.46e-09, 4.54e-10, 8.27e-11, 1.22e-08, 5.03e-10]    [1.91e-07, 5.74e-07, 6.31e-07, 4.32e-07, 4.43e-07, 1.61e-06, 1.88e-07, 1.56e-08, 1.55e-11, 5.37e-11, 3.96e-07, 8.27e-07, 5.46e-07, 4.52e-09, 1.55e-09, 2.95e-09, 3.83e-09, 1.46e-09, 4.54e-10, 8.27e-11, 1.22e-08, 5.03e-10]    []  
661600    [5.21e-07, 5.80e-07, 9.54e-07, 5.10e-07, 5.44e-07, 1.60e-06, 3.15e-07, 8.56e-06, 5.70e-06, 4.96e-09, 2.68e-06, 4.03e-06, 7.39e-06, 6.57e-06, 1.47e-08, 1.33e-07, 4.45e-08, 2.37e-07, 1.64e-06, 7.11e-07, 9.96e-06, 3.45e-06]    [5.21e-07, 5.80e-07, 9.54e-07, 5.10e-07, 5.44e-07, 1.60e-06, 3.15e-07, 8.56e-06, 5.70e-06, 4.96e-09, 2.68e-06, 4.03e-06, 7.39e-06, 6.57e-06, 1.47e-08, 1.33e-07, 4.45e-08, 2.37e-07, 1.64e-06, 7.11e-07, 9.96e-06, 3.45e-06]    []  
661700    [3.35e-07, 6.24e-07, 5.54e-07, 4.09e-07, 4.05e-07, 1.60e-06, 1.87e-07, 5.00e-08, 2.11e-09, 2.25e-07, 7.61e-07, 2.44e-06, 3.81e-06, 9.81e-06, 0.00e+00, 2.82e-10, 9.61e-10, 0.00e+00, 1.70e-10, 9.62e-14, 1.23e-08, 9.58e-10]    [3.35e-07, 6.24e-07, 5.54e-07, 4.09e-07, 4.05e-07, 1.60e-06, 1.87e-07, 5.00e-08, 2.11e-09, 2.25e-07, 7.61e-07, 2.44e-06, 3.81e-06, 9.81e-06, 0.00e+00, 2.82e-10, 9.61e-10, 0.00e+00, 1.70e-10, 9.62e-14, 1.23e-08, 9.58e-10]    []  
661800    [2.01e-07, 5.59e-07, 6.50e-07, 4.26e-07, 4.93e-07, 1.59e-06, 2.14e-07, 2.58e-09, 4.22e-07, 6.44e-09, 6.64e-07, 1.18e-06, 1.47e-06, 5.63e-07, 1.67e-08, 5.60e-10, 9.96e-09, 4.86e-10, 4.72e-09, 1.52e-07, 3.09e-08, 8.42e-07]    [2.01e-07, 5.59e-07, 6.50e-07, 4.26e-07, 4.93e-07, 1.59e-06, 2.14e-07, 2.58e-09, 4.22e-07, 6.44e-09, 6.64e-07, 1.18e-06, 1.47e-06, 5.63e-07, 1.67e-08, 5.60e-10, 9.96e-09, 4.86e-10, 4.72e-09, 1.52e-07, 3.09e-08, 8.42e-07]    []  
661900    [2.78e-05, 4.95e-06, 3.80e-06, 1.47e-05, 5.50e-06, 4.16e-06, 4.82e-06, 4.12e-05, 4.42e-07, 1.60e-05, 1.76e-04, 2.80e-04, 7.99e-04, 1.23e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.21e-06, 0.00e+00, 1.35e-05, 2.30e-07]    [2.78e-05, 4.95e-06, 3.80e-06, 1.47e-05, 5.50e-06, 4.16e-06, 4.82e-06, 4.12e-05, 4.42e-07, 1.60e-05, 1.76e-04, 2.80e-04, 7.99e-04, 1.23e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.21e-06, 0.00e+00, 1.35e-05, 2.30e-07]    []  
662000    [1.92e-07, 5.72e-07, 6.88e-07, 4.33e-07, 4.77e-07, 1.61e-06, 1.87e-07, 4.17e-08, 6.49e-11, 6.69e-12, 4.16e-07, 9.27e-07, 6.43e-07, 8.34e-09, 7.55e-10, 2.45e-09, 0.00e+00, 2.28e-09, 2.27e-10, 2.46e-12, 1.18e-07, 3.18e-10]    [1.92e-07, 5.72e-07, 6.88e-07, 4.33e-07, 4.77e-07, 1.61e-06, 1.87e-07, 4.17e-08, 6.49e-11, 6.69e-12, 4.16e-07, 9.27e-07, 6.43e-07, 8.34e-09, 7.55e-10, 2.45e-09, 0.00e+00, 2.28e-09, 2.27e-10, 2.46e-12, 1.18e-07, 3.18e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 38.355647 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
662000    [1.92e-07, 5.72e-07, 6.88e-07, 4.33e-07, 4.77e-07, 1.61e-06, 1.87e-07, 4.17e-08, 6.49e-11, 6.69e-12, 4.16e-07, 9.27e-07, 6.43e-07, 8.34e-09, 7.55e-10, 2.45e-09, 0.00e+00, 2.28e-09, 2.27e-10, 2.46e-12, 1.18e-07, 3.18e-10]    [1.92e-07, 5.72e-07, 6.88e-07, 4.33e-07, 4.77e-07, 1.61e-06, 1.87e-07, 4.17e-08, 6.49e-11, 6.69e-12, 4.16e-07, 9.27e-07, 6.43e-07, 8.34e-09, 7.55e-10, 2.45e-09, 0.00e+00, 2.28e-09, 2.27e-10, 2.46e-12, 1.18e-07, 3.18e-10]    []  
662100    [1.83e-06, 1.51e-06, 1.17e-06, 1.38e-06, 8.01e-07, 1.66e-06, 1.29e-06, 1.07e-05, 1.26e-08, 3.81e-07, 2.25e-06, 5.87e-06, 5.78e-06, 3.68e-06, 0.00e+00, 1.09e-07, 2.42e-08, 2.22e-07, 1.41e-06, 1.05e-07, 8.63e-06, 5.47e-07]    [1.83e-06, 1.51e-06, 1.17e-06, 1.38e-06, 8.01e-07, 1.66e-06, 1.29e-06, 1.07e-05, 1.26e-08, 3.81e-07, 2.25e-06, 5.87e-06, 5.78e-06, 3.68e-06, 0.00e+00, 1.09e-07, 2.42e-08, 2.22e-07, 1.41e-06, 1.05e-07, 8.63e-06, 5.47e-07]    []  
662200    [2.01e-07, 5.95e-07, 6.42e-07, 4.18e-07, 6.18e-07, 1.63e-06, 2.06e-07, 4.80e-08, 2.14e-04, 1.95e-08, 1.97e-06, 1.72e-06, 1.59e-06, 1.15e-07, 2.40e-10, 2.75e-10, 2.92e-09, 0.00e+00, 2.23e-08, 0.00e+00, 1.37e-07, 1.81e-04]    [2.01e-07, 5.95e-07, 6.42e-07, 4.18e-07, 6.18e-07, 1.63e-06, 2.06e-07, 4.80e-08, 2.14e-04, 1.95e-08, 1.97e-06, 1.72e-06, 1.59e-06, 1.15e-07, 2.40e-10, 2.75e-10, 2.92e-09, 0.00e+00, 2.23e-08, 0.00e+00, 1.37e-07, 1.81e-04]    []  
662300    [2.35e-07, 4.69e-07, 6.76e-07, 4.88e-07, 5.08e-07, 1.56e-06, 2.20e-07, 6.84e-07, 3.02e-09, 9.95e-09, 3.12e-06, 2.37e-06, 5.64e-06, 1.29e-06, 1.63e-08, 9.28e-09, 1.60e-07, 8.75e-09, 1.24e-07, 1.09e-12, 8.39e-07, 5.74e-10]    [2.35e-07, 4.69e-07, 6.76e-07, 4.88e-07, 5.08e-07, 1.56e-06, 2.20e-07, 6.84e-07, 3.02e-09, 9.95e-09, 3.12e-06, 2.37e-06, 5.64e-06, 1.29e-06, 1.63e-08, 9.28e-09, 1.60e-07, 8.75e-09, 1.24e-07, 1.09e-12, 8.39e-07, 5.74e-10]    []  
662400    [2.72e-05, 4.80e-06, 4.27e-06, 4.96e-06, 3.38e-06, 5.22e-06, 4.16e-06, 1.55e-04, 2.23e-08, 5.19e-05, 8.79e-05, 2.35e-04, 3.97e-04, 1.66e-03, 1.92e-05, 2.28e-05, 1.57e-05, 7.49e-06, 3.84e-05, 1.57e-09, 1.88e-04, 1.06e-08]    [2.72e-05, 4.80e-06, 4.27e-06, 4.96e-06, 3.38e-06, 5.22e-06, 4.16e-06, 1.55e-04, 2.23e-08, 5.19e-05, 8.79e-05, 2.35e-04, 3.97e-04, 1.66e-03, 1.92e-05, 2.28e-05, 1.57e-05, 7.49e-06, 3.84e-05, 1.57e-09, 1.88e-04, 1.06e-08]    []  
662500    [1.87e-07, 5.56e-07, 6.27e-07, 4.29e-07, 4.69e-07, 1.59e-06, 1.98e-07, 1.22e-07, 1.01e-10, 1.73e-10, 4.26e-07, 9.55e-07, 6.67e-07, 5.20e-09, 2.63e-09, 3.99e-09, 1.29e-10, 8.92e-11, 1.44e-08, 6.93e-14, 8.79e-08, 8.22e-10]    [1.87e-07, 5.56e-07, 6.27e-07, 4.29e-07, 4.69e-07, 1.59e-06, 1.98e-07, 1.22e-07, 1.01e-10, 1.73e-10, 4.26e-07, 9.55e-07, 6.67e-07, 5.20e-09, 2.63e-09, 3.99e-09, 1.29e-10, 8.92e-11, 1.44e-08, 6.93e-14, 8.79e-08, 8.22e-10]    []  
662600    [7.22e-07, 8.97e-07, 6.32e-07, 6.92e-07, 5.73e-07, 1.57e-06, 4.27e-07, 2.16e-05, 4.22e-07, 3.59e-06, 1.88e-05, 1.96e-05, 7.32e-06, 4.03e-05, 3.39e-11, 5.99e-08, 0.00e+00, 1.22e-09, 0.00e+00, 4.70e-09, 3.91e-05, 2.23e-08]    [7.22e-07, 8.97e-07, 6.32e-07, 6.92e-07, 5.73e-07, 1.57e-06, 4.27e-07, 2.16e-05, 4.22e-07, 3.59e-06, 1.88e-05, 1.96e-05, 7.32e-06, 4.03e-05, 3.39e-11, 5.99e-08, 0.00e+00, 1.22e-09, 0.00e+00, 4.70e-09, 3.91e-05, 2.23e-08]    []  
662700    [1.91e-07, 5.33e-07, 5.94e-07, 4.16e-07, 4.39e-07, 1.61e-06, 1.87e-07, 3.38e-08, 1.55e-10, 3.17e-09, 4.00e-07, 8.34e-07, 5.98e-07, 9.76e-08, 5.91e-09, 6.42e-09, 4.77e-09, 4.20e-09, 1.84e-10, 3.12e-11, 6.94e-08, 2.79e-10]    [1.91e-07, 5.33e-07, 5.94e-07, 4.16e-07, 4.39e-07, 1.61e-06, 1.87e-07, 3.38e-08, 1.55e-10, 3.17e-09, 4.00e-07, 8.34e-07, 5.98e-07, 9.76e-08, 5.91e-09, 6.42e-09, 4.77e-09, 4.20e-09, 1.84e-10, 3.12e-11, 6.94e-08, 2.79e-10]    []  
662800    [2.35e-07, 5.24e-07, 7.98e-07, 4.73e-07, 5.18e-07, 1.62e-06, 2.06e-07, 1.37e-09, 8.19e-09, 1.87e-07, 1.50e-06, 1.86e-06, 1.46e-06, 9.68e-07, 1.22e-08, 2.05e-11, 0.00e+00, 5.84e-08, 7.45e-12, 1.41e-10, 3.54e-07, 1.00e-09]    [2.35e-07, 5.24e-07, 7.98e-07, 4.73e-07, 5.18e-07, 1.62e-06, 2.06e-07, 1.37e-09, 8.19e-09, 1.87e-07, 1.50e-06, 1.86e-06, 1.46e-06, 9.68e-07, 1.22e-08, 2.05e-11, 0.00e+00, 5.84e-08, 7.45e-12, 1.41e-10, 3.54e-07, 1.00e-09]    []  
662900    [6.95e-06, 2.54e-06, 1.24e-06, 1.31e-06, 7.27e-07, 2.31e-06, 3.36e-07, 3.18e-06, 2.82e-04, 9.03e-06, 1.13e-05, 5.54e-05, 9.24e-05, 3.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.98e-06, 2.21e-06, 2.02e-05]    [6.95e-06, 2.54e-06, 1.24e-06, 1.31e-06, 7.27e-07, 2.31e-06, 3.36e-07, 3.18e-06, 2.82e-04, 9.03e-06, 1.13e-05, 5.54e-05, 9.24e-05, 3.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.98e-06, 2.21e-06, 2.02e-05]    []  
663000    [2.10e-07, 5.67e-07, 6.60e-07, 4.35e-07, 5.09e-07, 1.60e-06, 2.09e-07, 3.28e-08, 1.93e-09, 1.48e-09, 5.32e-07, 1.05e-06, 1.01e-06, 3.16e-07, 8.47e-09, 2.49e-08, 7.00e-14, 2.07e-08, 9.10e-09, 1.40e-10, 5.59e-08, 8.47e-10]    [2.10e-07, 5.67e-07, 6.60e-07, 4.35e-07, 5.09e-07, 1.60e-06, 2.09e-07, 3.28e-08, 1.93e-09, 1.48e-09, 5.32e-07, 1.05e-06, 1.01e-06, 3.16e-07, 8.47e-09, 2.49e-08, 7.00e-14, 2.07e-08, 9.10e-09, 1.40e-10, 5.59e-08, 8.47e-10]    []  
663100    [4.01e-06, 1.75e-06, 2.55e-06, 8.92e-06, 2.27e-06, 2.62e-06, 3.14e-06, 8.19e-05, 2.28e-08, 1.23e-05, 1.25e-05, 3.30e-05, 5.48e-05, 1.76e-04, 0.00e+00, 0.00e+00, 4.54e-08, 4.22e-08, 1.58e-05, 0.00e+00, 8.33e-05, 3.48e-08]    [4.01e-06, 1.75e-06, 2.55e-06, 8.92e-06, 2.27e-06, 2.62e-06, 3.14e-06, 8.19e-05, 2.28e-08, 1.23e-05, 1.25e-05, 3.30e-05, 5.48e-05, 1.76e-04, 0.00e+00, 0.00e+00, 4.54e-08, 4.22e-08, 1.58e-05, 0.00e+00, 8.33e-05, 3.48e-08]    []  
663200    [1.94e-07, 5.39e-07, 6.22e-07, 4.21e-07, 4.50e-07, 1.60e-06, 1.92e-07, 3.67e-08, 9.40e-10, 2.62e-09, 4.14e-07, 8.94e-07, 6.61e-07, 1.06e-07, 4.57e-09, 6.12e-09, 1.14e-10, 5.72e-09, 0.00e+00, 6.48e-12, 7.88e-08, 4.88e-10]    [1.94e-07, 5.39e-07, 6.22e-07, 4.21e-07, 4.50e-07, 1.60e-06, 1.92e-07, 3.67e-08, 9.40e-10, 2.62e-09, 4.14e-07, 8.94e-07, 6.61e-07, 1.06e-07, 4.57e-09, 6.12e-09, 1.14e-10, 5.72e-09, 0.00e+00, 6.48e-12, 7.88e-08, 4.88e-10]    []  
663300    [7.91e-07, 6.11e-07, 9.23e-07, 5.56e-07, 4.99e-07, 1.61e-06, 2.96e-07, 5.35e-06, 6.67e-08, 1.87e-07, 7.07e-06, 7.01e-06, 1.78e-05, 1.10e-05, 5.65e-09, 8.66e-11, 0.00e+00, 1.83e-09, 3.71e-07, 0.00e+00, 2.44e-06, 1.58e-08]    [7.91e-07, 6.11e-07, 9.23e-07, 5.56e-07, 4.99e-07, 1.61e-06, 2.96e-07, 5.35e-06, 6.67e-08, 1.87e-07, 7.07e-06, 7.01e-06, 1.78e-05, 1.10e-05, 5.65e-09, 8.66e-11, 0.00e+00, 1.83e-09, 3.71e-07, 0.00e+00, 2.44e-06, 1.58e-08]    []  
663400    [1.88e-07, 5.21e-07, 5.57e-07, 4.06e-07, 4.20e-07, 1.61e-06, 1.82e-07, 3.54e-09, 3.91e-10, 4.60e-09, 3.99e-07, 8.03e-07, 5.76e-07, 1.30e-07, 6.30e-09, 7.25e-09, 6.78e-09, 5.28e-09, 8.34e-15, 2.59e-12, 1.39e-08, 3.33e-10]    [1.88e-07, 5.21e-07, 5.57e-07, 4.06e-07, 4.20e-07, 1.61e-06, 1.82e-07, 3.54e-09, 3.91e-10, 4.60e-09, 3.99e-07, 8.03e-07, 5.76e-07, 1.30e-07, 6.30e-09, 7.25e-09, 6.78e-09, 5.28e-09, 8.34e-15, 2.59e-12, 1.39e-08, 3.33e-10]    []  
663500    [2.26e-07, 6.60e-07, 9.42e-07, 4.90e-07, 5.65e-07, 1.60e-06, 2.10e-07, 2.66e-07, 7.44e-09, 5.55e-08, 5.86e-07, 1.55e-06, 1.35e-06, 1.65e-06, 7.02e-09, 0.00e+00, 0.00e+00, 1.14e-08, 0.00e+00, 0.00e+00, 7.70e-07, 2.21e-08]    [2.26e-07, 6.60e-07, 9.42e-07, 4.90e-07, 5.65e-07, 1.60e-06, 2.10e-07, 2.66e-07, 7.44e-09, 5.55e-08, 5.86e-07, 1.55e-06, 1.35e-06, 1.65e-06, 7.02e-09, 0.00e+00, 0.00e+00, 1.14e-08, 0.00e+00, 0.00e+00, 7.70e-07, 2.21e-08]    []  
663600    [1.80e-07, 5.69e-07, 6.15e-07, 4.29e-07, 4.30e-07, 1.63e-06, 2.00e-07, 6.82e-08, 9.08e-07, 2.19e-10, 4.54e-07, 9.37e-07, 6.71e-07, 1.59e-08, 7.07e-10, 1.91e-09, 6.80e-09, 2.98e-09, 6.09e-10, 1.04e-07, 1.44e-08, 5.89e-07]    [1.80e-07, 5.69e-07, 6.15e-07, 4.29e-07, 4.30e-07, 1.63e-06, 2.00e-07, 6.82e-08, 9.08e-07, 2.19e-10, 4.54e-07, 9.37e-07, 6.71e-07, 1.59e-08, 7.07e-10, 1.91e-09, 6.80e-09, 2.98e-09, 6.09e-10, 1.04e-07, 1.44e-08, 5.89e-07]    []  
663700    [2.22e-06, 1.18e-06, 1.19e-06, 7.42e-07, 1.02e-06, 1.26e-06, 4.50e-07, 4.53e-07, 6.28e-07, 1.89e-06, 1.95e-05, 1.53e-05, 4.31e-05, 4.17e-05, 6.82e-08, 1.87e-06, 7.83e-10, 9.39e-07, 1.47e-08, 3.42e-09, 1.03e-07, 2.14e-08]    [2.22e-06, 1.18e-06, 1.19e-06, 7.42e-07, 1.02e-06, 1.26e-06, 4.50e-07, 4.53e-07, 6.28e-07, 1.89e-06, 1.95e-05, 1.53e-05, 4.31e-05, 4.17e-05, 6.82e-08, 1.87e-06, 7.83e-10, 9.39e-07, 1.47e-08, 3.42e-09, 1.03e-07, 2.14e-08]    []  
663800    [2.03e-07, 6.37e-07, 7.69e-07, 4.78e-07, 4.80e-07, 1.63e-06, 1.81e-07, 2.52e-08, 3.21e-10, 1.31e-10, 4.12e-07, 8.95e-07, 6.01e-07, 1.18e-08, 9.13e-10, 2.45e-09, 2.43e-11, 1.41e-09, 8.72e-09, 5.66e-12, 5.39e-08, 2.42e-10]    [2.03e-07, 6.37e-07, 7.69e-07, 4.78e-07, 4.80e-07, 1.63e-06, 1.81e-07, 2.52e-08, 3.21e-10, 1.31e-10, 4.12e-07, 8.95e-07, 6.01e-07, 1.18e-08, 9.13e-10, 2.45e-09, 2.43e-11, 1.41e-09, 8.72e-09, 5.66e-12, 5.39e-08, 2.42e-10]    []  
663900    [1.83e-07, 5.51e-07, 5.30e-07, 4.34e-07, 3.57e-07, 1.62e-06, 1.86e-07, 2.60e-09, 4.76e-11, 1.75e-08, 3.85e-07, 9.05e-07, 6.27e-07, 7.83e-07, 0.00e+00, 1.43e-09, 5.93e-09, 0.00e+00, 0.00e+00, 6.62e-12, 5.53e-08, 2.49e-10]    [1.83e-07, 5.51e-07, 5.30e-07, 4.34e-07, 3.57e-07, 1.62e-06, 1.86e-07, 2.60e-09, 4.76e-11, 1.75e-08, 3.85e-07, 9.05e-07, 6.27e-07, 7.83e-07, 0.00e+00, 1.43e-09, 5.93e-09, 0.00e+00, 0.00e+00, 6.62e-12, 5.53e-08, 2.49e-10]    []  
664000    [2.05e-07, 5.15e-07, 6.89e-07, 4.32e-07, 4.77e-07, 1.61e-06, 1.92e-07, 3.75e-07, 1.59e-08, 4.12e-08, 6.64e-07, 1.40e-06, 1.46e-06, 1.02e-06, 5.72e-09, 0.00e+00, 0.00e+00, 5.42e-09, 0.00e+00, 0.00e+00, 7.49e-07, 3.48e-08]    [2.05e-07, 5.15e-07, 6.89e-07, 4.32e-07, 4.77e-07, 1.61e-06, 1.92e-07, 3.75e-07, 1.59e-08, 4.12e-08, 6.64e-07, 1.40e-06, 1.46e-06, 1.02e-06, 5.72e-09, 0.00e+00, 0.00e+00, 5.42e-09, 0.00e+00, 0.00e+00, 7.49e-07, 3.48e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 39.141994 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
664000    [2.05e-07, 5.15e-07, 6.89e-07, 4.32e-07, 4.77e-07, 1.61e-06, 1.92e-07, 3.75e-07, 1.59e-08, 4.12e-08, 6.64e-07, 1.40e-06, 1.46e-06, 1.02e-06, 5.72e-09, 0.00e+00, 0.00e+00, 5.42e-09, 0.00e+00, 0.00e+00, 7.49e-07, 3.48e-08]    [2.05e-07, 5.15e-07, 6.89e-07, 4.32e-07, 4.77e-07, 1.61e-06, 1.92e-07, 3.75e-07, 1.59e-08, 4.12e-08, 6.64e-07, 1.40e-06, 1.46e-06, 1.02e-06, 5.72e-09, 0.00e+00, 0.00e+00, 5.42e-09, 0.00e+00, 0.00e+00, 7.49e-07, 3.48e-08]    []  
664100    [1.48e-04, 5.33e-05, 1.42e-05, 3.80e-05, 1.31e-05, 2.74e-05, 6.15e-06, 1.37e-04, 1.59e-07, 2.29e-04, 2.32e-04, 1.66e-03, 1.42e-03, 8.33e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.91e-04, 1.16e-06]    [1.48e-04, 5.33e-05, 1.42e-05, 3.80e-05, 1.31e-05, 2.74e-05, 6.15e-06, 1.37e-04, 1.59e-07, 2.29e-04, 2.32e-04, 1.66e-03, 1.42e-03, 8.33e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.91e-04, 1.16e-06]    []  
664200    [1.93e-07, 5.89e-07, 7.55e-07, 4.48e-07, 4.81e-07, 1.63e-06, 1.76e-07, 4.41e-08, 2.81e-09, 2.25e-10, 4.48e-07, 9.87e-07, 7.03e-07, 2.99e-08, 8.93e-10, 1.53e-09, 1.69e-11, 1.24e-10, 0.00e+00, 2.23e-09, 4.36e-08, 1.48e-08]    [1.93e-07, 5.89e-07, 7.55e-07, 4.48e-07, 4.81e-07, 1.63e-06, 1.76e-07, 4.41e-08, 2.81e-09, 2.25e-10, 4.48e-07, 9.87e-07, 7.03e-07, 2.99e-08, 8.93e-10, 1.53e-09, 1.69e-11, 1.24e-10, 0.00e+00, 2.23e-09, 4.36e-08, 1.48e-08]    []  
664300    [8.32e-05, 1.42e-05, 8.09e-06, 1.10e-05, 1.22e-05, 1.05e-05, 7.20e-06, 3.46e-05, 4.82e-06, 1.63e-04, 2.34e-04, 8.76e-04, 1.11e-03, 5.44e-03, 8.74e-05, 1.29e-04, 3.69e-05, 3.22e-05, 1.33e-05, 1.40e-05, 6.91e-05, 5.49e-05]    [8.32e-05, 1.42e-05, 8.09e-06, 1.10e-05, 1.22e-05, 1.05e-05, 7.20e-06, 3.46e-05, 4.82e-06, 1.63e-04, 2.34e-04, 8.76e-04, 1.11e-03, 5.44e-03, 8.74e-05, 1.29e-04, 3.69e-05, 3.22e-05, 1.33e-05, 1.40e-05, 6.91e-05, 5.49e-05]    []  
664400    [1.80e-07, 5.45e-07, 6.25e-07, 4.17e-07, 4.51e-07, 1.63e-06, 1.93e-07, 1.57e-09, 1.55e-09, 6.05e-10, 4.16e-07, 9.44e-07, 6.58e-07, 4.11e-08, 9.87e-10, 1.32e-09, 1.73e-10, 3.40e-11, 3.07e-09, 8.57e-10, 2.32e-08, 5.53e-09]    [1.80e-07, 5.45e-07, 6.25e-07, 4.17e-07, 4.51e-07, 1.63e-06, 1.93e-07, 1.57e-09, 1.55e-09, 6.05e-10, 4.16e-07, 9.44e-07, 6.58e-07, 4.11e-08, 9.87e-10, 1.32e-09, 1.73e-10, 3.40e-11, 3.07e-09, 8.57e-10, 2.32e-08, 5.53e-09]    []  
664500    [3.30e-06, 1.37e-06, 1.00e-06, 7.68e-07, 9.73e-07, 2.30e-06, 7.24e-07, 2.06e-05, 9.74e-07, 5.13e-06, 2.05e-05, 2.26e-05, 6.66e-05, 9.39e-05, 1.53e-10, 8.03e-08, 0.00e+00, 8.40e-09, 0.00e+00, 0.00e+00, 3.78e-05, 1.07e-06]    [3.30e-06, 1.37e-06, 1.00e-06, 7.68e-07, 9.73e-07, 2.30e-06, 7.24e-07, 2.06e-05, 9.74e-07, 5.13e-06, 2.05e-05, 2.26e-05, 6.66e-05, 9.39e-05, 1.53e-10, 8.03e-08, 0.00e+00, 8.40e-09, 0.00e+00, 0.00e+00, 3.78e-05, 1.07e-06]    []  
664600    [1.87e-07, 5.46e-07, 6.18e-07, 4.17e-07, 4.45e-07, 1.63e-06, 1.83e-07, 2.72e-09, 1.32e-10, 5.17e-10, 4.09e-07, 8.58e-07, 5.98e-07, 1.10e-08, 2.90e-09, 4.39e-09, 1.59e-09, 2.46e-09, 1.47e-09, 5.12e-12, 1.59e-08, 2.77e-10]    [1.87e-07, 5.46e-07, 6.18e-07, 4.17e-07, 4.45e-07, 1.63e-06, 1.83e-07, 2.72e-09, 1.32e-10, 5.17e-10, 4.09e-07, 8.58e-07, 5.98e-07, 1.10e-08, 2.90e-09, 4.39e-09, 1.59e-09, 2.46e-09, 1.47e-09, 5.12e-12, 1.59e-08, 2.77e-10]    []  
664700    [7.73e-07, 6.44e-07, 8.85e-07, 6.28e-07, 5.51e-07, 1.65e-06, 2.51e-07, 8.50e-06, 8.27e-09, 2.61e-07, 1.08e-06, 6.03e-06, 5.70e-06, 2.00e-05, 2.65e-09, 8.11e-09, 0.00e+00, 5.47e-10, 0.00e+00, 2.18e-09, 3.80e-06, 1.46e-08]    [7.73e-07, 6.44e-07, 8.85e-07, 6.28e-07, 5.51e-07, 1.65e-06, 2.51e-07, 8.50e-06, 8.27e-09, 2.61e-07, 1.08e-06, 6.03e-06, 5.70e-06, 2.00e-05, 2.65e-09, 8.11e-09, 0.00e+00, 5.47e-10, 0.00e+00, 2.18e-09, 3.80e-06, 1.46e-08]    []  
664800    [1.80e-07, 5.33e-07, 5.69e-07, 4.04e-07, 4.15e-07, 1.62e-06, 1.75e-07, 3.98e-09, 7.95e-09, 1.10e-08, 3.96e-07, 9.32e-07, 6.76e-07, 5.21e-07, 0.00e+00, 1.63e-09, 3.51e-09, 3.99e-13, 0.00e+00, 0.00e+00, 2.03e-08, 1.39e-08]    [1.80e-07, 5.33e-07, 5.69e-07, 4.04e-07, 4.15e-07, 1.62e-06, 1.75e-07, 3.98e-09, 7.95e-09, 1.10e-08, 3.96e-07, 9.32e-07, 6.76e-07, 5.21e-07, 0.00e+00, 1.63e-09, 3.51e-09, 3.99e-13, 0.00e+00, 0.00e+00, 2.03e-08, 1.39e-08]    []  
664900    [2.00e-07, 5.44e-07, 7.31e-07, 4.38e-07, 5.35e-07, 1.62e-06, 2.05e-07, 5.06e-09, 1.64e-06, 9.36e-09, 7.00e-07, 1.47e-06, 1.61e-06, 4.33e-07, 6.87e-09, 0.00e+00, 0.00e+00, 5.75e-09, 0.00e+00, 0.00e+00, 6.42e-08, 4.94e-07]    [2.00e-07, 5.44e-07, 7.31e-07, 4.38e-07, 5.35e-07, 1.62e-06, 2.05e-07, 5.06e-09, 1.64e-06, 9.36e-09, 7.00e-07, 1.47e-06, 1.61e-06, 4.33e-07, 6.87e-09, 0.00e+00, 0.00e+00, 5.75e-09, 0.00e+00, 0.00e+00, 6.42e-08, 4.94e-07]    []  
665000    [4.13e-05, 1.13e-05, 4.08e-06, 6.35e-06, 2.80e-06, 6.15e-06, 1.31e-06, 8.93e-06, 1.66e-09, 4.52e-05, 6.91e-05, 3.37e-04, 5.36e-04, 1.95e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.06e-05, 4.11e-09]    [4.13e-05, 1.13e-05, 4.08e-06, 6.35e-06, 2.80e-06, 6.15e-06, 1.31e-06, 8.93e-06, 1.66e-09, 4.52e-05, 6.91e-05, 3.37e-04, 5.36e-04, 1.95e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.06e-05, 4.11e-09]    []  
665100    [1.91e-07, 5.98e-07, 7.59e-07, 4.51e-07, 5.01e-07, 1.63e-06, 1.94e-07, 2.17e-07, 2.34e-08, 6.83e-11, 4.58e-07, 1.03e-06, 7.60e-07, 7.22e-09, 2.20e-09, 1.65e-09, 0.00e+00, 2.82e-09, 9.97e-09, 0.00e+00, 6.06e-08, 1.18e-07]    [1.91e-07, 5.98e-07, 7.59e-07, 4.51e-07, 5.01e-07, 1.63e-06, 1.94e-07, 2.17e-07, 2.34e-08, 6.83e-11, 4.58e-07, 1.03e-06, 7.60e-07, 7.22e-09, 2.20e-09, 1.65e-09, 0.00e+00, 2.82e-09, 9.97e-09, 0.00e+00, 6.06e-08, 1.18e-07]    []  
665200    [5.98e-05, 1.04e-05, 5.45e-06, 7.25e-06, 7.57e-06, 8.08e-06, 3.71e-06, 3.20e-05, 9.74e-09, 1.05e-04, 1.51e-04, 5.60e-04, 7.83e-04, 3.60e-03, 6.10e-05, 7.04e-05, 2.72e-05, 2.48e-05, 1.08e-05, 4.51e-09, 5.72e-05, 2.96e-08]    [5.98e-05, 1.04e-05, 5.45e-06, 7.25e-06, 7.57e-06, 8.08e-06, 3.71e-06, 3.20e-05, 9.74e-09, 1.05e-04, 1.51e-04, 5.60e-04, 7.83e-04, 3.60e-03, 6.10e-05, 7.04e-05, 2.72e-05, 2.48e-05, 1.08e-05, 4.51e-09, 5.72e-05, 2.96e-08]    []  
665300    [2.06e-07, 5.76e-07, 7.10e-07, 4.40e-07, 4.96e-07, 1.64e-06, 1.83e-07, 1.67e-07, 1.71e-09, 7.75e-09, 4.53e-07, 9.93e-07, 7.40e-07, 2.83e-07, 1.00e-08, 5.31e-09, 5.79e-10, 5.38e-09, 3.47e-08, 6.01e-12, 2.25e-07, 2.62e-10]    [2.06e-07, 5.76e-07, 7.10e-07, 4.40e-07, 4.96e-07, 1.64e-06, 1.83e-07, 1.67e-07, 1.71e-09, 7.75e-09, 4.53e-07, 9.93e-07, 7.40e-07, 2.83e-07, 1.00e-08, 5.31e-09, 5.79e-10, 5.38e-09, 3.47e-08, 6.01e-12, 2.25e-07, 2.62e-10]    []  
665400    [3.41e-05, 8.13e-06, 3.70e-06, 1.22e-05, 5.89e-06, 5.18e-06, 5.30e-06, 1.38e-04, 5.76e-06, 4.54e-05, 3.33e-05, 2.25e-04, 4.41e-04, 1.02e-03, 0.00e+00, 0.00e+00, 1.47e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.37e-04, 7.55e-06]    [3.41e-05, 8.13e-06, 3.70e-06, 1.22e-05, 5.89e-06, 5.18e-06, 5.30e-06, 1.38e-04, 5.76e-06, 4.54e-05, 3.33e-05, 2.25e-04, 4.41e-04, 1.02e-03, 0.00e+00, 0.00e+00, 1.47e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.37e-04, 7.55e-06]    []  
665500    [1.99e-07, 6.04e-07, 7.78e-07, 4.75e-07, 5.07e-07, 1.63e-06, 1.88e-07, 2.14e-08, 1.33e-08, 1.36e-09, 4.81e-07, 9.80e-07, 8.22e-07, 3.50e-08, 4.85e-09, 4.38e-09, 8.00e-10, 7.38e-10, 0.00e+00, 0.00e+00, 4.88e-08, 1.28e-08]    [1.99e-07, 6.04e-07, 7.78e-07, 4.75e-07, 5.07e-07, 1.63e-06, 1.88e-07, 2.14e-08, 1.33e-08, 1.36e-09, 4.81e-07, 9.80e-07, 8.22e-07, 3.50e-08, 4.85e-09, 4.38e-09, 8.00e-10, 7.38e-10, 0.00e+00, 0.00e+00, 4.88e-08, 1.28e-08]    []  
665600    [1.02e-06, 5.97e-07, 6.45e-07, 4.95e-07, 5.03e-07, 1.77e-06, 2.18e-07, 4.59e-09, 8.94e-11, 1.08e-06, 2.21e-06, 6.50e-06, 1.21e-05, 4.10e-05, 4.50e-07, 3.26e-07, 3.06e-07, 2.91e-07, 1.12e-08, 3.06e-11, 6.72e-08, 2.88e-10]    [1.02e-06, 5.97e-07, 6.45e-07, 4.95e-07, 5.03e-07, 1.77e-06, 2.18e-07, 4.59e-09, 8.94e-11, 1.08e-06, 2.21e-06, 6.50e-06, 1.21e-05, 4.10e-05, 4.50e-07, 3.26e-07, 3.06e-07, 2.91e-07, 1.12e-08, 3.06e-11, 6.72e-08, 2.88e-10]    []  
665700    [2.17e-07, 5.39e-07, 6.87e-07, 4.32e-07, 4.88e-07, 1.65e-06, 1.90e-07, 4.08e-09, 3.92e-10, 1.69e-08, 5.02e-07, 1.08e-06, 1.10e-06, 8.09e-07, 2.01e-08, 7.08e-09, 3.32e-10, 1.51e-08, 4.08e-11, 7.98e-11, 1.02e-08, 5.06e-10]    [2.17e-07, 5.39e-07, 6.87e-07, 4.32e-07, 4.88e-07, 1.65e-06, 1.90e-07, 4.08e-09, 3.92e-10, 1.69e-08, 5.02e-07, 1.08e-06, 1.10e-06, 8.09e-07, 2.01e-08, 7.08e-09, 3.32e-10, 1.51e-08, 4.08e-11, 7.98e-11, 1.02e-08, 5.06e-10]    []  
665800    [8.19e-06, 3.09e-06, 2.10e-06, 6.66e-06, 3.34e-06, 3.81e-06, 2.95e-06, 2.07e-06, 3.44e-05, 1.38e-05, 3.93e-05, 1.27e-04, 2.89e-04, 5.99e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.03e-09, 0.00e+00, 3.06e-05, 2.82e-05, 1.18e-04]    [8.19e-06, 3.09e-06, 2.10e-06, 6.66e-06, 3.34e-06, 3.81e-06, 2.95e-06, 2.07e-06, 3.44e-05, 1.38e-05, 3.93e-05, 1.27e-04, 2.89e-04, 5.99e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.03e-09, 0.00e+00, 3.06e-05, 2.82e-05, 1.18e-04]    []  
665900    [1.85e-07, 5.29e-07, 5.97e-07, 4.11e-07, 4.56e-07, 1.63e-06, 2.08e-07, 1.66e-08, 1.86e-07, 3.58e-12, 4.07e-07, 9.00e-07, 6.31e-07, 6.56e-08, 6.20e-09, 5.84e-09, 4.47e-11, 3.37e-09, 2.05e-10, 0.00e+00, 1.10e-08, 1.51e-08]    [1.85e-07, 5.29e-07, 5.97e-07, 4.11e-07, 4.56e-07, 1.63e-06, 2.08e-07, 1.66e-08, 1.86e-07, 3.58e-12, 4.07e-07, 9.00e-07, 6.31e-07, 6.56e-08, 6.20e-09, 5.84e-09, 4.47e-11, 3.37e-09, 2.05e-10, 0.00e+00, 1.10e-08, 1.51e-08]    []  
666000    [4.66e-07, 5.45e-07, 9.59e-07, 4.80e-07, 5.32e-07, 1.70e-06, 2.88e-07, 1.10e-07, 3.09e-07, 2.59e-09, 1.28e-06, 2.14e-06, 1.76e-06, 8.13e-07, 1.37e-08, 1.78e-08, 9.27e-09, 8.64e-09, 0.00e+00, 2.39e-08, 7.23e-08, 1.48e-07]    [4.66e-07, 5.45e-07, 9.59e-07, 4.80e-07, 5.32e-07, 1.70e-06, 2.88e-07, 1.10e-07, 3.09e-07, 2.59e-09, 1.28e-06, 2.14e-06, 1.76e-06, 8.13e-07, 1.37e-08, 1.78e-08, 9.27e-09, 8.64e-09, 0.00e+00, 2.39e-08, 7.23e-08, 1.48e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 41.028589 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
666000    [4.66e-07, 5.45e-07, 9.59e-07, 4.80e-07, 5.32e-07, 1.70e-06, 2.88e-07, 1.10e-07, 3.09e-07, 2.59e-09, 1.28e-06, 2.14e-06, 1.76e-06, 8.13e-07, 1.37e-08, 1.78e-08, 9.27e-09, 8.64e-09, 0.00e+00, 2.39e-08, 7.23e-08, 1.48e-07]    [4.66e-07, 5.45e-07, 9.59e-07, 4.80e-07, 5.32e-07, 1.70e-06, 2.88e-07, 1.10e-07, 3.09e-07, 2.59e-09, 1.28e-06, 2.14e-06, 1.76e-06, 8.13e-07, 1.37e-08, 1.78e-08, 9.27e-09, 8.64e-09, 0.00e+00, 2.39e-08, 7.23e-08, 1.48e-07]    []  
666100    [2.83e-07, 5.05e-07, 5.75e-07, 4.16e-07, 4.35e-07, 1.65e-06, 1.93e-07, 9.43e-09, 3.87e-11, 1.14e-07, 5.91e-07, 1.29e-06, 1.73e-06, 4.10e-06, 5.77e-08, 4.39e-08, 2.75e-08, 3.96e-08, 5.14e-11, 1.02e-11, 5.26e-08, 2.76e-10]    [2.83e-07, 5.05e-07, 5.75e-07, 4.16e-07, 4.35e-07, 1.65e-06, 1.93e-07, 9.43e-09, 3.87e-11, 1.14e-07, 5.91e-07, 1.29e-06, 1.73e-06, 4.10e-06, 5.77e-08, 4.39e-08, 2.75e-08, 3.96e-08, 5.14e-11, 1.02e-11, 5.26e-08, 2.76e-10]    []  
666200    [2.03e-07, 5.61e-07, 7.65e-07, 4.60e-07, 5.01e-07, 1.62e-06, 2.00e-07, 3.15e-07, 2.37e-09, 4.58e-08, 1.05e-06, 1.57e-06, 1.25e-06, 7.38e-08, 4.99e-09, 1.50e-13, 1.55e-09, 1.32e-09, 0.00e+00, 1.15e-10, 2.24e-07, 7.72e-10]    [2.03e-07, 5.61e-07, 7.65e-07, 4.60e-07, 5.01e-07, 1.62e-06, 2.00e-07, 3.15e-07, 2.37e-09, 4.58e-08, 1.05e-06, 1.57e-06, 1.25e-06, 7.38e-08, 4.99e-09, 1.50e-13, 1.55e-09, 1.32e-09, 0.00e+00, 1.15e-10, 2.24e-07, 7.72e-10]    []  
666300    [2.26e-07, 4.94e-07, 5.34e-07, 4.15e-07, 3.99e-07, 1.65e-06, 1.83e-07, 5.12e-10, 5.41e-12, 5.24e-08, 4.71e-07, 9.54e-07, 1.04e-06, 1.82e-06, 3.05e-08, 2.68e-08, 1.96e-08, 2.45e-08, 2.79e-12, 5.90e-11, 2.03e-08, 4.06e-10]    [2.26e-07, 4.94e-07, 5.34e-07, 4.15e-07, 3.99e-07, 1.65e-06, 1.83e-07, 5.12e-10, 5.41e-12, 5.24e-08, 4.71e-07, 9.54e-07, 1.04e-06, 1.82e-06, 3.05e-08, 2.68e-08, 1.96e-08, 2.45e-08, 2.79e-12, 5.90e-11, 2.03e-08, 4.06e-10]    []  
666400    [3.56e-07, 7.76e-07, 1.29e-06, 5.65e-07, 7.51e-07, 1.67e-06, 2.31e-07, 1.02e-07, 1.11e-05, 2.25e-08, 1.57e-06, 2.93e-06, 3.91e-06, 1.94e-06, 2.42e-08, 0.00e+00, 0.00e+00, 1.94e-08, 0.00e+00, 8.94e-07, 1.02e-07, 4.42e-06]    [3.56e-07, 7.76e-07, 1.29e-06, 5.65e-07, 7.51e-07, 1.67e-06, 2.31e-07, 1.02e-07, 1.11e-05, 2.25e-08, 1.57e-06, 2.93e-06, 3.91e-06, 1.94e-06, 2.42e-08, 0.00e+00, 0.00e+00, 1.94e-08, 0.00e+00, 8.94e-07, 1.02e-07, 4.42e-06]    []  
666500    [2.05e-07, 6.43e-07, 8.10e-07, 4.71e-07, 5.13e-07, 1.67e-06, 1.86e-07, 1.49e-10, 3.45e-10, 2.70e-11, 3.96e-07, 8.64e-07, 6.06e-07, 1.35e-09, 3.03e-09, 2.70e-09, 4.43e-10, 1.58e-09, 0.00e+00, 9.29e-11, 1.36e-07, 5.91e-10]    [2.05e-07, 6.43e-07, 8.10e-07, 4.71e-07, 5.13e-07, 1.67e-06, 1.86e-07, 1.49e-10, 3.45e-10, 2.70e-11, 3.96e-07, 8.64e-07, 6.06e-07, 1.35e-09, 3.03e-09, 2.70e-09, 4.43e-10, 1.58e-09, 0.00e+00, 9.29e-11, 1.36e-07, 5.91e-10]    []  
666600    [1.93e-07, 5.61e-07, 5.63e-07, 4.39e-07, 3.75e-07, 1.66e-06, 2.04e-07, 1.52e-07, 1.44e-09, 3.00e-08, 4.15e-07, 1.01e-06, 9.18e-07, 1.47e-06, 0.00e+00, 1.19e-09, 4.07e-09, 0.00e+00, 0.00e+00, 6.06e-11, 2.52e-07, 4.37e-10]    [1.93e-07, 5.61e-07, 5.63e-07, 4.39e-07, 3.75e-07, 1.66e-06, 2.04e-07, 1.52e-07, 1.44e-09, 3.00e-08, 4.15e-07, 1.01e-06, 9.18e-07, 1.47e-06, 0.00e+00, 1.19e-09, 4.07e-09, 0.00e+00, 0.00e+00, 6.06e-11, 2.52e-07, 4.37e-10]    []  
666700    [2.06e-07, 5.69e-07, 7.12e-07, 4.67e-07, 5.18e-07, 1.64e-06, 2.12e-07, 5.53e-07, 5.76e-07, 6.77e-08, 4.59e-07, 1.46e-06, 9.32e-07, 1.25e-06, 8.12e-09, 0.00e+00, 0.00e+00, 8.60e-09, 4.69e-08, 0.00e+00, 3.10e-07, 2.07e-06]    [2.06e-07, 5.69e-07, 7.12e-07, 4.67e-07, 5.18e-07, 1.64e-06, 2.12e-07, 5.53e-07, 5.76e-07, 6.77e-08, 4.59e-07, 1.46e-06, 9.32e-07, 1.25e-06, 8.12e-09, 0.00e+00, 0.00e+00, 8.60e-09, 4.69e-08, 0.00e+00, 3.10e-07, 2.07e-06]    []  
666800    [2.47e-07, 4.94e-07, 5.34e-07, 4.26e-07, 4.23e-07, 1.68e-06, 2.18e-07, 2.69e-08, 3.64e-10, 7.21e-08, 5.68e-07, 1.12e-06, 1.61e-06, 2.96e-06, 4.44e-08, 3.45e-08, 2.12e-08, 3.14e-08, 1.76e-08, 3.37e-11, 1.07e-07, 4.17e-10]    [2.47e-07, 4.94e-07, 5.34e-07, 4.26e-07, 4.23e-07, 1.68e-06, 2.18e-07, 2.69e-08, 3.64e-10, 7.21e-08, 5.68e-07, 1.12e-06, 1.61e-06, 2.96e-06, 4.44e-08, 3.45e-08, 2.12e-08, 3.14e-08, 1.76e-08, 3.37e-11, 1.07e-07, 4.17e-10]    []  
666900    [2.44e-07, 5.11e-07, 7.39e-07, 4.54e-07, 5.22e-07, 1.65e-06, 2.00e-07, 1.76e-07, 3.00e-09, 5.97e-08, 5.65e-07, 1.36e-06, 1.52e-06, 1.92e-06, 2.85e-08, 3.16e-08, 6.42e-09, 1.61e-08, 0.00e+00, 3.82e-10, 2.11e-08, 2.28e-09]    [2.44e-07, 5.11e-07, 7.39e-07, 4.54e-07, 5.22e-07, 1.65e-06, 2.00e-07, 1.76e-07, 3.00e-09, 5.97e-08, 5.65e-07, 1.36e-06, 1.52e-06, 1.92e-06, 2.85e-08, 3.16e-08, 6.42e-09, 1.61e-08, 0.00e+00, 3.82e-10, 2.11e-08, 2.28e-09]    []  
667000    [2.31e-07, 4.89e-07, 5.07e-07, 4.13e-07, 4.17e-07, 1.67e-06, 2.00e-07, 6.65e-09, 2.31e-12, 5.50e-08, 5.17e-07, 9.99e-07, 1.28e-06, 2.15e-06, 3.39e-08, 3.03e-08, 1.68e-08, 2.51e-08, 2.44e-08, 9.56e-11, 1.49e-07, 6.01e-10]    [2.31e-07, 4.89e-07, 5.07e-07, 4.13e-07, 4.17e-07, 1.67e-06, 2.00e-07, 6.65e-09, 2.31e-12, 5.50e-08, 5.17e-07, 9.99e-07, 1.28e-06, 2.15e-06, 3.39e-08, 3.03e-08, 1.68e-08, 2.51e-08, 2.44e-08, 9.56e-11, 1.49e-07, 6.01e-10]    []  
667100    [2.09e-07, 6.23e-07, 8.90e-07, 5.30e-07, 5.25e-07, 1.64e-06, 1.77e-07, 1.82e-07, 5.68e-08, 1.97e-09, 6.53e-07, 1.32e-06, 1.15e-06, 9.44e-08, 4.23e-09, 2.70e-09, 0.00e+00, 6.96e-09, 1.67e-08, 0.00e+00, 1.02e-07, 4.71e-08]    [2.09e-07, 6.23e-07, 8.90e-07, 5.30e-07, 5.25e-07, 1.64e-06, 1.77e-07, 1.82e-07, 5.68e-08, 1.97e-09, 6.53e-07, 1.32e-06, 1.15e-06, 9.44e-08, 4.23e-09, 2.70e-09, 0.00e+00, 6.96e-09, 1.67e-08, 0.00e+00, 1.02e-07, 4.71e-08]    []  
667200    [1.76e-07, 5.33e-07, 5.52e-07, 4.30e-07, 3.93e-07, 1.65e-06, 1.88e-07, 2.38e-09, 4.77e-07, 4.31e-10, 4.03e-07, 7.96e-07, 5.47e-07, 4.54e-09, 1.21e-09, 4.51e-09, 5.56e-09, 2.40e-09, 0.00e+00, 5.90e-08, 4.27e-08, 3.51e-07]    [1.76e-07, 5.33e-07, 5.52e-07, 4.30e-07, 3.93e-07, 1.65e-06, 1.88e-07, 2.38e-09, 4.77e-07, 4.31e-10, 4.03e-07, 7.96e-07, 5.47e-07, 4.54e-09, 1.21e-09, 4.51e-09, 5.56e-09, 2.40e-09, 0.00e+00, 5.90e-08, 4.27e-08, 3.51e-07]    []  
667300    [9.58e-07, 6.84e-07, 1.04e-06, 5.39e-07, 5.54e-07, 1.67e-06, 4.23e-07, 1.33e-06, 1.47e-07, 4.90e-07, 2.47e-06, 7.81e-06, 3.35e-06, 2.49e-05, 6.60e-08, 5.48e-07, 2.76e-08, 2.10e-07, 1.86e-07, 0.00e+00, 1.25e-06, 9.39e-09]    [9.58e-07, 6.84e-07, 1.04e-06, 5.39e-07, 5.54e-07, 1.67e-06, 4.23e-07, 1.33e-06, 1.47e-07, 4.90e-07, 2.47e-06, 7.81e-06, 3.35e-06, 2.49e-05, 6.60e-08, 5.48e-07, 2.76e-08, 2.10e-07, 1.86e-07, 0.00e+00, 1.25e-06, 9.39e-09]    []  
667400    [1.76e-07, 5.19e-07, 5.32e-07, 4.03e-07, 4.02e-07, 1.64e-06, 1.78e-07, 3.50e-08, 1.47e-12, 4.10e-09, 3.91e-07, 8.62e-07, 5.86e-07, 1.97e-07, 3.21e-11, 2.23e-09, 2.16e-09, 5.36e-11, 0.00e+00, 1.27e-11, 7.44e-08, 2.69e-10]    [1.76e-07, 5.19e-07, 5.32e-07, 4.03e-07, 4.02e-07, 1.64e-06, 1.78e-07, 3.50e-08, 1.47e-12, 4.10e-09, 3.91e-07, 8.62e-07, 5.86e-07, 1.97e-07, 3.21e-11, 2.23e-09, 2.16e-09, 5.36e-11, 0.00e+00, 1.27e-11, 7.44e-08, 2.69e-10]    []  
667500    [4.00e-07, 4.97e-07, 7.84e-07, 5.15e-07, 5.45e-07, 1.66e-06, 1.88e-07, 5.21e-08, 5.08e-08, 1.49e-07, 7.70e-07, 2.53e-06, 1.52e-06, 5.68e-06, 4.98e-08, 1.24e-07, 1.98e-09, 8.91e-08, 0.00e+00, 2.77e-10, 4.71e-07, 1.00e-08]    [4.00e-07, 4.97e-07, 7.84e-07, 5.15e-07, 5.45e-07, 1.66e-06, 1.88e-07, 5.21e-08, 5.08e-08, 1.49e-07, 7.70e-07, 2.53e-06, 1.52e-06, 5.68e-06, 4.98e-08, 1.24e-07, 1.98e-09, 8.91e-08, 0.00e+00, 2.77e-10, 4.71e-07, 1.00e-08]    []  
667600    [1.44e-06, 1.54e-06, 2.34e-06, 4.50e-06, 1.73e-06, 2.54e-06, 2.87e-06, 8.17e-05, 4.22e-06, 2.67e-06, 1.69e-05, 3.64e-05, 2.69e-05, 3.40e-05, 9.69e-08, 0.00e+00, 5.19e-07, 7.90e-09, 1.47e-05, 0.00e+00, 7.82e-05, 5.06e-05]    [1.44e-06, 1.54e-06, 2.34e-06, 4.50e-06, 1.73e-06, 2.54e-06, 2.87e-06, 8.17e-05, 4.22e-06, 2.67e-06, 1.69e-05, 3.64e-05, 2.69e-05, 3.40e-05, 9.69e-08, 0.00e+00, 5.19e-07, 7.90e-09, 1.47e-05, 0.00e+00, 7.82e-05, 5.06e-05]    []  
667700    [1.84e-07, 5.37e-07, 5.61e-07, 4.13e-07, 4.48e-07, 1.63e-06, 2.77e-07, 7.48e-09, 3.10e-09, 1.75e-09, 4.43e-07, 9.32e-07, 7.43e-07, 8.27e-08, 2.86e-09, 5.10e-09, 1.76e-09, 1.23e-09, 0.00e+00, 0.00e+00, 7.83e-08, 4.00e-09]    [1.84e-07, 5.37e-07, 5.61e-07, 4.13e-07, 4.48e-07, 1.63e-06, 2.77e-07, 7.48e-09, 3.10e-09, 1.75e-09, 4.43e-07, 9.32e-07, 7.43e-07, 8.27e-08, 2.86e-09, 5.10e-09, 1.76e-09, 1.23e-09, 0.00e+00, 0.00e+00, 7.83e-08, 4.00e-09]    []  
667800    [4.85e-06, 2.26e-06, 2.03e-06, 8.00e-07, 1.27e-06, 1.80e-06, 1.18e-06, 3.45e-06, 2.13e-09, 9.00e-06, 1.69e-05, 6.03e-05, 2.77e-05, 2.57e-04, 1.86e-06, 8.06e-06, 6.78e-07, 1.19e-06, 0.00e+00, 3.49e-09, 2.09e-05, 2.31e-08]    [4.85e-06, 2.26e-06, 2.03e-06, 8.00e-07, 1.27e-06, 1.80e-06, 1.18e-06, 3.45e-06, 2.13e-09, 9.00e-06, 1.69e-05, 6.03e-05, 2.77e-05, 2.57e-04, 1.86e-06, 8.06e-06, 6.78e-07, 1.19e-06, 0.00e+00, 3.49e-09, 2.09e-05, 2.31e-08]    []  
667900    [1.82e-07, 5.24e-07, 5.68e-07, 4.14e-07, 4.33e-07, 1.62e-06, 2.35e-07, 3.77e-08, 5.16e-12, 1.47e-09, 4.05e-07, 8.59e-07, 5.97e-07, 3.45e-08, 4.28e-09, 5.49e-09, 9.29e-10, 1.63e-09, 7.67e-09, 1.34e-11, 4.84e-08, 3.22e-10]    [1.82e-07, 5.24e-07, 5.68e-07, 4.14e-07, 4.33e-07, 1.62e-06, 2.35e-07, 3.77e-08, 5.16e-12, 1.47e-09, 4.05e-07, 8.59e-07, 5.97e-07, 3.45e-08, 4.28e-09, 5.49e-09, 9.29e-10, 1.63e-09, 7.67e-09, 1.34e-11, 4.84e-08, 3.22e-10]    []  
668000    [4.51e-07, 5.09e-07, 8.35e-07, 5.83e-07, 5.26e-07, 1.63e-06, 2.55e-07, 7.16e-07, 2.10e-09, 1.65e-07, 8.31e-07, 3.55e-06, 1.72e-06, 6.37e-06, 1.62e-07, 8.61e-08, 1.99e-07, 9.17e-09, 0.00e+00, 2.39e-10, 1.26e-07, 1.48e-09]    [4.51e-07, 5.09e-07, 8.35e-07, 5.83e-07, 5.26e-07, 1.63e-06, 2.55e-07, 7.16e-07, 2.10e-09, 1.65e-07, 8.31e-07, 3.55e-06, 1.72e-06, 6.37e-06, 1.62e-07, 8.61e-08, 1.99e-07, 9.17e-09, 0.00e+00, 2.39e-10, 1.26e-07, 1.48e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 37.669636 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
668000    [4.51e-07, 5.09e-07, 8.35e-07, 5.83e-07, 5.26e-07, 1.63e-06, 2.55e-07, 7.16e-07, 2.10e-09, 1.65e-07, 8.31e-07, 3.55e-06, 1.72e-06, 6.37e-06, 1.62e-07, 8.61e-08, 1.99e-07, 9.17e-09, 0.00e+00, 2.39e-10, 1.26e-07, 1.48e-09]    [4.51e-07, 5.09e-07, 8.35e-07, 5.83e-07, 5.26e-07, 1.63e-06, 2.55e-07, 7.16e-07, 2.10e-09, 1.65e-07, 8.31e-07, 3.55e-06, 1.72e-06, 6.37e-06, 1.62e-07, 8.61e-08, 1.99e-07, 9.17e-09, 0.00e+00, 2.39e-10, 1.26e-07, 1.48e-09]    []  
668100    [5.30e-07, 5.25e-07, 5.93e-07, 4.36e-07, 4.59e-07, 1.69e-06, 2.30e-07, 9.68e-10, 8.44e-12, 4.18e-07, 1.17e-06, 2.91e-06, 5.41e-06, 1.57e-05, 1.83e-07, 1.28e-07, 1.14e-07, 1.23e-07, 4.76e-09, 1.20e-11, 3.16e-08, 2.92e-10]    [5.30e-07, 5.25e-07, 5.93e-07, 4.36e-07, 4.59e-07, 1.69e-06, 2.30e-07, 9.68e-10, 8.44e-12, 4.18e-07, 1.17e-06, 2.91e-06, 5.41e-06, 1.57e-05, 1.83e-07, 1.28e-07, 1.14e-07, 1.23e-07, 4.76e-09, 1.20e-11, 3.16e-08, 2.92e-10]    []  
668200    [1.84e-07, 5.75e-07, 7.15e-07, 4.39e-07, 4.93e-07, 1.62e-06, 2.17e-07, 4.17e-08, 1.33e-10, 1.01e-09, 4.86e-07, 1.21e-06, 8.33e-07, 1.26e-07, 2.79e-09, 1.39e-09, 0.00e+00, 2.23e-10, 1.67e-09, 3.59e-12, 1.67e-08, 3.18e-10]    [1.84e-07, 5.75e-07, 7.15e-07, 4.39e-07, 4.93e-07, 1.62e-06, 2.17e-07, 4.17e-08, 1.33e-10, 1.01e-09, 4.86e-07, 1.21e-06, 8.33e-07, 1.26e-07, 2.79e-09, 1.39e-09, 0.00e+00, 2.23e-10, 1.67e-09, 3.59e-12, 1.67e-08, 3.18e-10]    []  
668300    [1.06e-04, 3.47e-05, 9.72e-06, 2.39e-05, 8.26e-06, 1.83e-05, 4.12e-06, 3.55e-05, 4.51e-09, 1.54e-04, 1.68e-04, 1.09e-03, 1.13e-03, 5.80e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-04, 6.40e-08]    [1.06e-04, 3.47e-05, 9.72e-06, 2.39e-05, 8.26e-06, 1.83e-05, 4.12e-06, 3.55e-05, 4.51e-09, 1.54e-04, 1.68e-04, 1.09e-03, 1.13e-03, 5.80e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-04, 6.40e-08]    []  
668400    [1.83e-07, 5.50e-07, 6.50e-07, 4.23e-07, 4.64e-07, 1.62e-06, 1.99e-07, 5.43e-08, 1.07e-09, 1.47e-10, 4.31e-07, 9.78e-07, 7.24e-07, 8.32e-08, 4.51e-10, 1.69e-09, 0.00e+00, 0.00e+00, 9.22e-10, 2.31e-10, 1.36e-08, 1.36e-09]    [1.83e-07, 5.50e-07, 6.50e-07, 4.23e-07, 4.64e-07, 1.62e-06, 1.99e-07, 5.43e-08, 1.07e-09, 1.47e-10, 4.31e-07, 9.78e-07, 7.24e-07, 8.32e-08, 4.51e-10, 1.69e-09, 0.00e+00, 0.00e+00, 9.22e-10, 2.31e-10, 1.36e-08, 1.36e-09]    []  
668500    [1.70e-06, 8.10e-07, 9.41e-07, 5.61e-07, 6.49e-07, 1.59e-06, 6.06e-07, 1.88e-05, 4.20e-08, 8.06e-07, 2.99e-06, 1.40e-05, 3.81e-06, 2.94e-05, 8.14e-08, 1.23e-06, 0.00e+00, 4.95e-07, 2.80e-06, 0.00e+00, 1.65e-05, 2.14e-08]    [1.70e-06, 8.10e-07, 9.41e-07, 5.61e-07, 6.49e-07, 1.59e-06, 6.06e-07, 1.88e-05, 4.20e-08, 8.06e-07, 2.99e-06, 1.40e-05, 3.81e-06, 2.94e-05, 8.14e-08, 1.23e-06, 0.00e+00, 4.95e-07, 2.80e-06, 0.00e+00, 1.65e-05, 2.14e-08]    []  
668600    [2.05e-06, 7.30e-07, 7.34e-07, 5.61e-07, 6.40e-07, 1.87e-06, 2.54e-07, 7.46e-07, 1.69e-10, 2.39e-06, 4.97e-06, 1.39e-05, 2.96e-05, 9.14e-05, 1.05e-06, 7.87e-07, 7.19e-07, 6.63e-07, 1.99e-07, 1.01e-12, 1.34e-06, 8.75e-10]    [2.05e-06, 7.30e-07, 7.34e-07, 5.61e-07, 6.40e-07, 1.87e-06, 2.54e-07, 7.46e-07, 1.69e-10, 2.39e-06, 4.97e-06, 1.39e-05, 2.96e-05, 9.14e-05, 1.05e-06, 7.87e-07, 7.19e-07, 6.63e-07, 1.99e-07, 1.01e-12, 1.34e-06, 8.75e-10]    []  
668700    [1.85e-07, 5.41e-07, 1.18e-06, 4.54e-07, 9.37e-07, 1.60e-06, 2.59e-07, 2.12e-07, 5.18e-04, 2.17e-10, 4.58e-07, 2.20e-06, 1.28e-06, 9.79e-08, 6.16e-10, 4.04e-11, 8.68e-10, 2.44e-09, 0.00e+00, 0.00e+00, 5.83e-08, 9.63e-04]    [1.85e-07, 5.41e-07, 1.18e-06, 4.54e-07, 9.37e-07, 1.60e-06, 2.59e-07, 2.12e-07, 5.18e-04, 2.17e-10, 4.58e-07, 2.20e-06, 1.28e-06, 9.79e-08, 6.16e-10, 4.04e-11, 8.68e-10, 2.44e-09, 0.00e+00, 0.00e+00, 5.83e-08, 9.63e-04]    []  
668800    [3.39e-06, 2.02e-06, 1.79e-06, 2.22e-06, 1.14e-06, 2.10e-06, 1.62e-06, 1.03e-04, 7.21e-08, 3.16e-08, 3.64e-06, 1.50e-05, 1.02e-05, 1.14e-05, 2.79e-08, 4.86e-07, 4.10e-09, 4.93e-07, 1.07e-05, 5.72e-08, 5.80e-05, 3.22e-07]    [3.39e-06, 2.02e-06, 1.79e-06, 2.22e-06, 1.14e-06, 2.10e-06, 1.62e-06, 1.03e-04, 7.21e-08, 3.16e-08, 3.64e-06, 1.50e-05, 1.02e-05, 1.14e-05, 2.79e-08, 4.86e-07, 4.10e-09, 4.93e-07, 1.07e-05, 5.72e-08, 5.80e-05, 3.22e-07]    []  
668900    [1.85e-07, 5.56e-07, 6.49e-07, 4.20e-07, 4.64e-07, 1.62e-06, 1.97e-07, 1.13e-08, 7.83e-12, 3.37e-10, 4.08e-07, 8.90e-07, 6.27e-07, 5.70e-09, 1.11e-09, 2.99e-09, 4.80e-10, 4.95e-10, 0.00e+00, 3.62e-11, 7.05e-08, 3.04e-10]    [1.85e-07, 5.56e-07, 6.49e-07, 4.20e-07, 4.64e-07, 1.62e-06, 1.97e-07, 1.13e-08, 7.83e-12, 3.37e-10, 4.08e-07, 8.90e-07, 6.27e-07, 5.70e-09, 1.11e-09, 2.99e-09, 4.80e-10, 4.95e-10, 0.00e+00, 3.62e-11, 7.05e-08, 3.04e-10]    []  
669000    [1.76e-06, 1.34e-06, 1.13e-06, 1.00e-06, 8.78e-07, 1.56e-06, 6.18e-07, 8.72e-07, 3.49e-11, 9.59e-07, 2.65e-05, 3.05e-05, 9.38e-05, 2.63e-05, 2.86e-08, 2.97e-07, 0.00e+00, 4.83e-11, 2.87e-08, 5.44e-08, 1.74e-07, 3.00e-07]    [1.76e-06, 1.34e-06, 1.13e-06, 1.00e-06, 8.78e-07, 1.56e-06, 6.18e-07, 8.72e-07, 3.49e-11, 9.59e-07, 2.65e-05, 3.05e-05, 9.38e-05, 2.63e-05, 2.86e-08, 2.97e-07, 0.00e+00, 4.83e-11, 2.87e-08, 5.44e-08, 1.74e-07, 3.00e-07]    []  
669100    [2.31e-07, 6.44e-07, 7.54e-07, 4.65e-07, 5.09e-07, 1.63e-06, 2.18e-07, 2.00e-08, 4.93e-05, 3.68e-09, 1.05e-06, 1.86e-06, 2.25e-06, 2.62e-08, 1.31e-08, 2.42e-08, 1.61e-09, 3.89e-10, 9.32e-09, 1.38e-05, 5.73e-08, 5.71e-05]    [2.31e-07, 6.44e-07, 7.54e-07, 4.65e-07, 5.09e-07, 1.63e-06, 2.18e-07, 2.00e-08, 4.93e-05, 3.68e-09, 1.05e-06, 1.86e-06, 2.25e-06, 2.62e-08, 1.31e-08, 2.42e-08, 1.61e-09, 3.89e-10, 9.32e-09, 1.38e-05, 5.73e-08, 5.71e-05]    []  
669200    [1.76e-06, 1.55e-06, 9.21e-07, 5.75e-07, 7.28e-07, 1.77e-06, 5.07e-07, 1.77e-05, 9.40e-08, 1.02e-11, 2.74e-05, 2.04e-05, 4.80e-05, 5.00e-06, 1.92e-08, 1.73e-07, 0.00e+00, 4.25e-09, 0.00e+00, 3.95e-08, 4.06e-05, 2.32e-07]    [1.76e-06, 1.55e-06, 9.21e-07, 5.75e-07, 7.28e-07, 1.77e-06, 5.07e-07, 1.77e-05, 9.40e-08, 1.02e-11, 2.74e-05, 2.04e-05, 4.80e-05, 5.00e-06, 1.92e-08, 1.73e-07, 0.00e+00, 4.25e-09, 0.00e+00, 3.95e-08, 4.06e-05, 2.32e-07]    []  
669300    [1.82e-07, 5.57e-07, 6.19e-07, 4.25e-07, 4.41e-07, 1.62e-06, 1.95e-07, 7.32e-08, 2.08e-10, 7.44e-10, 4.01e-07, 8.57e-07, 5.81e-07, 2.48e-08, 9.23e-10, 2.64e-09, 1.31e-09, 1.31e-09, 1.19e-08, 4.90e-11, 7.30e-08, 3.81e-10]    [1.82e-07, 5.57e-07, 6.19e-07, 4.25e-07, 4.41e-07, 1.62e-06, 1.95e-07, 7.32e-08, 2.08e-10, 7.44e-10, 4.01e-07, 8.57e-07, 5.81e-07, 2.48e-08, 9.23e-10, 2.64e-09, 1.31e-09, 1.31e-09, 1.19e-08, 4.90e-11, 7.30e-08, 3.81e-10]    []  
669400    [2.21e-06, 1.53e-06, 1.33e-06, 1.40e-06, 1.07e-06, 1.65e-06, 7.67e-07, 6.56e-06, 7.90e-07, 1.44e-06, 2.07e-05, 2.78e-05, 9.75e-05, 5.53e-05, 2.39e-08, 1.20e-07, 0.00e+00, 5.41e-11, 2.48e-06, 1.31e-08, 1.47e-05, 9.95e-08]    [2.21e-06, 1.53e-06, 1.33e-06, 1.40e-06, 1.07e-06, 1.65e-06, 7.67e-07, 6.56e-06, 7.90e-07, 1.44e-06, 2.07e-05, 2.78e-05, 9.75e-05, 5.53e-05, 2.39e-08, 1.20e-07, 0.00e+00, 5.41e-11, 2.48e-06, 1.31e-08, 1.47e-05, 9.95e-08]    []  
669500    [1.92e-07, 5.59e-07, 6.85e-07, 4.44e-07, 4.51e-07, 1.63e-06, 1.90e-07, 1.93e-07, 4.36e-11, 7.91e-10, 4.05e-07, 8.67e-07, 5.90e-07, 9.42e-09, 2.66e-09, 4.20e-09, 8.48e-10, 2.18e-09, 0.00e+00, 5.39e-11, 1.76e-07, 3.75e-10]    [1.92e-07, 5.59e-07, 6.85e-07, 4.44e-07, 4.51e-07, 1.63e-06, 1.90e-07, 1.93e-07, 4.36e-11, 7.91e-10, 4.05e-07, 8.67e-07, 5.90e-07, 9.42e-09, 2.66e-09, 4.20e-09, 8.48e-10, 2.18e-09, 0.00e+00, 5.39e-11, 1.76e-07, 3.75e-10]    []  
669600    [3.87e-06, 1.71e-06, 1.21e-06, 7.43e-07, 8.79e-07, 1.97e-06, 4.50e-07, 5.61e-09, 3.23e-05, 4.01e-06, 1.73e-05, 2.59e-05, 7.43e-05, 1.62e-04, 2.06e-06, 1.72e-06, 2.29e-06, 1.15e-06, 6.53e-08, 0.00e+00, 4.30e-07, 3.93e-05]    [3.87e-06, 1.71e-06, 1.21e-06, 7.43e-07, 8.79e-07, 1.97e-06, 4.50e-07, 5.61e-09, 3.23e-05, 4.01e-06, 1.73e-05, 2.59e-05, 7.43e-05, 1.62e-04, 2.06e-06, 1.72e-06, 2.29e-06, 1.15e-06, 6.53e-08, 0.00e+00, 4.30e-07, 3.93e-05]    []  
669700    [1.76e-07, 5.33e-07, 5.48e-07, 4.00e-07, 4.21e-07, 1.62e-06, 2.17e-07, 5.82e-08, 2.21e-09, 4.53e-09, 4.01e-07, 9.08e-07, 6.59e-07, 2.31e-07, 1.68e-11, 1.83e-09, 1.09e-09, 3.98e-11, 1.62e-09, 1.75e-11, 1.86e-08, 3.69e-10]    [1.76e-07, 5.33e-07, 5.48e-07, 4.00e-07, 4.21e-07, 1.62e-06, 2.17e-07, 5.82e-08, 2.21e-09, 4.53e-09, 4.01e-07, 9.08e-07, 6.59e-07, 2.31e-07, 1.68e-11, 1.83e-09, 1.09e-09, 3.98e-11, 1.62e-09, 1.75e-11, 1.86e-08, 3.69e-10]    []  
669800    [2.12e-07, 4.71e-07, 7.37e-07, 4.37e-07, 5.09e-07, 1.64e-06, 2.27e-07, 4.31e-07, 2.05e-07, 6.28e-08, 9.07e-07, 1.74e-06, 3.14e-06, 9.85e-07, 1.68e-08, 8.34e-09, 0.00e+00, 1.09e-07, 3.34e-10, 1.75e-08, 1.52e-08, 1.11e-07]    [2.12e-07, 4.71e-07, 7.37e-07, 4.37e-07, 5.09e-07, 1.64e-06, 2.27e-07, 4.31e-07, 2.05e-07, 6.28e-08, 9.07e-07, 1.74e-06, 3.14e-06, 9.85e-07, 1.68e-08, 8.34e-09, 0.00e+00, 1.09e-07, 3.34e-10, 1.75e-08, 1.52e-08, 1.11e-07]    []  
669900    [1.34e-06, 1.60e-06, 2.04e-06, 2.94e-06, 2.31e-06, 2.88e-06, 2.62e-06, 5.77e-05, 2.63e-07, 4.59e-06, 5.14e-05, 6.82e-05, 3.96e-05, 7.81e-05, 1.83e-07, 0.00e+00, 8.42e-07, 6.91e-09, 1.12e-05, 4.35e-09, 5.96e-05, 2.44e-08]    [1.34e-06, 1.60e-06, 2.04e-06, 2.94e-06, 2.31e-06, 2.88e-06, 2.62e-06, 5.77e-05, 2.63e-07, 4.59e-06, 5.14e-05, 6.82e-05, 3.96e-05, 7.81e-05, 1.83e-07, 0.00e+00, 8.42e-07, 6.91e-09, 1.12e-05, 4.35e-09, 5.96e-05, 2.44e-08]    []  
670000    [1.78e-07, 5.41e-07, 6.37e-07, 4.21e-07, 4.59e-07, 1.61e-06, 1.98e-07, 1.51e-08, 1.86e-10, 2.55e-09, 4.37e-07, 1.03e-06, 6.87e-07, 1.13e-07, 1.26e-10, 2.37e-09, 0.00e+00, 3.66e-11, 0.00e+00, 2.00e-12, 6.72e-08, 4.19e-10]    [1.78e-07, 5.41e-07, 6.37e-07, 4.21e-07, 4.59e-07, 1.61e-06, 1.98e-07, 1.51e-08, 1.86e-10, 2.55e-09, 4.37e-07, 1.03e-06, 6.87e-07, 1.13e-07, 1.26e-10, 2.37e-09, 0.00e+00, 3.66e-11, 0.00e+00, 2.00e-12, 6.72e-08, 4.19e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 46.240341 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
670000    [1.78e-07, 5.41e-07, 6.37e-07, 4.21e-07, 4.59e-07, 1.61e-06, 1.98e-07, 1.51e-08, 1.86e-10, 2.55e-09, 4.37e-07, 1.03e-06, 6.87e-07, 1.13e-07, 1.26e-10, 2.37e-09, 0.00e+00, 3.66e-11, 0.00e+00, 2.00e-12, 6.72e-08, 4.19e-10]    [1.78e-07, 5.41e-07, 6.37e-07, 4.21e-07, 4.59e-07, 1.61e-06, 1.98e-07, 1.51e-08, 1.86e-10, 2.55e-09, 4.37e-07, 1.03e-06, 6.87e-07, 1.13e-07, 1.26e-10, 2.37e-09, 0.00e+00, 3.66e-11, 0.00e+00, 2.00e-12, 6.72e-08, 4.19e-10]    []  
670100    [7.94e-07, 7.17e-07, 7.34e-07, 7.51e-07, 7.60e-07, 1.38e-06, 4.01e-07, 3.84e-08, 1.44e-05, 1.89e-06, 6.30e-06, 9.16e-06, 2.80e-05, 1.60e-05, 1.17e-08, 3.85e-07, 4.89e-07, 1.64e-07, 4.72e-07, 0.00e+00, 2.96e-06, 1.42e-05]    [7.94e-07, 7.17e-07, 7.34e-07, 7.51e-07, 7.60e-07, 1.38e-06, 4.01e-07, 3.84e-08, 1.44e-05, 1.89e-06, 6.30e-06, 9.16e-06, 2.80e-05, 1.60e-05, 1.17e-08, 3.85e-07, 4.89e-07, 1.64e-07, 4.72e-07, 0.00e+00, 2.96e-06, 1.42e-05]    []  
670200    [1.89e-07, 5.18e-07, 5.79e-07, 4.11e-07, 4.27e-07, 1.63e-06, 2.06e-07, 2.23e-07, 1.49e-09, 6.95e-09, 4.05e-07, 8.47e-07, 6.32e-07, 2.14e-07, 7.21e-09, 8.03e-09, 4.95e-09, 5.83e-09, 0.00e+00, 4.25e-11, 3.88e-07, 4.12e-10]    [1.89e-07, 5.18e-07, 5.79e-07, 4.11e-07, 4.27e-07, 1.63e-06, 2.06e-07, 2.23e-07, 1.49e-09, 6.95e-09, 4.05e-07, 8.47e-07, 6.32e-07, 2.14e-07, 7.21e-09, 8.03e-09, 4.95e-09, 5.83e-09, 0.00e+00, 4.25e-11, 3.88e-07, 4.12e-10]    []  
670300    [2.35e-07, 5.25e-07, 8.34e-07, 4.60e-07, 5.34e-07, 1.66e-06, 2.14e-07, 7.15e-07, 4.78e-07, 1.08e-07, 7.69e-07, 1.73e-06, 1.12e-06, 2.23e-06, 1.38e-08, 3.68e-09, 0.00e+00, 9.58e-08, 5.30e-08, 4.02e-08, 3.53e-07, 2.56e-07]    [2.35e-07, 5.25e-07, 8.34e-07, 4.60e-07, 5.34e-07, 1.66e-06, 2.14e-07, 7.15e-07, 4.78e-07, 1.08e-07, 7.69e-07, 1.73e-06, 1.12e-06, 2.23e-06, 1.38e-08, 3.68e-09, 0.00e+00, 9.58e-08, 5.30e-08, 4.02e-08, 3.53e-07, 2.56e-07]    []  
670400    [1.12e-05, 3.43e-06, 1.37e-06, 1.85e-06, 9.82e-07, 2.69e-06, 5.12e-07, 1.67e-06, 2.82e-09, 1.24e-05, 1.90e-05, 8.98e-05, 1.49e-04, 5.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.40e-12, 7.22e-06, 4.89e-10]    [1.12e-05, 3.43e-06, 1.37e-06, 1.85e-06, 9.82e-07, 2.69e-06, 5.12e-07, 1.67e-06, 2.82e-09, 1.24e-05, 1.90e-05, 8.98e-05, 1.49e-04, 5.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.40e-12, 7.22e-06, 4.89e-10]    []  
670500    [1.96e-07, 5.78e-07, 7.11e-07, 4.34e-07, 4.93e-07, 1.62e-06, 2.20e-07, 4.30e-07, 2.78e-08, 1.12e-08, 5.88e-07, 1.10e-06, 7.89e-07, 1.26e-07, 4.03e-09, 3.45e-09, 0.00e+00, 4.82e-09, 3.59e-08, 0.00e+00, 2.32e-07, 4.07e-09]    [1.96e-07, 5.78e-07, 7.11e-07, 4.34e-07, 4.93e-07, 1.62e-06, 2.20e-07, 4.30e-07, 2.78e-08, 1.12e-08, 5.88e-07, 1.10e-06, 7.89e-07, 1.26e-07, 4.03e-09, 3.45e-09, 0.00e+00, 4.82e-09, 3.59e-08, 0.00e+00, 2.32e-07, 4.07e-09]    []  
670600    [1.81e-06, 9.93e-07, 2.09e-06, 4.20e-06, 1.52e-06, 2.49e-06, 1.81e-06, 8.71e-05, 3.84e-07, 1.44e-06, 1.39e-05, 2.92e-05, 7.14e-05, 2.99e-05, 4.73e-11, 0.00e+00, 1.51e-09, 6.86e-08, 9.33e-06, 0.00e+00, 5.13e-05, 9.54e-08]    [1.81e-06, 9.93e-07, 2.09e-06, 4.20e-06, 1.52e-06, 2.49e-06, 1.81e-06, 8.71e-05, 3.84e-07, 1.44e-06, 1.39e-05, 2.92e-05, 7.14e-05, 2.99e-05, 4.73e-11, 0.00e+00, 1.51e-09, 6.86e-08, 9.33e-06, 0.00e+00, 5.13e-05, 9.54e-08]    []  
670700    [1.85e-07, 5.41e-07, 6.10e-07, 4.18e-07, 4.57e-07, 1.63e-06, 2.02e-07, 1.06e-10, 1.39e-09, 7.32e-10, 4.12e-07, 8.76e-07, 6.35e-07, 2.51e-08, 3.68e-09, 5.48e-09, 9.49e-11, 1.64e-09, 1.29e-09, 3.86e-10, 1.46e-08, 2.31e-09]    [1.85e-07, 5.41e-07, 6.10e-07, 4.18e-07, 4.57e-07, 1.63e-06, 2.02e-07, 1.06e-10, 1.39e-09, 7.32e-10, 4.12e-07, 8.76e-07, 6.35e-07, 2.51e-08, 3.68e-09, 5.48e-09, 9.49e-11, 1.64e-09, 1.29e-09, 3.86e-10, 1.46e-08, 2.31e-09]    []  
670800    [9.39e-07, 1.12e-06, 1.33e-06, 1.56e-06, 9.67e-07, 1.86e-06, 4.20e-07, 6.54e-05, 4.09e-06, 1.63e-07, 4.30e-06, 7.69e-06, 5.30e-06, 6.09e-06, 9.95e-08, 6.36e-08, 0.00e+00, 9.24e-09, 2.84e-06, 2.69e-06, 1.64e-05, 1.19e-05]    [9.39e-07, 1.12e-06, 1.33e-06, 1.56e-06, 9.67e-07, 1.86e-06, 4.20e-07, 6.54e-05, 4.09e-06, 1.63e-07, 4.30e-06, 7.69e-06, 5.30e-06, 6.09e-06, 9.95e-08, 6.36e-08, 0.00e+00, 9.24e-09, 2.84e-06, 2.69e-06, 1.64e-05, 1.19e-05]    []  
670900    [1.94e-07, 5.98e-07, 7.29e-07, 4.57e-07, 4.72e-07, 1.65e-06, 1.99e-07, 6.62e-09, 1.63e-08, 1.92e-12, 4.04e-07, 8.78e-07, 6.22e-07, 2.65e-09, 2.22e-09, 3.00e-09, 5.02e-10, 1.71e-09, 4.44e-09, 0.00e+00, 3.06e-08, 7.84e-09]    [1.94e-07, 5.98e-07, 7.29e-07, 4.57e-07, 4.72e-07, 1.65e-06, 1.99e-07, 6.62e-09, 1.63e-08, 1.92e-12, 4.04e-07, 8.78e-07, 6.22e-07, 2.65e-09, 2.22e-09, 3.00e-09, 5.02e-10, 1.71e-09, 4.44e-09, 0.00e+00, 3.06e-08, 7.84e-09]    []  
671000    [1.16e-05, 2.51e-06, 1.83e-06, 4.76e-06, 3.31e-06, 2.66e-06, 2.81e-06, 1.04e-05, 2.70e-05, 1.82e-05, 4.78e-05, 1.12e-04, 3.07e-04, 6.95e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.91e-06, 1.71e-05, 1.76e-05]    [1.16e-05, 2.51e-06, 1.83e-06, 4.76e-06, 3.31e-06, 2.66e-06, 2.81e-06, 1.04e-05, 2.70e-05, 1.82e-05, 4.78e-05, 1.12e-04, 3.07e-04, 6.95e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.91e-06, 1.71e-05, 1.76e-05]    []  
671100    [1.88e-07, 5.49e-07, 6.34e-07, 4.25e-07, 4.54e-07, 1.64e-06, 2.05e-07, 8.75e-08, 7.79e-09, 4.07e-10, 4.17e-07, 8.74e-07, 6.27e-07, 1.45e-08, 2.02e-09, 4.17e-09, 0.00e+00, 2.68e-09, 4.85e-10, 6.97e-10, 1.28e-08, 4.69e-09]    [1.88e-07, 5.49e-07, 6.34e-07, 4.25e-07, 4.54e-07, 1.64e-06, 2.05e-07, 8.75e-08, 7.79e-09, 4.07e-10, 4.17e-07, 8.74e-07, 6.27e-07, 1.45e-08, 2.02e-09, 4.17e-09, 0.00e+00, 2.68e-09, 4.85e-10, 6.97e-10, 1.28e-08, 4.69e-09]    []  
671200    [7.75e-06, 2.55e-06, 1.51e-06, 8.13e-07, 1.09e-06, 2.13e-06, 8.37e-07, 5.60e-06, 3.43e-08, 5.64e-06, 9.51e-06, 3.67e-05, 2.68e-05, 1.74e-04, 2.05e-06, 3.21e-06, 8.50e-07, 6.64e-07, 1.44e-06, 2.70e-09, 8.79e-06, 1.93e-08]    [7.75e-06, 2.55e-06, 1.51e-06, 8.13e-07, 1.09e-06, 2.13e-06, 8.37e-07, 5.60e-06, 3.43e-08, 5.64e-06, 9.51e-06, 3.67e-05, 2.68e-05, 1.74e-04, 2.05e-06, 3.21e-06, 8.50e-07, 6.64e-07, 1.44e-06, 2.70e-09, 8.79e-06, 1.93e-08]    []  
671300    [1.78e-07, 5.22e-07, 5.77e-07, 4.15e-07, 4.27e-07, 1.63e-06, 1.96e-07, 5.22e-10, 6.18e-11, 4.52e-10, 4.05e-07, 8.43e-07, 6.32e-07, 1.80e-08, 2.45e-09, 4.76e-09, 1.60e-09, 2.93e-09, 5.42e-09, 9.96e-11, 3.49e-08, 6.12e-10]    [1.78e-07, 5.22e-07, 5.77e-07, 4.15e-07, 4.27e-07, 1.63e-06, 1.96e-07, 5.22e-10, 6.18e-11, 4.52e-10, 4.05e-07, 8.43e-07, 6.32e-07, 1.80e-08, 2.45e-09, 4.76e-09, 1.60e-09, 2.93e-09, 5.42e-09, 9.96e-11, 3.49e-08, 6.12e-10]    []  
671400    [2.48e-07, 5.54e-07, 7.93e-07, 5.03e-07, 4.88e-07, 1.60e-06, 2.13e-07, 1.50e-07, 2.35e-07, 2.14e-08, 6.04e-07, 1.73e-06, 2.16e-06, 1.14e-06, 6.17e-09, 1.46e-09, 0.00e+00, 7.02e-09, 1.84e-09, 9.60e-08, 1.56e-08, 5.43e-07]    [2.48e-07, 5.54e-07, 7.93e-07, 5.03e-07, 4.88e-07, 1.60e-06, 2.13e-07, 1.50e-07, 2.35e-07, 2.14e-08, 6.04e-07, 1.73e-06, 2.16e-06, 1.14e-06, 6.17e-09, 1.46e-09, 0.00e+00, 7.02e-09, 1.84e-09, 9.60e-08, 1.56e-08, 5.43e-07]    []  
671500    [7.79e-06, 1.65e-06, 1.46e-06, 1.15e-06, 1.14e-06, 2.51e-06, 5.25e-07, 1.13e-06, 2.57e-04, 1.41e-05, 2.01e-05, 5.35e-05, 1.43e-04, 4.42e-04, 5.41e-06, 3.71e-06, 3.65e-06, 2.46e-06, 1.39e-07, 0.00e+00, 9.47e-07, 1.03e-04]    [7.79e-06, 1.65e-06, 1.46e-06, 1.15e-06, 1.14e-06, 2.51e-06, 5.25e-07, 1.13e-06, 2.57e-04, 1.41e-05, 2.01e-05, 5.35e-05, 1.43e-04, 4.42e-04, 5.41e-06, 3.71e-06, 3.65e-06, 2.46e-06, 1.39e-07, 0.00e+00, 9.47e-07, 1.03e-04]    []  
671600    [1.76e-07, 5.44e-07, 5.79e-07, 4.16e-07, 4.51e-07, 1.61e-06, 2.29e-07, 3.14e-07, 1.22e-08, 1.25e-08, 4.20e-07, 1.11e-06, 7.91e-07, 6.14e-07, 4.45e-10, 5.45e-10, 0.00e+00, 8.12e-14, 1.39e-08, 8.26e-10, 8.35e-08, 5.18e-09]    [1.76e-07, 5.44e-07, 5.79e-07, 4.16e-07, 4.51e-07, 1.61e-06, 2.29e-07, 3.14e-07, 1.22e-08, 1.25e-08, 4.20e-07, 1.11e-06, 7.91e-07, 6.14e-07, 4.45e-10, 5.45e-10, 0.00e+00, 8.12e-14, 1.39e-08, 8.26e-10, 8.35e-08, 5.18e-09]    []  
671700    [2.20e-06, 9.47e-07, 1.00e-06, 6.74e-07, 8.22e-07, 1.62e-06, 8.11e-07, 6.50e-06, 3.66e-08, 2.70e-07, 1.08e-05, 3.37e-05, 1.60e-05, 3.79e-05, 1.71e-07, 2.27e-06, 0.00e+00, 3.69e-07, 7.96e-07, 2.68e-10, 5.07e-06, 8.24e-10]    [2.20e-06, 9.47e-07, 1.00e-06, 6.74e-07, 8.22e-07, 1.62e-06, 8.11e-07, 6.50e-06, 3.66e-08, 2.70e-07, 1.08e-05, 3.37e-05, 1.60e-05, 3.79e-05, 1.71e-07, 2.27e-06, 0.00e+00, 3.69e-07, 7.96e-07, 2.68e-10, 5.07e-06, 8.24e-10]    []  
671800    [2.87e-07, 5.99e-07, 5.69e-07, 4.06e-07, 3.95e-07, 1.61e-06, 2.08e-07, 7.08e-08, 4.67e-11, 1.76e-07, 5.90e-07, 2.09e-06, 2.43e-06, 7.08e-06, 0.00e+00, 6.20e-10, 2.18e-09, 0.00e+00, 0.00e+00, 7.82e-12, 1.71e-08, 3.10e-10]    [2.87e-07, 5.99e-07, 5.69e-07, 4.06e-07, 3.95e-07, 1.61e-06, 2.08e-07, 7.08e-08, 4.67e-11, 1.76e-07, 5.90e-07, 2.09e-06, 2.43e-06, 7.08e-06, 0.00e+00, 6.20e-10, 2.18e-09, 0.00e+00, 0.00e+00, 7.82e-12, 1.71e-08, 3.10e-10]    []  
671900    [1.94e-07, 5.59e-07, 6.95e-07, 4.47e-07, 4.98e-07, 1.62e-06, 2.21e-07, 8.16e-08, 5.35e-09, 2.95e-08, 5.05e-07, 1.12e-06, 1.04e-06, 6.12e-07, 1.11e-08, 2.36e-09, 6.56e-09, 2.03e-09, 1.36e-08, 1.24e-12, 8.30e-08, 6.75e-10]    [1.94e-07, 5.59e-07, 6.95e-07, 4.47e-07, 4.98e-07, 1.62e-06, 2.21e-07, 8.16e-08, 5.35e-09, 2.95e-08, 5.05e-07, 1.12e-06, 1.04e-06, 6.12e-07, 1.11e-08, 2.36e-09, 6.56e-09, 2.03e-09, 1.36e-08, 1.24e-12, 8.30e-08, 6.75e-10]    []  
672000    [1.06e-05, 2.89e-06, 2.41e-06, 1.06e-05, 2.88e-06, 3.12e-06, 3.40e-06, 1.09e-04, 5.05e-07, 1.91e-05, 2.89e-05, 7.83e-05, 1.93e-04, 4.53e-04, 0.00e+00, 0.00e+00, 1.37e-08, 1.15e-08, 1.56e-05, 0.00e+00, 8.33e-05, 6.73e-07]    [1.06e-05, 2.89e-06, 2.41e-06, 1.06e-05, 2.88e-06, 3.12e-06, 3.40e-06, 1.09e-04, 5.05e-07, 1.91e-05, 2.89e-05, 7.83e-05, 1.93e-04, 4.53e-04, 0.00e+00, 0.00e+00, 1.37e-08, 1.15e-08, 1.56e-05, 0.00e+00, 8.33e-05, 6.73e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 40.584165 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
672000    [1.06e-05, 2.89e-06, 2.41e-06, 1.06e-05, 2.88e-06, 3.12e-06, 3.40e-06, 1.09e-04, 5.05e-07, 1.91e-05, 2.89e-05, 7.83e-05, 1.93e-04, 4.53e-04, 0.00e+00, 0.00e+00, 1.37e-08, 1.15e-08, 1.56e-05, 0.00e+00, 8.33e-05, 6.73e-07]    [1.06e-05, 2.89e-06, 2.41e-06, 1.06e-05, 2.88e-06, 3.12e-06, 3.40e-06, 1.09e-04, 5.05e-07, 1.91e-05, 2.89e-05, 7.83e-05, 1.93e-04, 4.53e-04, 0.00e+00, 0.00e+00, 1.37e-08, 1.15e-08, 1.56e-05, 0.00e+00, 8.33e-05, 6.73e-07]    []  
672100    [1.85e-07, 5.52e-07, 6.50e-07, 4.26e-07, 4.54e-07, 1.62e-06, 1.98e-07, 1.62e-07, 4.70e-09, 6.62e-10, 4.40e-07, 9.48e-07, 6.71e-07, 1.21e-08, 1.01e-09, 2.89e-09, 0.00e+00, 1.52e-09, 0.00e+00, 0.00e+00, 8.90e-08, 4.33e-09]    [1.85e-07, 5.52e-07, 6.50e-07, 4.26e-07, 4.54e-07, 1.62e-06, 1.98e-07, 1.62e-07, 4.70e-09, 6.62e-10, 4.40e-07, 9.48e-07, 6.71e-07, 1.21e-08, 1.01e-09, 2.89e-09, 0.00e+00, 1.52e-09, 0.00e+00, 0.00e+00, 8.90e-08, 4.33e-09]    []  
672200    [5.34e-07, 8.10e-07, 6.92e-07, 5.72e-07, 5.37e-07, 1.67e-06, 3.92e-07, 2.31e-05, 2.07e-08, 2.39e-07, 3.78e-06, 1.39e-05, 4.51e-06, 1.41e-05, 6.50e-10, 7.42e-08, 0.00e+00, 7.19e-08, 0.00e+00, 4.45e-09, 1.09e-05, 2.95e-08]    [5.34e-07, 8.10e-07, 6.92e-07, 5.72e-07, 5.37e-07, 1.67e-06, 3.92e-07, 2.31e-05, 2.07e-08, 2.39e-07, 3.78e-06, 1.39e-05, 4.51e-06, 1.41e-05, 6.50e-10, 7.42e-08, 0.00e+00, 7.19e-08, 0.00e+00, 4.45e-09, 1.09e-05, 2.95e-08]    []  
672300    [1.83e-07, 5.46e-07, 5.78e-07, 4.32e-07, 4.39e-07, 1.63e-06, 2.03e-07, 2.25e-07, 6.31e-06, 8.88e-09, 4.16e-07, 8.63e-07, 5.66e-07, 8.22e-08, 8.69e-09, 3.93e-09, 5.47e-09, 1.37e-09, 7.33e-09, 0.00e+00, 4.57e-08, 1.21e-05]    [1.83e-07, 5.46e-07, 5.78e-07, 4.32e-07, 4.39e-07, 1.63e-06, 2.03e-07, 2.25e-07, 6.31e-06, 8.88e-09, 4.16e-07, 8.63e-07, 5.66e-07, 8.22e-08, 8.69e-09, 3.93e-09, 5.47e-09, 1.37e-09, 7.33e-09, 0.00e+00, 4.57e-08, 1.21e-05]    []  
672400    [2.93e-07, 5.31e-07, 8.10e-07, 4.76e-07, 5.20e-07, 1.67e-06, 2.23e-07, 6.37e-09, 3.66e-08, 2.44e-07, 8.74e-07, 1.53e-06, 1.75e-06, 3.59e-06, 3.73e-08, 1.40e-08, 0.00e+00, 1.35e-07, 0.00e+00, 0.00e+00, 1.53e-07, 1.90e-08]    [2.93e-07, 5.31e-07, 8.10e-07, 4.76e-07, 5.20e-07, 1.67e-06, 2.23e-07, 6.37e-09, 3.66e-08, 2.44e-07, 8.74e-07, 1.53e-06, 1.75e-06, 3.59e-06, 3.73e-08, 1.40e-08, 0.00e+00, 1.35e-07, 0.00e+00, 0.00e+00, 1.53e-07, 1.90e-08]    []  
672500    [3.07e-07, 6.06e-07, 5.54e-07, 4.14e-07, 3.80e-07, 1.62e-06, 1.98e-07, 1.11e-08, 5.64e-11, 1.95e-07, 6.54e-07, 2.22e-06, 2.96e-06, 8.27e-06, 0.00e+00, 4.06e-10, 3.06e-09, 0.00e+00, 0.00e+00, 8.16e-13, 5.34e-08, 7.14e-10]    [3.07e-07, 6.06e-07, 5.54e-07, 4.14e-07, 3.80e-07, 1.62e-06, 1.98e-07, 1.11e-08, 5.64e-11, 1.95e-07, 6.54e-07, 2.22e-06, 2.96e-06, 8.27e-06, 0.00e+00, 4.06e-10, 3.06e-09, 0.00e+00, 0.00e+00, 8.16e-13, 5.34e-08, 7.14e-10]    []  
672600    [1.97e-07, 6.12e-07, 7.82e-07, 4.88e-07, 5.06e-07, 1.62e-06, 2.09e-07, 4.18e-09, 7.41e-10, 7.60e-11, 5.59e-07, 1.27e-06, 1.04e-06, 5.26e-08, 3.76e-09, 3.29e-09, 0.00e+00, 3.99e-10, 3.73e-10, 3.07e-10, 1.06e-08, 1.85e-09]    [1.97e-07, 6.12e-07, 7.82e-07, 4.88e-07, 5.06e-07, 1.62e-06, 2.09e-07, 4.18e-09, 7.41e-10, 7.60e-11, 5.59e-07, 1.27e-06, 1.04e-06, 5.26e-08, 3.76e-09, 3.29e-09, 0.00e+00, 3.99e-10, 3.73e-10, 3.07e-10, 1.06e-08, 1.85e-09]    []  
672700    [3.98e-06, 1.03e-06, 8.75e-07, 7.70e-07, 7.97e-07, 2.10e-06, 3.29e-07, 2.12e-06, 9.85e-10, 5.16e-06, 9.14e-06, 2.89e-05, 5.58e-05, 1.94e-04, 2.42e-06, 1.98e-06, 1.52e-06, 1.40e-06, 3.33e-07, 1.92e-11, 2.21e-06, 2.56e-10]    [3.98e-06, 1.03e-06, 8.75e-07, 7.70e-07, 7.97e-07, 2.10e-06, 3.29e-07, 2.12e-06, 9.85e-10, 5.16e-06, 9.14e-06, 2.89e-05, 5.58e-05, 1.94e-04, 2.42e-06, 1.98e-06, 1.52e-06, 1.40e-06, 3.33e-07, 1.92e-11, 2.21e-06, 2.56e-10]    []  
672800    [1.82e-07, 5.80e-07, 6.79e-07, 4.70e-07, 4.68e-07, 1.61e-06, 2.87e-07, 4.03e-08, 1.20e-07, 8.52e-10, 5.01e-07, 1.02e-06, 8.63e-07, 1.24e-07, 1.14e-08, 3.04e-09, 0.00e+00, 9.30e-09, 0.00e+00, 6.55e-10, 4.95e-08, 4.70e-08]    [1.82e-07, 5.80e-07, 6.79e-07, 4.70e-07, 4.68e-07, 1.61e-06, 2.87e-07, 4.03e-08, 1.20e-07, 8.52e-10, 5.01e-07, 1.02e-06, 8.63e-07, 1.24e-07, 1.14e-08, 3.04e-09, 0.00e+00, 9.30e-09, 0.00e+00, 6.55e-10, 4.95e-08, 4.70e-08]    []  
672900    [7.30e-05, 1.25e-05, 7.26e-06, 9.26e-06, 9.85e-06, 9.52e-06, 5.51e-06, 3.42e-05, 3.83e-09, 1.38e-04, 1.97e-04, 7.25e-04, 9.63e-04, 4.61e-03, 7.54e-05, 1.01e-04, 3.28e-05, 2.75e-05, 1.18e-05, 3.90e-09, 6.23e-05, 2.58e-08]    [7.30e-05, 1.25e-05, 7.26e-06, 9.26e-06, 9.85e-06, 9.52e-06, 5.51e-06, 3.42e-05, 3.83e-09, 1.38e-04, 1.97e-04, 7.25e-04, 9.63e-04, 4.61e-03, 7.54e-05, 1.01e-04, 3.28e-05, 2.75e-05, 1.18e-05, 3.90e-09, 6.23e-05, 2.58e-08]    []  
673000    [1.86e-07, 5.18e-07, 6.34e-07, 4.24e-07, 4.46e-07, 1.63e-06, 2.44e-07, 2.26e-08, 1.86e-10, 8.60e-09, 4.57e-07, 9.40e-07, 8.46e-07, 2.75e-07, 5.55e-09, 6.02e-09, 1.89e-09, 3.06e-09, 0.00e+00, 4.06e-11, 1.50e-07, 4.15e-10]    [1.86e-07, 5.18e-07, 6.34e-07, 4.24e-07, 4.46e-07, 1.63e-06, 2.44e-07, 2.26e-08, 1.86e-10, 8.60e-09, 4.57e-07, 9.40e-07, 8.46e-07, 2.75e-07, 5.55e-09, 6.02e-09, 1.89e-09, 3.06e-09, 0.00e+00, 4.06e-11, 1.50e-07, 4.15e-10]    []  
673100    [7.86e-07, 7.15e-07, 6.26e-07, 5.39e-07, 4.75e-07, 1.59e-06, 3.90e-07, 1.12e-05, 2.52e-10, 1.53e-06, 5.94e-06, 9.54e-06, 4.21e-06, 3.16e-05, 3.71e-10, 5.68e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-12, 1.71e-05, 2.43e-08]    [7.86e-07, 7.15e-07, 6.26e-07, 5.39e-07, 4.75e-07, 1.59e-06, 3.90e-07, 1.12e-05, 2.52e-10, 1.53e-06, 5.94e-06, 9.54e-06, 4.21e-06, 3.16e-05, 3.71e-10, 5.68e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-12, 1.71e-05, 2.43e-08]    []  
673200    [6.03e-07, 6.86e-07, 6.06e-07, 4.38e-07, 3.92e-07, 1.63e-06, 2.15e-07, 2.80e-07, 4.14e-11, 5.49e-07, 1.27e-06, 4.69e-06, 7.96e-06, 2.32e-05, 0.00e+00, 5.01e-12, 4.10e-10, 0.00e+00, 0.00e+00, 2.10e-11, 3.00e-07, 3.26e-10]    [6.03e-07, 6.86e-07, 6.06e-07, 4.38e-07, 3.92e-07, 1.63e-06, 2.15e-07, 2.80e-07, 4.14e-11, 5.49e-07, 1.27e-06, 4.69e-06, 7.96e-06, 2.32e-05, 0.00e+00, 5.01e-12, 4.10e-10, 0.00e+00, 0.00e+00, 2.10e-11, 3.00e-07, 3.26e-10]    []  
673300    [1.96e-07, 5.54e-07, 7.20e-07, 4.59e-07, 4.83e-07, 1.60e-06, 2.25e-07, 2.79e-07, 5.26e-07, 1.86e-09, 6.85e-07, 1.38e-06, 1.13e-06, 3.94e-07, 2.62e-09, 4.03e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.98e-08, 1.94e-07, 1.22e-07]    [1.96e-07, 5.54e-07, 7.20e-07, 4.59e-07, 4.83e-07, 1.60e-06, 2.25e-07, 2.79e-07, 5.26e-07, 1.86e-09, 6.85e-07, 1.38e-06, 1.13e-06, 3.94e-07, 2.62e-09, 4.03e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.98e-08, 1.94e-07, 1.22e-07]    []  
673400    [5.34e-05, 8.46e-06, 5.56e-06, 8.58e-06, 9.60e-06, 4.48e-06, 5.74e-06, 2.78e-09, 1.64e-07, 6.57e-05, 1.09e-04, 4.75e-04, 7.28e-04, 2.81e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-06, 2.69e-07]    [5.34e-05, 8.46e-06, 5.56e-06, 8.58e-06, 9.60e-06, 4.48e-06, 5.74e-06, 2.78e-09, 1.64e-07, 6.57e-05, 1.09e-04, 4.75e-04, 7.28e-04, 2.81e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-06, 2.69e-07]    []  
673500    [1.82e-07, 5.63e-07, 6.98e-07, 4.40e-07, 4.69e-07, 1.63e-06, 2.05e-07, 3.66e-08, 6.33e-10, 1.63e-10, 4.09e-07, 9.55e-07, 6.65e-07, 4.31e-08, 4.41e-10, 2.64e-09, 0.00e+00, 1.38e-09, 3.23e-10, 1.29e-10, 1.14e-08, 7.81e-10]    [1.82e-07, 5.63e-07, 6.98e-07, 4.40e-07, 4.69e-07, 1.63e-06, 2.05e-07, 3.66e-08, 6.33e-10, 1.63e-10, 4.09e-07, 9.55e-07, 6.65e-07, 4.31e-08, 4.41e-10, 2.64e-09, 0.00e+00, 1.38e-09, 3.23e-10, 1.29e-10, 1.14e-08, 7.81e-10]    []  
673600    [2.77e-06, 3.70e-06, 5.99e-06, 8.11e-06, 3.29e-06, 4.59e-06, 3.54e-06, 1.42e-04, 1.36e-05, 6.76e-06, 5.13e-05, 7.24e-05, 8.26e-05, 6.68e-05, 7.49e-07, 1.36e-09, 1.70e-06, 7.12e-07, 0.00e+00, 0.00e+00, 9.64e-05, 2.06e-05]    [2.77e-06, 3.70e-06, 5.99e-06, 8.11e-06, 3.29e-06, 4.59e-06, 3.54e-06, 1.42e-04, 1.36e-05, 6.76e-06, 5.13e-05, 7.24e-05, 8.26e-05, 6.68e-05, 7.49e-07, 1.36e-09, 1.70e-06, 7.12e-07, 0.00e+00, 0.00e+00, 9.64e-05, 2.06e-05]    []  
673700    [1.95e-07, 6.01e-07, 7.72e-07, 4.55e-07, 4.81e-07, 1.64e-06, 2.02e-07, 8.99e-14, 9.70e-06, 1.16e-11, 4.27e-07, 9.16e-07, 6.67e-07, 3.45e-09, 2.38e-09, 3.32e-09, 0.00e+00, 3.17e-09, 1.15e-09, 1.06e-06, 1.38e-08, 5.17e-06]    [1.95e-07, 6.01e-07, 7.72e-07, 4.55e-07, 4.81e-07, 1.64e-06, 2.02e-07, 8.99e-14, 9.70e-06, 1.16e-11, 4.27e-07, 9.16e-07, 6.67e-07, 3.45e-09, 2.38e-09, 3.32e-09, 0.00e+00, 3.17e-09, 1.15e-09, 1.06e-06, 1.38e-08, 5.17e-06]    []  
673800    [2.19e-05, 4.54e-06, 2.75e-06, 8.62e-06, 4.40e-06, 3.88e-06, 4.41e-06, 2.26e-05, 1.75e-07, 3.22e-05, 8.68e-05, 2.36e-04, 6.13e-04, 1.08e-03, 0.00e+00, 0.00e+00, 4.76e-09, 0.00e+00, 0.00e+00, 0.00e+00, 6.27e-05, 8.96e-08]    [2.19e-05, 4.54e-06, 2.75e-06, 8.62e-06, 4.40e-06, 3.88e-06, 4.41e-06, 2.26e-05, 1.75e-07, 3.22e-05, 8.68e-05, 2.36e-04, 6.13e-04, 1.08e-03, 0.00e+00, 0.00e+00, 4.76e-09, 0.00e+00, 0.00e+00, 0.00e+00, 6.27e-05, 8.96e-08]    []  
673900    [1.81e-07, 5.30e-07, 6.45e-07, 4.34e-07, 4.53e-07, 1.63e-06, 1.98e-07, 1.10e-07, 5.94e-11, 3.15e-10, 4.05e-07, 8.92e-07, 6.33e-07, 1.67e-08, 3.33e-09, 5.77e-09, 0.00e+00, 3.32e-09, 0.00e+00, 7.43e-12, 3.67e-08, 2.59e-10]    [1.81e-07, 5.30e-07, 6.45e-07, 4.34e-07, 4.53e-07, 1.63e-06, 1.98e-07, 1.10e-07, 5.94e-11, 3.15e-10, 4.05e-07, 8.92e-07, 6.33e-07, 1.67e-08, 3.33e-09, 5.77e-09, 0.00e+00, 3.32e-09, 0.00e+00, 7.43e-12, 3.67e-08, 2.59e-10]    []  
674000    [1.65e-06, 9.49e-07, 1.12e-06, 5.55e-07, 6.41e-07, 1.70e-06, 5.72e-07, 1.98e-06, 3.57e-05, 5.00e-06, 1.63e-05, 2.05e-05, 7.55e-06, 5.82e-05, 8.72e-07, 1.04e-06, 1.12e-08, 5.36e-07, 0.00e+00, 0.00e+00, 4.90e-07, 1.90e-04]    [1.65e-06, 9.49e-07, 1.12e-06, 5.55e-07, 6.41e-07, 1.70e-06, 5.72e-07, 1.98e-06, 3.57e-05, 5.00e-06, 1.63e-05, 2.05e-05, 7.55e-06, 5.82e-05, 8.72e-07, 1.04e-06, 1.12e-08, 5.36e-07, 0.00e+00, 0.00e+00, 4.90e-07, 1.90e-04]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 46.491172 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
674000    [1.65e-06, 9.49e-07, 1.12e-06, 5.55e-07, 6.41e-07, 1.70e-06, 5.72e-07, 1.98e-06, 3.57e-05, 5.00e-06, 1.63e-05, 2.05e-05, 7.55e-06, 5.82e-05, 8.72e-07, 1.04e-06, 1.12e-08, 5.36e-07, 0.00e+00, 0.00e+00, 4.90e-07, 1.90e-04]    [1.65e-06, 9.49e-07, 1.12e-06, 5.55e-07, 6.41e-07, 1.70e-06, 5.72e-07, 1.98e-06, 3.57e-05, 5.00e-06, 1.63e-05, 2.05e-05, 7.55e-06, 5.82e-05, 8.72e-07, 1.04e-06, 1.12e-08, 5.36e-07, 0.00e+00, 0.00e+00, 4.90e-07, 1.90e-04]    []  
674100    [3.27e-07, 5.97e-07, 5.41e-07, 4.09e-07, 3.79e-07, 1.62e-06, 2.85e-07, 6.95e-08, 3.84e-09, 2.22e-07, 6.60e-07, 2.42e-06, 3.07e-06, 9.02e-06, 0.00e+00, 3.87e-10, 1.63e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.02e-07, 2.19e-09]    [3.27e-07, 5.97e-07, 5.41e-07, 4.09e-07, 3.79e-07, 1.62e-06, 2.85e-07, 6.95e-08, 3.84e-09, 2.22e-07, 6.60e-07, 2.42e-06, 3.07e-06, 9.02e-06, 0.00e+00, 3.87e-10, 1.63e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.02e-07, 2.19e-09]    []  
674200    [1.82e-07, 5.77e-07, 6.80e-07, 4.56e-07, 4.76e-07, 1.62e-06, 2.78e-07, 9.29e-08, 4.80e-10, 6.38e-09, 4.97e-07, 1.24e-06, 1.09e-06, 2.39e-07, 4.36e-09, 0.00e+00, 0.00e+00, 2.29e-10, 0.00e+00, 5.40e-12, 2.00e-07, 4.62e-10]    [1.82e-07, 5.77e-07, 6.80e-07, 4.56e-07, 4.76e-07, 1.62e-06, 2.78e-07, 9.29e-08, 4.80e-10, 6.38e-09, 4.97e-07, 1.24e-06, 1.09e-06, 2.39e-07, 4.36e-09, 0.00e+00, 0.00e+00, 2.29e-10, 0.00e+00, 5.40e-12, 2.00e-07, 4.62e-10]    []  
674300    [4.96e-05, 1.67e-05, 4.44e-06, 1.61e-05, 5.67e-06, 8.83e-06, 2.68e-06, 1.59e-04, 3.38e-09, 7.78e-05, 6.12e-05, 4.30e-04, 5.76e-04, 2.36e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.90e-04, 3.82e-08]    [4.96e-05, 1.67e-05, 4.44e-06, 1.61e-05, 5.67e-06, 8.83e-06, 2.68e-06, 1.59e-04, 3.38e-09, 7.78e-05, 6.12e-05, 4.30e-04, 5.76e-04, 2.36e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.90e-04, 3.82e-08]    []  
674400    [1.83e-07, 5.60e-07, 6.79e-07, 4.50e-07, 4.62e-07, 1.61e-06, 2.38e-07, 1.34e-08, 2.05e-10, 1.79e-09, 4.53e-07, 1.02e-06, 7.77e-07, 9.95e-08, 1.68e-09, 2.05e-09, 0.00e+00, 0.00e+00, 2.87e-09, 1.20e-10, 2.29e-08, 7.74e-10]    [1.83e-07, 5.60e-07, 6.79e-07, 4.50e-07, 4.62e-07, 1.61e-06, 2.38e-07, 1.34e-08, 2.05e-10, 1.79e-09, 4.53e-07, 1.02e-06, 7.77e-07, 9.95e-08, 1.68e-09, 2.05e-09, 0.00e+00, 0.00e+00, 2.87e-09, 1.20e-10, 2.29e-08, 7.74e-10]    []  
674500    [4.53e-06, 5.58e-06, 3.18e-06, 7.68e-06, 4.25e-06, 4.38e-06, 5.38e-06, 2.27e-05, 1.04e-07, 2.48e-05, 8.35e-05, 2.42e-04, 8.24e-05, 7.28e-04, 0.00e+00, 0.00e+00, 0.00e+00, 9.60e-08, 0.00e+00, 3.15e-09, 5.63e-06, 2.01e-08]    [4.53e-06, 5.58e-06, 3.18e-06, 7.68e-06, 4.25e-06, 4.38e-06, 5.38e-06, 2.27e-05, 1.04e-07, 2.48e-05, 8.35e-05, 2.42e-04, 8.24e-05, 7.28e-04, 0.00e+00, 0.00e+00, 0.00e+00, 9.60e-08, 0.00e+00, 3.15e-09, 5.63e-06, 2.01e-08]    []  
674600    [1.86e-07, 5.67e-07, 7.14e-07, 4.54e-07, 4.58e-07, 1.63e-06, 2.19e-07, 3.20e-08, 1.26e-08, 7.73e-10, 4.14e-07, 9.10e-07, 6.54e-07, 2.25e-08, 1.21e-09, 3.01e-09, 0.00e+00, 8.42e-10, 0.00e+00, 7.27e-09, 5.24e-08, 4.77e-08]    [1.86e-07, 5.67e-07, 7.14e-07, 4.54e-07, 4.58e-07, 1.63e-06, 2.19e-07, 3.20e-08, 1.26e-08, 7.73e-10, 4.14e-07, 9.10e-07, 6.54e-07, 2.25e-08, 1.21e-09, 3.01e-09, 0.00e+00, 8.42e-10, 0.00e+00, 7.27e-09, 5.24e-08, 4.77e-08]    []  
674700    [6.98e-06, 2.92e-06, 5.27e-06, 5.44e-06, 2.04e-06, 3.96e-06, 2.62e-06, 2.57e-06, 3.27e-08, 2.17e-05, 7.75e-05, 9.14e-05, 3.61e-04, 6.87e-04, 7.88e-06, 1.45e-06, 1.02e-05, 4.21e-06, 6.62e-06, 1.03e-09, 3.49e-05, 6.56e-09]    [6.98e-06, 2.92e-06, 5.27e-06, 5.44e-06, 2.04e-06, 3.96e-06, 2.62e-06, 2.57e-06, 3.27e-08, 2.17e-05, 7.75e-05, 9.14e-05, 3.61e-04, 6.87e-04, 7.88e-06, 1.45e-06, 1.02e-05, 4.21e-06, 6.62e-06, 1.03e-09, 3.49e-05, 6.56e-09]    []  
674800    [1.93e-07, 5.52e-07, 7.12e-07, 4.53e-07, 4.64e-07, 1.64e-06, 2.04e-07, 8.02e-08, 2.69e-09, 2.20e-09, 4.24e-07, 9.10e-07, 6.30e-07, 4.53e-08, 4.24e-09, 4.68e-09, 0.00e+00, 4.24e-09, 0.00e+00, 0.00e+00, 9.39e-08, 1.41e-09]    [1.93e-07, 5.52e-07, 7.12e-07, 4.53e-07, 4.64e-07, 1.64e-06, 2.04e-07, 8.02e-08, 2.69e-09, 2.20e-09, 4.24e-07, 9.10e-07, 6.30e-07, 4.53e-08, 4.24e-09, 4.68e-09, 0.00e+00, 4.24e-09, 0.00e+00, 0.00e+00, 9.39e-08, 1.41e-09]    []  
674900    [3.79e-06, 1.40e-06, 1.65e-06, 5.09e-06, 2.11e-06, 2.39e-06, 2.37e-06, 9.48e-05, 1.60e-04, 2.79e-06, 6.12e-05, 6.34e-05, 2.24e-04, 1.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.34e-08, 5.42e-06, 3.62e-05, 3.10e-05, 1.43e-04]    [3.79e-06, 1.40e-06, 1.65e-06, 5.09e-06, 2.11e-06, 2.39e-06, 2.37e-06, 9.48e-05, 1.60e-04, 2.79e-06, 6.12e-05, 6.34e-05, 2.24e-04, 1.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.34e-08, 5.42e-06, 3.62e-05, 3.10e-05, 1.43e-04]    []  
675000    [1.83e-07, 5.28e-07, 6.38e-07, 4.35e-07, 4.41e-07, 1.63e-06, 2.03e-07, 2.98e-09, 2.30e-09, 3.53e-10, 4.07e-07, 8.85e-07, 6.26e-07, 5.02e-09, 3.03e-09, 5.07e-09, 1.09e-10, 1.15e-09, 0.00e+00, 0.00e+00, 6.61e-08, 4.38e-09]    [1.83e-07, 5.28e-07, 6.38e-07, 4.35e-07, 4.41e-07, 1.63e-06, 2.03e-07, 2.98e-09, 2.30e-09, 3.53e-10, 4.07e-07, 8.85e-07, 6.26e-07, 5.02e-09, 3.03e-09, 5.07e-09, 1.09e-10, 1.15e-09, 0.00e+00, 0.00e+00, 6.61e-08, 4.38e-09]    []  
675100    [1.46e-06, 8.69e-07, 1.07e-06, 7.06e-07, 5.77e-07, 1.73e-06, 4.91e-07, 2.08e-05, 3.85e-07, 1.04e-06, 4.99e-06, 1.31e-05, 4.45e-06, 3.12e-05, 5.89e-07, 6.34e-07, 0.00e+00, 2.30e-07, 1.57e-06, 1.88e-07, 9.62e-06, 1.00e-06]    [1.46e-06, 8.69e-07, 1.07e-06, 7.06e-07, 5.77e-07, 1.73e-06, 4.91e-07, 2.08e-05, 3.85e-07, 1.04e-06, 4.99e-06, 1.31e-05, 4.45e-06, 3.12e-05, 5.89e-07, 6.34e-07, 0.00e+00, 2.30e-07, 1.57e-06, 1.88e-07, 9.62e-06, 1.00e-06]    []  
675200    [1.80e-07, 5.30e-07, 5.88e-07, 4.24e-07, 4.21e-07, 1.64e-06, 1.97e-07, 2.00e-07, 1.04e-10, 7.98e-10, 4.06e-07, 8.13e-07, 6.24e-07, 4.64e-08, 4.37e-09, 6.64e-09, 5.35e-09, 3.64e-09, 2.08e-08, 4.79e-12, 1.29e-07, 3.48e-10]    [1.80e-07, 5.30e-07, 5.88e-07, 4.24e-07, 4.21e-07, 1.64e-06, 1.97e-07, 2.00e-07, 1.04e-10, 7.98e-10, 4.06e-07, 8.13e-07, 6.24e-07, 4.64e-08, 4.37e-09, 6.64e-09, 5.35e-09, 3.64e-09, 2.08e-08, 4.79e-12, 1.29e-07, 3.48e-10]    []  
675300    [2.18e-07, 4.87e-07, 7.77e-07, 5.30e-07, 4.83e-07, 1.65e-06, 2.63e-07, 2.26e-09, 9.41e-06, 4.24e-09, 1.06e-06, 1.58e-06, 3.13e-06, 1.56e-06, 4.04e-08, 1.39e-08, 3.44e-10, 8.96e-08, 1.23e-11, 2.28e-07, 2.17e-08, 1.17e-06]    [2.18e-07, 4.87e-07, 7.77e-07, 5.30e-07, 4.83e-07, 1.65e-06, 2.63e-07, 2.26e-09, 9.41e-06, 4.24e-09, 1.06e-06, 1.58e-06, 3.13e-06, 1.56e-06, 4.04e-08, 1.39e-08, 3.44e-10, 8.96e-08, 1.23e-11, 2.28e-07, 2.17e-08, 1.17e-06]    []  
675400    [2.87e-06, 1.31e-06, 7.70e-07, 7.42e-07, 4.71e-07, 1.85e-06, 2.52e-07, 3.65e-07, 3.82e-10, 3.07e-06, 5.03e-06, 2.25e-05, 3.83e-05, 1.30e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-11, 1.38e-06, 4.23e-10]    [2.87e-06, 1.31e-06, 7.70e-07, 7.42e-07, 4.71e-07, 1.85e-06, 2.52e-07, 3.65e-07, 3.82e-10, 3.07e-06, 5.03e-06, 2.25e-05, 3.83e-05, 1.30e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-11, 1.38e-06, 4.23e-10]    []  
675500    [1.84e-07, 5.50e-07, 7.21e-07, 4.66e-07, 4.82e-07, 1.62e-06, 2.26e-07, 7.27e-08, 8.89e-10, 8.47e-09, 5.11e-07, 1.01e-06, 9.22e-07, 1.37e-07, 7.53e-09, 8.13e-09, 0.00e+00, 1.82e-08, 0.00e+00, 0.00e+00, 2.91e-08, 2.52e-08]    [1.84e-07, 5.50e-07, 7.21e-07, 4.66e-07, 4.82e-07, 1.62e-06, 2.26e-07, 7.27e-08, 8.89e-10, 8.47e-09, 5.11e-07, 1.01e-06, 9.22e-07, 1.37e-07, 7.53e-09, 8.13e-09, 0.00e+00, 1.82e-08, 0.00e+00, 0.00e+00, 2.91e-08, 2.52e-08]    []  
675600    [1.42e-05, 3.75e-06, 3.15e-06, 5.36e-06, 5.98e-06, 3.54e-06, 3.98e-06, 3.83e-05, 4.91e-08, 5.02e-05, 1.12e-04, 2.45e-04, 9.15e-05, 1.11e-03, 0.00e+00, 0.00e+00, 2.74e-08, 0.00e+00, 6.53e-06, 0.00e+00, 3.62e-05, 7.52e-08]    [1.42e-05, 3.75e-06, 3.15e-06, 5.36e-06, 5.98e-06, 3.54e-06, 3.98e-06, 3.83e-05, 4.91e-08, 5.02e-05, 1.12e-04, 2.45e-04, 9.15e-05, 1.11e-03, 0.00e+00, 0.00e+00, 2.74e-08, 0.00e+00, 6.53e-06, 0.00e+00, 3.62e-05, 7.52e-08]    []  
675700    [1.81e-07, 5.68e-07, 7.13e-07, 4.50e-07, 4.67e-07, 1.63e-06, 2.09e-07, 2.23e-10, 1.69e-10, 4.87e-09, 4.24e-07, 9.63e-07, 6.92e-07, 8.36e-08, 6.79e-10, 2.65e-09, 0.00e+00, 7.90e-12, 5.36e-10, 9.68e-11, 1.12e-08, 6.15e-10]    [1.81e-07, 5.68e-07, 7.13e-07, 4.50e-07, 4.67e-07, 1.63e-06, 2.09e-07, 2.23e-10, 1.69e-10, 4.87e-09, 4.24e-07, 9.63e-07, 6.92e-07, 8.36e-08, 6.79e-10, 2.65e-09, 0.00e+00, 7.90e-12, 5.36e-10, 9.68e-11, 1.12e-08, 6.15e-10]    []  
675800    [5.02e-06, 3.02e-06, 2.85e-06, 3.06e-06, 1.41e-06, 2.46e-06, 1.69e-06, 2.00e-06, 1.29e-07, 1.17e-05, 1.97e-05, 6.95e-05, 1.53e-04, 4.57e-04, 1.02e-05, 2.48e-06, 2.99e-06, 1.99e-06, 1.41e-08, 0.00e+00, 1.18e-07, 9.66e-08]    [5.02e-06, 3.02e-06, 2.85e-06, 3.06e-06, 1.41e-06, 2.46e-06, 1.69e-06, 2.00e-06, 1.29e-07, 1.17e-05, 1.97e-05, 6.95e-05, 1.53e-04, 4.57e-04, 1.02e-05, 2.48e-06, 2.99e-06, 1.99e-06, 1.41e-08, 0.00e+00, 1.18e-07, 9.66e-08]    []  
675900    [1.75e-07, 5.28e-07, 6.18e-07, 4.21e-07, 4.41e-07, 1.63e-06, 1.99e-07, 1.54e-07, 9.67e-10, 8.30e-10, 4.08e-07, 8.81e-07, 6.24e-07, 1.26e-08, 8.97e-10, 3.81e-09, 4.26e-10, 6.35e-10, 5.63e-09, 7.05e-12, 3.68e-08, 5.53e-10]    [1.75e-07, 5.28e-07, 6.18e-07, 4.21e-07, 4.41e-07, 1.63e-06, 1.99e-07, 1.54e-07, 9.67e-10, 8.30e-10, 4.08e-07, 8.81e-07, 6.24e-07, 1.26e-08, 8.97e-10, 3.81e-09, 4.26e-10, 6.35e-10, 5.63e-09, 7.05e-12, 3.68e-08, 5.53e-10]    []  
676000    [4.84e-07, 5.58e-07, 8.65e-07, 5.24e-07, 5.12e-07, 1.65e-06, 2.30e-07, 7.99e-06, 3.45e-06, 3.53e-07, 3.22e-06, 5.17e-06, 2.94e-06, 1.83e-05, 8.33e-09, 0.00e+00, 0.00e+00, 3.14e-10, 0.00e+00, 1.71e-07, 5.13e-06, 9.36e-07]    [4.84e-07, 5.58e-07, 8.65e-07, 5.24e-07, 5.12e-07, 1.65e-06, 2.30e-07, 7.99e-06, 3.45e-06, 3.53e-07, 3.22e-06, 5.17e-06, 2.94e-06, 1.83e-05, 8.33e-09, 0.00e+00, 0.00e+00, 3.14e-10, 0.00e+00, 1.71e-07, 5.13e-06, 9.36e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 41.920324 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
676000    [4.84e-07, 5.58e-07, 8.65e-07, 5.24e-07, 5.12e-07, 1.65e-06, 2.30e-07, 7.99e-06, 3.45e-06, 3.53e-07, 3.22e-06, 5.17e-06, 2.94e-06, 1.83e-05, 8.33e-09, 0.00e+00, 0.00e+00, 3.14e-10, 0.00e+00, 1.71e-07, 5.13e-06, 9.36e-07]    [4.84e-07, 5.58e-07, 8.65e-07, 5.24e-07, 5.12e-07, 1.65e-06, 2.30e-07, 7.99e-06, 3.45e-06, 3.53e-07, 3.22e-06, 5.17e-06, 2.94e-06, 1.83e-05, 8.33e-09, 0.00e+00, 0.00e+00, 3.14e-10, 0.00e+00, 1.71e-07, 5.13e-06, 9.36e-07]    []  
676100    [2.48e-07, 5.29e-07, 6.04e-07, 4.38e-07, 4.35e-07, 1.66e-06, 2.25e-07, 6.44e-08, 2.52e-10, 7.28e-08, 5.30e-07, 1.15e-06, 1.40e-06, 2.73e-06, 4.24e-08, 3.04e-08, 2.12e-08, 3.21e-08, 3.69e-08, 6.58e-11, 2.38e-07, 4.93e-10]    [2.48e-07, 5.29e-07, 6.04e-07, 4.38e-07, 4.35e-07, 1.66e-06, 2.25e-07, 6.44e-08, 2.52e-10, 7.28e-08, 5.30e-07, 1.15e-06, 1.40e-06, 2.73e-06, 4.24e-08, 3.04e-08, 2.12e-08, 3.21e-08, 3.69e-08, 6.58e-11, 2.38e-07, 4.93e-10]    []  
676200    [1.97e-07, 5.92e-07, 7.63e-07, 4.75e-07, 5.33e-07, 1.64e-06, 2.14e-07, 4.37e-07, 1.07e-07, 4.47e-09, 5.74e-07, 1.16e-06, 8.75e-07, 1.90e-08, 5.13e-09, 3.54e-09, 2.78e-10, 2.42e-09, 2.25e-08, 3.74e-09, 1.38e-07, 2.42e-08]    [1.97e-07, 5.92e-07, 7.63e-07, 4.75e-07, 5.33e-07, 1.64e-06, 2.14e-07, 4.37e-07, 1.07e-07, 4.47e-09, 5.74e-07, 1.16e-06, 8.75e-07, 1.90e-08, 5.13e-09, 3.54e-09, 2.78e-10, 2.42e-09, 2.25e-08, 3.74e-09, 1.38e-07, 2.42e-08]    []  
676300    [5.29e-07, 5.25e-07, 6.11e-07, 4.53e-07, 4.50e-07, 1.70e-06, 2.11e-07, 1.70e-07, 8.27e-11, 4.08e-07, 1.33e-06, 2.92e-06, 6.47e-06, 1.63e-05, 1.80e-07, 1.35e-07, 1.26e-07, 1.31e-07, 9.15e-09, 1.01e-14, 5.64e-08, 1.25e-09]    [5.29e-07, 5.25e-07, 6.11e-07, 4.53e-07, 4.50e-07, 1.70e-06, 2.11e-07, 1.70e-07, 8.27e-11, 4.08e-07, 1.33e-06, 2.92e-06, 6.47e-06, 1.63e-05, 1.80e-07, 1.35e-07, 1.26e-07, 1.31e-07, 9.15e-09, 1.01e-14, 5.64e-08, 1.25e-09]    []  
676400    [1.84e-07, 5.43e-07, 7.16e-07, 4.56e-07, 4.79e-07, 1.64e-06, 2.09e-07, 1.66e-09, 1.37e-09, 1.91e-08, 5.04e-07, 1.09e-06, 1.16e-06, 2.14e-07, 8.00e-09, 2.68e-09, 4.22e-10, 2.65e-09, 8.46e-09, 2.19e-10, 5.08e-08, 1.29e-09]    [1.84e-07, 5.43e-07, 7.16e-07, 4.56e-07, 4.79e-07, 1.64e-06, 2.09e-07, 1.66e-09, 1.37e-09, 1.91e-08, 5.04e-07, 1.09e-06, 1.16e-06, 2.14e-07, 8.00e-09, 2.68e-09, 4.22e-10, 2.65e-09, 8.46e-09, 2.19e-10, 5.08e-08, 1.29e-09]    []  
676500    [9.11e-05, 1.58e-05, 8.21e-06, 1.17e-05, 1.24e-05, 1.18e-05, 6.34e-06, 7.56e-05, 3.84e-08, 1.71e-04, 2.49e-04, 9.18e-04, 1.25e-03, 5.80e-03, 1.01e-04, 1.28e-04, 4.24e-05, 3.78e-05, 2.50e-05, 1.58e-08, 1.25e-04, 9.76e-08]    [9.11e-05, 1.58e-05, 8.21e-06, 1.17e-05, 1.24e-05, 1.18e-05, 6.34e-06, 7.56e-05, 3.84e-08, 1.71e-04, 2.49e-04, 9.18e-04, 1.25e-03, 5.80e-03, 1.01e-04, 1.28e-04, 4.24e-05, 3.78e-05, 2.50e-05, 1.58e-08, 1.25e-04, 9.76e-08]    []  
676600    [2.01e-07, 6.14e-07, 7.83e-07, 4.62e-07, 5.11e-07, 1.65e-06, 2.07e-07, 6.69e-09, 3.76e-06, 5.97e-09, 6.02e-07, 1.12e-06, 1.22e-06, 1.40e-07, 5.62e-09, 1.26e-08, 4.50e-13, 8.27e-09, 8.62e-10, 0.00e+00, 1.28e-08, 7.66e-07]    [2.01e-07, 6.14e-07, 7.83e-07, 4.62e-07, 5.11e-07, 1.65e-06, 2.07e-07, 6.69e-09, 3.76e-06, 5.97e-09, 6.02e-07, 1.12e-06, 1.22e-06, 1.40e-07, 5.62e-09, 1.26e-08, 4.50e-13, 8.27e-09, 8.62e-10, 0.00e+00, 1.28e-08, 7.66e-07]    []  
676700    [9.07e-07, 8.23e-07, 6.13e-07, 5.06e-07, 3.74e-07, 1.69e-06, 2.17e-07, 1.93e-08, 6.18e-12, 9.57e-07, 1.66e-06, 7.29e-06, 1.12e-05, 3.95e-05, 0.00e+00, 0.00e+00, 9.23e-10, 0.00e+00, 0.00e+00, 9.24e-12, 2.80e-07, 2.81e-10]    [9.07e-07, 8.23e-07, 6.13e-07, 5.06e-07, 3.74e-07, 1.69e-06, 2.17e-07, 1.93e-08, 6.18e-12, 9.57e-07, 1.66e-06, 7.29e-06, 1.12e-05, 3.95e-05, 0.00e+00, 0.00e+00, 9.23e-10, 0.00e+00, 0.00e+00, 9.24e-12, 2.80e-07, 2.81e-10]    []  
676800    [1.77e-07, 5.47e-07, 6.88e-07, 4.32e-07, 4.64e-07, 1.65e-06, 2.04e-07, 4.07e-07, 6.79e-10, 5.02e-09, 4.30e-07, 1.12e-06, 7.95e-07, 3.53e-07, 2.56e-09, 0.00e+00, 0.00e+00, 2.39e-10, 0.00e+00, 8.47e-12, 1.08e-07, 2.81e-10]    [1.77e-07, 5.47e-07, 6.88e-07, 4.32e-07, 4.64e-07, 1.65e-06, 2.04e-07, 4.07e-07, 6.79e-10, 5.02e-09, 4.30e-07, 1.12e-06, 7.95e-07, 3.53e-07, 2.56e-09, 0.00e+00, 0.00e+00, 2.39e-10, 0.00e+00, 8.47e-12, 1.08e-07, 2.81e-10]    []  
676900    [3.60e-06, 2.27e-06, 2.72e-06, 2.68e-06, 1.38e-06, 2.06e-06, 1.75e-06, 2.06e-05, 1.04e-05, 6.95e-06, 1.98e-05, 5.04e-05, 1.55e-04, 3.11e-04, 4.88e-06, 1.57e-06, 2.42e-06, 1.44e-06, 0.00e+00, 0.00e+00, 6.95e-06, 1.39e-05]    [3.60e-06, 2.27e-06, 2.72e-06, 2.68e-06, 1.38e-06, 2.06e-06, 1.75e-06, 2.06e-05, 1.04e-05, 6.95e-06, 1.98e-05, 5.04e-05, 1.55e-04, 3.11e-04, 4.88e-06, 1.57e-06, 2.42e-06, 1.44e-06, 0.00e+00, 0.00e+00, 6.95e-06, 1.39e-05]    []  
677000    [1.79e-07, 5.18e-07, 5.89e-07, 4.18e-07, 4.36e-07, 1.64e-06, 1.97e-07, 9.89e-08, 5.50e-11, 7.61e-10, 4.05e-07, 8.75e-07, 6.14e-07, 1.65e-08, 3.37e-09, 5.81e-09, 1.30e-09, 1.18e-09, 0.00e+00, 6.81e-11, 7.78e-08, 4.64e-10]    [1.79e-07, 5.18e-07, 5.89e-07, 4.18e-07, 4.36e-07, 1.64e-06, 1.97e-07, 9.89e-08, 5.50e-11, 7.61e-10, 4.05e-07, 8.75e-07, 6.14e-07, 1.65e-08, 3.37e-09, 5.81e-09, 1.30e-09, 1.18e-09, 0.00e+00, 6.81e-11, 7.78e-08, 4.64e-10]    []  
677100    [1.22e-06, 6.13e-07, 1.24e-06, 6.40e-07, 5.59e-07, 1.61e-06, 2.73e-07, 4.07e-06, 6.23e-08, 5.38e-07, 1.55e-06, 7.21e-06, 1.18e-05, 3.39e-05, 1.95e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.84e-08, 5.06e-08, 2.49e-07, 2.91e-07]    [1.22e-06, 6.13e-07, 1.24e-06, 6.40e-07, 5.59e-07, 1.61e-06, 2.73e-07, 4.07e-06, 6.23e-08, 5.38e-07, 1.55e-06, 7.21e-06, 1.18e-05, 3.39e-05, 1.95e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.84e-08, 5.06e-08, 2.49e-07, 2.91e-07]    []  
677200    [1.90e-07, 5.90e-07, 7.08e-07, 4.57e-07, 4.53e-07, 1.67e-06, 1.91e-07, 1.88e-08, 1.52e-10, 2.37e-10, 4.01e-07, 8.49e-07, 6.08e-07, 6.82e-09, 2.83e-09, 4.22e-09, 2.58e-09, 2.22e-09, 3.47e-09, 7.88e-11, 2.66e-08, 5.06e-10]    [1.90e-07, 5.90e-07, 7.08e-07, 4.57e-07, 4.53e-07, 1.67e-06, 1.91e-07, 1.88e-08, 1.52e-10, 2.37e-10, 4.01e-07, 8.49e-07, 6.08e-07, 6.82e-09, 2.83e-09, 4.22e-09, 2.58e-09, 2.22e-09, 3.47e-09, 7.88e-11, 2.66e-08, 5.06e-10]    []  
677300    [7.64e-07, 7.06e-07, 5.92e-07, 6.52e-07, 4.81e-07, 1.63e-06, 4.25e-07, 1.22e-05, 9.82e-07, 1.80e-08, 8.78e-07, 2.36e-06, 1.82e-06, 9.31e-07, 5.82e-09, 1.77e-07, 1.35e-08, 5.71e-11, 1.02e-06, 0.00e+00, 6.42e-06, 4.32e-07]    [7.64e-07, 7.06e-07, 5.92e-07, 6.52e-07, 4.81e-07, 1.63e-06, 4.25e-07, 1.22e-05, 9.82e-07, 1.80e-08, 8.78e-07, 2.36e-06, 1.82e-06, 9.31e-07, 5.82e-09, 1.77e-07, 1.35e-08, 5.71e-11, 1.02e-06, 0.00e+00, 6.42e-06, 4.32e-07]    []  
677400    [5.86e-05, 1.01e-05, 5.53e-06, 7.00e-06, 7.45e-06, 7.87e-06, 3.87e-06, 2.56e-05, 2.33e-09, 1.04e-04, 1.52e-04, 5.48e-04, 7.91e-04, 3.55e-03, 5.84e-05, 7.00e-05, 2.64e-05, 2.34e-05, 7.23e-06, 2.53e-09, 3.94e-05, 1.68e-08]    [5.86e-05, 1.01e-05, 5.53e-06, 7.00e-06, 7.45e-06, 7.87e-06, 3.87e-06, 2.56e-05, 2.33e-09, 1.04e-04, 1.52e-04, 5.48e-04, 7.91e-04, 3.55e-03, 5.84e-05, 7.00e-05, 2.64e-05, 2.34e-05, 7.23e-06, 2.53e-09, 3.94e-05, 1.68e-08]    []  
677500    [1.89e-07, 5.34e-07, 6.32e-07, 4.29e-07, 4.64e-07, 1.64e-06, 2.12e-07, 3.67e-08, 2.73e-10, 9.32e-09, 4.44e-07, 9.71e-07, 8.08e-07, 3.31e-07, 6.56e-09, 1.00e-08, 7.35e-10, 5.83e-09, 1.25e-08, 1.09e-10, 7.62e-08, 6.92e-10]    [1.89e-07, 5.34e-07, 6.32e-07, 4.29e-07, 4.64e-07, 1.64e-06, 2.12e-07, 3.67e-08, 2.73e-10, 9.32e-09, 4.44e-07, 9.71e-07, 8.08e-07, 3.31e-07, 6.56e-09, 1.00e-08, 7.35e-10, 5.83e-09, 1.25e-08, 1.09e-10, 7.62e-08, 6.92e-10]    []  
677600    [1.03e-06, 7.62e-07, 6.98e-07, 6.09e-07, 4.59e-07, 1.49e-06, 4.45e-07, 6.97e-06, 6.13e-07, 1.34e-07, 9.02e-06, 1.14e-05, 2.67e-05, 1.03e-05, 2.20e-10, 1.11e-07, 0.00e+00, 0.00e+00, 0.00e+00, 9.31e-08, 2.13e-05, 5.32e-07]    [1.03e-06, 7.62e-07, 6.98e-07, 6.09e-07, 4.59e-07, 1.49e-06, 4.45e-07, 6.97e-06, 6.13e-07, 1.34e-07, 9.02e-06, 1.14e-05, 2.67e-05, 1.03e-05, 2.20e-10, 1.11e-07, 0.00e+00, 0.00e+00, 0.00e+00, 9.31e-08, 2.13e-05, 5.32e-07]    []  
677700    [1.96e-07, 5.11e-07, 5.65e-07, 4.15e-07, 4.16e-07, 1.65e-06, 1.96e-07, 3.92e-07, 4.68e-10, 1.72e-08, 4.66e-07, 8.81e-07, 9.61e-07, 7.31e-07, 1.51e-08, 1.50e-08, 1.03e-08, 1.32e-08, 1.65e-08, 3.91e-13, 9.86e-08, 9.39e-10]    [1.96e-07, 5.11e-07, 5.65e-07, 4.15e-07, 4.16e-07, 1.65e-06, 1.96e-07, 3.92e-07, 4.68e-10, 1.72e-08, 4.66e-07, 8.81e-07, 9.61e-07, 7.31e-07, 1.51e-08, 1.50e-08, 1.03e-08, 1.32e-08, 1.65e-08, 3.91e-13, 9.86e-08, 9.39e-10]    []  
677800    [2.42e-07, 5.97e-07, 8.31e-07, 4.83e-07, 5.17e-07, 1.68e-06, 2.04e-07, 1.69e-08, 7.64e-11, 3.52e-08, 5.90e-07, 1.31e-06, 1.05e-06, 1.10e-06, 3.27e-08, 3.60e-09, 1.82e-08, 3.60e-09, 3.11e-09, 1.62e-12, 2.34e-08, 4.93e-10]    [2.42e-07, 5.97e-07, 8.31e-07, 4.83e-07, 5.17e-07, 1.68e-06, 2.04e-07, 1.69e-08, 7.64e-11, 3.52e-08, 5.90e-07, 1.31e-06, 1.05e-06, 1.10e-06, 3.27e-08, 3.60e-09, 1.82e-08, 3.60e-09, 3.11e-09, 1.62e-12, 2.34e-08, 4.93e-10]    []  
677900    [7.05e-07, 7.48e-07, 6.00e-07, 4.64e-07, 3.76e-07, 1.67e-06, 2.02e-07, 6.80e-07, 4.87e-10, 6.96e-07, 1.34e-06, 5.55e-06, 8.72e-06, 2.89e-05, 0.00e+00, 0.00e+00, 1.23e-09, 0.00e+00, 0.00e+00, 4.64e-11, 5.11e-07, 3.82e-10]    [7.05e-07, 7.48e-07, 6.00e-07, 4.64e-07, 3.76e-07, 1.67e-06, 2.02e-07, 6.80e-07, 4.87e-10, 6.96e-07, 1.34e-06, 5.55e-06, 8.72e-06, 2.89e-05, 0.00e+00, 0.00e+00, 1.23e-09, 0.00e+00, 0.00e+00, 4.64e-11, 5.11e-07, 3.82e-10]    []  
678000    [1.80e-07, 5.73e-07, 6.94e-07, 4.25e-07, 4.72e-07, 1.66e-06, 2.01e-07, 9.28e-08, 1.71e-07, 1.30e-08, 4.62e-07, 1.21e-06, 8.39e-07, 6.43e-07, 2.20e-09, 0.00e+00, 0.00e+00, 1.23e-10, 1.82e-08, 2.37e-08, 1.12e-07, 1.47e-07]    [1.80e-07, 5.73e-07, 6.94e-07, 4.25e-07, 4.72e-07, 1.66e-06, 2.01e-07, 9.28e-08, 1.71e-07, 1.30e-08, 4.62e-07, 1.21e-06, 8.39e-07, 6.43e-07, 2.20e-09, 0.00e+00, 0.00e+00, 1.23e-10, 1.82e-08, 2.37e-08, 1.12e-07, 1.47e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 41.385540 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
678000    [1.80e-07, 5.73e-07, 6.94e-07, 4.25e-07, 4.72e-07, 1.66e-06, 2.01e-07, 9.28e-08, 1.71e-07, 1.30e-08, 4.62e-07, 1.21e-06, 8.39e-07, 6.43e-07, 2.20e-09, 0.00e+00, 0.00e+00, 1.23e-10, 1.82e-08, 2.37e-08, 1.12e-07, 1.47e-07]    [1.80e-07, 5.73e-07, 6.94e-07, 4.25e-07, 4.72e-07, 1.66e-06, 2.01e-07, 9.28e-08, 1.71e-07, 1.30e-08, 4.62e-07, 1.21e-06, 8.39e-07, 6.43e-07, 2.20e-09, 0.00e+00, 0.00e+00, 1.23e-10, 1.82e-08, 2.37e-08, 1.12e-07, 1.47e-07]    []  
678100    [1.36e-04, 2.49e-05, 1.41e-05, 1.94e-05, 2.22e-05, 1.73e-05, 1.18e-05, 5.96e-05, 1.21e-07, 2.94e-04, 4.11e-04, 1.57e-03, 1.82e-03, 9.56e-03, 1.71e-04, 2.58e-04, 6.12e-05, 5.57e-05, 2.47e-05, 5.76e-08, 1.22e-04, 3.24e-07]    [1.36e-04, 2.49e-05, 1.41e-05, 1.94e-05, 2.22e-05, 1.73e-05, 1.18e-05, 5.96e-05, 1.21e-07, 2.94e-04, 4.11e-04, 1.57e-03, 1.82e-03, 9.56e-03, 1.71e-04, 2.58e-04, 6.12e-05, 5.57e-05, 2.47e-05, 5.76e-08, 1.22e-04, 3.24e-07]    []  
678200    [2.64e-07, 8.50e-07, 1.03e-06, 4.97e-07, 4.99e-07, 1.63e-06, 2.33e-07, 2.35e-08, 5.49e-07, 3.39e-09, 9.38e-07, 1.77e-06, 1.60e-06, 8.54e-07, 4.66e-09, 1.53e-09, 0.00e+00, 0.00e+00, 1.97e-09, 9.91e-08, 1.74e-08, 5.66e-07]    [2.64e-07, 8.50e-07, 1.03e-06, 4.97e-07, 4.99e-07, 1.63e-06, 2.33e-07, 2.35e-08, 5.49e-07, 3.39e-09, 9.38e-07, 1.77e-06, 1.60e-06, 8.54e-07, 4.66e-09, 1.53e-09, 0.00e+00, 0.00e+00, 1.97e-09, 9.91e-08, 1.74e-08, 5.66e-07]    []  
678300    [2.03e-07, 7.04e-07, 7.14e-07, 4.72e-07, 4.06e-07, 1.71e-06, 2.10e-07, 6.10e-08, 2.33e-10, 1.84e-10, 4.37e-07, 9.43e-07, 6.71e-07, 2.52e-09, 3.30e-09, 3.56e-09, 4.39e-09, 2.07e-09, 0.00e+00, 4.47e-12, 2.96e-08, 3.94e-10]    [2.03e-07, 7.04e-07, 7.14e-07, 4.72e-07, 4.06e-07, 1.71e-06, 2.10e-07, 6.10e-08, 2.33e-10, 1.84e-10, 4.37e-07, 9.43e-07, 6.71e-07, 2.52e-09, 3.30e-09, 3.56e-09, 4.39e-09, 2.07e-09, 0.00e+00, 4.47e-12, 2.96e-08, 3.94e-10]    []  
678400    [2.46e-05, 6.48e-06, 3.64e-06, 8.74e-06, 7.45e-06, 4.57e-06, 4.61e-06, 4.76e-05, 4.68e-08, 3.15e-05, 5.57e-05, 2.86e-04, 4.06e-04, 1.40e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.76e-05, 9.74e-09]    [2.46e-05, 6.48e-06, 3.64e-06, 8.74e-06, 7.45e-06, 4.57e-06, 4.61e-06, 4.76e-05, 4.68e-08, 3.15e-05, 5.57e-05, 2.86e-04, 4.06e-04, 1.40e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.76e-05, 9.74e-09]    []  
678500    [2.01e-07, 6.60e-07, 7.72e-07, 4.89e-07, 4.69e-07, 1.69e-06, 1.88e-07, 2.40e-09, 4.99e-13, 3.22e-10, 4.32e-07, 9.77e-07, 6.83e-07, 1.48e-08, 2.08e-09, 2.51e-09, 0.00e+00, 1.01e-09, 1.65e-10, 1.42e-12, 1.03e-08, 5.60e-10]    [2.01e-07, 6.60e-07, 7.72e-07, 4.89e-07, 4.69e-07, 1.69e-06, 1.88e-07, 2.40e-09, 4.99e-13, 3.22e-10, 4.32e-07, 9.77e-07, 6.83e-07, 1.48e-08, 2.08e-09, 2.51e-09, 0.00e+00, 1.01e-09, 1.65e-10, 1.42e-12, 1.03e-08, 5.60e-10]    []  
678600    [1.77e-07, 5.82e-07, 5.77e-07, 4.63e-07, 3.60e-07, 1.67e-06, 1.84e-07, 6.10e-08, 1.83e-12, 2.33e-10, 3.84e-07, 7.86e-07, 5.05e-07, 1.21e-08, 1.08e-09, 3.71e-09, 7.99e-09, 1.51e-09, 8.89e-09, 1.76e-11, 5.57e-08, 2.71e-10]    [1.77e-07, 5.82e-07, 5.77e-07, 4.63e-07, 3.60e-07, 1.67e-06, 1.84e-07, 6.10e-08, 1.83e-12, 2.33e-10, 3.84e-07, 7.86e-07, 5.05e-07, 1.21e-08, 1.08e-09, 3.71e-09, 7.99e-09, 1.51e-09, 8.89e-09, 1.76e-11, 5.57e-08, 2.71e-10]    []  
678700    [3.59e-07, 5.58e-07, 8.56e-07, 5.71e-07, 5.12e-07, 1.69e-06, 1.89e-07, 1.35e-06, 2.50e-09, 1.77e-07, 8.06e-07, 1.85e-06, 2.58e-06, 4.28e-06, 4.11e-08, 3.34e-08, 1.56e-08, 6.83e-08, 2.65e-07, 3.63e-10, 1.77e-06, 2.17e-09]    [3.59e-07, 5.58e-07, 8.56e-07, 5.71e-07, 5.12e-07, 1.69e-06, 1.89e-07, 1.35e-06, 2.50e-09, 1.77e-07, 8.06e-07, 1.85e-06, 2.58e-06, 4.28e-06, 4.11e-08, 3.34e-08, 1.56e-08, 6.83e-08, 2.65e-07, 3.63e-10, 1.77e-06, 2.17e-09]    []  
678800    [1.75e-07, 5.38e-07, 5.94e-07, 4.42e-07, 3.94e-07, 1.66e-06, 1.72e-07, 2.26e-08, 1.44e-11, 2.31e-12, 3.82e-07, 7.89e-07, 5.31e-07, 1.86e-09, 1.88e-09, 4.52e-09, 4.71e-09, 1.71e-09, 3.89e-09, 5.36e-11, 2.83e-08, 3.82e-10]    [1.75e-07, 5.38e-07, 5.94e-07, 4.42e-07, 3.94e-07, 1.66e-06, 1.72e-07, 2.26e-08, 1.44e-11, 2.31e-12, 3.82e-07, 7.89e-07, 5.31e-07, 1.86e-09, 1.88e-09, 4.52e-09, 4.71e-09, 1.71e-09, 3.89e-09, 5.36e-11, 2.83e-08, 3.82e-10]    []  
678900    [7.63e-07, 7.56e-07, 1.09e-06, 4.13e-07, 8.55e-07, 1.69e-06, 5.17e-07, 1.81e-06, 1.24e-04, 9.40e-07, 5.71e-06, 3.11e-06, 7.97e-06, 1.63e-05, 1.54e-08, 9.57e-08, 1.67e-08, 3.31e-07, 0.00e+00, 0.00e+00, 1.12e-06, 1.43e-04]    [7.63e-07, 7.56e-07, 1.09e-06, 4.13e-07, 8.55e-07, 1.69e-06, 5.17e-07, 1.81e-06, 1.24e-04, 9.40e-07, 5.71e-06, 3.11e-06, 7.97e-06, 1.63e-05, 1.54e-08, 9.57e-08, 1.67e-08, 3.31e-07, 0.00e+00, 0.00e+00, 1.12e-06, 1.43e-04]    []  
679000    [1.75e-07, 5.53e-07, 5.27e-07, 4.26e-07, 4.03e-07, 1.64e-06, 4.09e-07, 5.13e-08, 4.13e-10, 1.60e-13, 4.05e-07, 8.76e-07, 6.01e-07, 3.05e-09, 2.61e-09, 3.65e-09, 2.53e-09, 1.20e-09, 1.27e-08, 1.71e-10, 7.96e-08, 1.14e-09]    [1.75e-07, 5.53e-07, 5.27e-07, 4.26e-07, 4.03e-07, 1.64e-06, 4.09e-07, 5.13e-08, 4.13e-10, 1.60e-13, 4.05e-07, 8.76e-07, 6.01e-07, 3.05e-09, 2.61e-09, 3.65e-09, 2.53e-09, 1.20e-09, 1.27e-08, 1.71e-10, 7.96e-08, 1.14e-09]    []  
679100    [2.13e-06, 1.55e-06, 8.71e-07, 5.80e-07, 5.55e-07, 1.92e-06, 5.62e-07, 3.69e-06, 2.74e-09, 1.88e-06, 4.71e-06, 1.66e-05, 1.10e-05, 6.30e-05, 1.58e-06, 6.58e-07, 6.59e-07, 4.01e-07, 0.00e+00, 1.51e-11, 9.94e-06, 8.89e-10]    [2.13e-06, 1.55e-06, 8.71e-07, 5.80e-07, 5.55e-07, 1.92e-06, 5.62e-07, 3.69e-06, 2.74e-09, 1.88e-06, 4.71e-06, 1.66e-05, 1.10e-05, 6.30e-05, 1.58e-06, 6.58e-07, 6.59e-07, 4.01e-07, 0.00e+00, 1.51e-11, 9.94e-06, 8.89e-10]    []  
679200    [1.75e-07, 4.91e-07, 5.48e-07, 4.17e-07, 3.95e-07, 1.64e-06, 3.17e-07, 3.79e-09, 1.25e-13, 3.40e-09, 4.11e-07, 8.52e-07, 6.61e-07, 1.59e-07, 7.00e-09, 7.27e-09, 2.57e-09, 5.62e-09, 2.56e-11, 1.82e-11, 9.88e-09, 4.25e-10]    [1.75e-07, 4.91e-07, 5.48e-07, 4.17e-07, 3.95e-07, 1.64e-06, 3.17e-07, 3.79e-09, 1.25e-13, 3.40e-09, 4.11e-07, 8.52e-07, 6.61e-07, 1.59e-07, 7.00e-09, 7.27e-09, 2.57e-09, 5.62e-09, 2.56e-11, 1.82e-11, 9.88e-09, 4.25e-10]    []  
679300    [2.22e-07, 4.77e-07, 7.17e-07, 5.03e-07, 4.87e-07, 1.65e-06, 2.97e-07, 3.07e-09, 2.35e-09, 8.17e-09, 1.12e-06, 1.61e-06, 2.37e-06, 7.92e-07, 3.14e-08, 1.61e-08, 0.00e+00, 6.48e-08, 1.77e-08, 8.76e-11, 1.07e-07, 7.11e-10]    [2.22e-07, 4.77e-07, 7.17e-07, 5.03e-07, 4.87e-07, 1.65e-06, 2.97e-07, 3.07e-09, 2.35e-09, 8.17e-09, 1.12e-06, 1.61e-06, 2.37e-06, 7.92e-07, 3.14e-08, 1.61e-08, 0.00e+00, 6.48e-08, 1.77e-08, 8.76e-11, 1.07e-07, 7.11e-10]    []  
679400    [5.52e-05, 9.28e-06, 5.03e-06, 6.43e-06, 6.64e-06, 7.49e-06, 3.38e-06, 1.88e-05, 1.53e-09, 9.11e-05, 1.35e-04, 4.86e-04, 7.36e-04, 3.17e-03, 5.28e-05, 5.86e-05, 2.50e-05, 2.19e-05, 7.00e-06, 1.73e-09, 3.82e-05, 1.14e-08]    [5.52e-05, 9.28e-06, 5.03e-06, 6.43e-06, 6.64e-06, 7.49e-06, 3.38e-06, 1.88e-05, 1.53e-09, 9.11e-05, 1.35e-04, 4.86e-04, 7.36e-04, 3.17e-03, 5.28e-05, 5.86e-05, 2.50e-05, 2.19e-05, 7.00e-06, 1.73e-09, 3.82e-05, 1.14e-08]    []  
679500    [1.83e-07, 5.39e-07, 7.00e-07, 4.33e-07, 4.65e-07, 1.64e-06, 2.46e-07, 1.97e-07, 3.77e-10, 3.53e-10, 5.25e-07, 1.09e-06, 7.84e-07, 4.86e-09, 1.56e-09, 2.22e-09, 1.12e-11, 2.73e-12, 0.00e+00, 1.44e-11, 1.50e-07, 3.49e-10]    [1.83e-07, 5.39e-07, 7.00e-07, 4.33e-07, 4.65e-07, 1.64e-06, 2.46e-07, 1.97e-07, 3.77e-10, 3.53e-10, 5.25e-07, 1.09e-06, 7.84e-07, 4.86e-09, 1.56e-09, 2.22e-09, 1.12e-11, 2.73e-12, 0.00e+00, 1.44e-11, 1.50e-07, 3.49e-10]    []  
679600    [6.15e-06, 3.17e-06, 3.07e-06, 3.42e-06, 1.70e-06, 2.69e-06, 1.89e-06, 6.65e-06, 2.00e-09, 1.69e-05, 2.16e-05, 9.44e-05, 9.04e-05, 5.18e-04, 1.06e-05, 4.61e-06, 1.46e-06, 2.68e-06, 2.41e-06, 2.10e-08, 1.41e-05, 1.26e-07]    [6.15e-06, 3.17e-06, 3.07e-06, 3.42e-06, 1.70e-06, 2.69e-06, 1.89e-06, 6.65e-06, 2.00e-09, 1.69e-05, 2.16e-05, 9.44e-05, 9.04e-05, 5.18e-04, 1.06e-05, 4.61e-06, 1.46e-06, 2.68e-06, 2.41e-06, 2.10e-08, 1.41e-05, 1.26e-07]    []  
679700    [1.75e-07, 5.29e-07, 6.41e-07, 4.26e-07, 4.40e-07, 1.63e-06, 2.20e-07, 3.56e-08, 7.76e-11, 7.41e-10, 4.06e-07, 8.88e-07, 6.17e-07, 1.67e-08, 7.69e-10, 3.34e-09, 3.86e-10, 1.89e-10, 9.41e-09, 2.08e-12, 5.91e-08, 5.83e-10]    [1.75e-07, 5.29e-07, 6.41e-07, 4.26e-07, 4.40e-07, 1.63e-06, 2.20e-07, 3.56e-08, 7.76e-11, 7.41e-10, 4.06e-07, 8.88e-07, 6.17e-07, 1.67e-08, 7.69e-10, 3.34e-09, 3.86e-10, 1.89e-10, 9.41e-09, 2.08e-12, 5.91e-08, 5.83e-10]    []  
679800    [4.98e-07, 5.55e-07, 9.94e-07, 6.35e-07, 4.92e-07, 1.69e-06, 2.67e-07, 6.04e-07, 1.57e-07, 1.12e-10, 4.37e-06, 7.25e-06, 1.40e-05, 2.43e-06, 3.56e-08, 1.40e-09, 0.00e+00, 6.77e-10, 0.00e+00, 1.03e-08, 5.31e-06, 6.67e-08]    [4.98e-07, 5.55e-07, 9.94e-07, 6.35e-07, 4.92e-07, 1.69e-06, 2.67e-07, 6.04e-07, 1.57e-07, 1.12e-10, 4.37e-06, 7.25e-06, 1.40e-05, 2.43e-06, 3.56e-08, 1.40e-09, 0.00e+00, 6.77e-10, 0.00e+00, 1.03e-08, 5.31e-06, 6.67e-08]    []  
679900    [1.78e-07, 5.10e-07, 6.07e-07, 4.25e-07, 4.08e-07, 1.64e-06, 2.08e-07, 5.69e-11, 3.93e-10, 1.50e-09, 3.91e-07, 8.00e-07, 5.78e-07, 5.04e-08, 4.49e-09, 6.11e-09, 6.64e-09, 3.72e-09, 6.90e-12, 4.41e-11, 1.10e-08, 3.89e-10]    [1.78e-07, 5.10e-07, 6.07e-07, 4.25e-07, 4.08e-07, 1.64e-06, 2.08e-07, 5.69e-11, 3.93e-10, 1.50e-09, 3.91e-07, 8.00e-07, 5.78e-07, 5.04e-08, 4.49e-09, 6.11e-09, 6.64e-09, 3.72e-09, 6.90e-12, 4.41e-11, 1.10e-08, 3.89e-10]    []  
680000    [2.66e-07, 6.10e-07, 9.83e-07, 5.33e-07, 5.89e-07, 1.64e-06, 2.14e-07, 6.21e-07, 3.06e-10, 1.20e-07, 7.07e-07, 1.55e-06, 1.30e-06, 2.23e-06, 1.38e-08, 5.66e-08, 1.24e-09, 2.41e-08, 8.81e-08, 2.00e-11, 5.98e-07, 2.60e-10]    [2.66e-07, 6.10e-07, 9.83e-07, 5.33e-07, 5.89e-07, 1.64e-06, 2.14e-07, 6.21e-07, 3.06e-10, 1.20e-07, 7.07e-07, 1.55e-06, 1.30e-06, 2.23e-06, 1.38e-08, 5.66e-08, 1.24e-09, 2.41e-08, 8.81e-08, 2.00e-11, 5.98e-07, 2.60e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 40.547427 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
680000    [2.66e-07, 6.10e-07, 9.83e-07, 5.33e-07, 5.89e-07, 1.64e-06, 2.14e-07, 6.21e-07, 3.06e-10, 1.20e-07, 7.07e-07, 1.55e-06, 1.30e-06, 2.23e-06, 1.38e-08, 5.66e-08, 1.24e-09, 2.41e-08, 8.81e-08, 2.00e-11, 5.98e-07, 2.60e-10]    [2.66e-07, 6.10e-07, 9.83e-07, 5.33e-07, 5.89e-07, 1.64e-06, 2.14e-07, 6.21e-07, 3.06e-10, 1.20e-07, 7.07e-07, 1.55e-06, 1.30e-06, 2.23e-06, 1.38e-08, 5.66e-08, 1.24e-09, 2.41e-08, 8.81e-08, 2.00e-11, 5.98e-07, 2.60e-10]    []  
680100    [1.90e-07, 5.35e-07, 6.47e-07, 4.44e-07, 4.17e-07, 1.65e-06, 2.04e-07, 1.07e-07, 4.60e-12, 5.63e-09, 3.97e-07, 8.04e-07, 5.64e-07, 1.59e-07, 7.69e-09, 8.06e-09, 7.31e-09, 5.29e-09, 0.00e+00, 2.06e-11, 3.97e-08, 2.62e-10]    [1.90e-07, 5.35e-07, 6.47e-07, 4.44e-07, 4.17e-07, 1.65e-06, 2.04e-07, 1.07e-07, 4.60e-12, 5.63e-09, 3.97e-07, 8.04e-07, 5.64e-07, 1.59e-07, 7.69e-09, 8.06e-09, 7.31e-09, 5.29e-09, 0.00e+00, 2.06e-11, 3.97e-08, 2.62e-10]    []  
680200    [2.26e-07, 5.42e-07, 8.01e-07, 4.70e-07, 5.02e-07, 1.64e-06, 2.17e-07, 1.02e-06, 4.95e-06, 8.46e-08, 5.41e-07, 1.60e-06, 1.68e-06, 2.70e-06, 5.61e-09, 1.40e-10, 0.00e+00, 1.20e-08, 0.00e+00, 8.81e-07, 3.98e-07, 4.31e-06]    [2.26e-07, 5.42e-07, 8.01e-07, 4.70e-07, 5.02e-07, 1.64e-06, 2.17e-07, 1.02e-06, 4.95e-06, 8.46e-08, 5.41e-07, 1.60e-06, 1.68e-06, 2.70e-06, 5.61e-09, 1.40e-10, 0.00e+00, 1.20e-08, 0.00e+00, 8.81e-07, 3.98e-07, 4.31e-06]    []  
680300    [7.14e-07, 5.27e-07, 6.15e-07, 4.62e-07, 4.73e-07, 1.74e-06, 2.23e-07, 4.17e-09, 3.19e-08, 6.31e-07, 1.71e-06, 4.22e-06, 9.01e-06, 2.50e-05, 2.83e-07, 2.08e-07, 1.84e-07, 2.07e-07, 6.25e-09, 1.53e-08, 3.97e-08, 9.65e-08]    [7.14e-07, 5.27e-07, 6.15e-07, 4.62e-07, 4.73e-07, 1.74e-06, 2.23e-07, 4.17e-09, 3.19e-08, 6.31e-07, 1.71e-06, 4.22e-06, 9.01e-06, 2.50e-05, 2.83e-07, 2.08e-07, 1.84e-07, 2.07e-07, 6.25e-09, 1.53e-08, 3.97e-08, 9.65e-08]    []  
680400    [1.90e-07, 6.47e-07, 8.79e-07, 5.16e-07, 5.12e-07, 1.64e-06, 2.10e-07, 3.55e-06, 5.68e-09, 1.27e-08, 5.25e-07, 1.17e-06, 9.10e-07, 3.03e-07, 3.17e-09, 3.56e-09, 0.00e+00, 8.29e-10, 1.12e-07, 1.24e-09, 7.19e-07, 8.28e-09]    [1.90e-07, 6.47e-07, 8.79e-07, 5.16e-07, 5.12e-07, 1.64e-06, 2.10e-07, 3.55e-06, 5.68e-09, 1.27e-08, 5.25e-07, 1.17e-06, 9.10e-07, 3.03e-07, 3.17e-09, 3.56e-09, 0.00e+00, 8.29e-10, 1.12e-07, 1.24e-09, 7.19e-07, 8.28e-09]    []  
680500    [1.91e-07, 5.43e-07, 6.06e-07, 4.49e-07, 3.99e-07, 1.66e-06, 2.01e-07, 3.41e-09, 3.03e-11, 7.77e-09, 4.01e-07, 8.00e-07, 6.08e-07, 2.65e-07, 9.01e-09, 1.04e-08, 1.04e-08, 7.77e-09, 1.97e-09, 4.46e-11, 1.88e-08, 3.45e-10]    [1.91e-07, 5.43e-07, 6.06e-07, 4.49e-07, 3.99e-07, 1.66e-06, 2.01e-07, 3.41e-09, 3.03e-11, 7.77e-09, 4.01e-07, 8.00e-07, 6.08e-07, 2.65e-07, 9.01e-09, 1.04e-08, 1.04e-08, 7.77e-09, 1.97e-09, 4.46e-11, 1.88e-08, 3.45e-10]    []  
680600    [2.09e-07, 5.48e-07, 7.31e-07, 4.57e-07, 5.04e-07, 1.68e-06, 2.30e-07, 1.61e-07, 1.39e-06, 9.34e-09, 9.31e-07, 1.24e-06, 1.86e-06, 6.17e-07, 2.07e-08, 2.71e-10, 1.36e-09, 1.55e-08, 1.97e-08, 1.14e-07, 1.23e-07, 6.54e-07]    [2.09e-07, 5.48e-07, 7.31e-07, 4.57e-07, 5.04e-07, 1.68e-06, 2.30e-07, 1.61e-07, 1.39e-06, 9.34e-09, 9.31e-07, 1.24e-06, 1.86e-06, 6.17e-07, 2.07e-08, 2.71e-10, 1.36e-09, 1.55e-08, 1.97e-08, 1.14e-07, 1.23e-07, 6.54e-07]    []  
680700    [2.12e-05, 6.00e-06, 2.29e-06, 3.33e-06, 1.58e-06, 3.85e-06, 7.62e-07, 4.38e-06, 4.20e-09, 2.29e-05, 3.47e-05, 1.70e-04, 2.74e-04, 9.90e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.06e-13, 1.23e-05, 1.35e-09]    [2.12e-05, 6.00e-06, 2.29e-06, 3.33e-06, 1.58e-06, 3.85e-06, 7.62e-07, 4.38e-06, 4.20e-09, 2.29e-05, 3.47e-05, 1.70e-04, 2.74e-04, 9.90e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.06e-13, 1.23e-05, 1.35e-09]    []  
680800    [1.74e-07, 5.32e-07, 6.65e-07, 4.32e-07, 4.60e-07, 1.64e-06, 2.08e-07, 1.01e-07, 1.05e-09, 4.30e-09, 4.40e-07, 1.05e-06, 7.20e-07, 2.18e-07, 5.58e-10, 7.28e-10, 0.00e+00, 1.90e-10, 0.00e+00, 3.08e-11, 5.81e-08, 3.46e-10]    [1.74e-07, 5.32e-07, 6.65e-07, 4.32e-07, 4.60e-07, 1.64e-06, 2.08e-07, 1.01e-07, 1.05e-09, 4.30e-09, 4.40e-07, 1.05e-06, 7.20e-07, 2.18e-07, 5.58e-10, 7.28e-10, 0.00e+00, 1.90e-10, 0.00e+00, 3.08e-11, 5.81e-08, 3.46e-10]    []  
680900    [7.45e-06, 2.30e-06, 1.20e-06, 1.75e-06, 3.03e-06, 2.61e-06, 3.74e-06, 1.04e-05, 1.96e-06, 1.36e-05, 2.54e-05, 1.20e-04, 2.86e-05, 3.90e-04, 0.00e+00, 0.00e+00, 0.00e+00, 9.55e-08, 0.00e+00, 1.07e-08, 1.22e-05, 1.05e-06]    [7.45e-06, 2.30e-06, 1.20e-06, 1.75e-06, 3.03e-06, 2.61e-06, 3.74e-06, 1.04e-05, 1.96e-06, 1.36e-05, 2.54e-05, 1.20e-04, 2.86e-05, 3.90e-04, 0.00e+00, 0.00e+00, 0.00e+00, 9.55e-08, 0.00e+00, 1.07e-08, 1.22e-05, 1.05e-06]    []  
681000    [1.87e-07, 5.91e-07, 7.25e-07, 4.54e-07, 4.60e-07, 1.66e-06, 1.97e-07, 5.16e-08, 4.46e-10, 2.87e-10, 4.16e-07, 9.14e-07, 6.53e-07, 2.12e-08, 8.04e-10, 2.16e-09, 2.92e-11, 2.72e-10, 1.99e-08, 3.45e-12, 1.22e-07, 3.71e-10]    [1.87e-07, 5.91e-07, 7.25e-07, 4.54e-07, 4.60e-07, 1.66e-06, 1.97e-07, 5.16e-08, 4.46e-10, 2.87e-10, 4.16e-07, 9.14e-07, 6.53e-07, 2.12e-08, 8.04e-10, 2.16e-09, 2.92e-11, 2.72e-10, 1.99e-08, 3.45e-12, 1.22e-07, 3.71e-10]    []  
681100    [5.22e-06, 3.81e-06, 3.41e-06, 9.66e-06, 2.95e-06, 4.12e-06, 2.82e-06, 2.89e-05, 5.83e-05, 2.21e-05, 3.83e-05, 8.81e-05, 2.26e-04, 5.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.69e-09, 2.25e-06, 0.00e+00, 1.35e-05, 1.94e-04]    [5.22e-06, 3.81e-06, 3.41e-06, 9.66e-06, 2.95e-06, 4.12e-06, 2.82e-06, 2.89e-05, 5.83e-05, 2.21e-05, 3.83e-05, 8.81e-05, 2.26e-04, 5.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.69e-09, 2.25e-06, 0.00e+00, 1.35e-05, 1.94e-04]    []  
681200    [1.82e-07, 5.60e-07, 6.33e-07, 4.44e-07, 4.44e-07, 1.65e-06, 2.49e-07, 7.82e-09, 6.74e-09, 1.70e-10, 4.12e-07, 9.07e-07, 6.45e-07, 1.89e-08, 1.39e-09, 2.17e-09, 0.00e+00, 9.92e-10, 0.00e+00, 0.00e+00, 7.42e-08, 1.67e-09]    [1.82e-07, 5.60e-07, 6.33e-07, 4.44e-07, 4.44e-07, 1.65e-06, 2.49e-07, 7.82e-09, 6.74e-09, 1.70e-10, 4.12e-07, 9.07e-07, 6.45e-07, 1.89e-08, 1.39e-09, 2.17e-09, 0.00e+00, 9.92e-10, 0.00e+00, 0.00e+00, 7.42e-08, 1.67e-09]    []  
681300    [8.48e-06, 4.11e-06, 3.44e-06, 3.29e-06, 1.57e-06, 2.87e-06, 1.73e-06, 5.96e-05, 1.59e-09, 1.51e-05, 2.81e-05, 8.04e-05, 2.05e-04, 4.85e-04, 1.28e-05, 2.83e-06, 3.29e-06, 2.80e-06, 0.00e+00, 8.68e-12, 4.89e-05, 1.57e-08]    [8.48e-06, 4.11e-06, 3.44e-06, 3.29e-06, 1.57e-06, 2.87e-06, 1.73e-06, 5.96e-05, 1.59e-09, 1.51e-05, 2.81e-05, 8.04e-05, 2.05e-04, 4.85e-04, 1.28e-05, 2.83e-06, 3.29e-06, 2.80e-06, 0.00e+00, 8.68e-12, 4.89e-05, 1.57e-08]    []  
681400    [1.77e-07, 5.26e-07, 6.31e-07, 4.34e-07, 4.41e-07, 1.64e-06, 2.21e-07, 2.55e-09, 1.44e-14, 1.42e-10, 4.06e-07, 8.70e-07, 6.41e-07, 1.00e-08, 2.20e-09, 5.01e-09, 2.54e-11, 1.97e-09, 1.88e-09, 1.04e-11, 1.76e-08, 3.28e-10]    [1.77e-07, 5.26e-07, 6.31e-07, 4.34e-07, 4.41e-07, 1.64e-06, 2.21e-07, 2.55e-09, 1.44e-14, 1.42e-10, 4.06e-07, 8.70e-07, 6.41e-07, 1.00e-08, 2.20e-09, 5.01e-09, 2.54e-11, 1.97e-09, 1.88e-09, 1.04e-11, 1.76e-08, 3.28e-10]    []  
681500    [7.02e-07, 5.70e-07, 8.04e-07, 4.67e-07, 4.58e-07, 1.63e-06, 4.18e-07, 2.09e-06, 2.10e-09, 3.05e-09, 7.94e-07, 3.28e-06, 1.85e-06, 3.14e-06, 1.66e-08, 1.58e-07, 0.00e+00, 2.39e-08, 0.00e+00, 9.65e-16, 5.36e-06, 1.13e-09]    [7.02e-07, 5.70e-07, 8.04e-07, 4.67e-07, 4.58e-07, 1.63e-06, 4.18e-07, 2.09e-06, 2.10e-09, 3.05e-09, 7.94e-07, 3.28e-06, 1.85e-06, 3.14e-06, 1.66e-08, 1.58e-07, 0.00e+00, 2.39e-08, 0.00e+00, 9.65e-16, 5.36e-06, 1.13e-09]    []  
681600    [1.82e-07, 5.07e-07, 5.89e-07, 4.21e-07, 4.13e-07, 1.64e-06, 2.05e-07, 3.89e-09, 8.68e-11, 5.07e-09, 4.05e-07, 8.21e-07, 6.35e-07, 1.87e-07, 7.77e-09, 8.90e-09, 6.81e-09, 5.31e-09, 1.66e-10, 2.21e-12, 1.04e-08, 5.12e-10]    [1.82e-07, 5.07e-07, 5.89e-07, 4.21e-07, 4.13e-07, 1.64e-06, 2.05e-07, 3.89e-09, 8.68e-11, 5.07e-09, 4.05e-07, 8.21e-07, 6.35e-07, 1.87e-07, 7.77e-09, 8.90e-09, 6.81e-09, 5.31e-09, 1.66e-10, 2.21e-12, 1.04e-08, 5.12e-10]    []  
681700    [2.38e-07, 5.68e-07, 9.02e-07, 5.09e-07, 5.39e-07, 1.66e-06, 2.11e-07, 1.05e-07, 1.20e-08, 4.20e-08, 1.07e-06, 1.85e-06, 1.11e-06, 1.03e-06, 1.43e-08, 1.62e-08, 6.53e-09, 7.43e-09, 0.00e+00, 0.00e+00, 3.77e-07, 3.04e-08]    [2.38e-07, 5.68e-07, 9.02e-07, 5.09e-07, 5.39e-07, 1.66e-06, 2.11e-07, 1.05e-07, 1.20e-08, 4.20e-08, 1.07e-06, 1.85e-06, 1.11e-06, 1.03e-06, 1.43e-08, 1.62e-08, 6.53e-09, 7.43e-09, 0.00e+00, 0.00e+00, 3.77e-07, 3.04e-08]    []  
681800    [1.79e-07, 5.47e-07, 6.20e-07, 4.46e-07, 4.01e-07, 1.65e-06, 1.96e-07, 2.28e-08, 1.42e-09, 7.77e-10, 3.86e-07, 7.88e-07, 5.59e-07, 2.65e-08, 3.80e-09, 6.00e-09, 8.09e-09, 3.20e-09, 9.65e-09, 4.22e-12, 5.93e-08, 3.85e-10]    [1.79e-07, 5.47e-07, 6.20e-07, 4.46e-07, 4.01e-07, 1.65e-06, 1.96e-07, 2.28e-08, 1.42e-09, 7.77e-10, 3.86e-07, 7.88e-07, 5.59e-07, 2.65e-08, 3.80e-09, 6.00e-09, 8.09e-09, 3.20e-09, 9.65e-09, 4.22e-12, 5.93e-08, 3.85e-10]    []  
681900    [2.02e-07, 5.23e-07, 8.09e-07, 4.49e-07, 5.10e-07, 1.68e-06, 2.22e-07, 6.33e-08, 1.23e-08, 2.60e-08, 9.96e-07, 1.56e-06, 1.75e-06, 7.81e-08, 1.34e-08, 7.21e-11, 0.00e+00, 3.85e-08, 6.83e-10, 3.74e-10, 1.28e-08, 2.14e-09]    [2.02e-07, 5.23e-07, 8.09e-07, 4.49e-07, 5.10e-07, 1.68e-06, 2.22e-07, 6.33e-08, 1.23e-08, 2.60e-08, 9.96e-07, 1.56e-06, 1.75e-06, 7.81e-08, 1.34e-08, 7.21e-11, 0.00e+00, 3.85e-08, 6.83e-10, 3.74e-10, 1.28e-08, 2.14e-09]    []  
682000    [3.17e-07, 6.15e-07, 5.94e-07, 4.28e-07, 3.82e-07, 1.64e-06, 1.90e-07, 4.74e-07, 3.87e-09, 2.03e-07, 7.07e-07, 2.26e-06, 3.40e-06, 8.78e-06, 0.00e+00, 4.35e-10, 3.27e-09, 0.00e+00, 2.67e-13, 0.00e+00, 1.92e-08, 3.29e-09]    [3.17e-07, 6.15e-07, 5.94e-07, 4.28e-07, 3.82e-07, 1.64e-06, 1.90e-07, 4.74e-07, 3.87e-09, 2.03e-07, 7.07e-07, 2.26e-06, 3.40e-06, 8.78e-06, 0.00e+00, 4.35e-10, 3.27e-09, 0.00e+00, 2.67e-13, 0.00e+00, 1.92e-08, 3.29e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 48.563430 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
682000    [3.17e-07, 6.15e-07, 5.94e-07, 4.28e-07, 3.82e-07, 1.64e-06, 1.90e-07, 4.74e-07, 3.87e-09, 2.03e-07, 7.07e-07, 2.26e-06, 3.40e-06, 8.78e-06, 0.00e+00, 4.35e-10, 3.27e-09, 0.00e+00, 2.67e-13, 0.00e+00, 1.92e-08, 3.29e-09]    [3.17e-07, 6.15e-07, 5.94e-07, 4.28e-07, 3.82e-07, 1.64e-06, 1.90e-07, 4.74e-07, 3.87e-09, 2.03e-07, 7.07e-07, 2.26e-06, 3.40e-06, 8.78e-06, 0.00e+00, 4.35e-10, 3.27e-09, 0.00e+00, 2.67e-13, 0.00e+00, 1.92e-08, 3.29e-09]    []  
682100    [1.78e-07, 5.47e-07, 5.85e-07, 4.36e-07, 4.54e-07, 1.62e-06, 2.91e-07, 3.12e-08, 1.29e-06, 3.67e-09, 4.54e-07, 1.11e-06, 8.11e-07, 1.15e-08, 5.63e-09, 0.00e+00, 9.47e-10, 2.53e-10, 6.08e-09, 0.00e+00, 4.04e-08, 1.58e-06]    [1.78e-07, 5.47e-07, 5.85e-07, 4.36e-07, 4.54e-07, 1.62e-06, 2.91e-07, 3.12e-08, 1.29e-06, 3.67e-09, 4.54e-07, 1.11e-06, 8.11e-07, 1.15e-08, 5.63e-09, 0.00e+00, 9.47e-10, 2.53e-10, 6.08e-09, 0.00e+00, 4.04e-08, 1.58e-06]    []  
682200    [2.23e-06, 2.26e-06, 6.73e-06, 9.90e-06, 3.23e-06, 3.78e-06, 3.82e-06, 2.08e-04, 2.54e-08, 5.59e-06, 4.08e-05, 7.52e-05, 1.38e-04, 4.51e-04, 1.11e-05, 2.03e-07, 6.77e-07, 4.81e-07, 3.70e-05, 1.72e-08, 1.83e-04, 1.09e-07]    [2.23e-06, 2.26e-06, 6.73e-06, 9.90e-06, 3.23e-06, 3.78e-06, 3.82e-06, 2.08e-04, 2.54e-08, 5.59e-06, 4.08e-05, 7.52e-05, 1.38e-04, 4.51e-04, 1.11e-05, 2.03e-07, 6.77e-07, 4.81e-07, 3.70e-05, 1.72e-08, 1.83e-04, 1.09e-07]    []  
682300    [1.95e-07, 6.11e-07, 7.27e-07, 4.62e-07, 4.79e-07, 1.64e-06, 2.49e-07, 1.60e-10, 6.39e-15, 1.31e-09, 4.43e-07, 9.52e-07, 7.06e-07, 2.39e-08, 3.49e-09, 3.82e-09, 0.00e+00, 2.20e-09, 2.55e-08, 1.64e-11, 1.55e-07, 3.16e-10]    [1.95e-07, 6.11e-07, 7.27e-07, 4.62e-07, 4.79e-07, 1.64e-06, 2.49e-07, 1.60e-10, 6.39e-15, 1.31e-09, 4.43e-07, 9.52e-07, 7.06e-07, 2.39e-08, 3.49e-09, 3.82e-09, 0.00e+00, 2.20e-09, 2.55e-08, 1.64e-11, 1.55e-07, 3.16e-10]    []  
682400    [8.81e-05, 1.53e-05, 8.31e-06, 1.10e-05, 1.21e-05, 1.12e-05, 6.29e-06, 1.01e-05, 3.03e-09, 1.68e-04, 2.36e-04, 8.78e-04, 1.13e-03, 5.56e-03, 9.37e-05, 1.26e-04, 4.01e-05, 3.53e-05, 4.65e-06, 4.13e-09, 2.59e-05, 2.72e-08]    [8.81e-05, 1.53e-05, 8.31e-06, 1.10e-05, 1.21e-05, 1.12e-05, 6.29e-06, 1.01e-05, 3.03e-09, 1.68e-04, 2.36e-04, 8.78e-04, 1.13e-03, 5.56e-03, 9.37e-05, 1.26e-04, 4.01e-05, 3.53e-05, 4.65e-06, 4.13e-09, 2.59e-05, 2.72e-08]    []  
682500    [1.91e-07, 5.59e-07, 7.09e-07, 4.63e-07, 4.75e-07, 1.65e-06, 2.23e-07, 1.17e-07, 2.84e-11, 4.75e-09, 4.39e-07, 9.41e-07, 7.51e-07, 1.82e-07, 6.64e-09, 6.44e-09, 4.87e-10, 3.56e-09, 2.46e-08, 4.55e-13, 1.55e-07, 7.91e-10]    [1.91e-07, 5.59e-07, 7.09e-07, 4.63e-07, 4.75e-07, 1.65e-06, 2.23e-07, 1.17e-07, 2.84e-11, 4.75e-09, 4.39e-07, 9.41e-07, 7.51e-07, 1.82e-07, 6.64e-09, 6.44e-09, 4.87e-10, 3.56e-09, 2.46e-08, 4.55e-13, 1.55e-07, 7.91e-10]    []  
682600    [1.15e-05, 2.98e-06, 4.08e-06, 5.88e-06, 2.57e-06, 3.35e-06, 3.82e-06, 9.26e-07, 6.21e-09, 1.60e-05, 3.12e-05, 1.00e-04, 2.02e-04, 4.78e-04, 5.37e-06, 5.45e-06, 5.89e-06, 2.56e-06, 0.00e+00, 0.00e+00, 5.71e-07, 7.31e-09]    [1.15e-05, 2.98e-06, 4.08e-06, 5.88e-06, 2.57e-06, 3.35e-06, 3.82e-06, 9.26e-07, 6.21e-09, 1.60e-05, 3.12e-05, 1.00e-04, 2.02e-04, 4.78e-04, 5.37e-06, 5.45e-06, 5.89e-06, 2.56e-06, 0.00e+00, 0.00e+00, 5.71e-07, 7.31e-09]    []  
682700    [1.83e-07, 5.48e-07, 6.81e-07, 4.34e-07, 4.45e-07, 1.64e-06, 2.08e-07, 1.74e-07, 2.01e-10, 5.67e-10, 4.30e-07, 9.57e-07, 6.83e-07, 4.18e-08, 7.02e-10, 1.83e-09, 0.00e+00, 9.86e-10, 0.00e+00, 1.43e-10, 9.96e-08, 8.74e-10]    [1.83e-07, 5.48e-07, 6.81e-07, 4.34e-07, 4.45e-07, 1.64e-06, 2.08e-07, 1.74e-07, 2.01e-10, 5.67e-10, 4.30e-07, 9.57e-07, 6.83e-07, 4.18e-08, 7.02e-10, 1.83e-09, 0.00e+00, 9.86e-10, 0.00e+00, 1.43e-10, 9.96e-08, 8.74e-10]    []  
682800    [1.92e-06, 1.92e-06, 8.97e-07, 1.33e-06, 1.74e-06, 2.49e-06, 2.02e-06, 2.30e-05, 6.83e-07, 8.76e-07, 4.62e-05, 5.96e-05, 2.64e-05, 6.44e-05, 0.00e+00, 1.97e-08, 3.40e-10, 4.95e-08, 9.57e-06, 5.42e-08, 5.07e-05, 3.11e-07]    [1.92e-06, 1.92e-06, 8.97e-07, 1.33e-06, 1.74e-06, 2.49e-06, 2.02e-06, 2.30e-05, 6.83e-07, 8.76e-07, 4.62e-05, 5.96e-05, 2.64e-05, 6.44e-05, 0.00e+00, 1.97e-08, 3.40e-10, 4.95e-08, 9.57e-06, 5.42e-08, 5.07e-05, 3.11e-07]    []  
682900    [1.81e-07, 5.40e-07, 6.65e-07, 4.38e-07, 4.39e-07, 1.64e-06, 1.97e-07, 2.50e-10, 6.82e-11, 7.54e-12, 4.04e-07, 8.56e-07, 6.27e-07, 2.65e-09, 1.92e-09, 3.60e-09, 1.45e-09, 1.82e-09, 1.36e-12, 1.50e-12, 3.75e-08, 4.23e-10]    [1.81e-07, 5.40e-07, 6.65e-07, 4.38e-07, 4.39e-07, 1.64e-06, 1.97e-07, 2.50e-10, 6.82e-11, 7.54e-12, 4.04e-07, 8.56e-07, 6.27e-07, 2.65e-09, 1.92e-09, 3.60e-09, 1.45e-09, 1.82e-09, 1.36e-12, 1.50e-12, 3.75e-08, 4.23e-10]    []  
683000    [2.18e-06, 9.14e-07, 9.89e-07, 6.45e-07, 6.65e-07, 1.63e-06, 6.26e-07, 6.55e-06, 1.90e-08, 1.01e-06, 5.14e-06, 1.77e-05, 5.86e-06, 4.49e-05, 2.05e-07, 1.36e-06, 5.39e-09, 4.08e-07, 1.44e-06, 9.18e-10, 8.82e-06, 6.72e-09]    [2.18e-06, 9.14e-07, 9.89e-07, 6.45e-07, 6.65e-07, 1.63e-06, 6.26e-07, 6.55e-06, 1.90e-08, 1.01e-06, 5.14e-06, 1.77e-05, 5.86e-06, 4.49e-05, 2.05e-07, 1.36e-06, 5.39e-09, 4.08e-07, 1.44e-06, 9.18e-10, 8.82e-06, 6.72e-09]    []  
683100    [2.03e-07, 5.12e-07, 5.95e-07, 4.25e-07, 4.22e-07, 1.65e-06, 1.94e-07, 2.92e-08, 4.31e-09, 2.17e-08, 4.50e-07, 8.84e-07, 8.89e-07, 8.27e-07, 1.59e-08, 1.62e-08, 9.99e-09, 1.32e-08, 3.45e-09, 0.00e+00, 2.61e-08, 2.38e-09]    [2.03e-07, 5.12e-07, 5.95e-07, 4.25e-07, 4.22e-07, 1.65e-06, 1.94e-07, 2.92e-08, 4.31e-09, 2.17e-08, 4.50e-07, 8.84e-07, 8.89e-07, 8.27e-07, 1.59e-08, 1.62e-08, 9.99e-09, 1.32e-08, 3.45e-09, 0.00e+00, 2.61e-08, 2.38e-09]    []  
683200    [2.28e-07, 5.72e-07, 7.73e-07, 4.82e-07, 5.40e-07, 1.66e-06, 2.42e-07, 4.95e-07, 2.70e-07, 2.01e-09, 5.18e-07, 1.62e-06, 1.12e-06, 2.44e-07, 2.59e-08, 2.72e-08, 5.65e-09, 1.74e-09, 7.31e-08, 2.38e-07, 4.94e-07, 1.27e-06]    [2.28e-07, 5.72e-07, 7.73e-07, 4.82e-07, 5.40e-07, 1.66e-06, 2.42e-07, 4.95e-07, 2.70e-07, 2.01e-09, 5.18e-07, 1.62e-06, 1.12e-06, 2.44e-07, 2.59e-08, 2.72e-08, 5.65e-09, 1.74e-09, 7.31e-08, 2.38e-07, 4.94e-07, 1.27e-06]    []  
683300    [3.48e-05, 5.78e-06, 3.82e-06, 5.81e-06, 6.56e-06, 3.73e-06, 3.78e-06, 4.52e-06, 9.12e-09, 4.93e-05, 7.28e-05, 3.21e-04, 4.38e-04, 1.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.80e-06, 2.58e-08]    [3.48e-05, 5.78e-06, 3.82e-06, 5.81e-06, 6.56e-06, 3.73e-06, 3.78e-06, 4.52e-06, 9.12e-09, 4.93e-05, 7.28e-05, 3.21e-04, 4.38e-04, 1.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.80e-06, 2.58e-08]    []  
683400    [1.75e-07, 5.26e-07, 6.45e-07, 4.25e-07, 4.51e-07, 1.64e-06, 2.11e-07, 1.21e-07, 1.66e-09, 1.39e-10, 4.26e-07, 9.11e-07, 7.11e-07, 1.24e-08, 1.47e-09, 5.40e-09, 0.00e+00, 3.48e-09, 6.31e-09, 2.32e-11, 4.07e-08, 3.53e-10]    [1.75e-07, 5.26e-07, 6.45e-07, 4.25e-07, 4.51e-07, 1.64e-06, 2.11e-07, 1.21e-07, 1.66e-09, 1.39e-10, 4.26e-07, 9.11e-07, 7.11e-07, 1.24e-08, 1.47e-09, 5.40e-09, 0.00e+00, 3.48e-09, 6.31e-09, 2.32e-11, 4.07e-08, 3.53e-10]    []  
683500    [3.44e-07, 4.68e-07, 9.22e-07, 6.83e-07, 5.33e-07, 1.70e-06, 2.15e-07, 7.63e-07, 2.47e-10, 2.67e-08, 3.99e-06, 7.35e-06, 1.36e-05, 1.95e-06, 2.51e-08, 1.92e-09, 6.40e-08, 5.42e-08, 5.08e-08, 1.21e-09, 3.38e-07, 7.93e-09]    [3.44e-07, 4.68e-07, 9.22e-07, 6.83e-07, 5.33e-07, 1.70e-06, 2.15e-07, 7.63e-07, 2.47e-10, 2.67e-08, 3.99e-06, 7.35e-06, 1.36e-05, 1.95e-06, 2.51e-08, 1.92e-09, 6.40e-08, 5.42e-08, 5.08e-08, 1.21e-09, 3.38e-07, 7.93e-09]    []  
683600    [2.04e-07, 5.25e-07, 6.15e-07, 4.33e-07, 4.20e-07, 1.65e-06, 2.01e-07, 3.44e-07, 5.57e-11, 2.29e-08, 4.26e-07, 8.97e-07, 7.41e-07, 7.58e-07, 1.68e-08, 1.61e-08, 9.12e-09, 1.29e-08, 0.00e+00, 9.07e-12, 2.65e-08, 2.60e-10]    [2.04e-07, 5.25e-07, 6.15e-07, 4.33e-07, 4.20e-07, 1.65e-06, 2.01e-07, 3.44e-07, 5.57e-11, 2.29e-08, 4.26e-07, 8.97e-07, 7.41e-07, 7.58e-07, 1.68e-08, 1.61e-08, 9.12e-09, 1.29e-08, 0.00e+00, 9.07e-12, 2.65e-08, 2.60e-10]    []  
683700    [2.06e-07, 5.93e-07, 7.98e-07, 4.68e-07, 5.18e-07, 1.64e-06, 2.07e-07, 1.92e-07, 2.73e-12, 7.37e-08, 6.12e-07, 1.53e-06, 1.54e-06, 2.96e-06, 3.46e-09, 6.26e-13, 0.00e+00, 2.13e-09, 3.33e-08, 3.78e-11, 2.17e-07, 3.15e-10]    [2.06e-07, 5.93e-07, 7.98e-07, 4.68e-07, 5.18e-07, 1.64e-06, 2.07e-07, 1.92e-07, 2.73e-12, 7.37e-08, 6.12e-07, 1.53e-06, 1.54e-06, 2.96e-06, 3.46e-09, 6.26e-13, 0.00e+00, 2.13e-09, 3.33e-08, 3.78e-11, 2.17e-07, 3.15e-10]    []  
683800    [6.20e-05, 1.04e-05, 5.59e-06, 7.62e-06, 8.86e-06, 8.13e-06, 5.28e-06, 7.81e-06, 1.37e-05, 1.14e-04, 1.61e-04, 6.19e-04, 7.76e-04, 3.80e-03, 5.95e-05, 8.48e-05, 2.54e-05, 2.37e-05, 3.95e-06, 3.98e-05, 2.23e-05, 1.48e-04]    [6.20e-05, 1.04e-05, 5.59e-06, 7.62e-06, 8.86e-06, 8.13e-06, 5.28e-06, 7.81e-06, 1.37e-05, 1.14e-04, 1.61e-04, 6.19e-04, 7.76e-04, 3.80e-03, 5.95e-05, 8.48e-05, 2.54e-05, 2.37e-05, 3.95e-06, 3.98e-05, 2.23e-05, 1.48e-04]    []  
683900    [1.73e-07, 5.23e-07, 6.17e-07, 4.35e-07, 4.41e-07, 1.62e-06, 2.17e-07, 2.99e-08, 4.03e-09, 2.87e-10, 4.11e-07, 9.37e-07, 6.86e-07, 5.98e-09, 1.01e-09, 3.47e-09, 2.83e-11, 1.02e-11, 1.34e-10, 1.36e-09, 1.11e-08, 9.05e-09]    [1.73e-07, 5.23e-07, 6.17e-07, 4.35e-07, 4.41e-07, 1.62e-06, 2.17e-07, 2.99e-08, 4.03e-09, 2.87e-10, 4.11e-07, 9.37e-07, 6.86e-07, 5.98e-09, 1.01e-09, 3.47e-09, 2.83e-11, 1.02e-11, 1.34e-10, 1.36e-09, 1.11e-08, 9.05e-09]    []  
684000    [3.57e-07, 5.45e-07, 8.06e-07, 4.96e-07, 4.75e-07, 1.58e-06, 2.25e-07, 8.87e-08, 4.63e-07, 7.03e-08, 1.72e-06, 3.20e-06, 7.60e-06, 8.18e-06, 4.94e-09, 0.00e+00, 0.00e+00, 2.67e-10, 4.83e-10, 2.76e-08, 8.74e-08, 1.70e-07]    [3.57e-07, 5.45e-07, 8.06e-07, 4.96e-07, 4.75e-07, 1.58e-06, 2.25e-07, 8.87e-08, 4.63e-07, 7.03e-08, 1.72e-06, 3.20e-06, 7.60e-06, 8.18e-06, 4.94e-09, 0.00e+00, 0.00e+00, 2.67e-10, 4.83e-10, 2.76e-08, 8.74e-08, 1.70e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 39.448172 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
684000    [3.57e-07, 5.45e-07, 8.06e-07, 4.96e-07, 4.75e-07, 1.58e-06, 2.25e-07, 8.87e-08, 4.63e-07, 7.03e-08, 1.72e-06, 3.20e-06, 7.60e-06, 8.18e-06, 4.94e-09, 0.00e+00, 0.00e+00, 2.67e-10, 4.83e-10, 2.76e-08, 8.74e-08, 1.70e-07]    [3.57e-07, 5.45e-07, 8.06e-07, 4.96e-07, 4.75e-07, 1.58e-06, 2.25e-07, 8.87e-08, 4.63e-07, 7.03e-08, 1.72e-06, 3.20e-06, 7.60e-06, 8.18e-06, 4.94e-09, 0.00e+00, 0.00e+00, 2.67e-10, 4.83e-10, 2.76e-08, 8.74e-08, 1.70e-07]    []  
684100    [8.70e-06, 1.78e-06, 1.26e-06, 1.23e-06, 1.25e-06, 2.60e-06, 5.34e-07, 1.29e-06, 2.02e-10, 1.20e-05, 2.04e-05, 6.54e-05, 1.25e-04, 4.41e-04, 6.18e-06, 5.13e-06, 3.56e-06, 3.23e-06, 6.74e-07, 3.55e-11, 4.28e-06, 3.27e-10]    [8.70e-06, 1.78e-06, 1.26e-06, 1.23e-06, 1.25e-06, 2.60e-06, 5.34e-07, 1.29e-06, 2.02e-10, 1.20e-05, 2.04e-05, 6.54e-05, 1.25e-04, 4.41e-04, 6.18e-06, 5.13e-06, 3.56e-06, 3.23e-06, 6.74e-07, 3.55e-11, 4.28e-06, 3.27e-10]    []  
684200    [1.73e-07, 5.62e-07, 7.19e-07, 4.34e-07, 4.67e-07, 1.64e-06, 2.06e-07, 1.66e-09, 2.95e-09, 2.47e-08, 4.95e-07, 1.29e-06, 8.40e-07, 2.98e-07, 1.53e-09, 1.78e-10, 0.00e+00, 1.74e-09, 0.00e+00, 3.84e-10, 4.21e-08, 2.33e-09]    [1.73e-07, 5.62e-07, 7.19e-07, 4.34e-07, 4.67e-07, 1.64e-06, 2.06e-07, 1.66e-09, 2.95e-09, 2.47e-08, 4.95e-07, 1.29e-06, 8.40e-07, 2.98e-07, 1.53e-09, 1.78e-10, 0.00e+00, 1.74e-09, 0.00e+00, 3.84e-10, 4.21e-08, 2.33e-09]    []  
684300    [5.24e-06, 2.57e-06, 5.20e-06, 5.05e-06, 1.86e-06, 3.84e-06, 2.21e-06, 7.65e-05, 1.40e-07, 1.71e-05, 6.60e-05, 6.96e-05, 3.10e-04, 6.48e-04, 8.78e-06, 6.44e-07, 7.69e-06, 2.49e-06, 1.72e-05, 1.38e-08, 8.79e-05, 8.60e-08]    [5.24e-06, 2.57e-06, 5.20e-06, 5.05e-06, 1.86e-06, 3.84e-06, 2.21e-06, 7.65e-05, 1.40e-07, 1.71e-05, 6.60e-05, 6.96e-05, 3.10e-04, 6.48e-04, 8.78e-06, 6.44e-07, 7.69e-06, 2.49e-06, 1.72e-05, 1.38e-08, 8.79e-05, 8.60e-08]    []  
684400    [1.67e-07, 5.65e-07, 6.74e-07, 4.22e-07, 4.46e-07, 1.64e-06, 2.05e-07, 3.42e-08, 7.04e-06, 3.82e-08, 8.92e-07, 1.52e-06, 1.31e-06, 2.27e-07, 1.42e-09, 1.82e-09, 1.72e-10, 5.75e-09, 8.34e-10, 2.92e-07, 1.39e-08, 1.53e-06]    [1.67e-07, 5.65e-07, 6.74e-07, 4.22e-07, 4.46e-07, 1.64e-06, 2.05e-07, 3.42e-08, 7.04e-06, 3.82e-08, 8.92e-07, 1.52e-06, 1.31e-06, 2.27e-07, 1.42e-09, 1.82e-09, 1.72e-10, 5.75e-09, 8.34e-10, 2.92e-07, 1.39e-08, 1.53e-06]    []  
684500    [4.12e-06, 2.91e-06, 1.42e-06, 5.71e-07, 9.38e-07, 1.77e-06, 7.94e-07, 1.46e-06, 9.85e-07, 5.79e-07, 8.63e-05, 6.97e-05, 1.43e-04, 1.47e-06, 4.17e-07, 6.22e-07, 0.00e+00, 9.39e-08, 0.00e+00, 0.00e+00, 3.32e-05, 3.14e-07]    [4.12e-06, 2.91e-06, 1.42e-06, 5.71e-07, 9.38e-07, 1.77e-06, 7.94e-07, 1.46e-06, 9.85e-07, 5.79e-07, 8.63e-05, 6.97e-05, 1.43e-04, 1.47e-06, 4.17e-07, 6.22e-07, 0.00e+00, 9.39e-08, 0.00e+00, 0.00e+00, 3.32e-05, 3.14e-07]    []  
684600    [1.86e-07, 5.82e-07, 7.15e-07, 4.56e-07, 4.50e-07, 1.65e-06, 2.01e-07, 1.06e-10, 2.49e-10, 5.88e-12, 4.04e-07, 9.01e-07, 6.46e-07, 9.25e-09, 1.24e-09, 2.46e-09, 1.56e-10, 2.54e-10, 0.00e+00, 0.00e+00, 3.25e-08, 1.77e-09]    [1.86e-07, 5.82e-07, 7.15e-07, 4.56e-07, 4.50e-07, 1.65e-06, 2.01e-07, 1.06e-10, 2.49e-10, 5.88e-12, 4.04e-07, 9.01e-07, 6.46e-07, 9.25e-09, 1.24e-09, 2.46e-09, 1.56e-10, 2.54e-10, 0.00e+00, 0.00e+00, 3.25e-08, 1.77e-09]    []  
684700    [5.89e-06, 3.42e-06, 1.68e-06, 4.01e-06, 2.86e-06, 3.09e-06, 3.99e-06, 6.06e-05, 8.59e-07, 1.74e-05, 1.99e-05, 1.17e-04, 6.05e-05, 4.91e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.44e-08, 0.00e+00, 8.61e-08, 6.13e-05, 4.81e-07]    [5.89e-06, 3.42e-06, 1.68e-06, 4.01e-06, 2.86e-06, 3.09e-06, 3.99e-06, 6.06e-05, 8.59e-07, 1.74e-05, 1.99e-05, 1.17e-04, 6.05e-05, 4.91e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.44e-08, 0.00e+00, 8.61e-08, 6.13e-05, 4.81e-07]    []  
684800    [1.72e-07, 5.47e-07, 6.36e-07, 4.14e-07, 4.51e-07, 1.65e-06, 2.13e-07, 6.03e-07, 6.01e-08, 2.45e-08, 9.66e-07, 1.07e-06, 1.17e-06, 2.77e-08, 2.78e-09, 4.93e-09, 6.24e-10, 6.62e-09, 0.00e+00, 6.02e-07, 3.95e-07, 2.93e-06]    [1.72e-07, 5.47e-07, 6.36e-07, 4.14e-07, 4.51e-07, 1.65e-06, 2.13e-07, 6.03e-07, 6.01e-08, 2.45e-08, 9.66e-07, 1.07e-06, 1.17e-06, 2.77e-08, 2.78e-09, 4.93e-09, 6.24e-10, 6.62e-09, 0.00e+00, 6.02e-07, 3.95e-07, 2.93e-06]    []  
684900    [1.44e-06, 1.36e-06, 7.78e-07, 8.04e-07, 8.24e-07, 1.94e-06, 5.06e-07, 2.12e-07, 3.13e-08, 1.56e-06, 3.86e-05, 2.53e-05, 8.91e-05, 4.09e-05, 2.31e-07, 3.40e-07, 2.64e-06, 2.53e-07, 1.11e-06, 2.88e-09, 6.58e-06, 1.93e-08]    [1.44e-06, 1.36e-06, 7.78e-07, 8.04e-07, 8.24e-07, 1.94e-06, 5.06e-07, 2.12e-07, 3.13e-08, 1.56e-06, 3.86e-05, 2.53e-05, 8.91e-05, 4.09e-05, 2.31e-07, 3.40e-07, 2.64e-06, 2.53e-07, 1.11e-06, 2.88e-09, 6.58e-06, 1.93e-08]    []  
685000    [1.77e-07, 5.41e-07, 6.08e-07, 4.38e-07, 4.17e-07, 1.64e-06, 2.01e-07, 2.03e-08, 6.99e-10, 3.40e-10, 3.90e-07, 8.39e-07, 6.03e-07, 9.84e-09, 3.25e-09, 5.17e-09, 2.78e-09, 2.63e-09, 5.80e-09, 7.92e-11, 3.86e-08, 5.33e-10]    [1.77e-07, 5.41e-07, 6.08e-07, 4.38e-07, 4.17e-07, 1.64e-06, 2.01e-07, 2.03e-08, 6.99e-10, 3.40e-10, 3.90e-07, 8.39e-07, 6.03e-07, 9.84e-09, 3.25e-09, 5.17e-09, 2.78e-09, 2.63e-09, 5.80e-09, 7.92e-11, 3.86e-08, 5.33e-10]    []  
685100    [5.09e-07, 5.50e-07, 1.10e-06, 6.44e-07, 5.34e-07, 1.73e-06, 2.20e-07, 4.53e-07, 9.28e-07, 1.82e-08, 6.99e-06, 6.86e-06, 1.67e-05, 5.93e-06, 7.71e-08, 2.25e-08, 1.46e-07, 7.94e-08, 2.16e-07, 5.06e-09, 1.43e-06, 8.61e-07]    [5.09e-07, 5.50e-07, 1.10e-06, 6.44e-07, 5.34e-07, 1.73e-06, 2.20e-07, 4.53e-07, 9.28e-07, 1.82e-08, 6.99e-06, 6.86e-06, 1.67e-05, 5.93e-06, 7.71e-08, 2.25e-08, 1.46e-07, 7.94e-08, 2.16e-07, 5.06e-09, 1.43e-06, 8.61e-07]    []  
685200    [1.78e-07, 5.51e-07, 6.24e-07, 4.38e-07, 4.13e-07, 1.65e-06, 1.95e-07, 9.25e-09, 6.95e-10, 1.73e-10, 3.95e-07, 8.29e-07, 5.84e-07, 5.88e-09, 1.21e-09, 3.62e-09, 4.96e-09, 1.15e-09, 5.04e-11, 4.07e-12, 1.61e-08, 7.34e-10]    [1.78e-07, 5.51e-07, 6.24e-07, 4.38e-07, 4.13e-07, 1.65e-06, 1.95e-07, 9.25e-09, 6.95e-10, 1.73e-10, 3.95e-07, 8.29e-07, 5.84e-07, 5.88e-09, 1.21e-09, 3.62e-09, 4.96e-09, 1.15e-09, 5.04e-11, 4.07e-12, 1.61e-08, 7.34e-10]    []  
685300    [5.58e-07, 5.82e-07, 1.05e-06, 5.68e-07, 4.51e-07, 1.70e-06, 3.36e-07, 7.39e-06, 6.73e-06, 4.35e-07, 1.10e-06, 3.43e-06, 4.66e-06, 1.45e-05, 8.22e-09, 6.30e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.28e-05, 2.96e-06, 1.26e-04]    [5.58e-07, 5.82e-07, 1.05e-06, 5.68e-07, 4.51e-07, 1.70e-06, 3.36e-07, 7.39e-06, 6.73e-06, 4.35e-07, 1.10e-06, 3.43e-06, 4.66e-06, 1.45e-05, 8.22e-09, 6.30e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.28e-05, 2.96e-06, 1.26e-04]    []  
685400    [1.69e-07, 5.24e-07, 5.96e-07, 4.27e-07, 4.01e-07, 1.64e-06, 2.19e-07, 5.31e-08, 1.36e-09, 8.24e-10, 3.85e-07, 8.50e-07, 5.98e-07, 9.11e-08, 3.68e-10, 2.48e-09, 3.80e-09, 2.91e-10, 0.00e+00, 8.24e-12, 1.01e-07, 4.43e-10]    [1.69e-07, 5.24e-07, 5.96e-07, 4.27e-07, 4.01e-07, 1.64e-06, 2.19e-07, 5.31e-08, 1.36e-09, 8.24e-10, 3.85e-07, 8.50e-07, 5.98e-07, 9.11e-08, 3.68e-10, 2.48e-09, 3.80e-09, 2.91e-10, 0.00e+00, 8.24e-12, 1.01e-07, 4.43e-10]    []  
685500    [2.09e-07, 5.02e-07, 7.85e-07, 4.43e-07, 4.77e-07, 1.66e-06, 2.22e-07, 3.35e-07, 1.15e-08, 1.08e-07, 5.90e-07, 1.38e-06, 1.41e-06, 1.32e-06, 5.03e-09, 0.00e+00, 0.00e+00, 1.15e-08, 0.00e+00, 3.58e-10, 4.87e-07, 2.44e-09]    [2.09e-07, 5.02e-07, 7.85e-07, 4.43e-07, 4.77e-07, 1.66e-06, 2.22e-07, 3.35e-07, 1.15e-08, 1.08e-07, 5.90e-07, 1.38e-06, 1.41e-06, 1.32e-06, 5.03e-09, 0.00e+00, 0.00e+00, 1.15e-08, 0.00e+00, 3.58e-10, 4.87e-07, 2.44e-09]    []  
685600    [4.23e-05, 1.17e-05, 4.17e-06, 6.59e-06, 2.92e-06, 6.43e-06, 1.40e-06, 8.69e-06, 5.69e-10, 4.78e-05, 6.46e-05, 3.51e-04, 5.00e-04, 1.99e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.79e-05, 2.53e-09]    [4.23e-05, 1.17e-05, 4.17e-06, 6.59e-06, 2.92e-06, 6.43e-06, 1.40e-06, 8.69e-06, 5.69e-10, 4.78e-05, 6.46e-05, 3.51e-04, 5.00e-04, 1.99e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.79e-05, 2.53e-09]    []  
685700    [1.80e-07, 5.62e-07, 7.14e-07, 4.39e-07, 4.65e-07, 1.65e-06, 2.05e-07, 4.26e-08, 2.99e-10, 2.04e-09, 4.53e-07, 1.02e-06, 8.62e-07, 2.64e-08, 3.55e-09, 3.35e-09, 9.16e-11, 3.23e-09, 1.56e-08, 1.88e-10, 9.49e-08, 1.10e-09]    [1.80e-07, 5.62e-07, 7.14e-07, 4.39e-07, 4.65e-07, 1.65e-06, 2.05e-07, 4.26e-08, 2.99e-10, 2.04e-09, 4.53e-07, 1.02e-06, 8.62e-07, 2.64e-08, 3.55e-09, 3.35e-09, 9.16e-11, 3.23e-09, 1.56e-08, 1.88e-10, 9.49e-08, 1.10e-09]    []  
685800    [3.28e-06, 2.71e-06, 2.96e-06, 3.28e-06, 1.53e-06, 2.18e-06, 1.89e-06, 3.04e-05, 1.01e-07, 8.18e-06, 2.07e-05, 6.29e-05, 1.65e-04, 4.03e-04, 6.76e-06, 2.55e-06, 2.15e-06, 1.65e-06, 0.00e+00, 1.33e-08, 1.60e-05, 8.38e-08]    [3.28e-06, 2.71e-06, 2.96e-06, 3.28e-06, 1.53e-06, 2.18e-06, 1.89e-06, 3.04e-05, 1.01e-07, 8.18e-06, 2.07e-05, 6.29e-05, 1.65e-04, 4.03e-04, 6.76e-06, 2.55e-06, 2.15e-06, 1.65e-06, 0.00e+00, 1.33e-08, 1.60e-05, 8.38e-08]    []  
685900    [1.73e-07, 5.27e-07, 6.23e-07, 4.30e-07, 4.29e-07, 1.64e-06, 1.97e-07, 7.32e-08, 3.66e-10, 1.58e-09, 3.97e-07, 8.99e-07, 6.35e-07, 4.80e-08, 5.79e-10, 3.32e-09, 5.18e-10, 1.31e-10, 0.00e+00, 1.54e-11, 8.06e-08, 2.65e-10]    [1.73e-07, 5.27e-07, 6.23e-07, 4.30e-07, 4.29e-07, 1.64e-06, 1.97e-07, 7.32e-08, 3.66e-10, 1.58e-09, 3.97e-07, 8.99e-07, 6.35e-07, 4.80e-08, 5.79e-10, 3.32e-09, 5.18e-10, 1.31e-10, 0.00e+00, 1.54e-11, 8.06e-08, 2.65e-10]    []  
686000    [2.39e-07, 5.42e-07, 6.44e-07, 4.54e-07, 4.49e-07, 1.62e-06, 4.47e-07, 5.09e-07, 7.13e-06, 1.06e-06, 1.66e-06, 2.14e-06, 3.85e-06, 3.94e-06, 1.32e-08, 2.09e-09, 1.95e-08, 0.00e+00, 1.30e-07, 7.69e-08, 8.80e-07, 3.38e-07]    [2.39e-07, 5.42e-07, 6.44e-07, 4.54e-07, 4.49e-07, 1.62e-06, 4.47e-07, 5.09e-07, 7.13e-06, 1.06e-06, 1.66e-06, 2.14e-06, 3.85e-06, 3.94e-06, 1.32e-08, 2.09e-09, 1.95e-08, 0.00e+00, 1.30e-07, 7.69e-08, 8.80e-07, 3.38e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 47.679948 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
686000    [2.39e-07, 5.42e-07, 6.44e-07, 4.54e-07, 4.49e-07, 1.62e-06, 4.47e-07, 5.09e-07, 7.13e-06, 1.06e-06, 1.66e-06, 2.14e-06, 3.85e-06, 3.94e-06, 1.32e-08, 2.09e-09, 1.95e-08, 0.00e+00, 1.30e-07, 7.69e-08, 8.80e-07, 3.38e-07]    [2.39e-07, 5.42e-07, 6.44e-07, 4.54e-07, 4.49e-07, 1.62e-06, 4.47e-07, 5.09e-07, 7.13e-06, 1.06e-06, 1.66e-06, 2.14e-06, 3.85e-06, 3.94e-06, 1.32e-08, 2.09e-09, 1.95e-08, 0.00e+00, 1.30e-07, 7.69e-08, 8.80e-07, 3.38e-07]    []  
686100    [3.50e-05, 5.85e-06, 3.37e-06, 3.88e-06, 3.96e-06, 5.20e-06, 2.28e-06, 1.21e-05, 3.77e-11, 5.27e-05, 7.84e-05, 2.81e-04, 4.41e-04, 1.83e-03, 2.99e-05, 2.99e-05, 1.51e-05, 1.31e-05, 4.08e-06, 3.82e-10, 2.32e-05, 2.14e-09]    [3.50e-05, 5.85e-06, 3.37e-06, 3.88e-06, 3.96e-06, 5.20e-06, 2.28e-06, 1.21e-05, 3.77e-11, 5.27e-05, 7.84e-05, 2.81e-04, 4.41e-04, 1.83e-03, 2.99e-05, 2.99e-05, 1.51e-05, 1.31e-05, 4.08e-06, 3.82e-10, 2.32e-05, 2.14e-09]    []  
686200    [1.68e-07, 5.43e-07, 6.21e-07, 4.19e-07, 4.42e-07, 1.63e-06, 3.44e-07, 9.07e-10, 2.62e-10, 2.63e-09, 4.72e-07, 1.04e-06, 8.02e-07, 2.75e-08, 2.38e-09, 9.26e-10, 4.48e-11, 1.17e-10, 2.00e-09, 5.93e-11, 1.77e-08, 5.69e-10]    [1.68e-07, 5.43e-07, 6.21e-07, 4.19e-07, 4.42e-07, 1.63e-06, 3.44e-07, 9.07e-10, 2.62e-10, 2.63e-09, 4.72e-07, 1.04e-06, 8.02e-07, 2.75e-08, 2.38e-09, 9.26e-10, 4.48e-11, 1.17e-10, 2.00e-09, 5.93e-11, 1.77e-08, 5.69e-10]    []  
686300    [1.22e-06, 1.41e-06, 8.54e-07, 6.26e-07, 8.78e-07, 1.99e-06, 8.81e-07, 1.76e-05, 6.61e-09, 5.65e-07, 3.06e-05, 2.21e-05, 6.48e-05, 2.02e-05, 9.34e-08, 1.50e-07, 1.41e-06, 4.91e-07, 8.31e-06, 1.45e-12, 4.44e-05, 4.81e-10]    [1.22e-06, 1.41e-06, 8.54e-07, 6.26e-07, 8.78e-07, 1.99e-06, 8.81e-07, 1.76e-05, 6.61e-09, 5.65e-07, 3.06e-05, 2.21e-05, 6.48e-05, 2.02e-05, 9.34e-08, 1.50e-07, 1.41e-06, 4.91e-07, 8.31e-06, 1.45e-12, 4.44e-05, 4.81e-10]    []  
686400    [1.70e-07, 5.18e-07, 6.01e-07, 4.19e-07, 4.06e-07, 1.62e-06, 2.78e-07, 6.58e-10, 1.27e-11, 9.82e-09, 3.93e-07, 9.50e-07, 6.57e-07, 3.52e-07, 9.61e-12, 1.79e-09, 1.66e-09, 2.75e-11, 0.00e+00, 9.20e-12, 1.55e-07, 3.59e-10]    [1.70e-07, 5.18e-07, 6.01e-07, 4.19e-07, 4.06e-07, 1.62e-06, 2.78e-07, 6.58e-10, 1.27e-11, 9.82e-09, 3.93e-07, 9.50e-07, 6.57e-07, 3.52e-07, 9.61e-12, 1.79e-09, 1.66e-09, 2.75e-11, 0.00e+00, 9.20e-12, 1.55e-07, 3.59e-10]    []  
686500    [1.99e-07, 5.22e-07, 7.59e-07, 5.23e-07, 5.05e-07, 1.62e-06, 2.66e-07, 3.43e-08, 3.35e-09, 5.50e-09, 5.08e-07, 1.27e-06, 9.48e-07, 2.13e-07, 1.56e-08, 6.80e-09, 0.00e+00, 1.07e-08, 9.13e-09, 4.27e-11, 5.60e-08, 4.92e-10]    [1.99e-07, 5.22e-07, 7.59e-07, 5.23e-07, 5.05e-07, 1.62e-06, 2.66e-07, 3.43e-08, 3.35e-09, 5.50e-09, 5.08e-07, 1.27e-06, 9.48e-07, 2.13e-07, 1.56e-08, 6.80e-09, 0.00e+00, 1.07e-08, 9.13e-09, 4.27e-11, 5.60e-08, 4.92e-10]    []  
686600    [4.73e-05, 7.58e-06, 4.30e-06, 8.08e-06, 6.77e-06, 4.30e-06, 4.36e-06, 2.43e-05, 1.45e-08, 5.02e-05, 9.78e-05, 3.83e-04, 7.47e-04, 2.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.05e-10, 4.98e-05, 2.35e-09]    [4.73e-05, 7.58e-06, 4.30e-06, 8.08e-06, 6.77e-06, 4.30e-06, 4.36e-06, 2.43e-05, 1.45e-08, 5.02e-05, 9.78e-05, 3.83e-04, 7.47e-04, 2.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.05e-10, 4.98e-05, 2.35e-09]    []  
686700    [1.81e-07, 5.44e-07, 6.86e-07, 4.37e-07, 4.50e-07, 1.63e-06, 2.37e-07, 9.82e-08, 1.35e-10, 1.78e-09, 4.59e-07, 9.84e-07, 7.16e-07, 1.52e-08, 9.76e-10, 2.34e-09, 0.00e+00, 1.21e-09, 1.91e-10, 5.58e-12, 1.25e-08, 3.38e-10]    [1.81e-07, 5.44e-07, 6.86e-07, 4.37e-07, 4.50e-07, 1.63e-06, 2.37e-07, 9.82e-08, 1.35e-10, 1.78e-09, 4.59e-07, 9.84e-07, 7.16e-07, 1.52e-08, 9.76e-10, 2.34e-09, 0.00e+00, 1.21e-09, 1.91e-10, 5.58e-12, 1.25e-08, 3.38e-10]    []  
686800    [2.47e-06, 9.33e-07, 9.85e-07, 6.17e-07, 6.91e-07, 1.65e-06, 6.34e-07, 1.84e-05, 1.81e-08, 5.73e-07, 2.64e-06, 1.61e-05, 6.23e-06, 4.56e-05, 1.82e-07, 1.54e-06, 7.16e-09, 6.02e-07, 3.51e-06, 0.00e+00, 2.03e-05, 6.26e-08]    [2.47e-06, 9.33e-07, 9.85e-07, 6.17e-07, 6.91e-07, 1.65e-06, 6.34e-07, 1.84e-05, 1.81e-08, 5.73e-07, 2.64e-06, 1.61e-05, 6.23e-06, 4.56e-05, 1.82e-07, 1.54e-06, 7.16e-09, 6.02e-07, 3.51e-06, 0.00e+00, 2.03e-05, 6.26e-08]    []  
686900    [1.78e-07, 5.14e-07, 6.13e-07, 4.32e-07, 4.12e-07, 1.63e-06, 2.18e-07, 6.44e-08, 9.81e-12, 2.28e-09, 3.99e-07, 8.10e-07, 6.39e-07, 9.18e-08, 6.04e-09, 6.71e-09, 6.05e-09, 4.27e-09, 1.97e-09, 1.26e-10, 1.88e-08, 7.59e-10]    [1.78e-07, 5.14e-07, 6.13e-07, 4.32e-07, 4.12e-07, 1.63e-06, 2.18e-07, 6.44e-08, 9.81e-12, 2.28e-09, 3.99e-07, 8.10e-07, 6.39e-07, 9.18e-08, 6.04e-09, 6.71e-09, 6.05e-09, 4.27e-09, 1.97e-09, 1.26e-10, 1.88e-08, 7.59e-10]    []  
687000    [2.37e-07, 5.51e-07, 8.59e-07, 4.91e-07, 5.13e-07, 1.62e-06, 2.24e-07, 6.19e-07, 7.61e-09, 4.01e-08, 5.82e-07, 1.98e-06, 1.03e-06, 1.63e-06, 3.22e-09, 0.00e+00, 0.00e+00, 4.85e-09, 0.00e+00, 6.66e-11, 3.66e-07, 3.89e-10]    [2.37e-07, 5.51e-07, 8.59e-07, 4.91e-07, 5.13e-07, 1.62e-06, 2.24e-07, 6.19e-07, 7.61e-09, 4.01e-08, 5.82e-07, 1.98e-06, 1.03e-06, 1.63e-06, 3.22e-09, 0.00e+00, 0.00e+00, 4.85e-09, 0.00e+00, 6.66e-11, 3.66e-07, 3.89e-10]    []  
687100    [3.59e-07, 5.42e-07, 6.39e-07, 4.66e-07, 4.27e-07, 1.68e-06, 2.16e-07, 1.41e-08, 5.55e-10, 1.98e-07, 7.32e-07, 1.80e-06, 2.60e-06, 7.42e-06, 9.56e-08, 7.13e-08, 5.58e-08, 6.39e-08, 6.06e-08, 1.83e-11, 3.96e-07, 2.84e-10]    [3.59e-07, 5.42e-07, 6.39e-07, 4.66e-07, 4.27e-07, 1.68e-06, 2.16e-07, 1.41e-08, 5.55e-10, 1.98e-07, 7.32e-07, 1.80e-06, 2.60e-06, 7.42e-06, 9.56e-08, 7.13e-08, 5.58e-08, 6.39e-08, 6.06e-08, 1.83e-11, 3.96e-07, 2.84e-10]    []  
687200    [2.22e-07, 5.74e-07, 7.65e-07, 4.78e-07, 5.06e-07, 1.65e-06, 2.26e-07, 5.96e-08, 2.00e-07, 2.34e-08, 5.58e-07, 1.28e-06, 9.53e-07, 1.22e-06, 1.75e-08, 7.20e-09, 2.02e-09, 2.78e-09, 3.22e-09, 0.00e+00, 2.43e-08, 1.67e-07]    [2.22e-07, 5.74e-07, 7.65e-07, 4.78e-07, 5.06e-07, 1.65e-06, 2.26e-07, 5.96e-08, 2.00e-07, 2.34e-08, 5.58e-07, 1.28e-06, 9.53e-07, 1.22e-06, 1.75e-08, 7.20e-09, 2.02e-09, 2.78e-09, 3.22e-09, 0.00e+00, 2.43e-08, 1.67e-07]    []  
687300    [4.06e-05, 7.05e-06, 3.65e-06, 4.75e-06, 4.81e-06, 5.98e-06, 2.20e-06, 1.18e-05, 1.34e-06, 6.44e-05, 9.89e-05, 3.49e-04, 5.59e-04, 2.29e-03, 3.82e-05, 3.85e-05, 1.85e-05, 1.68e-05, 4.68e-06, 2.21e-07, 2.63e-05, 1.17e-06]    [4.06e-05, 7.05e-06, 3.65e-06, 4.75e-06, 4.81e-06, 5.98e-06, 2.20e-06, 1.18e-05, 1.34e-06, 6.44e-05, 9.89e-05, 3.49e-04, 5.59e-04, 2.29e-03, 3.82e-05, 3.85e-05, 1.85e-05, 1.68e-05, 4.68e-06, 2.21e-07, 2.63e-05, 1.17e-06]    []  
687400    [1.81e-07, 5.98e-07, 7.52e-07, 4.67e-07, 4.55e-07, 1.64e-06, 2.38e-07, 1.18e-09, 5.04e-08, 3.05e-09, 4.48e-07, 1.07e-06, 7.74e-07, 3.55e-08, 1.68e-09, 8.47e-10, 0.00e+00, 6.23e-10, 4.35e-09, 0.00e+00, 2.92e-08, 8.68e-08]    [1.81e-07, 5.98e-07, 7.52e-07, 4.67e-07, 4.55e-07, 1.64e-06, 2.38e-07, 1.18e-09, 5.04e-08, 3.05e-09, 4.48e-07, 1.07e-06, 7.74e-07, 3.55e-08, 1.68e-09, 8.47e-10, 0.00e+00, 6.23e-10, 4.35e-09, 0.00e+00, 2.92e-08, 8.68e-08]    []  
687500    [6.02e-07, 6.95e-07, 6.03e-07, 4.74e-07, 3.42e-07, 1.65e-06, 2.21e-07, 2.21e-08, 1.53e-10, 5.53e-07, 1.12e-06, 4.68e-06, 6.87e-06, 2.32e-05, 0.00e+00, 0.00e+00, 1.98e-09, 0.00e+00, 0.00e+00, 1.28e-11, 3.46e-07, 3.36e-10]    [6.02e-07, 6.95e-07, 6.03e-07, 4.74e-07, 3.42e-07, 1.65e-06, 2.21e-07, 2.21e-08, 1.53e-10, 5.53e-07, 1.12e-06, 4.68e-06, 6.87e-06, 2.32e-05, 0.00e+00, 0.00e+00, 1.98e-09, 0.00e+00, 0.00e+00, 1.28e-11, 3.46e-07, 3.36e-10]    []  
687600    [2.03e-07, 6.04e-07, 8.41e-07, 5.03e-07, 5.09e-07, 1.65e-06, 2.31e-07, 4.71e-08, 2.05e-08, 4.70e-08, 5.12e-07, 1.09e-06, 1.07e-06, 3.50e-07, 9.41e-09, 1.48e-08, 0.00e+00, 7.75e-09, 8.59e-09, 0.00e+00, 5.32e-08, 8.94e-08]    [2.03e-07, 6.04e-07, 8.41e-07, 5.03e-07, 5.09e-07, 1.65e-06, 2.31e-07, 4.71e-08, 2.05e-08, 4.70e-08, 5.12e-07, 1.09e-06, 1.07e-06, 3.50e-07, 9.41e-09, 1.48e-08, 0.00e+00, 7.75e-09, 8.59e-09, 0.00e+00, 5.32e-08, 8.94e-08]    []  
687700    [1.74e-07, 5.37e-07, 6.34e-07, 4.59e-07, 3.83e-07, 1.64e-06, 2.10e-07, 5.34e-09, 5.10e-10, 1.68e-10, 3.74e-07, 7.68e-07, 5.23e-07, 2.83e-09, 2.55e-09, 4.41e-09, 7.01e-09, 1.81e-09, 0.00e+00, 1.22e-10, 4.56e-08, 7.60e-10]    [1.74e-07, 5.37e-07, 6.34e-07, 4.59e-07, 3.83e-07, 1.64e-06, 2.10e-07, 5.34e-09, 5.10e-10, 1.68e-10, 3.74e-07, 7.68e-07, 5.23e-07, 2.83e-09, 2.55e-09, 4.41e-09, 7.01e-09, 1.81e-09, 0.00e+00, 1.22e-10, 4.56e-08, 7.60e-10]    []  
687800    [4.28e-07, 5.72e-07, 9.94e-07, 5.83e-07, 4.91e-07, 1.63e-06, 2.26e-07, 5.24e-06, 2.67e-09, 1.70e-07, 1.49e-06, 2.97e-06, 7.87e-06, 9.66e-06, 7.38e-09, 4.24e-11, 0.00e+00, 3.11e-09, 5.54e-07, 2.04e-09, 3.59e-06, 1.36e-08]    [4.28e-07, 5.72e-07, 9.94e-07, 5.83e-07, 4.91e-07, 1.63e-06, 2.26e-07, 5.24e-06, 2.67e-09, 1.70e-07, 1.49e-06, 2.97e-06, 7.87e-06, 9.66e-06, 7.38e-09, 4.24e-11, 0.00e+00, 3.11e-09, 5.54e-07, 2.04e-09, 3.59e-06, 1.36e-08]    []  
687900    [1.75e-07, 5.25e-07, 6.14e-07, 4.43e-07, 3.94e-07, 1.64e-06, 1.98e-07, 2.26e-07, 1.68e-09, 1.21e-10, 4.01e-07, 8.13e-07, 5.78e-07, 6.66e-09, 2.10e-09, 3.86e-09, 5.40e-09, 7.80e-10, 0.00e+00, 3.33e-11, 2.15e-08, 3.66e-10]    [1.75e-07, 5.25e-07, 6.14e-07, 4.43e-07, 3.94e-07, 1.64e-06, 1.98e-07, 2.26e-07, 1.68e-09, 1.21e-10, 4.01e-07, 8.13e-07, 5.78e-07, 6.66e-09, 2.10e-09, 3.86e-09, 5.40e-09, 7.80e-10, 0.00e+00, 3.33e-11, 2.15e-08, 3.66e-10]    []  
688000    [2.51e-07, 4.89e-07, 7.59e-07, 4.69e-07, 4.92e-07, 1.66e-06, 2.63e-07, 3.92e-06, 4.68e-06, 5.41e-08, 2.46e-06, 2.08e-06, 3.08e-06, 5.70e-07, 2.52e-08, 3.26e-08, 4.38e-11, 9.47e-08, 0.00e+00, 3.02e-08, 4.70e-07, 6.64e-08]    [2.51e-07, 4.89e-07, 7.59e-07, 4.69e-07, 4.92e-07, 1.66e-06, 2.63e-07, 3.92e-06, 4.68e-06, 5.41e-08, 2.46e-06, 2.08e-06, 3.08e-06, 5.70e-07, 2.52e-08, 3.26e-08, 4.38e-11, 9.47e-08, 0.00e+00, 3.02e-08, 4.70e-07, 6.64e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 42.747306 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
688000    [2.51e-07, 4.89e-07, 7.59e-07, 4.69e-07, 4.92e-07, 1.66e-06, 2.63e-07, 3.92e-06, 4.68e-06, 5.41e-08, 2.46e-06, 2.08e-06, 3.08e-06, 5.70e-07, 2.52e-08, 3.26e-08, 4.38e-11, 9.47e-08, 0.00e+00, 3.02e-08, 4.70e-07, 6.64e-08]    [2.51e-07, 4.89e-07, 7.59e-07, 4.69e-07, 4.92e-07, 1.66e-06, 2.63e-07, 3.92e-06, 4.68e-06, 5.41e-08, 2.46e-06, 2.08e-06, 3.08e-06, 5.70e-07, 2.52e-08, 3.26e-08, 4.38e-11, 9.47e-08, 0.00e+00, 3.02e-08, 4.70e-07, 6.64e-08]    []  
688100    [3.75e-07, 5.12e-07, 6.07e-07, 4.47e-07, 4.23e-07, 1.70e-06, 2.40e-07, 4.33e-09, 1.48e-09, 2.34e-07, 7.98e-07, 1.94e-06, 3.13e-06, 8.77e-06, 1.09e-07, 7.87e-08, 6.24e-08, 7.48e-08, 1.50e-09, 1.21e-12, 1.62e-08, 9.73e-10]    [3.75e-07, 5.12e-07, 6.07e-07, 4.47e-07, 4.23e-07, 1.70e-06, 2.40e-07, 4.33e-09, 1.48e-09, 2.34e-07, 7.98e-07, 1.94e-06, 3.13e-06, 8.77e-06, 1.09e-07, 7.87e-08, 6.24e-08, 7.48e-08, 1.50e-09, 1.21e-12, 1.62e-08, 9.73e-10]    []  
688200    [1.89e-07, 5.73e-07, 7.55e-07, 4.59e-07, 4.77e-07, 1.66e-06, 2.29e-07, 1.46e-07, 6.29e-09, 5.27e-10, 5.79e-07, 1.27e-06, 1.09e-06, 4.28e-07, 3.34e-09, 3.53e-11, 0.00e+00, 2.35e-10, 0.00e+00, 6.41e-09, 8.26e-08, 4.21e-08]    [1.89e-07, 5.73e-07, 7.55e-07, 4.59e-07, 4.77e-07, 1.66e-06, 2.29e-07, 1.46e-07, 6.29e-09, 5.27e-10, 5.79e-07, 1.27e-06, 1.09e-06, 4.28e-07, 3.34e-09, 3.53e-11, 0.00e+00, 2.35e-10, 0.00e+00, 6.41e-09, 8.26e-08, 4.21e-08]    []  
688300    [7.20e-07, 7.36e-07, 6.18e-07, 4.80e-07, 3.66e-07, 1.68e-06, 2.12e-07, 4.70e-11, 1.35e-11, 7.17e-07, 1.33e-06, 5.62e-06, 8.76e-06, 2.95e-05, 0.00e+00, 0.00e+00, 1.34e-09, 0.00e+00, 2.56e-13, 2.80e-11, 7.36e-08, 3.37e-10]    [7.20e-07, 7.36e-07, 6.18e-07, 4.80e-07, 3.66e-07, 1.68e-06, 2.12e-07, 4.70e-11, 1.35e-11, 7.17e-07, 1.33e-06, 5.62e-06, 8.76e-06, 2.95e-05, 0.00e+00, 0.00e+00, 1.34e-09, 0.00e+00, 2.56e-13, 2.80e-11, 7.36e-08, 3.37e-10]    []  
688400    [1.96e-07, 5.44e-07, 7.61e-07, 4.75e-07, 4.86e-07, 1.66e-06, 2.16e-07, 1.23e-07, 1.79e-09, 5.96e-10, 6.04e-07, 1.11e-06, 1.29e-06, 2.57e-07, 1.22e-08, 1.44e-08, 5.91e-11, 1.80e-08, 0.00e+00, 1.46e-10, 4.36e-08, 8.91e-10]    [1.96e-07, 5.44e-07, 7.61e-07, 4.75e-07, 4.86e-07, 1.66e-06, 2.16e-07, 1.23e-07, 1.79e-09, 5.96e-10, 6.04e-07, 1.11e-06, 1.29e-06, 2.57e-07, 1.22e-08, 1.44e-08, 5.91e-11, 1.80e-08, 0.00e+00, 1.46e-10, 4.36e-08, 8.91e-10]    []  
688500    [2.75e-05, 7.60e-06, 2.77e-06, 4.15e-06, 1.98e-06, 4.64e-06, 9.68e-07, 2.26e-05, 1.18e-08, 2.94e-05, 4.44e-05, 2.24e-04, 3.45e-04, 1.28e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.57e-05, 1.47e-08]    [2.75e-05, 7.60e-06, 2.77e-06, 4.15e-06, 1.98e-06, 4.64e-06, 9.68e-07, 2.26e-05, 1.18e-08, 2.94e-05, 4.44e-05, 2.24e-04, 3.45e-04, 1.28e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.57e-05, 1.47e-08]    []  
688600    [1.96e-07, 5.47e-07, 7.32e-07, 4.36e-07, 4.74e-07, 1.67e-06, 2.05e-07, 1.19e-07, 9.46e-10, 1.43e-08, 4.69e-07, 1.00e-06, 7.80e-07, 1.63e-07, 5.27e-09, 8.26e-09, 0.00e+00, 6.95e-09, 0.00e+00, 6.42e-10, 3.67e-08, 4.05e-09]    [1.96e-07, 5.47e-07, 7.32e-07, 4.36e-07, 4.74e-07, 1.67e-06, 2.05e-07, 1.19e-07, 9.46e-10, 1.43e-08, 4.69e-07, 1.00e-06, 7.80e-07, 1.63e-07, 5.27e-09, 8.26e-09, 0.00e+00, 6.95e-09, 0.00e+00, 6.42e-10, 3.67e-08, 4.05e-09]    []  
688700    [4.73e-06, 2.72e-06, 2.66e-06, 2.10e-06, 1.36e-06, 2.34e-06, 1.57e-06, 1.12e-04, 7.60e-07, 2.55e-06, 1.08e-05, 3.82e-05, 8.96e-05, 1.77e-04, 5.77e-06, 1.22e-06, 1.53e-06, 1.35e-06, 0.00e+00, 4.14e-09, 6.42e-05, 7.41e-06]    [4.73e-06, 2.72e-06, 2.66e-06, 2.10e-06, 1.36e-06, 2.34e-06, 1.57e-06, 1.12e-04, 7.60e-07, 2.55e-06, 1.08e-05, 3.82e-05, 8.96e-05, 1.77e-04, 5.77e-06, 1.22e-06, 1.53e-06, 1.35e-06, 0.00e+00, 4.14e-09, 6.42e-05, 7.41e-06]    []  
688800    [1.79e-07, 5.21e-07, 6.02e-07, 4.33e-07, 4.26e-07, 1.64e-06, 2.21e-07, 1.99e-11, 1.62e-07, 3.74e-09, 4.08e-07, 8.79e-07, 6.69e-07, 1.51e-07, 8.07e-09, 7.62e-09, 1.51e-09, 2.90e-09, 2.39e-10, 2.01e-08, 1.01e-08, 1.28e-07]    [1.79e-07, 5.21e-07, 6.02e-07, 4.33e-07, 4.26e-07, 1.64e-06, 2.21e-07, 1.99e-11, 1.62e-07, 3.74e-09, 4.08e-07, 8.79e-07, 6.69e-07, 1.51e-07, 8.07e-09, 7.62e-09, 1.51e-09, 2.90e-09, 2.39e-10, 2.01e-08, 1.01e-08, 1.28e-07]    []  
688900    [4.63e-07, 5.07e-07, 8.24e-07, 5.02e-07, 5.17e-07, 1.67e-06, 2.59e-07, 1.63e-06, 2.89e-09, 1.30e-06, 3.71e-06, 5.08e-06, 2.59e-06, 1.15e-05, 3.16e-08, 7.56e-08, 8.00e-08, 1.04e-08, 0.00e+00, 4.10e-11, 1.41e-06, 3.71e-10]    [4.63e-07, 5.07e-07, 8.24e-07, 5.02e-07, 5.17e-07, 1.67e-06, 2.59e-07, 1.63e-06, 2.89e-09, 1.30e-06, 3.71e-06, 5.08e-06, 2.59e-06, 1.15e-05, 3.16e-08, 7.56e-08, 8.00e-08, 1.04e-08, 0.00e+00, 4.10e-11, 1.41e-06, 3.71e-10]    []  
689000    [6.25e-05, 1.76e-05, 5.98e-06, 1.02e-05, 4.24e-06, 9.32e-06, 2.10e-06, 2.04e-05, 3.89e-09, 7.32e-05, 9.51e-05, 5.39e-04, 7.20e-04, 3.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.28e-05, 1.42e-08]    [6.25e-05, 1.76e-05, 5.98e-06, 1.02e-05, 4.24e-06, 9.32e-06, 2.10e-06, 2.04e-05, 3.89e-09, 7.32e-05, 9.51e-05, 5.39e-04, 7.20e-04, 3.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.28e-05, 1.42e-08]    []  
689100    [1.77e-07, 5.37e-07, 6.99e-07, 4.30e-07, 4.64e-07, 1.65e-06, 2.11e-07, 8.34e-08, 4.34e-08, 2.83e-10, 4.64e-07, 9.98e-07, 8.81e-07, 3.82e-08, 2.61e-09, 4.83e-09, 6.88e-10, 1.03e-09, 0.00e+00, 4.49e-10, 1.70e-07, 1.82e-09]    [1.77e-07, 5.37e-07, 6.99e-07, 4.30e-07, 4.64e-07, 1.65e-06, 2.11e-07, 8.34e-08, 4.34e-08, 2.83e-10, 4.64e-07, 9.98e-07, 8.81e-07, 3.82e-08, 2.61e-09, 4.83e-09, 6.88e-10, 1.03e-09, 0.00e+00, 4.49e-10, 1.70e-07, 1.82e-09]    []  
689200    [5.88e-06, 2.11e-06, 8.94e-07, 1.54e-06, 2.29e-06, 3.14e-06, 3.14e-06, 3.82e-05, 1.43e-08, 1.94e-05, 2.67e-05, 1.06e-04, 2.77e-05, 3.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.32e-08, 0.00e+00, 7.78e-11, 1.16e-05, 2.79e-08]    [5.88e-06, 2.11e-06, 8.94e-07, 1.54e-06, 2.29e-06, 3.14e-06, 3.14e-06, 3.82e-05, 1.43e-08, 1.94e-05, 2.67e-05, 1.06e-04, 2.77e-05, 3.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.32e-08, 0.00e+00, 7.78e-11, 1.16e-05, 2.79e-08]    []  
689300    [1.77e-07, 5.49e-07, 6.53e-07, 4.35e-07, 4.36e-07, 1.65e-06, 1.97e-07, 3.12e-08, 1.54e-11, 4.21e-12, 4.13e-07, 8.58e-07, 6.60e-07, 3.32e-09, 2.29e-09, 4.40e-09, 2.04e-09, 1.64e-09, 1.55e-08, 2.38e-12, 9.41e-08, 3.76e-10]    [1.77e-07, 5.49e-07, 6.53e-07, 4.35e-07, 4.36e-07, 1.65e-06, 1.97e-07, 3.12e-08, 1.54e-11, 4.21e-12, 4.13e-07, 8.58e-07, 6.60e-07, 3.32e-09, 2.29e-09, 4.40e-09, 2.04e-09, 1.64e-09, 1.55e-08, 2.38e-12, 9.41e-08, 3.76e-10]    []  
689400    [1.15e-06, 9.26e-07, 8.59e-07, 7.60e-07, 5.48e-07, 1.83e-06, 4.17e-07, 2.21e-05, 4.85e-06, 1.64e-06, 8.06e-06, 1.66e-05, 5.33e-06, 3.99e-05, 5.98e-11, 4.57e-08, 0.00e+00, 1.38e-08, 0.00e+00, 1.29e-06, 2.11e-05, 6.12e-06]    [1.15e-06, 9.26e-07, 8.59e-07, 7.60e-07, 5.48e-07, 1.83e-06, 4.17e-07, 2.21e-05, 4.85e-06, 1.64e-06, 8.06e-06, 1.66e-05, 5.33e-06, 3.99e-05, 5.98e-11, 4.57e-08, 0.00e+00, 1.38e-08, 0.00e+00, 1.29e-06, 2.11e-05, 6.12e-06]    []  
689500    [1.81e-07, 5.84e-07, 6.82e-07, 4.64e-07, 4.25e-07, 1.66e-06, 2.07e-07, 1.65e-08, 1.71e-09, 2.48e-11, 3.93e-07, 8.53e-07, 6.15e-07, 1.87e-09, 2.28e-09, 3.74e-09, 3.08e-09, 1.61e-09, 2.95e-08, 1.07e-14, 1.85e-07, 1.22e-09]    [1.81e-07, 5.84e-07, 6.82e-07, 4.64e-07, 4.25e-07, 1.66e-06, 2.07e-07, 1.65e-08, 1.71e-09, 2.48e-11, 3.93e-07, 8.53e-07, 6.15e-07, 1.87e-09, 2.28e-09, 3.74e-09, 3.08e-09, 1.61e-09, 2.95e-08, 1.07e-14, 1.85e-07, 1.22e-09]    []  
689600    [2.43e-06, 1.55e-06, 9.65e-07, 6.08e-07, 7.48e-07, 1.90e-06, 5.23e-07, 2.93e-05, 3.31e-07, 2.96e-07, 2.53e-05, 2.10e-05, 7.38e-05, 6.69e-05, 3.38e-07, 8.29e-07, 1.52e-06, 1.15e-06, 6.64e-06, 1.76e-08, 3.64e-05, 1.07e-07]    [2.43e-06, 1.55e-06, 9.65e-07, 6.08e-07, 7.48e-07, 1.90e-06, 5.23e-07, 2.93e-05, 3.31e-07, 2.96e-07, 2.53e-05, 2.10e-05, 7.38e-05, 6.69e-05, 3.38e-07, 8.29e-07, 1.52e-06, 1.15e-06, 6.64e-06, 1.76e-08, 3.64e-05, 1.07e-07]    []  
689700    [1.77e-07, 5.42e-07, 6.38e-07, 4.39e-07, 4.27e-07, 1.66e-06, 1.96e-07, 1.36e-09, 8.21e-14, 7.05e-11, 4.00e-07, 8.33e-07, 6.15e-07, 6.29e-09, 2.71e-09, 4.46e-09, 1.74e-09, 2.28e-09, 4.09e-09, 9.74e-11, 2.81e-08, 5.94e-10]    [1.77e-07, 5.42e-07, 6.38e-07, 4.39e-07, 4.27e-07, 1.66e-06, 1.96e-07, 1.36e-09, 8.21e-14, 7.05e-11, 4.00e-07, 8.33e-07, 6.15e-07, 6.29e-09, 2.71e-09, 4.46e-09, 1.74e-09, 2.28e-09, 4.09e-09, 9.74e-11, 2.81e-08, 5.94e-10]    []  
689800    [6.95e-07, 5.47e-07, 9.27e-07, 5.36e-07, 4.39e-07, 1.69e-06, 3.99e-07, 9.73e-08, 4.26e-05, 8.31e-08, 8.91e-07, 3.80e-06, 3.15e-06, 5.44e-06, 8.20e-09, 6.49e-08, 0.00e+00, 1.58e-08, 0.00e+00, 4.33e-06, 2.16e-06, 1.94e-05]    [6.95e-07, 5.47e-07, 9.27e-07, 5.36e-07, 4.39e-07, 1.69e-06, 3.99e-07, 9.73e-08, 4.26e-05, 8.31e-08, 8.91e-07, 3.80e-06, 3.15e-06, 5.44e-06, 8.20e-09, 6.49e-08, 0.00e+00, 1.58e-08, 0.00e+00, 4.33e-06, 2.16e-06, 1.94e-05]    []  
689900    [1.68e-07, 5.32e-07, 5.91e-07, 4.31e-07, 3.90e-07, 1.64e-06, 2.02e-07, 6.46e-10, 2.63e-07, 7.35e-09, 3.83e-07, 9.10e-07, 6.28e-07, 3.28e-07, 2.06e-11, 2.09e-09, 4.77e-09, 1.62e-11, 6.97e-11, 1.44e-09, 1.01e-08, 7.61e-09]    [1.68e-07, 5.32e-07, 5.91e-07, 4.31e-07, 3.90e-07, 1.64e-06, 2.02e-07, 6.46e-10, 2.63e-07, 7.35e-09, 3.83e-07, 9.10e-07, 6.28e-07, 3.28e-07, 2.06e-11, 2.09e-09, 4.77e-09, 1.62e-11, 6.97e-11, 1.44e-09, 1.01e-08, 7.61e-09]    []  
690000    [1.94e-07, 5.43e-07, 7.73e-07, 5.01e-07, 5.00e-07, 1.65e-06, 2.09e-07, 9.82e-07, 5.60e-10, 2.75e-08, 4.94e-07, 1.16e-06, 9.63e-07, 7.49e-08, 5.14e-09, 6.51e-10, 0.00e+00, 7.87e-09, 7.58e-08, 5.11e-12, 5.11e-07, 4.57e-10]    [1.94e-07, 5.43e-07, 7.73e-07, 5.01e-07, 5.00e-07, 1.65e-06, 2.09e-07, 9.82e-07, 5.60e-10, 2.75e-08, 4.94e-07, 1.16e-06, 9.63e-07, 7.49e-08, 5.14e-09, 6.51e-10, 0.00e+00, 7.87e-09, 7.58e-08, 5.11e-12, 5.11e-07, 4.57e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 48.510497 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
690000    [1.94e-07, 5.43e-07, 7.73e-07, 5.01e-07, 5.00e-07, 1.65e-06, 2.09e-07, 9.82e-07, 5.60e-10, 2.75e-08, 4.94e-07, 1.16e-06, 9.63e-07, 7.49e-08, 5.14e-09, 6.51e-10, 0.00e+00, 7.87e-09, 7.58e-08, 5.11e-12, 5.11e-07, 4.57e-10]    [1.94e-07, 5.43e-07, 7.73e-07, 5.01e-07, 5.00e-07, 1.65e-06, 2.09e-07, 9.82e-07, 5.60e-10, 2.75e-08, 4.94e-07, 1.16e-06, 9.63e-07, 7.49e-08, 5.14e-09, 6.51e-10, 0.00e+00, 7.87e-09, 7.58e-08, 5.11e-12, 5.11e-07, 4.57e-10]    []  
690100    [8.13e-06, 2.82e-06, 2.64e-06, 3.62e-06, 1.33e-06, 4.10e-06, 3.00e-06, 1.14e-04, 5.19e-06, 6.91e-06, 3.94e-05, 5.36e-05, 1.64e-04, 3.32e-04, 6.11e-06, 3.68e-07, 7.84e-06, 1.42e-06, 2.55e-05, 8.16e-07, 1.29e-04, 3.87e-06]    [8.13e-06, 2.82e-06, 2.64e-06, 3.62e-06, 1.33e-06, 4.10e-06, 3.00e-06, 1.14e-04, 5.19e-06, 6.91e-06, 3.94e-05, 5.36e-05, 1.64e-04, 3.32e-04, 6.11e-06, 3.68e-07, 7.84e-06, 1.42e-06, 2.55e-05, 8.16e-07, 1.29e-04, 3.87e-06]    []  
690200    [1.89e-07, 5.58e-07, 7.09e-07, 4.54e-07, 4.61e-07, 1.66e-06, 2.03e-07, 5.22e-08, 3.94e-08, 1.75e-08, 4.68e-07, 9.81e-07, 7.30e-07, 1.57e-07, 7.21e-09, 5.97e-09, 1.38e-10, 8.14e-10, 4.03e-10, 5.84e-09, 1.15e-08, 3.88e-08]    [1.89e-07, 5.58e-07, 7.09e-07, 4.54e-07, 4.61e-07, 1.66e-06, 2.03e-07, 5.22e-08, 3.94e-08, 1.75e-08, 4.68e-07, 9.81e-07, 7.30e-07, 1.57e-07, 7.21e-09, 5.97e-09, 1.38e-10, 8.14e-10, 4.03e-10, 5.84e-09, 1.15e-08, 3.88e-08]    []  
690300    [9.35e-06, 2.62e-06, 1.72e-06, 9.20e-07, 1.26e-06, 2.34e-06, 9.38e-07, 4.19e-05, 5.47e-08, 8.66e-06, 1.36e-05, 4.97e-05, 7.18e-05, 2.54e-04, 3.39e-06, 4.19e-06, 2.40e-06, 1.41e-06, 7.67e-06, 0.00e+00, 4.19e-05, 3.00e-07]    [9.35e-06, 2.62e-06, 1.72e-06, 9.20e-07, 1.26e-06, 2.34e-06, 9.38e-07, 4.19e-05, 5.47e-08, 8.66e-06, 1.36e-05, 4.97e-05, 7.18e-05, 2.54e-04, 3.39e-06, 4.19e-06, 2.40e-06, 1.41e-06, 7.67e-06, 0.00e+00, 4.19e-05, 3.00e-07]    []  
690400    [1.79e-07, 5.20e-07, 5.87e-07, 4.22e-07, 4.20e-07, 1.65e-06, 2.08e-07, 3.00e-07, 0.00e+00, 4.32e-09, 4.04e-07, 8.49e-07, 6.42e-07, 1.17e-07, 6.57e-09, 6.52e-09, 2.68e-09, 4.85e-09, 0.00e+00, 1.54e-11, 1.01e-07, 2.82e-10]    [1.79e-07, 5.20e-07, 5.87e-07, 4.22e-07, 4.20e-07, 1.65e-06, 2.08e-07, 3.00e-07, 0.00e+00, 4.32e-09, 4.04e-07, 8.49e-07, 6.42e-07, 1.17e-07, 6.57e-09, 6.52e-09, 2.68e-09, 4.85e-09, 0.00e+00, 1.54e-11, 1.01e-07, 2.82e-10]    []  
690500    [2.20e-07, 4.46e-07, 7.32e-07, 4.44e-07, 4.57e-07, 1.63e-06, 2.40e-07, 6.42e-07, 8.62e-09, 4.76e-08, 1.35e-06, 2.79e-06, 2.40e-06, 8.73e-07, 5.99e-09, 0.00e+00, 0.00e+00, 1.74e-08, 0.00e+00, 4.70e-11, 1.04e-06, 2.33e-09]    [2.20e-07, 4.46e-07, 7.32e-07, 4.44e-07, 4.57e-07, 1.63e-06, 2.40e-07, 6.42e-07, 8.62e-09, 4.76e-08, 1.35e-06, 2.79e-06, 2.40e-06, 8.73e-07, 5.99e-09, 0.00e+00, 0.00e+00, 1.74e-08, 0.00e+00, 4.70e-11, 1.04e-06, 2.33e-09]    []  
690600    [1.06e-04, 3.34e-05, 9.97e-06, 2.14e-05, 7.90e-06, 1.73e-05, 4.20e-06, 5.86e-05, 3.04e-08, 1.43e-04, 1.68e-04, 1.04e-03, 1.16e-03, 5.60e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.45e-04, 1.85e-07]    [1.06e-04, 3.34e-05, 9.97e-06, 2.14e-05, 7.90e-06, 1.73e-05, 4.20e-06, 5.86e-05, 3.04e-08, 1.43e-04, 1.68e-04, 1.04e-03, 1.16e-03, 5.60e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.45e-04, 1.85e-07]    []  
690700    [1.76e-07, 5.43e-07, 6.82e-07, 4.38e-07, 4.59e-07, 1.64e-06, 2.05e-07, 3.50e-08, 2.99e-10, 7.80e-10, 5.07e-07, 9.57e-07, 8.95e-07, 4.43e-08, 1.35e-09, 4.84e-09, 1.33e-09, 7.24e-11, 0.00e+00, 1.63e-12, 6.87e-08, 3.69e-09]    [1.76e-07, 5.43e-07, 6.82e-07, 4.38e-07, 4.59e-07, 1.64e-06, 2.05e-07, 3.50e-08, 2.99e-10, 7.80e-10, 5.07e-07, 9.57e-07, 8.95e-07, 4.43e-08, 1.35e-09, 4.84e-09, 1.33e-09, 7.24e-11, 0.00e+00, 1.63e-12, 6.87e-08, 3.69e-09]    []  
690800    [2.76e-06, 1.68e-06, 1.18e-06, 3.48e-07, 7.31e-07, 1.97e-06, 4.62e-07, 1.88e-05, 1.28e-05, 1.87e-06, 6.05e-06, 2.55e-05, 9.00e-06, 6.94e-05, 6.61e-07, 1.41e-06, 9.56e-07, 6.40e-08, 0.00e+00, 0.00e+00, 2.24e-05, 3.61e-05]    [2.76e-06, 1.68e-06, 1.18e-06, 3.48e-07, 7.31e-07, 1.97e-06, 4.62e-07, 1.88e-05, 1.28e-05, 1.87e-06, 6.05e-06, 2.55e-05, 9.00e-06, 6.94e-05, 6.61e-07, 1.41e-06, 9.56e-07, 6.40e-08, 0.00e+00, 0.00e+00, 2.24e-05, 3.61e-05]    []  
690900    [1.68e-07, 5.40e-07, 5.95e-07, 4.37e-07, 4.02e-07, 1.64e-06, 2.57e-07, 1.10e-07, 2.68e-07, 6.48e-11, 3.80e-07, 8.50e-07, 6.13e-07, 4.10e-09, 2.18e-09, 3.70e-09, 2.67e-09, 1.77e-09, 1.50e-09, 0.00e+00, 1.55e-08, 2.56e-07]    [1.68e-07, 5.40e-07, 5.95e-07, 4.37e-07, 4.02e-07, 1.64e-06, 2.57e-07, 1.10e-07, 2.68e-07, 6.48e-11, 3.80e-07, 8.50e-07, 6.13e-07, 4.10e-09, 2.18e-09, 3.70e-09, 2.67e-09, 1.77e-09, 1.50e-09, 0.00e+00, 1.55e-08, 2.56e-07]    []  
691000    [4.18e-07, 6.24e-07, 8.41e-07, 5.34e-07, 4.82e-07, 1.63e-06, 2.43e-07, 1.29e-06, 1.61e-09, 1.32e-09, 2.44e-06, 4.23e-06, 6.54e-06, 5.61e-06, 4.68e-09, 0.00e+00, 5.73e-10, 2.01e-09, 1.31e-07, 1.94e-09, 8.89e-07, 1.29e-08]    [4.18e-07, 6.24e-07, 8.41e-07, 5.34e-07, 4.82e-07, 1.63e-06, 2.43e-07, 1.29e-06, 1.61e-09, 1.32e-09, 2.44e-06, 4.23e-06, 6.54e-06, 5.61e-06, 4.68e-09, 0.00e+00, 5.73e-10, 2.01e-09, 1.31e-07, 1.94e-09, 8.89e-07, 1.29e-08]    []  
691100    [1.69e-07, 5.34e-07, 5.99e-07, 4.36e-07, 3.86e-07, 1.64e-06, 2.27e-07, 1.27e-08, 2.74e-11, 1.88e-10, 3.82e-07, 8.13e-07, 5.67e-07, 1.79e-08, 1.37e-09, 3.30e-09, 6.29e-09, 8.12e-10, 2.62e-10, 7.43e-12, 1.15e-08, 3.09e-10]    [1.69e-07, 5.34e-07, 5.99e-07, 4.36e-07, 3.86e-07, 1.64e-06, 2.27e-07, 1.27e-08, 2.74e-11, 1.88e-10, 3.82e-07, 8.13e-07, 5.67e-07, 1.79e-08, 1.37e-09, 3.30e-09, 6.29e-09, 8.12e-10, 2.62e-10, 7.43e-12, 1.15e-08, 3.09e-10]    []  
691200    [2.75e-07, 5.18e-07, 8.93e-07, 5.45e-07, 4.93e-07, 1.68e-06, 2.47e-07, 2.77e-07, 2.20e-06, 2.81e-08, 1.01e-06, 1.64e-06, 2.96e-06, 2.16e-06, 4.27e-08, 2.00e-08, 0.00e+00, 1.63e-07, 0.00e+00, 2.27e-08, 2.43e-07, 9.97e-08]    [2.75e-07, 5.18e-07, 8.93e-07, 5.45e-07, 4.93e-07, 1.68e-06, 2.47e-07, 2.77e-07, 2.20e-06, 2.81e-08, 1.01e-06, 1.64e-06, 2.96e-06, 2.16e-06, 4.27e-08, 2.00e-08, 0.00e+00, 1.63e-07, 0.00e+00, 2.27e-08, 2.43e-07, 9.97e-08]    []  
691300    [1.73e-07, 5.43e-07, 6.25e-07, 4.50e-07, 3.89e-07, 1.65e-06, 2.15e-07, 7.19e-08, 3.45e-09, 2.82e-10, 3.83e-07, 7.95e-07, 5.73e-07, 9.98e-09, 2.97e-09, 4.77e-09, 6.58e-09, 2.40e-09, 1.02e-09, 9.05e-12, 1.44e-08, 3.45e-10]    [1.73e-07, 5.43e-07, 6.25e-07, 4.50e-07, 3.89e-07, 1.65e-06, 2.15e-07, 7.19e-08, 3.45e-09, 2.82e-10, 3.83e-07, 7.95e-07, 5.73e-07, 9.98e-09, 2.97e-09, 4.77e-09, 6.58e-09, 2.40e-09, 1.02e-09, 9.05e-12, 1.44e-08, 3.45e-10]    []  
691400    [2.11e-07, 5.09e-07, 7.78e-07, 4.62e-07, 4.84e-07, 1.66e-06, 2.36e-07, 8.72e-07, 4.23e-09, 1.83e-08, 7.00e-07, 1.51e-06, 1.16e-06, 5.72e-07, 6.59e-09, 2.04e-09, 0.00e+00, 2.96e-08, 0.00e+00, 5.61e-10, 9.30e-07, 3.52e-09]    [2.11e-07, 5.09e-07, 7.78e-07, 4.62e-07, 4.84e-07, 1.66e-06, 2.36e-07, 8.72e-07, 4.23e-09, 1.83e-08, 7.00e-07, 1.51e-06, 1.16e-06, 5.72e-07, 6.59e-09, 2.04e-09, 0.00e+00, 2.96e-08, 0.00e+00, 5.61e-10, 9.30e-07, 3.52e-09]    []  
691500    [1.65e-07, 5.22e-07, 5.67e-07, 4.31e-07, 3.79e-07, 1.64e-06, 2.03e-07, 2.27e-09, 1.28e-10, 3.44e-09, 3.75e-07, 8.12e-07, 5.67e-07, 1.60e-07, 1.46e-10, 2.43e-09, 6.72e-09, 1.45e-10, 6.86e-09, 1.20e-10, 4.27e-08, 7.40e-10]    [1.65e-07, 5.22e-07, 5.67e-07, 4.31e-07, 3.79e-07, 1.64e-06, 2.03e-07, 2.27e-09, 1.28e-10, 3.44e-09, 3.75e-07, 8.12e-07, 5.67e-07, 1.60e-07, 1.46e-10, 2.43e-09, 6.72e-09, 1.45e-10, 6.86e-09, 1.20e-10, 4.27e-08, 7.40e-10]    []  
691600    [2.34e-07, 6.29e-07, 1.00e-06, 5.47e-07, 5.33e-07, 1.67e-06, 2.11e-07, 1.89e-06, 4.60e-06, 6.16e-09, 6.26e-07, 1.53e-06, 1.11e-06, 1.44e-06, 2.73e-08, 4.81e-09, 1.26e-09, 1.75e-08, 1.47e-07, 0.00e+00, 9.95e-07, 6.39e-06]    [2.34e-07, 6.29e-07, 1.00e-06, 5.47e-07, 5.33e-07, 1.67e-06, 2.11e-07, 1.89e-06, 4.60e-06, 6.16e-09, 6.26e-07, 1.53e-06, 1.11e-06, 1.44e-06, 2.73e-08, 4.81e-09, 1.26e-09, 1.75e-08, 1.47e-07, 0.00e+00, 9.95e-07, 6.39e-06]    []  
691700    [1.74e-07, 5.53e-07, 6.28e-07, 4.58e-07, 3.91e-07, 1.66e-06, 2.15e-07, 8.27e-08, 2.00e-09, 9.99e-11, 3.78e-07, 7.85e-07, 5.63e-07, 9.91e-09, 3.08e-09, 4.96e-09, 7.69e-09, 2.97e-09, 6.92e-10, 1.09e-11, 1.50e-08, 3.07e-09]    [1.74e-07, 5.53e-07, 6.28e-07, 4.58e-07, 3.91e-07, 1.66e-06, 2.15e-07, 8.27e-08, 2.00e-09, 9.99e-11, 3.78e-07, 7.85e-07, 5.63e-07, 9.91e-09, 3.08e-09, 4.96e-09, 7.69e-09, 2.97e-09, 6.92e-10, 1.09e-11, 1.50e-08, 3.07e-09]    []  
691800    [3.86e-07, 5.55e-07, 8.58e-07, 5.60e-07, 4.79e-07, 1.64e-06, 2.23e-07, 5.58e-07, 3.04e-08, 1.03e-07, 1.52e-06, 3.14e-06, 6.04e-06, 7.28e-06, 7.63e-09, 8.33e-12, 0.00e+00, 5.21e-09, 3.54e-08, 0.00e+00, 2.30e-07, 3.84e-09]    [3.86e-07, 5.55e-07, 8.58e-07, 5.60e-07, 4.79e-07, 1.64e-06, 2.23e-07, 5.58e-07, 3.04e-08, 1.03e-07, 1.52e-06, 3.14e-06, 6.04e-06, 7.28e-06, 7.63e-09, 8.33e-12, 0.00e+00, 5.21e-09, 3.54e-08, 0.00e+00, 2.30e-07, 3.84e-09]    []  
691900    [1.83e-07, 5.17e-07, 5.74e-07, 4.32e-07, 3.97e-07, 1.66e-06, 2.05e-07, 4.52e-09, 1.84e-10, 7.03e-09, 4.02e-07, 7.99e-07, 6.29e-07, 2.50e-07, 8.95e-09, 1.03e-08, 7.25e-09, 6.39e-09, 9.32e-10, 7.64e-11, 1.35e-08, 5.21e-10]    [1.83e-07, 5.17e-07, 5.74e-07, 4.32e-07, 3.97e-07, 1.66e-06, 2.05e-07, 4.52e-09, 1.84e-10, 7.03e-09, 4.02e-07, 7.99e-07, 6.29e-07, 2.50e-07, 8.95e-09, 1.03e-08, 7.25e-09, 6.39e-09, 9.32e-10, 7.64e-11, 1.35e-08, 5.21e-10]    []  
692000    [1.97e-07, 5.32e-07, 8.31e-07, 5.21e-07, 4.94e-07, 1.63e-06, 2.02e-07, 2.15e-07, 2.01e-08, 2.28e-09, 5.36e-07, 1.35e-06, 1.12e-06, 5.75e-08, 8.82e-09, 1.06e-09, 0.00e+00, 6.24e-09, 0.00e+00, 1.47e-10, 3.64e-07, 1.18e-09]    [1.97e-07, 5.32e-07, 8.31e-07, 5.21e-07, 4.94e-07, 1.63e-06, 2.02e-07, 2.15e-07, 2.01e-08, 2.28e-09, 5.36e-07, 1.35e-06, 1.12e-06, 5.75e-08, 8.82e-09, 1.06e-09, 0.00e+00, 6.24e-09, 0.00e+00, 1.47e-10, 3.64e-07, 1.18e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 47.905239 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
692000    [1.97e-07, 5.32e-07, 8.31e-07, 5.21e-07, 4.94e-07, 1.63e-06, 2.02e-07, 2.15e-07, 2.01e-08, 2.28e-09, 5.36e-07, 1.35e-06, 1.12e-06, 5.75e-08, 8.82e-09, 1.06e-09, 0.00e+00, 6.24e-09, 0.00e+00, 1.47e-10, 3.64e-07, 1.18e-09]    [1.97e-07, 5.32e-07, 8.31e-07, 5.21e-07, 4.94e-07, 1.63e-06, 2.02e-07, 2.15e-07, 2.01e-08, 2.28e-09, 5.36e-07, 1.35e-06, 1.12e-06, 5.75e-08, 8.82e-09, 1.06e-09, 0.00e+00, 6.24e-09, 0.00e+00, 1.47e-10, 3.64e-07, 1.18e-09]    []  
692100    [1.76e-05, 4.38e-06, 2.09e-06, 5.78e-06, 2.54e-06, 3.56e-06, 2.08e-06, 9.87e-05, 1.25e-04, 3.94e-05, 1.92e-05, 1.07e-04, 2.65e-04, 6.95e-04, 0.00e+00, 0.00e+00, 4.91e-09, 0.00e+00, 0.00e+00, 6.21e-05, 1.66e-04, 2.42e-04]    [1.76e-05, 4.38e-06, 2.09e-06, 5.78e-06, 2.54e-06, 3.56e-06, 2.08e-06, 9.87e-05, 1.25e-04, 3.94e-05, 1.92e-05, 1.07e-04, 2.65e-04, 6.95e-04, 0.00e+00, 0.00e+00, 4.91e-09, 0.00e+00, 0.00e+00, 6.21e-05, 1.66e-04, 2.42e-04]    []  
692200    [1.74e-07, 5.31e-07, 5.25e-07, 4.09e-07, 3.94e-07, 1.62e-06, 3.27e-07, 6.33e-08, 5.59e-09, 2.07e-08, 4.24e-07, 1.14e-06, 8.71e-07, 9.56e-07, 1.40e-11, 1.84e-09, 0.00e+00, 0.00e+00, 6.07e-09, 0.00e+00, 3.97e-08, 5.91e-09]    [1.74e-07, 5.31e-07, 5.25e-07, 4.09e-07, 3.94e-07, 1.62e-06, 3.27e-07, 6.33e-08, 5.59e-09, 2.07e-08, 4.24e-07, 1.14e-06, 8.71e-07, 9.56e-07, 1.40e-11, 1.84e-09, 0.00e+00, 0.00e+00, 6.07e-09, 0.00e+00, 3.97e-08, 5.91e-09]    []  
692300    [2.21e-07, 4.46e-07, 6.64e-07, 4.89e-07, 4.95e-07, 1.64e-06, 3.30e-07, 1.08e-06, 1.05e-11, 9.77e-08, 1.17e-06, 2.08e-06, 4.44e-06, 1.98e-06, 2.03e-08, 2.60e-08, 2.80e-10, 1.18e-07, 0.00e+00, 1.25e-11, 1.97e-07, 3.24e-10]    [2.21e-07, 4.46e-07, 6.64e-07, 4.89e-07, 4.95e-07, 1.64e-06, 3.30e-07, 1.08e-06, 1.05e-11, 9.77e-08, 1.17e-06, 2.08e-06, 4.44e-06, 1.98e-06, 2.03e-08, 2.60e-08, 2.80e-10, 1.18e-07, 0.00e+00, 1.25e-11, 1.97e-07, 3.24e-10]    []  
692400    [3.71e-05, 6.67e-06, 4.58e-06, 6.52e-06, 7.95e-06, 4.17e-06, 4.51e-06, 9.88e-07, 1.15e-09, 6.93e-05, 1.04e-04, 3.75e-04, 3.42e-04, 2.19e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.51e-08, 0.00e+00, 5.07e-07, 7.04e-10]    [3.71e-05, 6.67e-06, 4.58e-06, 6.52e-06, 7.95e-06, 4.17e-06, 4.51e-06, 9.88e-07, 1.15e-09, 6.93e-05, 1.04e-04, 3.75e-04, 3.42e-04, 2.19e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.51e-08, 0.00e+00, 5.07e-07, 7.04e-10]    []  
692500    [1.87e-07, 5.56e-07, 6.74e-07, 4.49e-07, 4.50e-07, 1.63e-06, 2.64e-07, 5.70e-09, 3.11e-11, 1.83e-09, 4.35e-07, 9.64e-07, 7.12e-07, 8.98e-08, 5.00e-09, 5.88e-09, 0.00e+00, 2.94e-09, 5.95e-11, 2.70e-11, 1.03e-08, 3.43e-10]    [1.87e-07, 5.56e-07, 6.74e-07, 4.49e-07, 4.50e-07, 1.63e-06, 2.64e-07, 5.70e-09, 3.11e-11, 1.83e-09, 4.35e-07, 9.64e-07, 7.12e-07, 8.98e-08, 5.00e-09, 5.88e-09, 0.00e+00, 2.94e-09, 5.95e-11, 2.70e-11, 1.03e-08, 3.43e-10]    []  
692600    [3.17e-06, 3.37e-06, 3.52e-06, 5.76e-06, 3.56e-06, 2.80e-06, 3.98e-06, 5.94e-05, 1.10e-07, 2.21e-05, 6.78e-05, 1.23e-04, 6.64e-05, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.17e-07, 0.00e+00, 0.00e+00, 4.49e-06, 3.89e-07]    [3.17e-06, 3.37e-06, 3.52e-06, 5.76e-06, 3.56e-06, 2.80e-06, 3.98e-06, 5.94e-05, 1.10e-07, 2.21e-05, 6.78e-05, 1.23e-04, 6.64e-05, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.17e-07, 0.00e+00, 0.00e+00, 4.49e-06, 3.89e-07]    []  
692700    [1.85e-07, 5.70e-07, 7.44e-07, 4.76e-07, 4.54e-07, 1.64e-06, 2.37e-07, 1.80e-08, 7.48e-11, 1.17e-10, 4.13e-07, 9.08e-07, 6.89e-07, 8.62e-09, 3.20e-09, 3.69e-09, 1.32e-11, 2.47e-09, 9.82e-11, 1.05e-11, 6.61e-08, 2.80e-10]    [1.85e-07, 5.70e-07, 7.44e-07, 4.76e-07, 4.54e-07, 1.64e-06, 2.37e-07, 1.80e-08, 7.48e-11, 1.17e-10, 4.13e-07, 9.08e-07, 6.89e-07, 8.62e-09, 3.20e-09, 3.69e-09, 1.32e-11, 2.47e-09, 9.82e-11, 1.05e-11, 6.61e-08, 2.80e-10]    []  
692800    [3.23e-05, 8.02e-06, 5.74e-06, 7.44e-06, 3.45e-06, 6.36e-06, 4.08e-06, 6.86e-05, 1.14e-11, 5.88e-05, 1.17e-04, 2.70e-04, 6.80e-04, 1.77e-03, 4.73e-05, 1.60e-05, 2.14e-05, 1.44e-05, 1.47e-05, 0.00e+00, 7.61e-05, 5.45e-09]    [3.23e-05, 8.02e-06, 5.74e-06, 7.44e-06, 3.45e-06, 6.36e-06, 4.08e-06, 6.86e-05, 1.14e-11, 5.88e-05, 1.17e-04, 2.70e-04, 6.80e-04, 1.77e-03, 4.73e-05, 1.60e-05, 2.14e-05, 1.44e-05, 1.47e-05, 0.00e+00, 7.61e-05, 5.45e-09]    []  
692900    [1.77e-07, 5.28e-07, 6.90e-07, 4.47e-07, 4.45e-07, 1.63e-06, 2.23e-07, 3.16e-07, 4.09e-10, 7.23e-10, 4.19e-07, 9.41e-07, 6.66e-07, 2.94e-08, 7.54e-10, 3.52e-09, 0.00e+00, 5.03e-10, 0.00e+00, 1.34e-10, 2.60e-07, 8.29e-10]    [1.77e-07, 5.28e-07, 6.90e-07, 4.47e-07, 4.45e-07, 1.63e-06, 2.23e-07, 3.16e-07, 4.09e-10, 7.23e-10, 4.19e-07, 9.41e-07, 6.66e-07, 2.94e-08, 7.54e-10, 3.52e-09, 0.00e+00, 5.03e-10, 0.00e+00, 1.34e-10, 2.60e-07, 8.29e-10]    []  
693000    [2.41e-06, 1.07e-06, 8.15e-07, 7.63e-07, 7.00e-07, 1.99e-06, 5.60e-07, 1.33e-05, 1.10e-06, 1.95e-06, 6.98e-06, 1.43e-05, 3.82e-05, 8.05e-05, 0.00e+00, 4.53e-08, 0.00e+00, 4.92e-10, 7.83e-07, 0.00e+00, 4.96e-06, 1.46e-06]    [2.41e-06, 1.07e-06, 8.15e-07, 7.63e-07, 7.00e-07, 1.99e-06, 5.60e-07, 1.33e-05, 1.10e-06, 1.95e-06, 6.98e-06, 1.43e-05, 3.82e-05, 8.05e-05, 0.00e+00, 4.53e-08, 0.00e+00, 4.92e-10, 7.83e-07, 0.00e+00, 4.96e-06, 1.46e-06]    []  
693100    [1.69e-07, 5.24e-07, 6.25e-07, 4.36e-07, 4.13e-07, 1.63e-06, 2.10e-07, 5.16e-09, 3.18e-10, 1.26e-09, 3.84e-07, 8.63e-07, 6.05e-07, 6.36e-08, 3.93e-10, 3.06e-09, 3.38e-09, 8.13e-10, 3.01e-09, 4.43e-11, 2.33e-08, 3.64e-10]    [1.69e-07, 5.24e-07, 6.25e-07, 4.36e-07, 4.13e-07, 1.63e-06, 2.10e-07, 5.16e-09, 3.18e-10, 1.26e-09, 3.84e-07, 8.63e-07, 6.05e-07, 6.36e-08, 3.93e-10, 3.06e-09, 3.38e-09, 8.13e-10, 3.01e-09, 4.43e-11, 2.33e-08, 3.64e-10]    []  
693200    [2.01e-07, 4.85e-07, 7.96e-07, 4.41e-07, 4.89e-07, 1.68e-06, 2.47e-07, 1.62e-06, 6.02e-09, 1.71e-08, 6.71e-07, 2.33e-06, 1.25e-06, 1.49e-06, 4.92e-09, 0.00e+00, 0.00e+00, 4.60e-08, 0.00e+00, 1.32e-09, 1.52e-06, 8.84e-09]    [2.01e-07, 4.85e-07, 7.96e-07, 4.41e-07, 4.89e-07, 1.68e-06, 2.47e-07, 1.62e-06, 6.02e-09, 1.71e-08, 6.71e-07, 2.33e-06, 1.25e-06, 1.49e-06, 4.92e-09, 0.00e+00, 0.00e+00, 4.60e-08, 0.00e+00, 1.32e-09, 1.52e-06, 8.84e-09]    []  
693300    [1.26e-06, 6.22e-07, 6.91e-07, 5.24e-07, 5.31e-07, 1.81e-06, 2.39e-07, 8.02e-10, 3.08e-10, 1.37e-06, 2.79e-06, 8.08e-06, 1.59e-05, 5.15e-05, 5.78e-07, 4.26e-07, 3.89e-07, 3.76e-07, 7.27e-08, 3.64e-12, 4.73e-07, 4.00e-10]    [1.26e-06, 6.22e-07, 6.91e-07, 5.24e-07, 5.31e-07, 1.81e-06, 2.39e-07, 8.02e-10, 3.08e-10, 1.37e-06, 2.79e-06, 8.08e-06, 1.59e-05, 5.15e-05, 5.78e-07, 4.26e-07, 3.89e-07, 3.76e-07, 7.27e-08, 3.64e-12, 4.73e-07, 4.00e-10]    []  
693400    [1.78e-07, 5.82e-07, 7.46e-07, 4.63e-07, 5.12e-07, 1.64e-06, 2.45e-07, 1.29e-07, 9.88e-07, 5.77e-09, 4.53e-07, 1.12e-06, 1.02e-06, 2.79e-07, 5.58e-09, 1.55e-09, 0.00e+00, 1.18e-09, 7.01e-10, 3.33e-07, 7.54e-08, 1.77e-06]    [1.78e-07, 5.82e-07, 7.46e-07, 4.63e-07, 5.12e-07, 1.64e-06, 2.45e-07, 1.29e-07, 9.88e-07, 5.77e-09, 4.53e-07, 1.12e-06, 1.02e-06, 2.79e-07, 5.58e-09, 1.55e-09, 0.00e+00, 1.18e-09, 7.01e-10, 3.33e-07, 7.54e-08, 1.77e-06]    []  
693500    [3.59e-05, 9.76e-06, 3.64e-06, 5.26e-06, 2.50e-06, 5.59e-06, 1.11e-06, 4.16e-05, 5.60e-10, 3.85e-05, 5.70e-05, 2.91e-04, 4.41e-04, 1.66e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-11, 8.45e-05, 4.48e-10]    [3.59e-05, 9.76e-06, 3.64e-06, 5.26e-06, 2.50e-06, 5.59e-06, 1.11e-06, 4.16e-05, 5.60e-10, 3.85e-05, 5.70e-05, 2.91e-04, 4.41e-04, 1.66e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-11, 8.45e-05, 4.48e-10]    []  
693600    [2.06e-07, 5.87e-07, 7.96e-07, 4.80e-07, 4.87e-07, 1.65e-06, 2.21e-07, 3.67e-09, 1.54e-08, 1.41e-08, 5.04e-07, 1.08e-06, 8.01e-07, 2.56e-07, 6.57e-09, 1.08e-08, 0.00e+00, 9.54e-09, 3.67e-09, 8.43e-09, 2.57e-08, 5.50e-08]    [2.06e-07, 5.87e-07, 7.96e-07, 4.80e-07, 4.87e-07, 1.65e-06, 2.21e-07, 3.67e-09, 1.54e-08, 1.41e-08, 5.04e-07, 1.08e-06, 8.01e-07, 2.56e-07, 6.57e-09, 1.08e-08, 0.00e+00, 9.54e-09, 3.67e-09, 8.43e-09, 2.57e-08, 5.50e-08]    []  
693700    [7.42e-07, 7.37e-07, 6.28e-07, 4.92e-07, 3.61e-07, 1.67e-06, 2.12e-07, 1.27e-08, 1.95e-10, 7.34e-07, 1.40e-06, 5.80e-06, 9.19e-06, 3.05e-05, 0.00e+00, 0.00e+00, 1.56e-09, 0.00e+00, 0.00e+00, 1.21e-11, 4.45e-07, 2.96e-10]    [7.42e-07, 7.37e-07, 6.28e-07, 4.92e-07, 3.61e-07, 1.67e-06, 2.12e-07, 1.27e-08, 1.95e-10, 7.34e-07, 1.40e-06, 5.80e-06, 9.19e-06, 3.05e-05, 0.00e+00, 0.00e+00, 1.56e-09, 0.00e+00, 0.00e+00, 1.21e-11, 4.45e-07, 2.96e-10]    []  
693800    [1.79e-07, 5.65e-07, 7.64e-07, 4.82e-07, 4.74e-07, 1.65e-06, 2.14e-07, 9.91e-08, 5.03e-10, 1.41e-10, 6.75e-07, 1.13e-06, 1.24e-06, 3.87e-08, 6.19e-09, 5.79e-09, 0.00e+00, 9.06e-09, 5.48e-09, 8.32e-11, 3.59e-08, 5.53e-10]    [1.79e-07, 5.65e-07, 7.64e-07, 4.82e-07, 4.74e-07, 1.65e-06, 2.14e-07, 9.91e-08, 5.03e-10, 1.41e-10, 6.75e-07, 1.13e-06, 1.24e-06, 3.87e-08, 6.19e-09, 5.79e-09, 0.00e+00, 9.06e-09, 5.48e-09, 8.32e-11, 3.59e-08, 5.53e-10]    []  
693900    [7.48e-06, 2.49e-06, 1.13e-06, 1.37e-06, 7.25e-07, 2.34e-06, 3.85e-07, 2.35e-06, 8.37e-10, 8.10e-06, 1.29e-05, 5.94e-05, 1.01e-04, 3.49e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-11, 6.64e-06, 3.10e-10]    [7.48e-06, 2.49e-06, 1.13e-06, 1.37e-06, 7.25e-07, 2.34e-06, 3.85e-07, 2.35e-06, 8.37e-10, 8.10e-06, 1.29e-05, 5.94e-05, 1.01e-04, 3.49e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-11, 6.64e-06, 3.10e-10]    []  
694000    [1.83e-07, 5.44e-07, 7.11e-07, 4.70e-07, 4.76e-07, 1.64e-06, 2.05e-07, 1.28e-07, 2.91e-06, 8.18e-10, 4.79e-07, 9.93e-07, 9.48e-07, 1.26e-07, 5.23e-09, 9.66e-09, 0.00e+00, 9.79e-09, 2.00e-08, 0.00e+00, 1.24e-07, 3.58e-06]    [1.83e-07, 5.44e-07, 7.11e-07, 4.70e-07, 4.76e-07, 1.64e-06, 2.05e-07, 1.28e-07, 2.91e-06, 8.18e-10, 4.79e-07, 9.93e-07, 9.48e-07, 1.26e-07, 5.23e-09, 9.66e-09, 0.00e+00, 9.79e-09, 2.00e-08, 0.00e+00, 1.24e-07, 3.58e-06]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 40.527755 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
694000    [1.83e-07, 5.44e-07, 7.11e-07, 4.70e-07, 4.76e-07, 1.64e-06, 2.05e-07, 1.28e-07, 2.91e-06, 8.18e-10, 4.79e-07, 9.93e-07, 9.48e-07, 1.26e-07, 5.23e-09, 9.66e-09, 0.00e+00, 9.79e-09, 2.00e-08, 0.00e+00, 1.24e-07, 3.58e-06]    [1.83e-07, 5.44e-07, 7.11e-07, 4.70e-07, 4.76e-07, 1.64e-06, 2.05e-07, 1.28e-07, 2.91e-06, 8.18e-10, 4.79e-07, 9.93e-07, 9.48e-07, 1.26e-07, 5.23e-09, 9.66e-09, 0.00e+00, 9.79e-09, 2.00e-08, 0.00e+00, 1.24e-07, 3.58e-06]    []  
694100    [3.61e-06, 3.21e-06, 3.09e-06, 6.62e-06, 3.19e-06, 4.34e-06, 2.94e-06, 1.77e-05, 4.54e-08, 1.45e-05, 1.03e-05, 9.00e-05, 1.13e-04, 3.45e-04, 0.00e+00, 0.00e+00, 1.36e-08, 3.50e-08, 0.00e+00, 4.12e-08, 8.33e-05, 2.43e-07]    [3.61e-06, 3.21e-06, 3.09e-06, 6.62e-06, 3.19e-06, 4.34e-06, 2.94e-06, 1.77e-05, 4.54e-08, 1.45e-05, 1.03e-05, 9.00e-05, 1.13e-04, 3.45e-04, 0.00e+00, 0.00e+00, 1.36e-08, 3.50e-08, 0.00e+00, 4.12e-08, 8.33e-05, 2.43e-07]    []  
694200    [1.72e-07, 5.52e-07, 6.55e-07, 4.49e-07, 4.31e-07, 1.64e-06, 2.12e-07, 2.27e-07, 1.66e-11, 1.46e-09, 4.10e-07, 9.00e-07, 6.64e-07, 2.63e-08, 1.37e-09, 3.71e-09, 6.00e-11, 1.45e-09, 6.06e-08, 3.09e-13, 4.06e-07, 9.10e-10]    [1.72e-07, 5.52e-07, 6.55e-07, 4.49e-07, 4.31e-07, 1.64e-06, 2.12e-07, 2.27e-07, 1.66e-11, 1.46e-09, 4.10e-07, 9.00e-07, 6.64e-07, 2.63e-08, 1.37e-09, 3.71e-09, 6.00e-11, 1.45e-09, 6.06e-08, 3.09e-13, 4.06e-07, 9.10e-10]    []  
694300    [2.81e-06, 1.03e-06, 1.04e-06, 6.42e-07, 7.41e-07, 1.71e-06, 7.02e-07, 1.32e-06, 8.85e-07, 1.14e-06, 7.16e-06, 2.69e-05, 8.96e-06, 6.70e-05, 4.60e-07, 1.93e-06, 1.54e-08, 4.61e-07, 0.00e+00, 0.00e+00, 8.66e-07, 2.30e-06]    [2.81e-06, 1.03e-06, 1.04e-06, 6.42e-07, 7.41e-07, 1.71e-06, 7.02e-07, 1.32e-06, 8.85e-07, 1.14e-06, 7.16e-06, 2.69e-05, 8.96e-06, 6.70e-05, 4.60e-07, 1.93e-06, 1.54e-08, 4.61e-07, 0.00e+00, 0.00e+00, 8.66e-07, 2.30e-06]    []  
694400    [1.88e-07, 5.09e-07, 6.13e-07, 4.35e-07, 4.12e-07, 1.66e-06, 2.03e-07, 3.76e-09, 4.96e-10, 1.32e-08, 4.19e-07, 8.44e-07, 7.47e-07, 4.57e-07, 1.18e-08, 1.22e-08, 7.61e-09, 8.64e-09, 2.05e-11, 4.27e-13, 5.40e-08, 8.29e-10]    [1.88e-07, 5.09e-07, 6.13e-07, 4.35e-07, 4.12e-07, 1.66e-06, 2.03e-07, 3.76e-09, 4.96e-10, 1.32e-08, 4.19e-07, 8.44e-07, 7.47e-07, 4.57e-07, 1.18e-08, 1.22e-08, 7.61e-09, 8.64e-09, 2.05e-11, 4.27e-13, 5.40e-08, 8.29e-10]    []  
694500    [2.09e-07, 4.97e-07, 8.11e-07, 5.43e-07, 5.27e-07, 1.65e-06, 2.09e-07, 1.56e-06, 9.94e-09, 4.36e-08, 6.86e-07, 1.37e-06, 1.63e-06, 1.74e-06, 4.99e-08, 2.49e-08, 1.68e-08, 9.78e-09, 0.00e+00, 0.00e+00, 5.92e-07, 1.51e-08]    [2.09e-07, 4.97e-07, 8.11e-07, 5.43e-07, 5.27e-07, 1.65e-06, 2.09e-07, 1.56e-06, 9.94e-09, 4.36e-08, 6.86e-07, 1.37e-06, 1.63e-06, 1.74e-06, 4.99e-08, 2.49e-08, 1.68e-08, 9.78e-09, 0.00e+00, 0.00e+00, 5.92e-07, 1.51e-08]    []  
694600    [7.18e-05, 1.20e-05, 9.30e-06, 1.10e-05, 1.24e-05, 9.81e-06, 8.57e-06, 1.58e-04, 1.13e-06, 1.73e-04, 2.45e-04, 8.72e-04, 1.01e-03, 5.40e-03, 7.46e-05, 1.42e-04, 2.99e-05, 2.51e-05, 4.27e-05, 2.78e-07, 2.08e-04, 1.41e-06]    [7.18e-05, 1.20e-05, 9.30e-06, 1.10e-05, 1.24e-05, 9.81e-06, 8.57e-06, 1.58e-04, 1.13e-06, 1.73e-04, 2.45e-04, 8.72e-04, 1.01e-03, 5.40e-03, 7.46e-05, 1.42e-04, 2.99e-05, 2.51e-05, 4.27e-05, 2.78e-07, 2.08e-04, 1.41e-06]    []  
694700    [1.85e-07, 5.70e-07, 7.05e-07, 4.64e-07, 4.68e-07, 1.65e-06, 2.11e-07, 2.81e-08, 1.69e-09, 1.45e-11, 4.42e-07, 9.45e-07, 7.62e-07, 3.98e-08, 5.52e-09, 7.63e-09, 6.89e-10, 2.42e-10, 1.18e-08, 2.97e-10, 7.16e-08, 1.75e-09]    [1.85e-07, 5.70e-07, 7.05e-07, 4.64e-07, 4.68e-07, 1.65e-06, 2.11e-07, 2.81e-08, 1.69e-09, 1.45e-11, 4.42e-07, 9.45e-07, 7.62e-07, 3.98e-08, 5.52e-09, 7.63e-09, 6.89e-10, 2.42e-10, 1.18e-08, 2.97e-10, 7.16e-08, 1.75e-09]    []  
694800    [2.16e-06, 1.68e-06, 1.54e-06, 9.95e-07, 8.86e-07, 1.65e-06, 1.17e-06, 7.01e-05, 3.45e-07, 1.66e-06, 4.61e-06, 1.24e-05, 8.94e-06, 4.41e-05, 0.00e+00, 1.66e-07, 1.97e-08, 2.94e-07, 0.00e+00, 0.00e+00, 6.55e-05, 2.82e-07]    [2.16e-06, 1.68e-06, 1.54e-06, 9.95e-07, 8.86e-07, 1.65e-06, 1.17e-06, 7.01e-05, 3.45e-07, 1.66e-06, 4.61e-06, 1.24e-05, 8.94e-06, 4.41e-05, 0.00e+00, 1.66e-07, 1.97e-08, 2.94e-07, 0.00e+00, 0.00e+00, 6.55e-05, 2.82e-07]    []  
694900    [1.74e-07, 5.35e-07, 6.41e-07, 4.35e-07, 4.31e-07, 1.65e-06, 2.00e-07, 2.14e-07, 6.42e-10, 9.57e-11, 3.98e-07, 8.83e-07, 6.37e-07, 2.46e-08, 5.50e-10, 3.08e-09, 1.01e-09, 2.00e-10, 0.00e+00, 4.34e-12, 1.51e-07, 3.40e-10]    [1.74e-07, 5.35e-07, 6.41e-07, 4.35e-07, 4.31e-07, 1.65e-06, 2.00e-07, 2.14e-07, 6.42e-10, 9.57e-11, 3.98e-07, 8.83e-07, 6.37e-07, 2.46e-08, 5.50e-10, 3.08e-09, 1.01e-09, 2.00e-10, 0.00e+00, 4.34e-12, 1.51e-07, 3.40e-10]    []  
695000    [9.65e-07, 6.63e-07, 1.01e-06, 4.57e-07, 6.91e-07, 1.68e-06, 9.16e-07, 1.80e-07, 4.16e-05, 2.85e-06, 5.13e-06, 1.34e-05, 3.26e-06, 2.54e-05, 3.78e-08, 1.78e-06, 0.00e+00, 3.80e-07, 9.82e-10, 2.98e-05, 1.99e-06, 1.19e-04]    [9.65e-07, 6.63e-07, 1.01e-06, 4.57e-07, 6.91e-07, 1.68e-06, 9.16e-07, 1.80e-07, 4.16e-05, 2.85e-06, 5.13e-06, 1.34e-05, 3.26e-06, 2.54e-05, 3.78e-08, 1.78e-06, 0.00e+00, 3.80e-07, 9.82e-10, 2.98e-05, 1.99e-06, 1.19e-04]    []  
695100    [1.65e-07, 5.32e-07, 6.08e-07, 4.41e-07, 3.96e-07, 1.65e-06, 2.77e-07, 1.00e-10, 5.97e-09, 5.74e-10, 3.72e-07, 8.48e-07, 5.97e-07, 3.73e-08, 8.46e-10, 2.42e-09, 3.77e-09, 5.93e-10, 0.00e+00, 0.00e+00, 4.69e-08, 7.11e-09]    [1.65e-07, 5.32e-07, 6.08e-07, 4.41e-07, 3.96e-07, 1.65e-06, 2.77e-07, 1.00e-10, 5.97e-09, 5.74e-10, 3.72e-07, 8.48e-07, 5.97e-07, 3.73e-08, 8.46e-10, 2.42e-09, 3.77e-09, 5.93e-10, 0.00e+00, 0.00e+00, 4.69e-08, 7.11e-09]    []  
695200    [5.62e-07, 5.19e-07, 7.79e-07, 5.34e-07, 5.28e-07, 1.69e-06, 2.94e-07, 2.20e-07, 4.20e-10, 2.03e-07, 1.33e-06, 3.12e-06, 4.22e-06, 9.56e-06, 9.55e-08, 1.92e-07, 6.07e-08, 3.13e-08, 1.64e-08, 6.68e-10, 1.01e-07, 4.10e-09]    [5.62e-07, 5.19e-07, 7.79e-07, 5.34e-07, 5.28e-07, 1.69e-06, 2.94e-07, 2.20e-07, 4.20e-10, 2.03e-07, 1.33e-06, 3.12e-06, 4.22e-06, 9.56e-06, 9.55e-08, 1.92e-07, 6.07e-08, 3.13e-08, 1.64e-08, 6.68e-10, 1.01e-07, 4.10e-09]    []  
695300    [5.63e-07, 5.28e-07, 6.34e-07, 4.66e-07, 4.43e-07, 1.72e-06, 2.65e-07, 1.86e-08, 2.69e-11, 4.67e-07, 1.26e-06, 3.18e-06, 6.07e-06, 1.77e-05, 2.10e-07, 1.48e-07, 1.27e-07, 1.31e-07, 1.20e-09, 1.04e-11, 1.49e-08, 3.20e-10]    [5.63e-07, 5.28e-07, 6.34e-07, 4.66e-07, 4.43e-07, 1.72e-06, 2.65e-07, 1.86e-08, 2.69e-11, 4.67e-07, 1.26e-06, 3.18e-06, 6.07e-06, 1.77e-05, 2.10e-07, 1.48e-07, 1.27e-07, 1.31e-07, 1.20e-09, 1.04e-11, 1.49e-08, 3.20e-10]    []  
695400    [1.75e-07, 5.35e-07, 7.07e-07, 4.70e-07, 4.60e-07, 1.63e-06, 2.41e-07, 8.13e-08, 1.51e-09, 2.16e-10, 4.54e-07, 1.10e-06, 8.22e-07, 2.12e-08, 4.13e-09, 2.16e-09, 0.00e+00, 3.04e-11, 2.33e-09, 8.22e-12, 1.97e-08, 1.68e-09]    [1.75e-07, 5.35e-07, 7.07e-07, 4.70e-07, 4.60e-07, 1.63e-06, 2.41e-07, 8.13e-08, 1.51e-09, 2.16e-10, 4.54e-07, 1.10e-06, 8.22e-07, 2.12e-08, 4.13e-09, 2.16e-09, 0.00e+00, 3.04e-11, 2.33e-09, 8.22e-12, 1.97e-08, 1.68e-09]    []  
695500    [4.67e-06, 1.64e-06, 3.48e-06, 4.65e-06, 1.52e-06, 3.92e-06, 1.93e-06, 1.07e-04, 4.97e-08, 3.57e-06, 1.80e-05, 4.37e-05, 5.18e-05, 2.16e-04, 3.24e-06, 2.84e-07, 3.64e-07, 2.41e-07, 2.03e-05, 0.00e+00, 1.04e-04, 4.40e-09]    [4.67e-06, 1.64e-06, 3.48e-06, 4.65e-06, 1.52e-06, 3.92e-06, 1.93e-06, 1.07e-04, 4.97e-08, 3.57e-06, 1.80e-05, 4.37e-05, 5.18e-05, 2.16e-04, 3.24e-06, 2.84e-07, 3.64e-07, 2.41e-07, 2.03e-05, 0.00e+00, 1.04e-04, 4.40e-09]    []  
695600    [1.77e-07, 5.37e-07, 6.51e-07, 4.51e-07, 4.34e-07, 1.64e-06, 2.18e-07, 4.28e-08, 1.65e-09, 1.59e-09, 4.09e-07, 8.84e-07, 6.72e-07, 3.86e-08, 4.99e-09, 6.84e-09, 2.61e-10, 2.31e-09, 1.36e-08, 1.03e-10, 8.38e-08, 7.24e-10]    [1.77e-07, 5.37e-07, 6.51e-07, 4.51e-07, 4.34e-07, 1.64e-06, 2.18e-07, 4.28e-08, 1.65e-09, 1.59e-09, 4.09e-07, 8.84e-07, 6.72e-07, 3.86e-08, 4.99e-09, 6.84e-09, 2.61e-10, 2.31e-09, 1.36e-08, 1.03e-10, 8.38e-08, 7.24e-10]    []  
695700    [4.96e-07, 5.42e-07, 9.86e-07, 5.64e-07, 4.69e-07, 1.67e-06, 2.92e-07, 8.31e-07, 3.70e-08, 9.62e-11, 8.70e-06, 5.49e-06, 1.27e-05, 1.64e-06, 6.89e-09, 2.83e-09, 0.00e+00, 1.06e-09, 3.64e-08, 2.63e-09, 2.31e-07, 1.91e-08]    [4.96e-07, 5.42e-07, 9.86e-07, 5.64e-07, 4.69e-07, 1.67e-06, 2.92e-07, 8.31e-07, 3.70e-08, 9.62e-11, 8.70e-06, 5.49e-06, 1.27e-05, 1.64e-06, 6.89e-09, 2.83e-09, 0.00e+00, 1.06e-09, 3.64e-08, 2.63e-09, 2.31e-07, 1.91e-08]    []  
695800    [2.02e-07, 5.19e-07, 6.03e-07, 4.41e-07, 4.06e-07, 1.66e-06, 2.06e-07, 1.51e-09, 6.20e-11, 2.59e-08, 4.43e-07, 8.96e-07, 9.14e-07, 9.85e-07, 1.95e-08, 1.82e-08, 1.19e-08, 1.65e-08, 2.54e-08, 4.41e-11, 1.54e-07, 3.66e-10]    [2.02e-07, 5.19e-07, 6.03e-07, 4.41e-07, 4.06e-07, 1.66e-06, 2.06e-07, 1.51e-09, 6.20e-11, 2.59e-08, 4.43e-07, 8.96e-07, 9.14e-07, 9.85e-07, 1.95e-08, 1.82e-08, 1.19e-08, 1.65e-08, 2.54e-08, 4.41e-11, 1.54e-07, 3.66e-10]    []  
695900    [2.34e-07, 6.04e-07, 8.53e-07, 5.11e-07, 5.12e-07, 1.68e-06, 2.18e-07, 5.42e-07, 2.01e-08, 2.53e-08, 5.79e-07, 1.37e-06, 1.12e-06, 1.34e-06, 3.63e-08, 2.83e-09, 1.31e-08, 2.96e-09, 7.19e-08, 2.96e-09, 4.87e-07, 2.00e-08]    [2.34e-07, 6.04e-07, 8.53e-07, 5.11e-07, 5.12e-07, 1.68e-06, 2.18e-07, 5.42e-07, 2.01e-08, 2.53e-08, 5.79e-07, 1.37e-06, 1.12e-06, 1.34e-06, 3.63e-08, 2.83e-09, 1.31e-08, 2.96e-09, 7.19e-08, 2.96e-09, 4.87e-07, 2.00e-08]    []  
696000    [1.68e-07, 5.26e-07, 5.72e-07, 4.43e-07, 3.76e-07, 1.65e-06, 2.17e-07, 1.99e-07, 3.50e-07, 2.00e-10, 4.17e-07, 8.17e-07, 6.00e-07, 3.30e-08, 7.67e-10, 2.82e-09, 9.03e-09, 4.10e-10, 0.00e+00, 0.00e+00, 1.61e-07, 9.59e-07]    [1.68e-07, 5.26e-07, 5.72e-07, 4.43e-07, 3.76e-07, 1.65e-06, 2.17e-07, 1.99e-07, 3.50e-07, 2.00e-10, 4.17e-07, 8.17e-07, 6.00e-07, 3.30e-08, 7.67e-10, 2.82e-09, 9.03e-09, 4.10e-10, 0.00e+00, 0.00e+00, 1.61e-07, 9.59e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 47.977257 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
696000    [1.68e-07, 5.26e-07, 5.72e-07, 4.43e-07, 3.76e-07, 1.65e-06, 2.17e-07, 1.99e-07, 3.50e-07, 2.00e-10, 4.17e-07, 8.17e-07, 6.00e-07, 3.30e-08, 7.67e-10, 2.82e-09, 9.03e-09, 4.10e-10, 0.00e+00, 0.00e+00, 1.61e-07, 9.59e-07]    [1.68e-07, 5.26e-07, 5.72e-07, 4.43e-07, 3.76e-07, 1.65e-06, 2.17e-07, 1.99e-07, 3.50e-07, 2.00e-10, 4.17e-07, 8.17e-07, 6.00e-07, 3.30e-08, 7.67e-10, 2.82e-09, 9.03e-09, 4.10e-10, 0.00e+00, 0.00e+00, 1.61e-07, 9.59e-07]    []  
696100    [2.19e-07, 6.02e-07, 9.79e-07, 5.27e-07, 5.32e-07, 1.68e-06, 2.11e-07, 8.90e-07, 1.77e-08, 1.13e-09, 5.83e-07, 1.29e-06, 1.48e-06, 1.05e-06, 1.43e-08, 8.38e-09, 1.19e-08, 1.42e-08, 6.68e-08, 0.00e+00, 4.49e-07, 1.00e-08]    [2.19e-07, 6.02e-07, 9.79e-07, 5.27e-07, 5.32e-07, 1.68e-06, 2.11e-07, 8.90e-07, 1.77e-08, 1.13e-09, 5.83e-07, 1.29e-06, 1.48e-06, 1.05e-06, 1.43e-08, 8.38e-09, 1.19e-08, 1.42e-08, 6.68e-08, 0.00e+00, 4.49e-07, 1.00e-08]    []  
696200    [1.75e-07, 5.54e-07, 6.46e-07, 4.68e-07, 3.92e-07, 1.66e-06, 2.06e-07, 4.41e-11, 3.06e-10, 1.65e-10, 3.77e-07, 7.84e-07, 5.51e-07, 2.12e-09, 2.24e-09, 4.38e-09, 6.27e-09, 1.77e-09, 2.41e-13, 2.21e-11, 1.40e-08, 2.90e-10]    [1.75e-07, 5.54e-07, 6.46e-07, 4.68e-07, 3.92e-07, 1.66e-06, 2.06e-07, 4.41e-11, 3.06e-10, 1.65e-10, 3.77e-07, 7.84e-07, 5.51e-07, 2.12e-09, 2.24e-09, 4.38e-09, 6.27e-09, 1.77e-09, 2.41e-13, 2.21e-11, 1.40e-08, 2.90e-10]    []  
696300    [8.17e-07, 7.28e-07, 7.99e-07, 6.29e-07, 5.17e-07, 1.73e-06, 3.28e-07, 1.72e-05, 6.34e-08, 1.11e-06, 2.58e-06, 1.10e-05, 6.27e-06, 4.33e-05, 8.25e-10, 3.65e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.26e-10, 8.57e-06, 1.01e-09]    [8.17e-07, 7.28e-07, 7.99e-07, 6.29e-07, 5.17e-07, 1.73e-06, 3.28e-07, 1.72e-05, 6.34e-08, 1.11e-06, 2.58e-06, 1.10e-05, 6.27e-06, 4.33e-05, 8.25e-10, 3.65e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.26e-10, 8.57e-06, 1.01e-09]    []  
696400    [1.74e-07, 5.16e-07, 6.12e-07, 4.42e-07, 3.97e-07, 1.66e-06, 1.99e-07, 2.06e-09, 2.26e-06, 9.28e-10, 3.83e-07, 7.92e-07, 5.81e-07, 4.11e-08, 4.15e-09, 7.11e-09, 4.57e-09, 3.06e-09, 5.65e-10, 3.85e-07, 1.20e-08, 2.00e-06]    [1.74e-07, 5.16e-07, 6.12e-07, 4.42e-07, 3.97e-07, 1.66e-06, 1.99e-07, 2.06e-09, 2.26e-06, 9.28e-10, 3.83e-07, 7.92e-07, 5.81e-07, 4.11e-08, 4.15e-09, 7.11e-09, 4.57e-09, 3.06e-09, 5.65e-10, 3.85e-07, 1.20e-08, 2.00e-06]    []  
696500    [2.17e-07, 5.15e-07, 7.07e-07, 4.53e-07, 4.71e-07, 1.66e-06, 2.32e-07, 2.05e-07, 2.05e-06, 1.81e-08, 6.78e-07, 1.69e-06, 1.93e-06, 1.64e-06, 5.88e-09, 0.00e+00, 0.00e+00, 9.42e-09, 0.00e+00, 0.00e+00, 4.05e-07, 1.46e-06]    [2.17e-07, 5.15e-07, 7.07e-07, 4.53e-07, 4.71e-07, 1.66e-06, 2.32e-07, 2.05e-07, 2.05e-06, 1.81e-08, 6.78e-07, 1.69e-06, 1.93e-06, 1.64e-06, 5.88e-09, 0.00e+00, 0.00e+00, 9.42e-09, 0.00e+00, 0.00e+00, 4.05e-07, 1.46e-06]    []  
696600    [5.89e-05, 1.01e-05, 5.42e-06, 7.07e-06, 7.47e-06, 8.02e-06, 3.79e-06, 1.86e-05, 2.50e-09, 1.03e-04, 1.53e-04, 5.49e-04, 8.02e-04, 3.54e-03, 5.86e-05, 6.97e-05, 2.68e-05, 2.33e-05, 6.91e-06, 2.25e-09, 3.77e-05, 1.50e-08]    [5.89e-05, 1.01e-05, 5.42e-06, 7.07e-06, 7.47e-06, 8.02e-06, 3.79e-06, 1.86e-05, 2.50e-09, 1.03e-04, 1.53e-04, 5.49e-04, 8.02e-04, 3.54e-03, 5.86e-05, 6.97e-05, 2.68e-05, 2.33e-05, 6.91e-06, 2.25e-09, 3.77e-05, 1.50e-08]    []  
696700    [1.71e-07, 5.37e-07, 6.78e-07, 4.35e-07, 4.44e-07, 1.65e-06, 2.09e-07, 1.05e-07, 4.12e-08, 8.93e-10, 4.20e-07, 9.90e-07, 7.36e-07, 4.31e-08, 1.02e-09, 1.93e-09, 1.68e-14, 3.54e-15, 0.00e+00, 0.00e+00, 6.96e-08, 4.39e-08]    [1.71e-07, 5.37e-07, 6.78e-07, 4.35e-07, 4.44e-07, 1.65e-06, 2.09e-07, 1.05e-07, 4.12e-08, 8.93e-10, 4.20e-07, 9.90e-07, 7.36e-07, 4.31e-08, 1.02e-09, 1.93e-09, 1.68e-14, 3.54e-15, 0.00e+00, 0.00e+00, 6.96e-08, 4.39e-08]    []  
696800    [1.30e-06, 9.74e-07, 7.07e-07, 5.11e-07, 7.03e-07, 2.43e-06, 6.07e-07, 2.30e-05, 3.68e-09, 5.29e-06, 6.14e-06, 1.59e-05, 7.93e-06, 2.50e-05, 0.00e+00, 5.61e-08, 8.88e-10, 1.31e-08, 0.00e+00, 2.01e-11, 1.61e-05, 1.12e-09]    [1.30e-06, 9.74e-07, 7.07e-07, 5.11e-07, 7.03e-07, 2.43e-06, 6.07e-07, 2.30e-05, 3.68e-09, 5.29e-06, 6.14e-06, 1.59e-05, 7.93e-06, 2.50e-05, 0.00e+00, 5.61e-08, 8.88e-10, 1.31e-08, 0.00e+00, 2.01e-11, 1.61e-05, 1.12e-09]    []  
696900    [1.71e-07, 5.33e-07, 6.15e-07, 4.33e-07, 4.19e-07, 1.65e-06, 1.98e-07, 3.72e-08, 2.12e-10, 5.14e-11, 4.09e-07, 8.40e-07, 6.58e-07, 7.38e-09, 2.68e-09, 5.58e-09, 3.57e-09, 3.02e-09, 1.91e-08, 6.90e-12, 1.17e-07, 2.79e-10]    [1.71e-07, 5.33e-07, 6.15e-07, 4.33e-07, 4.19e-07, 1.65e-06, 1.98e-07, 3.72e-08, 2.12e-10, 5.14e-11, 4.09e-07, 8.40e-07, 6.58e-07, 7.38e-09, 2.68e-09, 5.58e-09, 3.57e-09, 3.02e-09, 1.91e-08, 6.90e-12, 1.17e-07, 2.79e-10]    []  
697000    [2.86e-07, 5.34e-07, 8.12e-07, 4.74e-07, 4.81e-07, 1.65e-06, 2.46e-07, 4.79e-06, 1.36e-06, 3.20e-07, 1.30e-06, 3.93e-06, 1.55e-06, 6.47e-06, 4.59e-09, 0.00e+00, 0.00e+00, 4.78e-09, 0.00e+00, 0.00e+00, 1.52e-06, 1.81e-06]    [2.86e-07, 5.34e-07, 8.12e-07, 4.74e-07, 4.81e-07, 1.65e-06, 2.46e-07, 4.79e-06, 1.36e-06, 3.20e-07, 1.30e-06, 3.93e-06, 1.55e-06, 6.47e-06, 4.59e-09, 0.00e+00, 0.00e+00, 4.78e-09, 0.00e+00, 0.00e+00, 1.52e-06, 1.81e-06]    []  
697100    [1.66e-07, 5.36e-07, 5.87e-07, 4.35e-07, 3.88e-07, 1.65e-06, 1.98e-07, 2.36e-09, 7.97e-11, 2.74e-09, 3.73e-07, 8.28e-07, 5.93e-07, 1.31e-07, 2.14e-10, 2.87e-09, 6.49e-09, 2.54e-10, 1.18e-09, 7.36e-11, 1.47e-08, 4.81e-10]    [1.66e-07, 5.36e-07, 5.87e-07, 4.35e-07, 3.88e-07, 1.65e-06, 1.98e-07, 2.36e-09, 7.97e-11, 2.74e-09, 3.73e-07, 8.28e-07, 5.93e-07, 1.31e-07, 2.14e-10, 2.87e-09, 6.49e-09, 2.54e-10, 1.18e-09, 7.36e-11, 1.47e-08, 4.81e-10]    []  
697200    [1.98e-07, 6.12e-07, 9.12e-07, 4.62e-07, 5.90e-07, 1.66e-06, 2.49e-07, 1.69e-07, 4.39e-06, 3.85e-08, 8.46e-07, 1.52e-06, 1.54e-06, 3.35e-07, 9.75e-09, 3.34e-08, 0.00e+00, 5.45e-09, 1.49e-08, 1.26e-05, 9.12e-08, 5.16e-05]    [1.98e-07, 6.12e-07, 9.12e-07, 4.62e-07, 5.90e-07, 1.66e-06, 2.49e-07, 1.69e-07, 4.39e-06, 3.85e-08, 8.46e-07, 1.52e-06, 1.54e-06, 3.35e-07, 9.75e-09, 3.34e-08, 0.00e+00, 5.45e-09, 1.49e-08, 1.26e-05, 9.12e-08, 5.16e-05]    []  
697300    [1.67e-07, 5.32e-07, 5.99e-07, 4.37e-07, 3.99e-07, 1.66e-06, 2.13e-07, 1.07e-07, 1.38e-09, 1.14e-10, 3.79e-07, 8.03e-07, 5.68e-07, 2.12e-08, 1.36e-09, 3.53e-09, 6.75e-09, 7.45e-10, 0.00e+00, 3.27e-12, 2.54e-08, 6.61e-10]    [1.67e-07, 5.32e-07, 5.99e-07, 4.37e-07, 3.99e-07, 1.66e-06, 2.13e-07, 1.07e-07, 1.38e-09, 1.14e-10, 3.79e-07, 8.03e-07, 5.68e-07, 2.12e-08, 1.36e-09, 3.53e-09, 6.75e-09, 7.45e-10, 0.00e+00, 3.27e-12, 2.54e-08, 6.61e-10]    []  
697400    [2.64e-07, 5.64e-07, 8.85e-07, 5.50e-07, 5.20e-07, 1.69e-06, 2.24e-07, 7.71e-07, 1.64e-07, 3.96e-08, 9.09e-07, 2.36e-06, 1.49e-06, 7.99e-07, 2.22e-08, 1.87e-08, 0.00e+00, 5.20e-08, 5.70e-08, 0.00e+00, 3.81e-07, 2.97e-07]    [2.64e-07, 5.64e-07, 8.85e-07, 5.50e-07, 5.20e-07, 1.69e-06, 2.24e-07, 7.71e-07, 1.64e-07, 3.96e-08, 9.09e-07, 2.36e-06, 1.49e-06, 7.99e-07, 2.22e-08, 1.87e-08, 0.00e+00, 5.20e-08, 5.70e-08, 0.00e+00, 3.81e-07, 2.97e-07]    []  
697500    [1.82e-07, 5.17e-07, 6.05e-07, 4.51e-07, 3.88e-07, 1.67e-06, 2.01e-07, 2.89e-07, 7.43e-10, 8.65e-09, 3.89e-07, 7.92e-07, 6.10e-07, 2.80e-07, 1.03e-08, 1.09e-08, 8.01e-09, 6.84e-09, 0.00e+00, 8.66e-12, 4.68e-08, 4.07e-10]    [1.82e-07, 5.17e-07, 6.05e-07, 4.51e-07, 3.88e-07, 1.67e-06, 2.01e-07, 2.89e-07, 7.43e-10, 8.65e-09, 3.89e-07, 7.92e-07, 6.10e-07, 2.80e-07, 1.03e-08, 1.09e-08, 8.01e-09, 6.84e-09, 0.00e+00, 8.66e-12, 4.68e-08, 4.07e-10]    []  
697600    [1.92e-07, 5.26e-07, 7.85e-07, 4.87e-07, 4.92e-07, 1.67e-06, 2.13e-07, 2.45e-10, 8.59e-09, 1.53e-09, 8.14e-07, 1.17e-06, 1.43e-06, 8.23e-08, 5.02e-09, 3.14e-11, 1.31e-10, 1.00e-08, 2.05e-09, 6.17e-10, 1.70e-08, 3.84e-09]    [1.92e-07, 5.26e-07, 7.85e-07, 4.87e-07, 4.92e-07, 1.67e-06, 2.13e-07, 2.45e-10, 8.59e-09, 1.53e-09, 8.14e-07, 1.17e-06, 1.43e-06, 8.23e-08, 5.02e-09, 3.14e-11, 1.31e-10, 1.00e-08, 2.05e-09, 6.17e-10, 1.70e-08, 3.84e-09]    []  
697700    [1.77e-07, 5.26e-07, 5.45e-07, 4.24e-07, 3.64e-07, 1.65e-06, 1.94e-07, 4.32e-08, 1.14e-08, 3.41e-08, 4.00e-07, 1.04e-06, 8.46e-07, 1.37e-06, 0.00e+00, 1.74e-09, 6.44e-09, 0.00e+00, 4.25e-10, 0.00e+00, 1.21e-08, 1.17e-08]    [1.77e-07, 5.26e-07, 5.45e-07, 4.24e-07, 3.64e-07, 1.65e-06, 1.94e-07, 4.32e-08, 1.14e-08, 3.41e-08, 4.00e-07, 1.04e-06, 8.46e-07, 1.37e-06, 0.00e+00, 1.74e-09, 6.44e-09, 0.00e+00, 4.25e-10, 0.00e+00, 1.21e-08, 1.17e-08]    []  
697800    [1.98e-07, 6.24e-07, 9.42e-07, 5.35e-07, 5.69e-07, 1.72e-06, 2.41e-07, 4.18e-08, 3.25e-06, 2.54e-08, 4.98e-07, 1.08e-06, 1.12e-06, 2.03e-07, 1.83e-08, 7.71e-09, 0.00e+00, 2.13e-08, 0.00e+00, 0.00e+00, 1.81e-07, 2.92e-06]    [1.98e-07, 6.24e-07, 9.42e-07, 5.35e-07, 5.69e-07, 1.72e-06, 2.41e-07, 4.18e-08, 3.25e-06, 2.54e-08, 4.98e-07, 1.08e-06, 1.12e-06, 2.03e-07, 1.83e-08, 7.71e-09, 0.00e+00, 2.13e-08, 0.00e+00, 0.00e+00, 1.81e-07, 2.92e-06]    []  
697900    [1.69e-07, 5.36e-07, 6.95e-07, 4.67e-07, 4.08e-07, 1.68e-06, 2.19e-07, 5.13e-08, 9.01e-11, 1.69e-10, 3.66e-07, 7.92e-07, 5.61e-07, 8.70e-09, 1.84e-09, 3.32e-09, 4.24e-09, 1.33e-09, 2.79e-10, 1.01e-11, 1.46e-07, 4.39e-10]    [1.69e-07, 5.36e-07, 6.95e-07, 4.67e-07, 4.08e-07, 1.68e-06, 2.19e-07, 5.13e-08, 9.01e-11, 1.69e-10, 3.66e-07, 7.92e-07, 5.61e-07, 8.70e-09, 1.84e-09, 3.32e-09, 4.24e-09, 1.33e-09, 2.79e-10, 1.01e-11, 1.46e-07, 4.39e-10]    []  
698000    [1.07e-06, 6.49e-07, 9.83e-07, 5.62e-07, 5.42e-07, 1.72e-06, 3.62e-07, 8.24e-07, 1.29e-07, 8.14e-07, 1.88e-06, 6.81e-06, 8.39e-06, 3.24e-05, 1.80e-07, 4.28e-07, 1.33e-07, 1.98e-07, 8.67e-08, 9.05e-09, 5.89e-07, 5.92e-08]    [1.07e-06, 6.49e-07, 9.83e-07, 5.62e-07, 5.42e-07, 1.72e-06, 3.62e-07, 8.24e-07, 1.29e-07, 8.14e-07, 1.88e-06, 6.81e-06, 8.39e-06, 3.24e-05, 1.80e-07, 4.28e-07, 1.33e-07, 1.98e-07, 8.67e-08, 9.05e-09, 5.89e-07, 5.92e-08]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 50.764548 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
698000    [1.07e-06, 6.49e-07, 9.83e-07, 5.62e-07, 5.42e-07, 1.72e-06, 3.62e-07, 8.24e-07, 1.29e-07, 8.14e-07, 1.88e-06, 6.81e-06, 8.39e-06, 3.24e-05, 1.80e-07, 4.28e-07, 1.33e-07, 1.98e-07, 8.67e-08, 9.05e-09, 5.89e-07, 5.92e-08]    [1.07e-06, 6.49e-07, 9.83e-07, 5.62e-07, 5.42e-07, 1.72e-06, 3.62e-07, 8.24e-07, 1.29e-07, 8.14e-07, 1.88e-06, 6.81e-06, 8.39e-06, 3.24e-05, 1.80e-07, 4.28e-07, 1.33e-07, 1.98e-07, 8.67e-08, 9.05e-09, 5.89e-07, 5.92e-08]    []  
698100    [2.46e-07, 4.95e-07, 6.13e-07, 4.41e-07, 4.18e-07, 1.70e-06, 2.15e-07, 5.91e-09, 5.16e-12, 7.97e-08, 5.66e-07, 1.15e-06, 1.65e-06, 3.11e-06, 4.62e-08, 3.60e-08, 1.84e-08, 2.76e-08, 5.75e-09, 5.26e-14, 3.71e-08, 1.40e-09]    [2.46e-07, 4.95e-07, 6.13e-07, 4.41e-07, 4.18e-07, 1.70e-06, 2.15e-07, 5.91e-09, 5.16e-12, 7.97e-08, 5.66e-07, 1.15e-06, 1.65e-06, 3.11e-06, 4.62e-08, 3.60e-08, 1.84e-08, 2.76e-08, 5.75e-09, 5.26e-14, 3.71e-08, 1.40e-09]    []  
698200    [1.89e-07, 5.27e-07, 7.31e-07, 4.66e-07, 4.76e-07, 1.65e-06, 2.07e-07, 2.45e-07, 2.59e-09, 4.96e-09, 6.61e-07, 1.35e-06, 1.25e-06, 5.84e-07, 2.78e-09, 3.39e-10, 0.00e+00, 1.09e-09, 0.00e+00, 6.80e-14, 9.35e-08, 1.24e-09]    [1.89e-07, 5.27e-07, 7.31e-07, 4.66e-07, 4.76e-07, 1.65e-06, 2.07e-07, 2.45e-07, 2.59e-09, 4.96e-09, 6.61e-07, 1.35e-06, 1.25e-06, 5.84e-07, 2.78e-09, 3.39e-10, 0.00e+00, 1.09e-09, 0.00e+00, 6.80e-14, 9.35e-08, 1.24e-09]    []  
698300    [8.75e-06, 2.97e-06, 3.62e-06, 4.46e-06, 2.14e-06, 2.80e-06, 2.76e-06, 6.10e-05, 3.30e-06, 1.90e-05, 4.97e-05, 1.15e-04, 3.00e-04, 6.30e-04, 5.59e-06, 5.35e-06, 6.97e-06, 5.00e-06, 0.00e+00, 4.10e-07, 5.66e-05, 2.03e-06]    [8.75e-06, 2.97e-06, 3.62e-06, 4.46e-06, 2.14e-06, 2.80e-06, 2.76e-06, 6.10e-05, 3.30e-06, 1.90e-05, 4.97e-05, 1.15e-04, 3.00e-04, 6.30e-04, 5.59e-06, 5.35e-06, 6.97e-06, 5.00e-06, 0.00e+00, 4.10e-07, 5.66e-05, 2.03e-06]    []  
698400    [1.52e-07, 4.96e-07, 1.01e-06, 4.47e-07, 7.96e-07, 1.67e-06, 2.50e-07, 1.32e-07, 2.83e-04, 9.00e-09, 9.93e-07, 2.04e-06, 3.84e-06, 3.99e-07, 7.31e-09, 2.12e-09, 3.89e-09, 1.15e-08, 0.00e+00, 0.00e+00, 1.81e-07, 6.61e-04]    [1.52e-07, 4.96e-07, 1.01e-06, 4.47e-07, 7.96e-07, 1.67e-06, 2.50e-07, 1.32e-07, 2.83e-04, 9.00e-09, 9.93e-07, 2.04e-06, 3.84e-06, 3.99e-07, 7.31e-09, 2.12e-09, 3.89e-09, 1.15e-08, 0.00e+00, 0.00e+00, 1.81e-07, 6.61e-04]    []  
698500    [5.70e-07, 6.58e-07, 7.09e-07, 5.48e-07, 5.09e-07, 1.75e-06, 3.13e-07, 2.23e-05, 1.70e-07, 1.69e-06, 7.24e-06, 1.59e-05, 4.27e-06, 4.24e-05, 4.26e-10, 2.74e-08, 0.00e+00, 9.53e-10, 0.00e+00, 0.00e+00, 1.77e-05, 2.52e-07]    [5.70e-07, 6.58e-07, 7.09e-07, 5.48e-07, 5.09e-07, 1.75e-06, 3.13e-07, 2.23e-05, 1.70e-07, 1.69e-06, 7.24e-06, 1.59e-05, 4.27e-06, 4.24e-05, 4.26e-10, 2.74e-08, 0.00e+00, 9.53e-10, 0.00e+00, 0.00e+00, 1.77e-05, 2.52e-07]    []  
698600    [1.72e-07, 5.24e-07, 6.02e-07, 4.41e-07, 3.96e-07, 1.66e-06, 2.03e-07, 1.25e-07, 3.10e-12, 1.43e-09, 3.92e-07, 8.11e-07, 6.40e-07, 7.03e-08, 5.11e-09, 6.95e-09, 6.09e-09, 3.61e-09, 6.83e-10, 9.81e-12, 1.65e-08, 3.01e-10]    [1.72e-07, 5.24e-07, 6.02e-07, 4.41e-07, 3.96e-07, 1.66e-06, 2.03e-07, 1.25e-07, 3.10e-12, 1.43e-09, 3.92e-07, 8.11e-07, 6.40e-07, 7.03e-08, 5.11e-09, 6.95e-09, 6.09e-09, 3.61e-09, 6.83e-10, 9.81e-12, 1.65e-08, 3.01e-10]    []  
698700    [2.05e-07, 5.23e-07, 7.48e-07, 4.65e-07, 4.76e-07, 1.67e-06, 2.19e-07, 1.16e-06, 2.53e-07, 2.54e-08, 7.11e-07, 1.60e-06, 2.23e-06, 1.16e-06, 6.37e-09, 9.69e-11, 0.00e+00, 1.21e-08, 0.00e+00, 0.00e+00, 1.16e-06, 6.10e-07]    [2.05e-07, 5.23e-07, 7.48e-07, 4.65e-07, 4.76e-07, 1.67e-06, 2.19e-07, 1.16e-06, 2.53e-07, 2.54e-08, 7.11e-07, 1.60e-06, 2.23e-06, 1.16e-06, 6.37e-09, 9.69e-11, 0.00e+00, 1.21e-08, 0.00e+00, 0.00e+00, 1.16e-06, 6.10e-07]    []  
698800    [7.29e-05, 1.29e-05, 7.10e-06, 9.33e-06, 1.02e-05, 9.79e-06, 5.52e-06, 2.31e-05, 2.39e-08, 1.41e-04, 2.02e-04, 7.46e-04, 9.78e-04, 4.70e-03, 7.79e-05, 1.05e-04, 3.22e-05, 2.79e-05, 8.92e-06, 1.14e-08, 4.77e-05, 7.25e-08]    [7.29e-05, 1.29e-05, 7.10e-06, 9.33e-06, 1.02e-05, 9.79e-06, 5.52e-06, 2.31e-05, 2.39e-08, 1.41e-04, 2.02e-04, 7.46e-04, 9.78e-04, 4.70e-03, 7.79e-05, 1.05e-04, 3.22e-05, 2.79e-05, 8.92e-06, 1.14e-08, 4.77e-05, 7.25e-08]    []  
698900    [1.70e-07, 5.54e-07, 6.78e-07, 4.44e-07, 4.44e-07, 1.65e-06, 2.02e-07, 4.55e-08, 4.37e-10, 3.58e-12, 4.25e-07, 9.44e-07, 7.38e-07, 2.14e-08, 1.01e-09, 2.47e-09, 1.12e-10, 1.63e-13, 1.15e-08, 2.77e-11, 6.98e-08, 3.01e-10]    [1.70e-07, 5.54e-07, 6.78e-07, 4.44e-07, 4.44e-07, 1.65e-06, 2.02e-07, 4.55e-08, 4.37e-10, 3.58e-12, 4.25e-07, 9.44e-07, 7.38e-07, 2.14e-08, 1.01e-09, 2.47e-09, 1.12e-10, 1.63e-13, 1.15e-08, 2.77e-11, 6.98e-08, 3.01e-10]    []  
699000    [2.56e-06, 1.61e-06, 1.01e-06, 7.25e-07, 9.35e-07, 2.51e-06, 6.36e-07, 9.21e-06, 9.89e-05, 6.54e-06, 2.13e-05, 1.82e-05, 5.19e-05, 6.96e-05, 0.00e+00, 9.02e-08, 0.00e+00, 8.91e-09, 0.00e+00, 0.00e+00, 2.39e-05, 1.71e-04]    [2.56e-06, 1.61e-06, 1.01e-06, 7.25e-07, 9.35e-07, 2.51e-06, 6.36e-07, 9.21e-06, 9.89e-05, 6.54e-06, 2.13e-05, 1.82e-05, 5.19e-05, 6.96e-05, 0.00e+00, 9.02e-08, 0.00e+00, 8.91e-09, 0.00e+00, 0.00e+00, 2.39e-05, 1.71e-04]    []  
699100    [1.76e-07, 5.57e-07, 6.44e-07, 4.43e-07, 4.28e-07, 1.66e-06, 2.02e-07, 9.56e-08, 4.81e-09, 2.14e-10, 3.98e-07, 8.53e-07, 6.37e-07, 3.45e-09, 2.88e-09, 4.61e-09, 2.84e-09, 1.80e-09, 6.37e-09, 0.00e+00, 4.12e-08, 2.11e-09]    [1.76e-07, 5.57e-07, 6.44e-07, 4.43e-07, 4.28e-07, 1.66e-06, 2.02e-07, 9.56e-08, 4.81e-09, 2.14e-10, 3.98e-07, 8.53e-07, 6.37e-07, 3.45e-09, 2.88e-09, 4.61e-09, 2.84e-09, 1.80e-09, 6.37e-09, 0.00e+00, 4.12e-08, 2.11e-09]    []  
699200    [9.76e-07, 8.75e-07, 8.34e-07, 6.68e-07, 5.23e-07, 1.92e-06, 4.07e-07, 1.05e-06, 4.34e-07, 1.53e-06, 5.74e-06, 1.50e-05, 5.90e-06, 4.00e-05, 3.39e-11, 6.80e-08, 0.00e+00, 5.07e-09, 0.00e+00, 1.11e-08, 1.65e-06, 6.69e-08]    [9.76e-07, 8.75e-07, 8.34e-07, 6.68e-07, 5.23e-07, 1.92e-06, 4.07e-07, 1.05e-06, 4.34e-07, 1.53e-06, 5.74e-06, 1.50e-05, 5.90e-06, 4.00e-05, 3.39e-11, 6.80e-08, 0.00e+00, 5.07e-09, 0.00e+00, 1.11e-08, 1.65e-06, 6.69e-08]    []  
699300    [1.73e-07, 5.55e-07, 6.39e-07, 4.51e-07, 4.10e-07, 1.66e-06, 1.96e-07, 3.60e-07, 5.42e-10, 1.56e-11, 3.96e-07, 8.21e-07, 6.30e-07, 6.03e-09, 2.56e-09, 4.60e-09, 3.70e-09, 2.44e-09, 2.00e-08, 2.58e-10, 1.22e-07, 1.49e-09]    [1.73e-07, 5.55e-07, 6.39e-07, 4.51e-07, 4.10e-07, 1.66e-06, 1.96e-07, 3.60e-07, 5.42e-10, 1.56e-11, 3.96e-07, 8.21e-07, 6.30e-07, 6.03e-09, 2.56e-09, 4.60e-09, 3.70e-09, 2.44e-09, 2.00e-08, 2.58e-10, 1.22e-07, 1.49e-09]    []  
699400    [8.57e-07, 9.67e-07, 6.64e-07, 7.19e-07, 7.76e-07, 1.94e-06, 3.20e-07, 2.24e-07, 3.64e-06, 4.70e-07, 3.29e-06, 3.48e-05, 2.74e-06, 5.90e-05, 0.00e+00, 6.80e-09, 0.00e+00, 0.00e+00, 3.50e-07, 0.00e+00, 2.27e-06, 6.17e-07]    [8.57e-07, 9.67e-07, 6.64e-07, 7.19e-07, 7.76e-07, 1.94e-06, 3.20e-07, 2.24e-07, 3.64e-06, 4.70e-07, 3.29e-06, 3.48e-05, 2.74e-06, 5.90e-05, 0.00e+00, 6.80e-09, 0.00e+00, 0.00e+00, 3.50e-07, 0.00e+00, 2.27e-06, 6.17e-07]    []  
699500    [1.68e-07, 5.41e-07, 5.89e-07, 4.44e-07, 3.84e-07, 1.65e-06, 2.57e-07, 6.86e-08, 4.31e-09, 5.69e-11, 3.81e-07, 8.20e-07, 5.92e-07, 4.46e-09, 3.12e-09, 4.40e-09, 5.18e-09, 1.17e-09, 8.71e-09, 7.56e-17, 5.67e-08, 1.99e-09]    [1.68e-07, 5.41e-07, 5.89e-07, 4.44e-07, 3.84e-07, 1.65e-06, 2.57e-07, 6.86e-08, 4.31e-09, 5.69e-11, 3.81e-07, 8.20e-07, 5.92e-07, 4.46e-09, 3.12e-09, 4.40e-09, 5.18e-09, 1.17e-09, 8.71e-09, 7.56e-17, 5.67e-08, 1.99e-09]    []  
699600    [2.70e-07, 5.44e-07, 8.58e-07, 5.51e-07, 4.77e-07, 1.66e-06, 2.54e-07, 3.12e-06, 7.43e-09, 1.09e-08, 7.43e-07, 1.58e-06, 1.32e-06, 7.83e-07, 1.58e-08, 9.05e-09, 2.37e-09, 1.13e-08, 3.91e-07, 4.05e-11, 2.58e-06, 8.36e-09]    [2.70e-07, 5.44e-07, 8.58e-07, 5.51e-07, 4.77e-07, 1.66e-06, 2.54e-07, 3.12e-06, 7.43e-09, 1.09e-08, 7.43e-07, 1.58e-06, 1.32e-06, 7.83e-07, 1.58e-08, 9.05e-09, 2.37e-09, 1.13e-08, 3.91e-07, 4.05e-11, 2.58e-06, 8.36e-09]    []  
699700    [1.67e-07, 5.35e-07, 6.23e-07, 4.49e-07, 3.83e-07, 1.66e-06, 2.30e-07, 4.28e-08, 3.27e-11, 3.76e-13, 3.80e-07, 8.09e-07, 5.82e-07, 1.47e-09, 2.00e-09, 4.29e-09, 5.30e-09, 1.75e-09, 2.33e-10, 1.25e-11, 3.26e-08, 3.38e-10]    [1.67e-07, 5.35e-07, 6.23e-07, 4.49e-07, 3.83e-07, 1.66e-06, 2.30e-07, 4.28e-08, 3.27e-11, 3.76e-13, 3.80e-07, 8.09e-07, 5.82e-07, 1.47e-09, 2.00e-09, 4.29e-09, 5.30e-09, 1.75e-09, 2.33e-10, 1.25e-11, 3.26e-08, 3.38e-10]    []  
699800    [3.83e-07, 5.47e-07, 9.14e-07, 5.29e-07, 4.81e-07, 1.66e-06, 2.22e-07, 3.50e-07, 3.18e-07, 2.22e-08, 2.31e-06, 3.56e-06, 6.08e-06, 5.48e-06, 5.35e-09, 0.00e+00, 2.33e-09, 5.24e-09, 0.00e+00, 7.97e-09, 1.14e-06, 4.91e-08]    [3.83e-07, 5.47e-07, 9.14e-07, 5.29e-07, 4.81e-07, 1.66e-06, 2.22e-07, 3.50e-07, 3.18e-07, 2.22e-08, 2.31e-06, 3.56e-06, 6.08e-06, 5.48e-06, 5.35e-09, 0.00e+00, 2.33e-09, 5.24e-09, 0.00e+00, 7.97e-09, 1.14e-06, 4.91e-08]    []  
699900    [1.71e-07, 5.36e-07, 6.30e-07, 4.50e-07, 3.91e-07, 1.66e-06, 2.10e-07, 1.13e-10, 7.62e-10, 2.08e-11, 3.84e-07, 7.97e-07, 5.68e-07, 3.07e-09, 2.10e-09, 4.10e-09, 5.29e-09, 1.10e-09, 1.68e-10, 5.75e-12, 1.01e-08, 3.85e-10]    [1.71e-07, 5.36e-07, 6.30e-07, 4.50e-07, 3.91e-07, 1.66e-06, 2.10e-07, 1.13e-10, 7.62e-10, 2.08e-11, 3.84e-07, 7.97e-07, 5.68e-07, 3.07e-09, 2.10e-09, 4.10e-09, 5.29e-09, 1.10e-09, 1.68e-10, 5.75e-12, 1.01e-08, 3.85e-10]    []  
700000    [2.83e-07, 4.91e-07, 9.22e-07, 5.76e-07, 4.86e-07, 1.67e-06, 2.24e-07, 1.44e-06, 6.89e-09, 1.39e-09, 6.19e-07, 1.66e-06, 1.30e-06, 2.37e-07, 1.08e-08, 7.91e-09, 7.66e-08, 4.55e-09, 3.02e-07, 8.16e-10, 2.00e-06, 5.32e-09]    [2.83e-07, 4.91e-07, 9.22e-07, 5.76e-07, 4.86e-07, 1.67e-06, 2.24e-07, 1.44e-06, 6.89e-09, 1.39e-09, 6.19e-07, 1.66e-06, 1.30e-06, 2.37e-07, 1.08e-08, 7.91e-09, 7.66e-08, 4.55e-09, 3.02e-07, 8.16e-10, 2.00e-06, 5.32e-09]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 41.157205 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
700000    [2.83e-07, 4.91e-07, 9.22e-07, 5.76e-07, 4.86e-07, 1.67e-06, 2.24e-07, 1.44e-06, 6.89e-09, 1.39e-09, 6.19e-07, 1.66e-06, 1.30e-06, 2.37e-07, 1.08e-08, 7.91e-09, 7.66e-08, 4.55e-09, 3.02e-07, 8.16e-10, 2.00e-06, 5.32e-09]    [2.83e-07, 4.91e-07, 9.22e-07, 5.76e-07, 4.86e-07, 1.67e-06, 2.24e-07, 1.44e-06, 6.89e-09, 1.39e-09, 6.19e-07, 1.66e-06, 1.30e-06, 2.37e-07, 1.08e-08, 7.91e-09, 7.66e-08, 4.55e-09, 3.02e-07, 8.16e-10, 2.00e-06, 5.32e-09]    []  
700100    [1.71e-07, 5.19e-07, 6.08e-07, 4.44e-07, 3.88e-07, 1.66e-06, 2.02e-07, 2.75e-08, 4.93e-10, 7.73e-10, 3.79e-07, 7.83e-07, 5.72e-07, 2.87e-08, 4.16e-09, 6.17e-09, 6.20e-09, 2.84e-09, 8.19e-11, 1.33e-11, 1.14e-08, 3.07e-10]    [1.71e-07, 5.19e-07, 6.08e-07, 4.44e-07, 3.88e-07, 1.66e-06, 2.02e-07, 2.75e-08, 4.93e-10, 7.73e-10, 3.79e-07, 7.83e-07, 5.72e-07, 2.87e-08, 4.16e-09, 6.17e-09, 6.20e-09, 2.84e-09, 8.19e-11, 1.33e-11, 1.14e-08, 3.07e-10]    []  
700200    [2.61e-07, 4.92e-07, 8.57e-07, 5.12e-07, 4.98e-07, 1.70e-06, 2.34e-07, 3.57e-07, 5.37e-08, 1.77e-09, 2.36e-06, 2.37e-06, 5.99e-06, 2.43e-06, 2.74e-08, 4.14e-08, 0.00e+00, 2.74e-07, 9.37e-08, 4.43e-09, 6.35e-07, 2.96e-08]    [2.61e-07, 4.92e-07, 8.57e-07, 5.12e-07, 4.98e-07, 1.70e-06, 2.34e-07, 3.57e-07, 5.37e-08, 1.77e-09, 2.36e-06, 2.37e-06, 5.99e-06, 2.43e-06, 2.74e-08, 4.14e-08, 0.00e+00, 2.74e-07, 9.37e-08, 4.43e-09, 6.35e-07, 2.96e-08]    []  
700300    [2.37e-06, 1.16e-06, 7.68e-07, 6.51e-07, 4.51e-07, 1.80e-06, 2.40e-07, 1.47e-07, 1.70e-05, 3.62e-06, 3.41e-06, 1.53e-05, 2.55e-05, 1.06e-04, 0.00e+00, 0.00e+00, 4.00e-10, 0.00e+00, 0.00e+00, 3.71e-06, 3.29e-06, 1.70e-05]    [2.37e-06, 1.16e-06, 7.68e-07, 6.51e-07, 4.51e-07, 1.80e-06, 2.40e-07, 1.47e-07, 1.70e-05, 3.62e-06, 3.41e-06, 1.53e-05, 2.55e-05, 1.06e-04, 0.00e+00, 0.00e+00, 4.00e-10, 0.00e+00, 0.00e+00, 3.71e-06, 3.29e-06, 1.70e-05]    []  
700400    [1.70e-07, 5.06e-07, 5.90e-07, 4.36e-07, 4.38e-07, 1.65e-06, 2.36e-07, 5.38e-08, 3.41e-06, 2.69e-09, 4.21e-07, 9.52e-07, 7.78e-07, 1.31e-07, 4.39e-09, 4.95e-09, 3.18e-12, 9.22e-09, 1.43e-08, 0.00e+00, 8.76e-08, 3.57e-06]    [1.70e-07, 5.06e-07, 5.90e-07, 4.36e-07, 4.38e-07, 1.65e-06, 2.36e-07, 5.38e-08, 3.41e-06, 2.69e-09, 4.21e-07, 9.52e-07, 7.78e-07, 1.31e-07, 4.39e-09, 4.95e-09, 3.18e-12, 9.22e-09, 1.43e-08, 0.00e+00, 8.76e-08, 3.57e-06]    []  
700500    [3.59e-07, 4.98e-07, 8.55e-07, 5.30e-07, 4.91e-07, 1.69e-06, 2.64e-07, 3.55e-07, 2.85e-10, 5.26e-08, 1.14e-06, 2.83e-06, 2.57e-06, 5.40e-07, 1.06e-08, 1.75e-08, 2.87e-08, 1.70e-09, 0.00e+00, 3.02e-11, 2.24e-07, 3.24e-10]    [3.59e-07, 4.98e-07, 8.55e-07, 5.30e-07, 4.91e-07, 1.69e-06, 2.64e-07, 3.55e-07, 2.85e-10, 5.26e-08, 1.14e-06, 2.83e-06, 2.57e-06, 5.40e-07, 1.06e-08, 1.75e-08, 2.87e-08, 1.70e-09, 0.00e+00, 3.02e-11, 2.24e-07, 3.24e-10]    []  
700600    [6.99e-06, 1.50e-06, 1.14e-06, 1.06e-06, 1.08e-06, 2.44e-06, 4.87e-07, 1.65e-06, 4.43e-12, 9.39e-06, 1.61e-05, 5.16e-05, 9.82e-05, 3.47e-04, 4.72e-06, 3.88e-06, 2.79e-06, 2.54e-06, 6.25e-07, 5.56e-11, 4.00e-06, 4.18e-10]    [6.99e-06, 1.50e-06, 1.14e-06, 1.06e-06, 1.08e-06, 2.44e-06, 4.87e-07, 1.65e-06, 4.43e-12, 9.39e-06, 1.61e-05, 5.16e-05, 9.82e-05, 3.47e-04, 4.72e-06, 3.88e-06, 2.79e-06, 2.54e-06, 6.25e-07, 5.56e-11, 4.00e-06, 4.18e-10]    []  
700700    [1.92e-07, 5.39e-07, 7.27e-07, 4.44e-07, 4.67e-07, 1.66e-06, 2.16e-07, 9.29e-08, 9.56e-07, 1.18e-09, 4.52e-07, 1.04e-06, 8.07e-07, 2.03e-07, 7.81e-09, 7.94e-09, 0.00e+00, 1.57e-08, 0.00e+00, 1.43e-08, 1.93e-07, 7.64e-08]    [1.92e-07, 5.39e-07, 7.27e-07, 4.44e-07, 4.67e-07, 1.66e-06, 2.16e-07, 9.29e-08, 9.56e-07, 1.18e-09, 4.52e-07, 1.04e-06, 8.07e-07, 2.03e-07, 7.81e-09, 7.94e-09, 0.00e+00, 1.57e-08, 0.00e+00, 1.43e-08, 1.93e-07, 7.64e-08]    []  
700800    [5.65e-06, 5.27e-06, 2.38e-06, 6.79e-06, 3.62e-06, 4.37e-06, 4.67e-06, 2.11e-05, 7.75e-08, 2.26e-05, 5.70e-05, 2.06e-04, 7.90e-05, 7.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 7.03e-08, 0.00e+00, 1.59e-08, 1.12e-05, 1.00e-07]    [5.65e-06, 5.27e-06, 2.38e-06, 6.79e-06, 3.62e-06, 4.37e-06, 4.67e-06, 2.11e-05, 7.75e-08, 2.26e-05, 5.70e-05, 2.06e-04, 7.90e-05, 7.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 7.03e-08, 0.00e+00, 1.59e-08, 1.12e-05, 1.00e-07]    []  
700900    [1.80e-07, 5.68e-07, 6.97e-07, 4.55e-07, 4.47e-07, 1.66e-06, 2.06e-07, 1.67e-07, 5.63e-12, 2.54e-10, 4.11e-07, 8.92e-07, 6.86e-07, 9.63e-09, 2.68e-09, 5.36e-09, 5.33e-11, 1.41e-09, 8.24e-09, 4.33e-11, 5.10e-08, 3.48e-10]    [1.80e-07, 5.68e-07, 6.97e-07, 4.55e-07, 4.47e-07, 1.66e-06, 2.06e-07, 1.67e-07, 5.63e-12, 2.54e-10, 4.11e-07, 8.92e-07, 6.86e-07, 9.63e-09, 2.68e-09, 5.36e-09, 5.33e-11, 1.41e-09, 8.24e-09, 4.33e-11, 5.10e-08, 3.48e-10]    []  
701000    [1.91e-06, 1.85e-06, 1.29e-06, 7.54e-07, 1.34e-06, 1.89e-06, 1.48e-06, 2.68e-05, 5.70e-05, 5.19e-07, 2.41e-05, 1.61e-05, 4.58e-05, 1.79e-05, 2.00e-07, 1.24e-07, 7.09e-07, 1.84e-07, 4.59e-06, 0.00e+00, 2.58e-05, 7.65e-05]    [1.91e-06, 1.85e-06, 1.29e-06, 7.54e-07, 1.34e-06, 1.89e-06, 1.48e-06, 2.68e-05, 5.70e-05, 5.19e-07, 2.41e-05, 1.61e-05, 4.58e-05, 1.79e-05, 2.00e-07, 1.24e-07, 7.09e-07, 1.84e-07, 4.59e-06, 0.00e+00, 2.58e-05, 7.65e-05]    []  
701100    [1.71e-07, 5.46e-07, 6.32e-07, 4.41e-07, 4.20e-07, 1.65e-06, 2.00e-07, 5.74e-08, 1.90e-09, 7.05e-11, 3.96e-07, 8.68e-07, 6.42e-07, 3.39e-08, 8.09e-10, 2.83e-09, 1.55e-09, 4.75e-10, 1.11e-08, 1.04e-11, 7.00e-08, 2.47e-07]    [1.71e-07, 5.46e-07, 6.32e-07, 4.41e-07, 4.20e-07, 1.65e-06, 2.00e-07, 5.74e-08, 1.90e-09, 7.05e-11, 3.96e-07, 8.68e-07, 6.42e-07, 3.39e-08, 8.09e-10, 2.83e-09, 1.55e-09, 4.75e-10, 1.11e-08, 1.04e-11, 7.00e-08, 2.47e-07]    []  
701200    [5.53e-07, 6.18e-07, 9.24e-07, 6.28e-07, 4.76e-07, 1.68e-06, 2.52e-07, 3.01e-06, 8.29e-07, 3.30e-08, 4.24e-06, 6.66e-06, 1.81e-05, 1.03e-05, 6.53e-09, 0.00e+00, 0.00e+00, 5.03e-11, 6.70e-08, 0.00e+00, 4.07e-07, 2.08e-08]    [5.53e-07, 6.18e-07, 9.24e-07, 6.28e-07, 4.76e-07, 1.68e-06, 2.52e-07, 3.01e-06, 8.29e-07, 3.30e-08, 4.24e-06, 6.66e-06, 1.81e-05, 1.03e-05, 6.53e-09, 0.00e+00, 0.00e+00, 5.03e-11, 6.70e-08, 0.00e+00, 4.07e-07, 2.08e-08]    []  
701300    [1.66e-07, 5.29e-07, 5.76e-07, 4.33e-07, 3.89e-07, 1.66e-06, 1.99e-07, 1.09e-10, 3.58e-10, 1.27e-10, 3.76e-07, 7.99e-07, 5.74e-07, 1.31e-08, 1.37e-09, 3.96e-09, 7.01e-09, 1.07e-09, 4.22e-09, 3.74e-12, 2.87e-08, 4.48e-10]    [1.66e-07, 5.29e-07, 5.76e-07, 4.33e-07, 3.89e-07, 1.66e-06, 1.99e-07, 1.09e-10, 3.58e-10, 1.27e-10, 3.76e-07, 7.99e-07, 5.74e-07, 1.31e-08, 1.37e-09, 3.96e-09, 7.01e-09, 1.07e-09, 4.22e-09, 3.74e-12, 2.87e-08, 4.48e-10]    []  
701400    [2.91e-07, 6.37e-07, 9.64e-07, 5.67e-07, 5.22e-07, 1.63e-06, 2.34e-07, 1.45e-06, 2.04e-07, 1.52e-07, 1.29e-06, 2.39e-06, 2.99e-06, 2.69e-06, 7.95e-09, 1.50e-09, 0.00e+00, 1.15e-08, 3.42e-08, 0.00e+00, 2.01e-07, 3.61e-07]    [2.91e-07, 6.37e-07, 9.64e-07, 5.67e-07, 5.22e-07, 1.63e-06, 2.34e-07, 1.45e-06, 2.04e-07, 1.52e-07, 1.29e-06, 2.39e-06, 2.99e-06, 2.69e-06, 7.95e-09, 1.50e-09, 0.00e+00, 1.15e-08, 3.42e-08, 0.00e+00, 2.01e-07, 3.61e-07]    []  
701500    [1.72e-07, 5.62e-07, 6.42e-07, 4.65e-07, 3.95e-07, 1.66e-06, 2.12e-07, 8.93e-09, 1.22e-10, 1.44e-12, 3.73e-07, 7.98e-07, 5.69e-07, 3.29e-09, 2.20e-09, 3.90e-09, 5.94e-09, 1.34e-09, 2.21e-09, 1.08e-11, 2.00e-08, 3.28e-10]    [1.72e-07, 5.62e-07, 6.42e-07, 4.65e-07, 3.95e-07, 1.66e-06, 2.12e-07, 8.93e-09, 1.22e-10, 1.44e-12, 3.73e-07, 7.98e-07, 5.69e-07, 3.29e-09, 2.20e-09, 3.90e-09, 5.94e-09, 1.34e-09, 2.21e-09, 1.08e-11, 2.00e-08, 3.28e-10]    []  
701600    [1.12e-06, 8.15e-07, 1.11e-06, 5.35e-07, 5.94e-07, 1.60e-06, 7.37e-07, 4.54e-06, 5.92e-08, 3.79e-08, 8.61e-06, 1.37e-05, 1.12e-05, 6.07e-06, 8.52e-09, 9.89e-07, 0.00e+00, 2.01e-08, 0.00e+00, 3.64e-09, 9.89e-06, 2.64e-08]    [1.12e-06, 8.15e-07, 1.11e-06, 5.35e-07, 5.94e-07, 1.60e-06, 7.37e-07, 4.54e-06, 5.92e-08, 3.79e-08, 8.61e-06, 1.37e-05, 1.12e-05, 6.07e-06, 8.52e-09, 9.89e-07, 0.00e+00, 2.01e-08, 0.00e+00, 3.64e-09, 9.89e-06, 2.64e-08]    []  
701700    [1.75e-07, 5.51e-07, 6.48e-07, 4.57e-07, 4.09e-07, 1.66e-06, 1.98e-07, 4.69e-12, 2.65e-11, 1.07e-11, 3.89e-07, 8.19e-07, 5.92e-07, 3.07e-09, 1.67e-09, 3.89e-09, 2.05e-09, 1.38e-09, 0.00e+00, 3.50e-11, 1.31e-08, 3.27e-10]    [1.75e-07, 5.51e-07, 6.48e-07, 4.57e-07, 4.09e-07, 1.66e-06, 1.98e-07, 4.69e-12, 2.65e-11, 1.07e-11, 3.89e-07, 8.19e-07, 5.92e-07, 3.07e-09, 1.67e-09, 3.89e-09, 2.05e-09, 1.38e-09, 0.00e+00, 3.50e-11, 1.31e-08, 3.27e-10]    []  
701800    [3.81e-06, 1.61e-06, 8.31e-07, 1.37e-06, 1.45e-06, 2.35e-06, 1.26e-06, 2.02e-05, 4.64e-06, 6.18e-06, 1.40e-05, 3.64e-05, 1.59e-05, 1.60e-04, 0.00e+00, 2.99e-09, 0.00e+00, 2.72e-08, 4.47e-06, 4.95e-06, 2.54e-05, 2.13e-05]    [3.81e-06, 1.61e-06, 8.31e-07, 1.37e-06, 1.45e-06, 2.35e-06, 1.26e-06, 2.02e-05, 4.64e-06, 6.18e-06, 1.40e-05, 3.64e-05, 1.59e-05, 1.60e-04, 0.00e+00, 2.99e-09, 0.00e+00, 2.72e-08, 4.47e-06, 4.95e-06, 2.54e-05, 2.13e-05]    []  
701900    [1.73e-07, 5.23e-07, 6.28e-07, 4.35e-07, 4.26e-07, 1.67e-06, 2.23e-07, 2.79e-07, 2.69e-08, 2.12e-09, 3.94e-07, 8.51e-07, 6.37e-07, 3.76e-08, 4.25e-09, 5.14e-09, 6.39e-10, 2.70e-09, 0.00e+00, 4.96e-10, 1.88e-07, 2.54e-09]    [1.73e-07, 5.23e-07, 6.28e-07, 4.35e-07, 4.26e-07, 1.67e-06, 2.23e-07, 2.79e-07, 2.69e-08, 2.12e-09, 3.94e-07, 8.51e-07, 6.37e-07, 3.76e-08, 4.25e-09, 5.14e-09, 6.39e-10, 2.70e-09, 0.00e+00, 4.96e-10, 1.88e-07, 2.54e-09]    []  
702000    [1.17e-05, 2.63e-06, 1.11e-06, 2.19e-06, 1.83e-06, 2.20e-06, 1.24e-06, 3.51e-05, 1.35e-07, 2.73e-06, 3.23e-05, 9.11e-05, 1.63e-04, 2.41e-04, 0.00e+00, 6.15e-09, 0.00e+00, 7.65e-08, 0.00e+00, 0.00e+00, 9.81e-05, 3.24e-07]    [1.17e-05, 2.63e-06, 1.11e-06, 2.19e-06, 1.83e-06, 2.20e-06, 1.24e-06, 3.51e-05, 1.35e-07, 2.73e-06, 3.23e-05, 9.11e-05, 1.63e-04, 2.41e-04, 0.00e+00, 6.15e-09, 0.00e+00, 7.65e-08, 0.00e+00, 0.00e+00, 9.81e-05, 3.24e-07]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 39.673768 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...

Step      Train loss                                                                                                                                                                                                                      Test loss                                                                                                                                                                                                                       Test metric
702000    [1.17e-05, 2.63e-06, 1.11e-06, 2.19e-06, 1.83e-06, 2.20e-06, 1.24e-06, 3.51e-05, 1.35e-07, 2.73e-06, 3.23e-05, 9.11e-05, 1.63e-04, 2.41e-04, 0.00e+00, 6.15e-09, 0.00e+00, 7.65e-08, 0.00e+00, 0.00e+00, 9.81e-05, 3.24e-07]    [1.17e-05, 2.63e-06, 1.11e-06, 2.19e-06, 1.83e-06, 2.20e-06, 1.24e-06, 3.51e-05, 1.35e-07, 2.73e-06, 3.23e-05, 9.11e-05, 1.63e-04, 2.41e-04, 0.00e+00, 6.15e-09, 0.00e+00, 7.65e-08, 0.00e+00, 0.00e+00, 9.81e-05, 3.24e-07]    []  
702100    [2.27e-07, 8.12e-07, 8.44e-07, 4.62e-07, 4.55e-07, 1.72e-06, 2.04e-07, 1.86e-06, 9.13e-10, 7.00e-08, 9.49e-07, 1.24e-06, 1.22e-06, 2.63e-07, 1.72e-09, 2.27e-09, 0.00e+00, 0.00e+00, 3.91e-08, 3.86e-11, 2.27e-07, 3.70e-10]    [2.27e-07, 8.12e-07, 8.44e-07, 4.62e-07, 4.55e-07, 1.72e-06, 2.04e-07, 1.86e-06, 9.13e-10, 7.00e-08, 9.49e-07, 1.24e-06, 1.22e-06, 2.63e-07, 1.72e-09, 2.27e-09, 0.00e+00, 0.00e+00, 3.91e-08, 3.86e-11, 2.27e-07, 3.70e-10]    []  
702200    [1.88e-07, 6.80e-07, 5.96e-07, 4.72e-07, 3.65e-07, 1.73e-06, 2.09e-07, 4.11e-08, 1.31e-10, 2.24e-10, 4.25e-07, 8.85e-07, 6.27e-07, 1.90e-08, 1.32e-09, 3.61e-09, 6.46e-09, 1.07e-09, 1.20e-08, 2.76e-12, 7.33e-08, 3.90e-10]    [1.88e-07, 6.80e-07, 5.96e-07, 4.72e-07, 3.65e-07, 1.73e-06, 2.09e-07, 4.11e-08, 1.31e-10, 2.24e-10, 4.25e-07, 8.85e-07, 6.27e-07, 1.90e-08, 1.32e-09, 3.61e-09, 6.46e-09, 1.07e-09, 1.20e-08, 2.76e-12, 7.33e-08, 3.90e-10]    []  
702300    [1.09e-06, 8.83e-07, 9.19e-07, 8.33e-07, 4.98e-07, 1.81e-06, 3.23e-07, 5.11e-07, 3.51e-09, 1.50e-06, 2.03e-06, 5.33e-06, 6.81e-06, 2.97e-05, 5.28e-07, 1.45e-07, 2.01e-07, 2.08e-07, 0.00e+00, 8.70e-13, 3.10e-07, 7.05e-10]    [1.09e-06, 8.83e-07, 9.19e-07, 8.33e-07, 4.98e-07, 1.81e-06, 3.23e-07, 5.11e-07, 3.51e-09, 1.50e-06, 2.03e-06, 5.33e-06, 6.81e-06, 2.97e-05, 5.28e-07, 1.45e-07, 2.01e-07, 2.08e-07, 0.00e+00, 8.70e-13, 3.10e-07, 7.05e-10]    []  
702400    [1.74e-07, 5.91e-07, 6.01e-07, 4.64e-07, 3.88e-07, 1.71e-06, 1.92e-07, 1.52e-07, 7.72e-10, 2.73e-09, 3.85e-07, 8.84e-07, 6.16e-07, 1.20e-07, 2.23e-10, 2.90e-09, 7.97e-10, 3.18e-10, 0.00e+00, 2.30e-12, 7.75e-08, 6.04e-10]    [1.74e-07, 5.91e-07, 6.01e-07, 4.64e-07, 3.88e-07, 1.71e-06, 1.92e-07, 1.52e-07, 7.72e-10, 2.73e-09, 3.85e-07, 8.84e-07, 6.16e-07, 1.20e-07, 2.23e-10, 2.90e-09, 7.97e-10, 3.18e-10, 0.00e+00, 2.30e-12, 7.75e-08, 6.04e-10]    []  
702500    [4.50e-07, 5.65e-07, 5.97e-07, 4.75e-07, 4.42e-07, 1.65e-06, 4.50e-07, 1.75e-07, 3.31e-06, 6.77e-09, 6.66e-07, 2.44e-06, 1.75e-06, 2.05e-06, 2.04e-08, 8.12e-08, 3.26e-09, 1.67e-09, 2.31e-07, 7.32e-09, 1.53e-06, 8.26e-08]    [4.50e-07, 5.65e-07, 5.97e-07, 4.75e-07, 4.42e-07, 1.65e-06, 4.50e-07, 1.75e-07, 3.31e-06, 6.77e-09, 6.66e-07, 2.44e-06, 1.75e-06, 2.05e-06, 2.04e-08, 8.12e-08, 3.26e-09, 1.67e-09, 2.31e-07, 7.32e-09, 1.53e-06, 8.26e-08]    []  
702600    [5.99e-07, 7.00e-07, 5.30e-07, 4.59e-07, 3.52e-07, 1.70e-06, 3.27e-07, 6.07e-09, 4.40e-10, 5.31e-07, 1.01e-06, 4.64e-06, 5.95e-06, 2.22e-05, 0.00e+00, 1.45e-10, 9.04e-10, 0.00e+00, 0.00e+00, 1.36e-12, 1.12e-07, 1.37e-09]    [5.99e-07, 7.00e-07, 5.30e-07, 4.59e-07, 3.52e-07, 1.70e-06, 3.27e-07, 6.07e-09, 4.40e-10, 5.31e-07, 1.01e-06, 4.64e-06, 5.95e-06, 2.22e-05, 0.00e+00, 1.45e-10, 9.04e-10, 0.00e+00, 0.00e+00, 1.36e-12, 1.12e-07, 1.37e-09]    []  
702700    [1.86e-07, 5.32e-07, 6.07e-07, 4.53e-07, 4.36e-07, 1.66e-06, 2.93e-07, 1.39e-07, 5.59e-11, 2.66e-08, 4.60e-07, 1.31e-06, 1.18e-06, 1.24e-06, 2.88e-09, 0.00e+00, 0.00e+00, 3.22e-10, 0.00e+00, 2.33e-11, 1.86e-07, 4.74e-10]    [1.86e-07, 5.32e-07, 6.07e-07, 4.53e-07, 4.36e-07, 1.66e-06, 2.93e-07, 1.39e-07, 5.59e-11, 2.66e-08, 4.60e-07, 1.31e-06, 1.18e-06, 1.24e-06, 2.88e-09, 0.00e+00, 0.00e+00, 3.22e-10, 0.00e+00, 2.33e-11, 1.86e-07, 4.74e-10]    []  
702800    [3.79e-05, 7.07e-06, 4.71e-06, 7.69e-06, 7.74e-06, 4.41e-06, 3.99e-06, 9.79e-07, 7.95e-09, 6.47e-05, 8.35e-05, 3.70e-04, 3.90e-04, 2.14e-03, 0.00e+00, 0.00e+00, 1.71e-12, 0.00e+00, 0.00e+00, 0.00e+00, 1.87e-06, 8.70e-09]    [3.79e-05, 7.07e-06, 4.71e-06, 7.69e-06, 7.74e-06, 4.41e-06, 3.99e-06, 9.79e-07, 7.95e-09, 6.47e-05, 8.35e-05, 3.70e-04, 3.90e-04, 2.14e-03, 0.00e+00, 0.00e+00, 1.71e-12, 0.00e+00, 0.00e+00, 0.00e+00, 1.87e-06, 8.70e-09]    []  
702900    [1.74e-07, 5.12e-07, 6.33e-07, 4.40e-07, 4.33e-07, 1.67e-06, 2.44e-07, 6.17e-08, 2.84e-12, 8.06e-10, 4.36e-07, 9.35e-07, 6.95e-07, 1.72e-08, 3.67e-09, 6.83e-09, 0.00e+00, 8.13e-10, 0.00e+00, 2.04e-11, 1.58e-07, 3.93e-10]    [1.74e-07, 5.12e-07, 6.33e-07, 4.40e-07, 4.33e-07, 1.67e-06, 2.44e-07, 6.17e-08, 2.84e-12, 8.06e-10, 4.36e-07, 9.35e-07, 6.95e-07, 1.72e-08, 3.67e-09, 6.83e-09, 0.00e+00, 8.13e-10, 0.00e+00, 2.04e-11, 1.58e-07, 3.93e-10]    []  
703000    [5.66e-06, 2.34e-06, 1.36e-06, 8.64e-07, 9.83e-07, 2.13e-06, 9.78e-07, 1.04e-05, 1.35e-08, 4.06e-06, 1.28e-05, 2.38e-05, 4.67e-05, 1.33e-04, 1.54e-06, 1.55e-06, 1.77e-06, 5.17e-07, 2.81e-06, 2.92e-10, 1.63e-05, 1.55e-09]    [5.66e-06, 2.34e-06, 1.36e-06, 8.64e-07, 9.83e-07, 2.13e-06, 9.78e-07, 1.04e-05, 1.35e-08, 4.06e-06, 1.28e-05, 2.38e-05, 4.67e-05, 1.33e-04, 1.54e-06, 1.55e-06, 1.77e-06, 5.17e-07, 2.81e-06, 2.92e-10, 1.63e-05, 1.55e-09]    []  
703100    [1.64e-07, 5.06e-07, 5.99e-07, 4.27e-07, 4.03e-07, 1.67e-06, 2.15e-07, 1.93e-07, 3.29e-12, 2.00e-12, 3.96e-07, 8.47e-07, 6.25e-07, 2.28e-09, 1.77e-09, 4.04e-09, 1.90e-09, 1.84e-09, 6.43e-09, 3.06e-11, 4.08e-08, 3.83e-10]    [1.64e-07, 5.06e-07, 5.99e-07, 4.27e-07, 4.03e-07, 1.67e-06, 2.15e-07, 1.93e-07, 3.29e-12, 2.00e-12, 3.96e-07, 8.47e-07, 6.25e-07, 2.28e-09, 1.77e-09, 4.04e-09, 1.90e-09, 1.84e-09, 6.43e-09, 3.06e-11, 4.08e-08, 3.83e-10]    []  
703200    [2.80e-07, 4.69e-07, 9.43e-07, 5.13e-07, 4.67e-07, 1.64e-06, 2.15e-07, 2.90e-06, 2.93e-10, 1.70e-07, 1.97e-06, 2.69e-06, 2.19e-06, 1.69e-06, 7.27e-09, 2.00e-09, 3.90e-08, 1.23e-09, 0.00e+00, 5.17e-09, 4.18e-06, 3.34e-08]    [2.80e-07, 4.69e-07, 9.43e-07, 5.13e-07, 4.67e-07, 1.64e-06, 2.15e-07, 2.90e-06, 2.93e-10, 1.70e-07, 1.97e-06, 2.69e-06, 2.19e-06, 1.69e-06, 7.27e-09, 2.00e-09, 3.90e-08, 1.23e-09, 0.00e+00, 5.17e-09, 4.18e-06, 3.34e-08]    []  
703300    [1.75e-07, 5.57e-07, 6.55e-07, 4.54e-07, 4.02e-07, 1.67e-06, 2.03e-07, 3.24e-08, 8.06e-12, 1.58e-11, 3.90e-07, 8.14e-07, 5.84e-07, 1.75e-09, 2.76e-09, 4.58e-09, 5.31e-09, 1.37e-09, 1.81e-08, 2.55e-10, 1.11e-07, 1.44e-09]    [1.75e-07, 5.57e-07, 6.55e-07, 4.54e-07, 4.02e-07, 1.67e-06, 2.03e-07, 3.24e-08, 8.06e-12, 1.58e-11, 3.90e-07, 8.14e-07, 5.84e-07, 1.75e-09, 2.76e-09, 4.58e-09, 5.31e-09, 1.37e-09, 1.81e-08, 2.55e-10, 1.11e-07, 1.44e-09]    []  
703400    [8.08e-07, 6.74e-07, 1.00e-06, 6.40e-07, 5.24e-07, 1.76e-06, 2.93e-07, 1.03e-05, 3.24e-08, 2.26e-07, 1.41e-06, 3.73e-06, 5.18e-06, 1.42e-05, 7.97e-08, 1.39e-07, 2.12e-07, 7.13e-08, 1.39e-06, 0.00e+00, 8.56e-06, 3.09e-08]    [8.08e-07, 6.74e-07, 1.00e-06, 6.40e-07, 5.24e-07, 1.76e-06, 2.93e-07, 1.03e-05, 3.24e-08, 2.26e-07, 1.41e-06, 3.73e-06, 5.18e-06, 1.42e-05, 7.97e-08, 1.39e-07, 2.12e-07, 7.13e-08, 1.39e-06, 0.00e+00, 8.56e-06, 3.09e-08]    []  
703500    [1.66e-07, 5.33e-07, 6.18e-07, 4.37e-07, 3.94e-07, 1.67e-06, 1.93e-07, 3.48e-08, 5.63e-12, 1.88e-09, 3.79e-07, 8.18e-07, 5.71e-07, 8.68e-08, 4.08e-10, 3.01e-09, 4.23e-09, 3.73e-10, 1.31e-08, 2.41e-11, 7.94e-08, 3.08e-10]    [1.66e-07, 5.33e-07, 6.18e-07, 4.37e-07, 3.94e-07, 1.67e-06, 1.93e-07, 3.48e-08, 5.63e-12, 1.88e-09, 3.79e-07, 8.18e-07, 5.71e-07, 8.68e-08, 4.08e-10, 3.01e-09, 4.23e-09, 3.73e-10, 1.31e-08, 2.41e-11, 7.94e-08, 3.08e-10]    []  
703600    [2.16e-07, 5.27e-07, 7.01e-07, 4.78e-07, 4.80e-07, 1.71e-06, 2.72e-07, 5.73e-07, 9.18e-06, 1.73e-08, 2.58e-06, 2.12e-06, 3.68e-06, 2.54e-07, 3.13e-08, 5.18e-09, 0.00e+00, 8.73e-08, 1.16e-07, 0.00e+00, 7.89e-07, 1.68e-05]    [2.16e-07, 5.27e-07, 7.01e-07, 4.78e-07, 4.80e-07, 1.71e-06, 2.72e-07, 5.73e-07, 9.18e-06, 1.73e-08, 2.58e-06, 2.12e-06, 3.68e-06, 2.54e-07, 3.13e-08, 5.18e-09, 0.00e+00, 8.73e-08, 1.16e-07, 0.00e+00, 7.89e-07, 1.68e-05]    []  
703700    [7.70e-06, 2.50e-06, 1.17e-06, 1.36e-06, 7.42e-07, 2.34e-06, 3.58e-07, 1.22e-06, 1.52e-09, 8.09e-06, 1.26e-05, 5.96e-05, 9.97e-05, 3.48e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.36e-15, 4.23e-06, 1.92e-09]    [7.70e-06, 2.50e-06, 1.17e-06, 1.36e-06, 7.42e-07, 2.34e-06, 3.58e-07, 1.22e-06, 1.52e-09, 8.09e-06, 1.26e-05, 5.96e-05, 9.97e-05, 3.48e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.36e-15, 4.23e-06, 1.92e-09]    []  
703800    [1.85e-07, 5.42e-07, 7.23e-07, 4.53e-07, 4.56e-07, 1.67e-06, 2.24e-07, 2.51e-08, 4.61e-08, 1.14e-08, 5.37e-07, 1.05e-06, 7.78e-07, 1.67e-07, 5.76e-09, 3.41e-09, 0.00e+00, 7.94e-09, 0.00e+00, 1.51e-09, 6.58e-08, 9.51e-09]    [1.85e-07, 5.42e-07, 7.23e-07, 4.53e-07, 4.56e-07, 1.67e-06, 2.24e-07, 2.51e-08, 4.61e-08, 1.14e-08, 5.37e-07, 1.05e-06, 7.78e-07, 1.67e-07, 5.76e-09, 3.41e-09, 0.00e+00, 7.94e-09, 0.00e+00, 1.51e-09, 6.58e-08, 9.51e-09]    []  
703900    [4.06e-06, 1.61e-06, 3.81e-06, 5.19e-06, 1.65e-06, 4.10e-06, 2.09e-06, 6.51e-05, 1.16e-06, 3.55e-06, 1.73e-05, 4.47e-05, 5.12e-05, 2.17e-04, 2.80e-06, 1.59e-07, 3.49e-07, 2.40e-07, 1.27e-05, 0.00e+00, 6.75e-05, 1.10e-06]    [4.06e-06, 1.61e-06, 3.81e-06, 5.19e-06, 1.65e-06, 4.10e-06, 2.09e-06, 6.51e-05, 1.16e-06, 3.55e-06, 1.73e-05, 4.47e-05, 5.12e-05, 2.17e-04, 2.80e-06, 1.59e-07, 3.49e-07, 2.40e-07, 1.27e-05, 0.00e+00, 6.75e-05, 1.10e-06]    []  
704000    [1.77e-07, 5.48e-07, 6.68e-07, 4.45e-07, 4.35e-07, 1.66e-06, 2.11e-07, 2.83e-08, 2.96e-10, 8.00e-10, 4.10e-07, 8.87e-07, 6.58e-07, 1.02e-08, 3.47e-09, 6.85e-09, 1.87e-11, 1.72e-09, 1.83e-08, 1.07e-11, 1.11e-07, 3.27e-10]    [1.77e-07, 5.48e-07, 6.68e-07, 4.45e-07, 4.35e-07, 1.66e-06, 2.11e-07, 2.83e-08, 2.96e-10, 8.00e-10, 4.10e-07, 8.87e-07, 6.58e-07, 1.02e-08, 3.47e-09, 6.85e-09, 1.87e-11, 1.72e-09, 1.83e-08, 1.07e-11, 1.11e-07, 3.27e-10]    []  

Best model at step 302150:
  train loss: 4.19e-06
  test loss: 4.19e-06
  test metric: []

'train' took 46.257678 s

Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Best train step: 302150
lambda_a: 2.166892767
lambda_b: 1.8063528538
kappa_a: 0.76282000542
kappa_b: 0.44990721345
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

Final Output

# params_nn, best_step = model.get_best_params(out_func=np.exp) # parameters need to be extracted with the exponential functino as they have been modelled in logspace
params_nn, best_step = model.get_best_params() # parameters need to be extracted with the exponential functino as they have been modelled in logspace
print(static_parameters, sep="\n")
t_nn_param, wsol_nn_param, wsol_sird_nn_param = solver(*params_nn)

model.set_synthetic_data(t_synth, solution_synth_full) 
model.set_nn_synthetic_data(t_nn_param, wsol_nn_param, wsol_sird_nn_param)
plot = Plot(model, values_to_plot=sird_model.initial_conditions_keys) # class that contains plotting functions
# plot.show_known_and_prediction()
# plot.plot_param_history()
# plot.plot_loss_history()

Best train step: 302150
lambda_a: 2.166892767
lambda_b: 1.8063528538
kappa_a: 0.76282000542
kappa_b: 0.44990721345
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}

plot.show_known_and_prediction()
plot.plot_param_history()
plot.plot_loss_history()

Error in callback <function _draw_all_if_interactive at 0x1614ed430> (for post_execute):

---------------------------------------------------------------------------
OverflowError                             Traceback (most recent call last)
File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/pyplot.py:119, in _draw_all_if_interactive()
    117 def _draw_all_if_interactive():
    118     if matplotlib.is_interactive():
--> 119         draw_all()

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/_pylab_helpers.py:132, in Gcf.draw_all(cls, force)
    130 for manager in cls.get_all_fig_managers():
    131     if force or manager.canvas.figure.stale:
--> 132         manager.canvas.draw_idle()

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/backend_bases.py:2054, in FigureCanvasBase.draw_idle(self, *args, **kwargs)
   2052 if not self._is_idle_drawing:
   2053     with self._idle_draw_cntx():
-> 2054         self.draw(*args, **kwargs)

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/backends/backend_agg.py:405, in FigureCanvasAgg.draw(self)
    401 # Acquire a lock on the shared font cache.
    402 with RendererAgg.lock, \
    403      (self.toolbar._wait_cursor_for_draw_cm() if self.toolbar
    404       else nullcontext()):
--> 405     self.figure.draw(self.renderer)
    406     # A GUI class may be need to update a window using this draw, so
    407     # don't forget to call the superclass.
    408     super().draw()

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/artist.py:74, in _finalize_rasterization.<locals>.draw_wrapper(artist, renderer, *args, **kwargs)
     72 @wraps(draw)
     73 def draw_wrapper(artist, renderer, *args, **kwargs):
---> 74     result = draw(artist, renderer, *args, **kwargs)
     75     if renderer._rasterizing:
     76         renderer.stop_rasterizing()

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/artist.py:51, in allow_rasterization.<locals>.draw_wrapper(artist, renderer)
     48     if artist.get_agg_filter() is not None:
     49         renderer.start_filter()
---> 51     return draw(artist, renderer)
     52 finally:
     53     if artist.get_agg_filter() is not None:

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/figure.py:3071, in Figure.draw(self, renderer)
   3068         # ValueError can occur when resizing a window.
   3070 self.patch.draw(renderer)
-> 3071 mimage._draw_list_compositing_images(
   3072     renderer, self, artists, self.suppressComposite)
   3074 for sfig in self.subfigs:
   3075     sfig.draw(renderer)

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/image.py:131, in _draw_list_compositing_images(renderer, parent, artists, suppress_composite)
    129 if not_composite or not has_images:
    130     for a in artists:
--> 131         a.draw(renderer)
    132 else:
    133     # Composite any adjacent images together
    134     image_group = []

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/artist.py:51, in allow_rasterization.<locals>.draw_wrapper(artist, renderer)
     48     if artist.get_agg_filter() is not None:
     49         renderer.start_filter()
---> 51     return draw(artist, renderer)
     52 finally:
     53     if artist.get_agg_filter() is not None:

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/axes/_base.py:3107, in _AxesBase.draw(self, renderer)
   3104         a.draw(renderer)
   3105     renderer.stop_rasterizing()
-> 3107 mimage._draw_list_compositing_images(
   3108     renderer, self, artists, self.figure.suppressComposite)
   3110 renderer.close_group('axes')
   3111 self.stale = False

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/image.py:131, in _draw_list_compositing_images(renderer, parent, artists, suppress_composite)
    129 if not_composite or not has_images:
    130     for a in artists:
--> 131         a.draw(renderer)
    132 else:
    133     # Composite any adjacent images together
    134     image_group = []

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/artist.py:51, in allow_rasterization.<locals>.draw_wrapper(artist, renderer)
     48     if artist.get_agg_filter() is not None:
     49         renderer.start_filter()
---> 51     return draw(artist, renderer)
     52 finally:
     53     if artist.get_agg_filter() is not None:

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/lines.py:800, in Line2D.draw(self, renderer)
    797         gc.set_foreground(lc_rgba, isRGBA=True)
    799         gc.set_dashes(*self._dash_pattern)
--> 800         renderer.draw_path(gc, tpath, affine.frozen())
    801         gc.restore()
    803 if self._marker and self._markersize > 0:

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/backends/backend_agg.py:187, in RendererAgg.draw_path(self, gc, path, transform, rgbFace)
    179     else:
    180         msg = (
    181             "Exceeded cell block limit in Agg.  Please set "
    182             "the value of rcParams['agg.path.chunksize'], "
    183             f"(currently {nmax}) to be greater than 100 "
    184             + inc_threshold
    185         )
--> 187 raise OverflowError(msg) from None

OverflowError: Exceeded cell block limit in Agg.  Please set the value of rcParams['agg.path.chunksize'], (currently 0) to be greater than 100 or increase the path simplification threshold(rcParams['path.simplify_threshold'] = 0.111111111111 by default and path.simplify_threshold = 0.111111111111 on the input).

---------------------------------------------------------------------------
OverflowError                             Traceback (most recent call last)
File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/IPython/core/formatters.py:338, in BaseFormatter.__call__(self, obj)
    336     pass
    337 else:
--> 338     return printer(obj)
    339 # Finally look for special method names
    340 method = get_real_method(obj, self.print_method)

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/IPython/core/pylabtools.py:152, in print_figure(fig, fmt, bbox_inches, base64, **kwargs)
    149     from matplotlib.backend_bases import FigureCanvasBase
    150     FigureCanvasBase(fig)
--> 152 fig.canvas.print_figure(bytes_io, **kw)
    153 data = bytes_io.getvalue()
    154 if fmt == 'svg':

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/backend_bases.py:2338, in FigureCanvasBase.print_figure(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, pad_inches, bbox_extra_artists, backend, **kwargs)
   2334 try:
   2335     # _get_renderer may change the figure dpi (as vector formats
   2336     # force the figure dpi to 72), so we need to set it again here.
   2337     with cbook._setattr_cm(self.figure, dpi=dpi):
-> 2338         result = print_method(
   2339             filename,
   2340             facecolor=facecolor,
   2341             edgecolor=edgecolor,
   2342             orientation=orientation,
   2343             bbox_inches_restore=_bbox_inches_restore,
   2344             **kwargs)
   2345 finally:
   2346     if bbox_inches and restore_bbox:

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/backend_bases.py:2204, in FigureCanvasBase._switch_canvas_and_return_print_method.<locals>.<lambda>(*args, **kwargs)
   2200     optional_kws = {  # Passed by print_figure for other renderers.
   2201         "dpi", "facecolor", "edgecolor", "orientation",
   2202         "bbox_inches_restore"}
   2203     skip = optional_kws - {*inspect.signature(meth).parameters}
-> 2204     print_method = functools.wraps(meth)(lambda *args, **kwargs: meth(
   2205         *args, **{k: v for k, v in kwargs.items() if k not in skip}))
   2206 else:  # Let third-parties do as they see fit.
   2207     print_method = meth

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/_api/deprecation.py:410, in delete_parameter.<locals>.wrapper(*inner_args, **inner_kwargs)
    400     deprecation_addendum = (
    401         f"If any parameter follows {name!r}, they should be passed as "
    402         f"keyword, not positionally.")
    403     warn_deprecated(
    404         since,
    405         name=repr(name),
   (...)
    408                  else deprecation_addendum,
    409         **kwargs)
--> 410 return func(*inner_args, **inner_kwargs)

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/backends/backend_agg.py:517, in FigureCanvasAgg.print_png(self, filename_or_obj, metadata, pil_kwargs, *args)
    468 @_api.delete_parameter("3.5", "args")
    469 def print_png(self, filename_or_obj, *args,
    470               metadata=None, pil_kwargs=None):
    471     """
    472     Write the figure to a PNG file.
    473 
   (...)
    515         *metadata*, including the default 'Software' key.
    516     """
--> 517     self._print_pil(filename_or_obj, "png", pil_kwargs, metadata)

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/backends/backend_agg.py:463, in FigureCanvasAgg._print_pil(self, filename_or_obj, fmt, pil_kwargs, metadata)
    458 def _print_pil(self, filename_or_obj, fmt, pil_kwargs, metadata=None):
    459     """
    460     Draw the canvas, then save it using `.image.imsave` (to which
    461     *pil_kwargs* and *metadata* are forwarded).
    462     """
--> 463     FigureCanvasAgg.draw(self)
    464     mpl.image.imsave(
    465         filename_or_obj, self.buffer_rgba(), format=fmt, origin="upper",
    466         dpi=self.figure.dpi, metadata=metadata, pil_kwargs=pil_kwargs)

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/backends/backend_agg.py:405, in FigureCanvasAgg.draw(self)
    401 # Acquire a lock on the shared font cache.
    402 with RendererAgg.lock, \
    403      (self.toolbar._wait_cursor_for_draw_cm() if self.toolbar
    404       else nullcontext()):
--> 405     self.figure.draw(self.renderer)
    406     # A GUI class may be need to update a window using this draw, so
    407     # don't forget to call the superclass.
    408     super().draw()

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/artist.py:74, in _finalize_rasterization.<locals>.draw_wrapper(artist, renderer, *args, **kwargs)
     72 @wraps(draw)
     73 def draw_wrapper(artist, renderer, *args, **kwargs):
---> 74     result = draw(artist, renderer, *args, **kwargs)
     75     if renderer._rasterizing:
     76         renderer.stop_rasterizing()

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/artist.py:51, in allow_rasterization.<locals>.draw_wrapper(artist, renderer)
     48     if artist.get_agg_filter() is not None:
     49         renderer.start_filter()
---> 51     return draw(artist, renderer)
     52 finally:
     53     if artist.get_agg_filter() is not None:

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/figure.py:3071, in Figure.draw(self, renderer)
   3068         # ValueError can occur when resizing a window.
   3070 self.patch.draw(renderer)
-> 3071 mimage._draw_list_compositing_images(
   3072     renderer, self, artists, self.suppressComposite)
   3074 for sfig in self.subfigs:
   3075     sfig.draw(renderer)

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/image.py:131, in _draw_list_compositing_images(renderer, parent, artists, suppress_composite)
    129 if not_composite or not has_images:
    130     for a in artists:
--> 131         a.draw(renderer)
    132 else:
    133     # Composite any adjacent images together
    134     image_group = []

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/artist.py:51, in allow_rasterization.<locals>.draw_wrapper(artist, renderer)
     48     if artist.get_agg_filter() is not None:
     49         renderer.start_filter()
---> 51     return draw(artist, renderer)
     52 finally:
     53     if artist.get_agg_filter() is not None:

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/axes/_base.py:3107, in _AxesBase.draw(self, renderer)
   3104         a.draw(renderer)
   3105     renderer.stop_rasterizing()
-> 3107 mimage._draw_list_compositing_images(
   3108     renderer, self, artists, self.figure.suppressComposite)
   3110 renderer.close_group('axes')
   3111 self.stale = False

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/image.py:131, in _draw_list_compositing_images(renderer, parent, artists, suppress_composite)
    129 if not_composite or not has_images:
    130     for a in artists:
--> 131         a.draw(renderer)
    132 else:
    133     # Composite any adjacent images together
    134     image_group = []

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/artist.py:51, in allow_rasterization.<locals>.draw_wrapper(artist, renderer)
     48     if artist.get_agg_filter() is not None:
     49         renderer.start_filter()
---> 51     return draw(artist, renderer)
     52 finally:
     53     if artist.get_agg_filter() is not None:

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/lines.py:800, in Line2D.draw(self, renderer)
    797         gc.set_foreground(lc_rgba, isRGBA=True)
    799         gc.set_dashes(*self._dash_pattern)
--> 800         renderer.draw_path(gc, tpath, affine.frozen())
    801         gc.restore()
    803 if self._marker and self._markersize > 0:

File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/backends/backend_agg.py:187, in RendererAgg.draw_path(self, gc, path, transform, rgbFace)
    179     else:
    180         msg = (
    181             "Exceeded cell block limit in Agg.  Please set "
    182             "the value of rcParams['agg.path.chunksize'], "
    183             f"(currently {nmax}) to be greater than 100 "
    184             + inc_threshold
    185         )
--> 187 raise OverflowError(msg) from None

OverflowError: Exceeded cell block limit in Agg.  Please set the value of rcParams['agg.path.chunksize'], (currently 0) to be greater than 100 or increase the path simplification threshold(rcParams['path.simplify_threshold'] = 0.111111111111 by default and path.simplify_threshold = 0.111111111111 on the input).

<Figure size 1500x800 with 1 Axes>

# from SIRD_normal_nn import SIRD_net
# max_timestep = 100000
# t_bool = t_synth < max_timestep
# t = t_synth[t_bool]
# wsol = solution_synth[t_bool]

# net = SIRD_net(t, wsol, init_num_people=1e6)
# net.train()
# net.plot(t_synth, solution_synth)

# fig, ax = plt.subplots()
# net.plot(ax, t_synth)